diff --git a/iris/tab_ddpm/6_1/0/synth.csv b/iris/tab_ddpm/6_1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9db9a892eed80a719ce7d25a19f33fa36c669111
--- /dev/null
+++ b/iris/tab_ddpm/6_1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.85843441759961,6.699998953692768,1.991740103602939,Iris-virginica
+1,5.808231460820251,2.698967987913883,5.118819008907118,1.8750564095112927,Iris-virginica
+2,6.297050749250172,2.5127551899655978,4.893775352439515,1.5045420551221265,Iris-versicolor
+3,5.8258791740162765,2.7678720749703025,5.096643333961083,2.314708397596684,Iris-virginica
+4,5.403946262330578,2.9970191485870408,4.502066216253944,1.4977274103092293,Iris-versicolor
+5,5.78787251539758,2.7034208710126078,5.080473556829061,1.8884014392711381,Iris-virginica
+6,5.032028367258559,3.598229981440571,1.4370232440447692,0.2,Iris-setosa
+7,5.011220726218646,3.2407874393434866,1.2331046636676575,0.2,Iris-setosa
+8,6.661292074360196,3.013256108949125,4.414070244037362,1.4047522026705428,Iris-versicolor
+9,5.030343133006828,3.481578585974237,1.3506747633747287,0.29303996961032847,Iris-setosa
+10,5.345666815301146,2.998156599604245,4.481431495254151,1.5131439224687995,Iris-versicolor
+11,5.509919924995878,4.21231544885704,1.4002498826219516,0.2,Iris-setosa
+12,5.065885558732693,3.324181738468504,1.675243317005827,0.28636637655798125,Iris-setosa
+13,5.102727202664497,2.496706953268501,3.0715276779785254,1.0598917892553932,Iris-versicolor
+14,5.500037270702526,2.3912500848959954,3.530677669998094,0.9757034755936258,Iris-versicolor
+15,6.505968194998122,3.1661277505215026,4.520780711818521,1.4736056342080166,Iris-versicolor
+16,5.548072345589068,2.6552698810876403,4.315717793593919,1.281094267259587,Iris-versicolor
+17,5.718183715812168,4.4,1.5339314299774645,0.3922632123657473,Iris-setosa
+18,4.950995544665417,2.416947860437919,3.172370630102603,1.0131912732720305,Iris-versicolor
+19,6.843819034074879,2.993764988442375,5.520018749440141,2.0962800869499065,Iris-virginica
+20,5.012632580698393,3.4920948747904537,1.3064458721746317,0.2972095583045851,Iris-setosa
+21,5.210678394937112,2.694461512132271,3.8250116858488354,1.3978585377624435,Iris-versicolor
+22,5.006793964624518,3.521708187026365,1.3077485301189198,0.2936808500675292,Iris-setosa
+23,5.433449242155057,2.4233649935766484,3.666190652210865,1.1155663895027657,Iris-versicolor
+24,5.247603769502183,3.474431196240486,1.5511579218865208,0.2,Iris-setosa
+25,5.904418494392038,3.2008467726949714,4.816455095319938,1.7876243953736883,Iris-versicolor
+26,5.879332963925798,3.1762254442065463,4.72966551878063,1.736209466041768,Iris-versicolor
+27,6.007797133726294,2.9938467044236634,4.825065891068429,1.7894632426073556,Iris-virginica
+28,7.699997742727948,2.8015255041336675,6.699997976612252,2.0306299117919937,Iris-virginica
+29,5.151410805621358,3.4394576480811963,1.4979460606511452,0.2,Iris-setosa
+30,6.690712218863924,3.342397086829121,5.729286931181295,2.5,Iris-virginica
+31,5.530224720583778,2.6144719948984823,4.331101565427977,1.2697315092722645,Iris-versicolor
+32,4.660745160372014,3.143320244355159,1.3598956908866358,0.2,Iris-setosa
+33,5.188652542400699,3.4952908572453087,1.5073016941470652,0.2,Iris-setosa
+34,5.5541752779529645,2.4005112618702373,4.004226081843266,0.9432279859096547,Iris-versicolor
+35,7.699998513186528,2.8147273908413117,6.699998049848602,1.9912474088747725,Iris-virginica
+36,6.721289956599611,2.988078662162553,4.991988441414523,1.6832356951961511,Iris-versicolor
+37,6.689565227468764,3.057244701260641,4.49000129026246,1.4156101819149849,Iris-versicolor
+38,6.402176697315306,3.094876491341985,5.463037052192011,1.8040247118801334,Iris-virginica
+39,5.097126748465146,3.8386633794169827,1.6686834033879956,0.4149408560635677,Iris-setosa
+40,4.6823883433355835,3.446695188217983,1.3919705213895095,0.3128973981292614,Iris-setosa
+41,5.365370747066162,3.3983102018983544,1.6728980319757574,0.2,Iris-setosa
+42,6.804812382757074,2.9789109385427444,5.496628938126333,2.085646890904496,Iris-virginica
+43,5.512940561181367,4.21613576315535,1.3830828749778834,0.2,Iris-setosa
+44,6.035971521240422,3.3509876591768064,4.508018981968241,1.5827059961899923,Iris-versicolor
+45,6.3191618110911305,2.9032996496525585,4.346860704208039,1.307710491220435,Iris-versicolor
+46,6.289437518161474,2.690437500397341,4.9149503784556465,1.7906790776026764,Iris-virginica
+47,4.869777045978202,3.009975705510402,1.3876328664335398,0.2,Iris-setosa
+48,6.007509954627202,2.985961281603088,4.8587609047299765,1.802014483841696,Iris-virginica
+49,6.4189590181090495,3.0976106596982333,5.495849232158395,1.7969906683003545,Iris-virginica
+50,7.699998682297304,2.7504148489696423,6.7,1.99799642423427,Iris-virginica
+51,4.638323971168323,3.3994773907448175,1.4157885291376096,0.3011042905680542,Iris-setosa
+52,4.400000543195114,3.1847033779985767,1.2988971515040397,0.2,Iris-setosa
+53,7.699998955230627,2.76656795599644,6.6999988175728955,1.9958614117018862,Iris-virginica
+54,7.253185943870607,2.9194850737448363,6.25962013477672,1.810667292428232,Iris-virginica
+55,4.400000473833277,3.2060144264904293,1.3124820873360743,0.2,Iris-setosa
+56,4.84903880018892,2.3891942463100975,3.32911736382031,0.9916830493864885,Iris-versicolor
+57,6.910166203783024,3.217699360663025,5.6889710400504825,2.2584650307716907,Iris-virginica
+58,5.096548001000793,3.6220009397117474,1.467553884477831,0.41430369529831534,Iris-setosa
+59,5.300808878842574,2.7592493854101123,4.133998845713173,1.41253632359954,Iris-versicolor
+60,5.015192695128721,2.4538695292785047,2.992600162757193,1.120263406736822,Iris-versicolor
+61,5.1715567401773646,3.4745237028002114,1.5053970304874529,0.2,Iris-setosa
+62,5.1031484683028925,3.311115405378595,1.6857238000464079,0.4527102230565587,Iris-setosa
+63,7.7,2.8115102076359855,6.699998912076938,1.9966594262142747,Iris-virginica
+64,6.373212489516138,2.882888438480753,4.276884776889252,1.3068305089054444,Iris-versicolor
+65,4.791583590560984,3.3994131496945226,1.5796598383113643,0.2,Iris-setosa
+66,5.494815779590634,2.400671983266667,3.850842191442916,1.0555601939439843,Iris-versicolor
+67,5.905854780909328,3.001737342760846,5.093960766519366,1.8004006183650614,Iris-virginica
+68,4.4,2.8964236545803095,1.4000245926607362,0.2,Iris-setosa
+69,6.296792423478091,2.4849599309937997,5.011297716582369,1.9066940298617143,Iris-virginica
+70,6.397033096591487,3.0950560100691757,5.517888529776706,1.8061078879456343,Iris-virginica
+71,6.693470014832354,3.304161570971213,5.670034665189991,2.1310902842512824,Iris-virginica
+72,5.87426895137727,3.200543255615492,4.8022726856866615,1.8168805658540355,Iris-versicolor
+73,6.327665177104949,2.7873627934711696,5.0918528982439755,1.489774019133687,Iris-virginica
+74,4.597013786830209,3.588946550580732,1.0000005604243536,0.2,Iris-setosa
+75,4.966790333270838,3.4845674699268554,1.2735321804484483,0.2983446539753095,Iris-setosa
+76,5.188688862123118,3.454420034959938,1.425608472272804,0.2,Iris-setosa
+77,4.4905859190429585,2.295845002860748,1.292455423141051,0.2939455519934827,Iris-setosa
+78,5.476018573103166,2.394143944424655,3.7692349381733,0.9623219597505732,Iris-versicolor
+79,5.0971103060029055,3.307109672295182,1.738856125625352,0.5392263160995702,Iris-setosa
+80,4.883052156536507,2.982594027573325,1.4060641545387231,0.2,Iris-setosa
+81,5.956849028166871,3.3600198904118668,4.5959435848160455,1.6869716185491768,Iris-versicolor
+82,4.767454688029447,3.0578885449771485,1.4063348414887478,0.2,Iris-setosa
+83,5.172646961563211,3.418548337469748,1.4102474359232027,0.2,Iris-setosa
+84,5.917678516189396,3.191387270373935,4.782037374449251,1.773588357553786,Iris-versicolor
+85,5.634481227476322,3.016400823022836,4.161268020603415,1.322370994916412,Iris-versicolor
+86,5.085233967390839,2.4866700109745987,2.993561763781159,1.0920231191111327,Iris-versicolor
+87,5.99649851743702,2.697794296193596,5.103742774143437,1.6090275854549037,Iris-versicolor
+88,6.694227649422107,3.0943213456751444,4.438226972831167,1.4066051937283888,Iris-versicolor
+89,5.400514781215291,3.4310465649455395,1.8303997332968522,0.2,Iris-setosa
+90,6.005426566659031,3.3818275390808052,4.491324296897463,1.5782975112303523,Iris-versicolor
+91,5.894489734232159,2.989659518555915,5.099683875466128,1.8081188061038005,Iris-virginica
+92,7.039950663484688,3.0100944990657057,5.865790104126309,2.102321176856447,Iris-virginica
+93,5.35303709391936,3.406016956081924,1.6914322455289383,0.2,Iris-setosa
+94,6.458599646382158,3.0281618619051454,5.512608540850075,1.784797380169587,Iris-virginica
+95,4.400000639951442,2.927546130181666,1.3863602895770337,0.2,Iris-setosa
+96,4.502230939668078,2.302749757220869,1.309194239697098,0.3009223541505674,Iris-setosa
+97,4.656737786213018,3.4271051963388843,1.402820478566456,0.2828848869631634,Iris-setosa
+98,6.092095994144527,2.9908444781730372,4.57036786856359,1.4043365437764,Iris-versicolor
+99,5.999303585005409,2.696806003702673,5.086614584399266,1.5772000792444638,Iris-versicolor
+100,5.084544849780028,3.747694924251432,1.5151271937856705,0.45322419314968304,Iris-setosa
+101,5.795568069850401,2.6779387057991957,5.095743612752445,1.90133203514798,Iris-virginica
+102,5.560649904640904,2.9963281268722106,4.4954581840483945,1.5022537151987931,Iris-versicolor
+103,4.914830653442368,2.422769717107376,3.2921630972545675,1.1130270955598518,Iris-versicolor
+104,6.538447845635435,3.140684713040337,4.471113920110628,1.4632202318594607,Iris-versicolor
+105,6.010244081216813,2.2,5.003247008468623,1.500559037210519,Iris-virginica
+106,5.912943346382484,3.2113854893841034,4.789621821422221,1.7741981687784676,Iris-versicolor
+107,7.07437424321856,3.00808101702656,5.824725472751055,2.106360143587551,Iris-virginica
+108,6.377816722270756,3.038804634010675,5.5025777481921105,1.7860542812988087,Iris-virginica
+109,4.400000669575748,3.1801504846662123,1.3327291025523897,0.2,Iris-setosa
+110,7.699998891397214,2.7873918310690424,6.699998980844829,1.9930750151810335,Iris-virginica
+111,6.091048678621689,3.003933210335675,4.624873148001647,1.397350747538522,Iris-versicolor
+112,6.323038369975375,3.210606886750882,4.538837903362141,1.5168726530105683,Iris-versicolor
+113,5.10874213718213,3.8147733690154055,1.6030745117591028,0.2,Iris-setosa
+114,6.451612245195852,3.1701401807571186,4.516526255648631,1.4861672609089527,Iris-versicolor
+115,5.246760091632435,3.4104997459321513,1.5901736353073146,0.2,Iris-setosa
+116,5.228857140791013,2.7476989917837398,4.059115602844512,1.4184052713976807,Iris-versicolor
+117,6.261839219219237,2.5588661680237643,4.94385880162704,1.5476587092811602,Iris-versicolor
+118,7.699997938798832,2.772353337699011,6.699998754366733,1.9720537927426927,Iris-virginica
+119,4.98399271385376,3.509750806924036,1.2542744657497393,0.31016988393958705,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/0/test.csv b/iris/tab_ddpm/6_1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/0/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/0/train.csv b/iris/tab_ddpm/6_1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/0/val.csv b/iris/tab_ddpm/6_1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/0/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/1/synth.csv b/iris/tab_ddpm/6_1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2c84c6a2d99e3c9217bd90446812fb81bd130d3c
--- /dev/null
+++ b/iris/tab_ddpm/6_1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.981069789772808,3.168179693567103,1.2409161014336612,0.2,Iris-setosa
+1,4.62228021544978,3.404770350513219,1.4006724463455114,0.2985740599473655,Iris-setosa
+2,5.370204328328293,3.91194271784149,1.323011992139302,0.42096276662101256,Iris-setosa
+3,5.687525312205937,4.399998884333101,1.4957477563939432,0.3947183517462356,Iris-setosa
+4,5.602279765127283,2.7010929976157763,4.206861721408367,1.3029385784892797,Iris-versicolor
+5,5.038410153317183,3.2937590010126923,1.2974003081903789,0.2,Iris-setosa
+6,5.523939065759773,2.5868297221560086,4.37143453416842,1.2594519056010787,Iris-versicolor
+7,5.805216892041355,2.7024941958827617,5.113730540228077,1.896214579806311,Iris-virginica
+8,6.023287717320906,3.4036648239410368,4.483128656193755,1.5890342234010517,Iris-versicolor
+9,4.846260906996092,2.4023337778771756,3.283038439858847,0.9314834038155416,Iris-versicolor
+10,6.618702616405651,3.0466902602795423,4.409425913339627,1.3942113320861118,Iris-versicolor
+11,4.87120051506809,3.1114043111619245,1.4917557553427454,0.1,Iris-setosa
+12,6.492504467655419,2.9487264696234834,5.5164008748879905,1.8127449145486352,Iris-virginica
+13,6.684151441774725,2.998342042824417,5.000358350752358,1.7161779803004744,Iris-versicolor
+14,4.707287098996184,3.091294412519079,1.3869299222700742,0.2,Iris-setosa
+15,4.400000540047012,2.9010096957948686,1.3932424176281315,0.2,Iris-setosa
+16,5.040020603830216,2.476077459748561,2.948164460049626,1.1037829268690844,Iris-versicolor
+17,5.451650973028302,3.398910143736831,1.9345223799638127,0.2,Iris-setosa
+18,6.035590362303693,2.7190606375660287,5.096313995802487,1.6052509325344644,Iris-versicolor
+19,5.987475028784485,3.003282421759998,4.8771038609087825,1.8070830036692307,Iris-virginica
+20,7.7,2.8171199995159917,6.7,1.997206592008677,Iris-virginica
+21,6.752488618783234,3.267560454792179,5.656415595026738,2.5,Iris-virginica
+22,6.290954374497322,3.3864017033603986,5.598105825478368,2.4069952778957195,Iris-virginica
+23,6.51916888437089,2.98186582288644,5.517834385980907,1.7980424695834436,Iris-virginica
+24,7.7,2.7915104016542314,6.7,1.9975827830144475,Iris-virginica
+25,5.006097131481904,3.304521986718854,1.4176087922867546,0.2,Iris-setosa
+26,5.167456774998812,3.423129155694714,1.4024988246899497,0.2,Iris-setosa
+27,7.209737068647927,2.9808920353470514,6.024236511605697,2.026189561989344,Iris-virginica
+28,6.691614877280184,3.3172798601088624,5.740576401458636,2.0959403408630832,Iris-virginica
+29,5.887856791524807,3.1992474146671137,4.822429665356608,1.8235340311026225,Iris-versicolor
+30,6.097598422015248,2.9992392028195307,4.577041082985025,1.385504977040275,Iris-versicolor
+31,5.559665729826633,2.6662370441745353,4.203966679356566,1.281717483889901,Iris-versicolor
+32,6.330605261762055,2.7222447545347244,4.9018785712240955,1.7903590010577086,Iris-virginica
+33,7.282585075185008,2.9064770667919118,6.310269444334973,1.780137099324432,Iris-virginica
+34,6.7580227565266044,3.309788971732252,5.742063070705076,2.112349734347002,Iris-virginica
+35,5.3895266202439425,3.8825832499778503,1.3265305885982794,0.38564919063557557,Iris-setosa
+36,5.998683992451372,2.9716581055106426,4.755709228026136,1.7940517429093643,Iris-virginica
+37,5.396972831998106,3.9196681527824615,1.275307372525244,0.49429953708351004,Iris-setosa
+38,6.147967215838194,3.3119618549414542,4.518781846853899,1.5525265601416045,Iris-versicolor
+39,4.58032074729747,3.6057729483236733,1.0,0.2,Iris-setosa
+40,5.045816383746646,3.5054437546669726,1.3132849416704815,0.2844902781685284,Iris-setosa
+41,4.860502631808997,3.084152392060027,1.4958264995996169,0.10000014132339324,Iris-setosa
+42,5.102571122660416,3.307952583898278,1.7334708043559048,0.48779596681764903,Iris-setosa
+43,6.56338617302963,2.9791266820052202,4.401905478310411,1.398228848157371,Iris-versicolor
+44,5.860923490621444,2.9944556947899454,4.225066451762949,1.3359322223715753,Iris-versicolor
+45,5.394614207233135,3.8903601953126,1.905043174687475,0.4237031932844693,Iris-setosa
+46,6.332043842358867,3.391465978657704,5.61674588984983,2.4029940741099183,Iris-virginica
+47,4.909115859070204,2.9921262831242053,1.4011934853777175,0.2,Iris-setosa
+48,5.4778353796267885,4.210003186398474,1.4015279051639686,0.2,Iris-setosa
+49,5.176927864395163,3.4750027989280983,1.4924246886220462,0.2,Iris-setosa
+50,5.888045840358432,3.1957574504778683,4.818780497202809,1.8009315636144294,Iris-versicolor
+51,4.90003691262118,3.0172799103039982,1.3998069420964119,0.2,Iris-setosa
+52,5.510238263123471,2.617401526111359,4.265501442727658,1.2656013055534994,Iris-versicolor
+53,6.307451257401714,2.802903630923604,5.093426634848642,1.5145494297298874,Iris-virginica
+54,7.699998832169368,2.745332486067619,6.7,2.057593643321275,Iris-virginica
+55,5.088993882368183,3.5000852375693414,1.3898327050322827,0.2994602783151379,Iris-setosa
+56,6.3799218341192905,3.0964217945544803,5.490701070816668,1.803421060375622,Iris-virginica
+57,5.615136425478239,3.003281743959228,4.146233983724451,1.310964216727996,Iris-versicolor
+58,6.364777842122756,2.94539813993216,5.5481340431441195,1.8092459168244934,Iris-virginica
+59,5.199804664814045,3.4017725117758646,1.401861748833551,0.2,Iris-setosa
+60,6.047933313903771,2.9930685280221394,4.571260277490304,1.4121316993560442,Iris-versicolor
+61,6.006199376974038,2.9858313516994968,4.801116533166959,1.804289742060229,Iris-virginica
+62,5.106575909642617,3.7834824343178597,2.0412407823346808,0.40914976509009765,Iris-setosa
+63,4.639707572309948,3.3899121817959155,1.4384399816632605,0.29021325532050246,Iris-setosa
+64,4.4,2.9050450609213705,1.4031158150702754,0.2,Iris-setosa
+65,5.468744236412707,2.9976279454211903,4.535175130661435,1.502373673061281,Iris-versicolor
+66,5.0394013411022325,2.4648174518172876,3.237872008520296,1.07660444804503,Iris-versicolor
+67,4.830055778906196,2.3828080337719864,3.295281599002449,0.9726079142108206,Iris-versicolor
+68,5.126243305520433,2.4993614983497348,2.9476268771730973,1.0584123026564718,Iris-versicolor
+69,4.985944259032293,3.1901003355005715,1.2215226428690147,0.2,Iris-setosa
+70,5.20100174430435,3.405939515554705,1.4225779868853843,0.2,Iris-setosa
+71,5.478513524516681,2.412774950753037,3.9026714451291644,1.1279783870496265,Iris-versicolor
+72,5.109197240358173,3.29802087136811,1.694273186360038,0.49687752041625527,Iris-setosa
+73,5.471664626096588,3.001756297750147,4.527293938125766,1.500391884560742,Iris-versicolor
+74,5.501049540297432,2.395625084326634,3.6977382579299514,0.9823307262700649,Iris-versicolor
+75,5.564350502652479,3.0021970087926686,4.50369655658249,1.4981540994899207,Iris-versicolor
+76,4.912232550325707,2.4070345915285865,3.2662421736953435,1.023791668066817,Iris-versicolor
+77,4.4,3.074867152370751,1.3456380585062333,0.2,Iris-setosa
+78,4.90195959442917,2.407488051728009,3.2780109697052113,1.0006263714229857,Iris-versicolor
+79,6.305092684073801,2.702313384174026,4.913937821789679,1.8150437460813234,Iris-virginica
+80,5.034218162847084,3.5005437057861233,1.369896549235012,0.3105187977331919,Iris-setosa
+81,5.11235596637572,3.347631539570401,1.3768524261293513,0.2,Iris-setosa
+82,6.080819260687946,2.6019772571623485,5.579067364200602,1.4006137677084387,Iris-virginica
+83,5.995369289469135,3.381104376403828,4.48826461294837,1.5621179863680053,Iris-versicolor
+84,6.703788812928396,2.958140697604124,5.471335880576926,2.0710045294145374,Iris-virginica
+85,6.760959988872395,3.0053515773409223,5.479804448387451,2.077182873311147,Iris-virginica
+86,6.316086879850474,3.407552887116269,5.589851684877367,2.396242813883984,Iris-virginica
+87,6.688383074392681,3.2920361645043257,5.759499562191214,2.4999994175050166,Iris-virginica
+88,6.028047193464422,2.8362791528197357,5.316307950354842,1.8246210330310026,Iris-virginica
+89,5.010563139674555,3.577866899588177,1.3612743873983686,0.2,Iris-setosa
+90,6.100278086900956,2.5935167917959827,5.608623958290849,1.4022692518227577,Iris-virginica
+91,6.116480959482749,3.324163378313503,4.521099286757334,1.5657003947220318,Iris-versicolor
+92,6.2287929688460695,2.5509081929178783,4.951737958703202,1.5315108549686212,Iris-versicolor
+93,6.6162852389115905,2.9967143787926003,4.376578221604061,1.4012043396781322,Iris-versicolor
+94,6.286933049842596,2.5032031546629185,5.000494758667652,1.8989032614208405,Iris-virginica
+95,5.431945211296779,2.990532476923392,4.492098494655142,1.4964198863671525,Iris-versicolor
+96,5.062475951867687,3.50070892722934,1.3423848403618939,0.29117081745137535,Iris-setosa
+97,5.814504578851446,2.711925665690279,5.112144104530608,1.9098366101488604,Iris-virginica
+98,6.287699164171727,2.73409011287999,4.944511319808647,1.7453775947077057,Iris-virginica
+99,6.69568404012602,3.2821168035719337,5.698749202033213,2.4999994622378736,Iris-virginica
+100,7.7,2.8121882790676156,6.7,1.9953806462495707,Iris-virginica
+101,5.99448562150975,3.392274036402042,4.54365469405182,1.5879547150557745,Iris-versicolor
+102,5.703116582239045,3.0068978169553504,4.490708220586972,1.499672168553709,Iris-versicolor
+103,6.233650981072135,2.811469196722977,4.871087267195049,1.770414504327099,Iris-virginica
+104,6.644893943866898,3.0323680637712345,4.391038278999144,1.4097703041527836,Iris-versicolor
+105,6.007938287184906,3.3940822785765845,4.487945368900551,1.5810269074333954,Iris-versicolor
+106,5.538223651153737,2.991581526605483,4.071480241115997,1.29017885394634,Iris-versicolor
+107,5.586136082664043,3.019500564363526,4.08779738430279,1.3182822331980109,Iris-versicolor
+108,6.473317106794021,3.0616943965370433,5.494126222070207,1.8137336124200465,Iris-virginica
+109,5.4918019666943545,2.6087431906570995,4.431139720426079,1.2020119856695177,Iris-versicolor
+110,7.699998594093243,2.7892191275529035,6.699998819921818,1.9911142266990973,Iris-virginica
+111,6.923844346651099,3.1989805292460836,5.709556043503395,2.29559198362317,Iris-virginica
+112,5.681190922620041,2.4876418032522642,4.989159626386372,1.9881503040345814,Iris-virginica
+113,4.586932656653301,3.19711588139828,1.371856671495234,0.2,Iris-setosa
+114,4.60545249659847,3.3879424911082245,1.3940823025366302,0.3017813118196351,Iris-setosa
+115,4.877998473854271,3.1033398576195657,1.5092512295313012,0.1,Iris-setosa
+116,6.295118409258716,2.6935265146309444,4.913740112403446,1.8008882064026521,Iris-virginica
+117,5.202286561593711,3.399973704040634,1.3980847409800994,0.2,Iris-setosa
+118,5.44121595330182,4.064366669354868,1.4238218701648375,0.2,Iris-setosa
+119,5.933239833859756,3.2484477904378424,4.692374569934648,1.702346915670241,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/1/test.csv b/iris/tab_ddpm/6_1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/1/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/1/train.csv b/iris/tab_ddpm/6_1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/1/val.csv b/iris/tab_ddpm/6_1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/1/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/10/synth.csv b/iris/tab_ddpm/6_1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..87ae7840da486b7d0f55afcccad81007a3aaf9a8
--- /dev/null
+++ b/iris/tab_ddpm/6_1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5184760938691335,2.397521331677051,3.726761511075458,1.065355926868049,Iris-versicolor
+1,6.011720053031262,2.699082955382474,5.18164085096556,1.6099440486541532,Iris-versicolor
+2,5.996781715940886,2.988433333660345,4.808198418089436,1.8081458860212976,Iris-virginica
+3,6.003992977838404,3.397859929177174,4.471609325461711,1.5951665212188706,Iris-versicolor
+4,6.7252736485600595,3.2987311883383112,5.712943614447731,2.49999949277475,Iris-virginica
+5,5.958343903237872,2.987625588403207,4.253420240975399,1.4748493052248997,Iris-versicolor
+6,4.878965707737628,2.4124117705785704,3.1349368716991277,0.9092000883559412,Iris-versicolor
+7,6.669518211562611,3.119921263859413,4.42172927498182,1.412138120464547,Iris-versicolor
+8,5.355449091320407,3.90975540735215,1.6565954112999044,0.39170487541219645,Iris-setosa
+9,6.497646597725862,3.182948576833238,5.562240756567023,1.9358232216082574,Iris-virginica
+10,6.319888717018457,2.297069128440304,4.463100322077159,1.3008691181051117,Iris-versicolor
+11,5.913451998976611,3.1981891914912115,4.788567751040758,1.8148443242358259,Iris-versicolor
+12,5.000698331799972,3.280873563997685,1.4057969625003028,0.2,Iris-setosa
+13,6.306518011199033,2.523708052080116,5.030309226249277,1.9033703194639489,Iris-virginica
+14,5.085958669906707,3.618405781454031,1.4556133142073349,0.39436466685458615,Iris-setosa
+15,5.5085016628878956,2.394769932785863,3.8150567048217745,1.08787049755301,Iris-versicolor
+16,5.094262308996931,3.7477351538375228,1.615746274792536,0.2,Iris-setosa
+17,5.9855716346025485,2.2,5.024242184623842,1.4922654868242113,Iris-virginica
+18,5.807126339710489,2.994574646493543,4.2482866313905525,1.490670803143053,Iris-versicolor
+19,5.9994035979790015,3.3958126254311005,4.492832264680388,1.5826492813786661,Iris-versicolor
+20,5.113572836284221,3.7087113344169205,1.5834257823328852,0.2,Iris-setosa
+21,5.1110847834390425,3.2990858597575636,1.8333502968034856,0.4112032695600829,Iris-setosa
+22,6.0857539793515585,2.9923069694363313,4.593898651816378,1.4161619210889795,Iris-versicolor
+23,5.890891970081785,3.2013042118099597,4.81708364127823,1.796109609538299,Iris-versicolor
+24,5.807902885092924,2.7299900047948276,5.109431387839196,1.8924719551414335,Iris-virginica
+25,7.699998481383986,2.7810360853858525,6.699998266262672,1.9987727196994436,Iris-virginica
+26,5.085390349555933,3.4916225470080877,1.3811494004523626,0.30240645611098343,Iris-setosa
+27,7.699998892935037,2.7818706939155433,6.699998189139828,1.9626528549709823,Iris-virginica
+28,5.374957701274498,3.933752390459914,1.2895941867481873,0.5497130074757414,Iris-setosa
+29,5.989743607207786,2.2000002923180677,4.964429740148211,1.4959657582326071,Iris-virginica
+30,4.489338319219028,2.296870384312094,1.3022030744586686,0.2921317896040692,Iris-setosa
+31,5.398085007488155,3.9225037665014155,1.6974122729510728,0.40134284720246244,Iris-setosa
+32,6.304902689371012,2.7145018389615116,4.902772842821594,1.7686306533584328,Iris-virginica
+33,7.105142141853268,2.98950145158563,5.8800517537916175,2.10089437116334,Iris-virginica
+34,5.505811535901833,4.203865867465063,1.4009973830599731,0.2,Iris-setosa
+35,6.30424748685153,3.4106926880697648,5.625581008425515,2.4080619109561465,Iris-virginica
+36,5.973633978059217,3.4127602458101136,4.50724309236685,1.6307249885008233,Iris-versicolor
+37,5.0934357646346236,3.7692855435068675,2.02253132183515,0.43411029331247764,Iris-setosa
+38,5.218635044421167,3.468677438546003,1.537676898414757,0.2,Iris-setosa
+39,5.981543259441284,2.699807677638855,5.08005401527992,1.5646786119162737,Iris-versicolor
+40,6.138085650125917,2.9938941391588463,4.6046166781067175,1.3856931071794216,Iris-versicolor
+41,6.687825561887875,3.2948195879456392,5.683936587460444,2.0953213670995736,Iris-virginica
+42,6.699347767326854,2.9878714884805735,4.991469643698911,1.7110398670957048,Iris-versicolor
+43,5.784845845352323,2.682706176012327,5.0898164118574085,1.916512998808443,Iris-virginica
+44,5.515250919717734,4.198398451087816,1.4068488622618396,0.2,Iris-setosa
+45,5.502231092142028,2.4147210645938224,3.683728270425622,1.0746548664133297,Iris-versicolor
+46,5.109408387581445,3.784870367746515,1.9447788263000052,0.5059738921325784,Iris-setosa
+47,5.3235498149195495,3.8141503139278874,1.4935112561160397,0.2,Iris-setosa
+48,5.505082850306879,2.5901794334751718,4.40994900307552,1.155429095213187,Iris-versicolor
+49,6.004534682821122,3.0012233049827657,4.768320821662018,1.8010643993315172,Iris-virginica
+50,5.812797136706485,2.691922535008138,5.111457961249645,1.9005471037135417,Iris-virginica
+51,6.349018779674031,2.461417427553339,4.803378649857935,1.4996682703076631,Iris-versicolor
+52,5.410542625120019,2.9988923736018793,4.464668288500259,1.4840612971429596,Iris-versicolor
+53,6.343852184557258,2.464132010030328,4.835568921658048,1.4828214509619246,Iris-versicolor
+54,5.550038847299291,2.6368315718266517,4.374016865054595,1.2664785629557966,Iris-versicolor
+55,5.804812593575276,2.6943018752820516,5.098384813540768,1.903854166693617,Iris-virginica
+56,5.875524450731986,3.188555461197145,4.783239612128764,1.7878423536505301,Iris-versicolor
+57,5.903349699740358,3.207202240450636,4.7934380131917855,1.7815121688393305,Iris-versicolor
+58,7.7,2.794232543097074,6.7,2.0051293856561867,Iris-virginica
+59,6.447969560092482,2.953956838738531,5.495386333370499,1.8123616514895324,Iris-virginica
+60,6.283748466685106,2.4971496986239954,4.862038279910903,1.5002654639921906,Iris-versicolor
+61,5.773018756174745,2.557123803738186,5.052809380612451,1.9650114349455616,Iris-virginica
+62,5.885325185716923,3.0007653725575674,5.115356980326021,1.8064389002186274,Iris-virginica
+63,6.286046215105151,2.732421531883368,4.891435014461083,1.776263307083675,Iris-virginica
+64,5.488095811545737,3.0013531491785357,4.528029637129652,1.496845405113241,Iris-versicolor
+65,5.1356377213110465,2.6129158249148676,3.338182726886262,1.3514513374631414,Iris-versicolor
+66,4.400000721477105,3.2214920379485315,1.3029204864385875,0.2,Iris-setosa
+67,5.5026991088487085,2.4117758029159866,4.031756851411277,1.128896957861432,Iris-versicolor
+68,5.087637798233006,3.3990251987938915,1.506657802528356,0.2,Iris-setosa
+69,7.7,2.802105908977787,6.7,2.0069760454888312,Iris-virginica
+70,7.2649434757932765,2.8907511269920874,6.270645611278171,1.8170527002125145,Iris-virginica
+71,6.680542109167362,3.1186154478937897,4.433609278260557,1.4148402264798523,Iris-versicolor
+72,6.382074992323665,2.7404312329523375,5.4640184942249075,1.8689709065168605,Iris-virginica
+73,5.576288930028104,3.0065536101524146,4.125328668683138,1.300618759736213,Iris-versicolor
+74,4.924709218147777,3.569742568336842,1.405028295241024,0.2,Iris-setosa
+75,4.614536508521854,3.189030710537152,1.404507626984605,0.2,Iris-setosa
+76,5.202674811359455,3.427882546849884,1.4072371191779498,0.2,Iris-setosa
+77,4.4,2.917417425086803,1.4108782779333777,0.2,Iris-setosa
+78,5.277172044439421,3.6301512681612853,1.5108794156607932,0.2,Iris-setosa
+79,4.400000468534714,2.893354859784367,1.3571584142214879,0.2,Iris-setosa
+80,5.071518982011106,3.3973373802138602,1.5027877397242944,0.2,Iris-setosa
+81,5.586462935319629,3.002782041109858,4.023604128970672,1.3004076102916717,Iris-versicolor
+82,5.113670918564828,3.8428636594565937,1.9386089197426901,0.39730950482017957,Iris-setosa
+83,4.610836651183396,3.3824105829268354,1.4017658231105279,0.28662361349413984,Iris-setosa
+84,4.9121119930936015,3.015637635325699,1.3880968856948896,0.2,Iris-setosa
+85,5.005732707732879,3.6022271063249334,1.3719282341912649,0.2,Iris-setosa
+86,6.604670958515718,2.9738010969645736,4.365467184933309,1.3995305879973898,Iris-versicolor
+87,5.8969774337630305,3.0074724114031803,5.13130325546655,1.8129711733072404,Iris-virginica
+88,5.867349215671604,2.786499921679303,5.024550026185106,1.8517580324219436,Iris-virginica
+89,5.087640819752987,3.7165274855759756,1.4888149759294913,0.45368682270524185,Iris-setosa
+90,5.011547777940799,3.35554557110642,1.4036132778425452,0.2,Iris-setosa
+91,6.2729755244903025,2.302612723773341,4.426224966471362,1.2992493007034671,Iris-versicolor
+92,6.003445700233126,2.7006537095869856,5.093599657015273,1.6279206678880955,Iris-versicolor
+93,5.209079022381092,2.712003494140871,3.989060437715178,1.4082122171858045,Iris-versicolor
+94,5.797242228554943,2.700317563121084,5.114974458688749,1.8922246290393425,Iris-virginica
+95,7.164029529376802,2.981392165385622,5.97236231798902,2.080127773314706,Iris-virginica
+96,5.10374967163987,3.670963458219616,1.591359964403694,0.2,Iris-setosa
+97,7.7,2.8508555251592234,6.7,2.0322782072574297,Iris-virginica
+98,6.753138626684949,2.999636283930236,5.497107610568514,2.0829718542026363,Iris-virginica
+99,5.501364165313565,2.4082266215082853,3.706424394328157,1.0644086118166065,Iris-versicolor
+100,5.382981054788769,3.828437608374743,1.3055784458863464,0.3830893019318319,Iris-setosa
+101,7.07093243601362,3.0044275707243053,5.833856404591309,2.104826838780848,Iris-virginica
+102,5.991984145953657,3.4202038411724116,4.4494539973796075,1.5860546182036785,Iris-versicolor
+103,5.3726511388408955,3.8750519991577232,1.6650003879938295,0.396224243074936,Iris-setosa
+104,5.049004685057617,2.4857180536581405,3.2310759340459843,1.1523427197431921,Iris-versicolor
+105,5.692847012447806,2.5248446487322664,5.035907845569479,2.045653395698066,Iris-virginica
+106,4.400000662371907,2.905593579990404,1.4015646812696416,0.2,Iris-setosa
+107,7.15840157494858,3.0039558979378875,5.936134776020399,2.103231883108638,Iris-virginica
+108,4.581491507591293,3.6143897943845364,1.0000003769837122,0.2,Iris-setosa
+109,5.520038112595513,2.60096522950964,4.4150720689073495,1.2084156078434458,Iris-versicolor
+110,6.500997777686464,3.007037403085692,5.55189126552288,1.78259381814274,Iris-virginica
+111,5.007894609284972,3.5089337588253424,1.3313430320899804,0.29572560000606657,Iris-setosa
+112,5.263475780208251,3.481117960753697,1.568364913659462,0.2,Iris-setosa
+113,5.004670729610776,3.301231207635076,1.4126555420183515,0.2,Iris-setosa
+114,6.656522598895912,3.0632792238363136,4.594677535564775,1.4716454006973256,Iris-versicolor
+115,5.800856677121402,2.7053179847398625,5.101888896428533,1.9033005319034448,Iris-virginica
+116,5.2353573270962945,3.4090006334078486,1.606050481047877,0.2,Iris-setosa
+117,6.692203486048823,3.1037702241289886,4.433770027141061,1.4153242170740634,Iris-versicolor
+118,5.096769647163376,3.3361221131015406,1.353970480745401,0.2,Iris-setosa
+119,5.088328922598681,3.3843449316795646,1.4890382797857962,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/10/test.csv b/iris/tab_ddpm/6_1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/10/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/10/train.csv b/iris/tab_ddpm/6_1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/10/val.csv b/iris/tab_ddpm/6_1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/10/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/11/synth.csv b/iris/tab_ddpm/6_1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d64c8069702581879b2bb6ee5024b9f70203ced2
--- /dev/null
+++ b/iris/tab_ddpm/6_1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.103395641020179,3.5860908113155876,1.4606139202904338,0.3740076668808706,Iris-setosa
+1,6.688675832908971,3.2883210842953874,5.705063484975195,2.4999994538565695,Iris-virginica
+2,6.478954681505947,2.9374281910664433,4.363198342787291,1.3511745180514607,Iris-versicolor
+3,5.551300536372685,2.687714558521713,4.20315784914585,1.311272916076462,Iris-versicolor
+4,5.0578910844650515,2.481628980218113,2.7970375453540806,1.1376558783136648,Iris-versicolor
+5,4.894922011344583,3.113775919541288,1.5035343856968146,0.10000013228115102,Iris-setosa
+6,4.850921568861131,3.0747594677077057,1.508407266937068,0.10000010989175118,Iris-setosa
+7,4.997196289955194,3.1792724673433894,1.1983990464803171,0.2,Iris-setosa
+8,5.797268711168721,2.7080957367870497,5.107085637808426,1.8937422677978262,Iris-virginica
+9,5.4360523012621496,2.995450077620482,4.539606270160718,1.5028366559458723,Iris-versicolor
+10,6.94529650228248,3.170948662677166,5.764020631257518,2.277953618682488,Iris-virginica
+11,5.823247899272017,2.7117942581150047,5.099568688593776,1.8982929660591774,Iris-virginica
+12,6.390925897028913,2.701125857213133,5.275108151890492,1.8888423230125284,Iris-virginica
+13,5.0891320446373784,2.50057136452101,3.056606749784569,1.0976668287167202,Iris-versicolor
+14,5.102703293579979,3.807336180988864,1.8859565495441248,0.4496768499695092,Iris-setosa
+15,5.306412036720179,3.784156658129021,1.536003719470254,0.2,Iris-setosa
+16,6.864940669850896,3.1972292065366834,5.691647207310726,2.2918800274918323,Iris-virginica
+17,4.878458601100751,3.1071972882322423,1.4948094452279648,0.10000009430491652,Iris-setosa
+18,5.700528119425761,2.500253427208612,5.005672199568008,1.9968419766398455,Iris-virginica
+19,5.9517853791960285,3.3343318038789125,4.5544768599148435,1.6480512361834634,Iris-versicolor
+20,6.086583693353731,3.012096799072751,4.548579682091395,1.4041125990588708,Iris-versicolor
+21,6.3125107670359935,3.4077514860489777,5.588989174203895,2.4051487450049973,Iris-virginica
+22,6.689904978489665,3.295574310957513,5.640292271543674,2.49999936429423,Iris-virginica
+23,6.375824083678668,3.113812414521274,5.505283530931348,1.8147576824947471,Iris-virginica
+24,7.7,2.8251359227473136,6.7,2.020672062286314,Iris-virginica
+25,7.7,2.800091879511523,6.7,2.048503251459139,Iris-virginica
+26,5.4900549403743035,2.412640758829188,3.8544417921454217,1.167941093700222,Iris-versicolor
+27,7.254183390343699,2.916100101831357,6.252856409618854,1.8179148807308474,Iris-virginica
+28,4.987156874980994,3.295801047732007,1.3935710621690625,0.2,Iris-setosa
+29,6.708577820966964,3.0785332697982333,4.451670572134176,1.388506912491366,Iris-versicolor
+30,6.292197332441047,2.300642631426362,4.428696644194821,1.2958004510669312,Iris-versicolor
+31,5.9894431159847805,2.6961760430976307,5.117024869160704,1.611229917113267,Iris-versicolor
+32,5.497352147851999,4.2048257136061755,1.3665421341363968,0.2,Iris-setosa
+33,5.36855546950986,3.420968377931887,1.675477489596167,0.2,Iris-setosa
+34,5.080742588841556,3.296438211412801,1.6952780440584296,0.5228343637252837,Iris-setosa
+35,6.3851837131727285,2.917276387733371,5.257080932108861,1.7274111504530765,Iris-virginica
+36,6.277649095601976,2.907459291430028,5.583648355758011,1.7841361959441828,Iris-virginica
+37,4.820750557228049,3.4138222383443417,1.5842121012489512,0.2,Iris-setosa
+38,5.004921900792628,3.5616046242195307,1.376544122214774,0.25555284838439557,Iris-setosa
+39,5.087953906856641,3.3828206976965545,1.4983817175404996,0.2,Iris-setosa
+40,5.179513311998198,2.69352552870195,3.883951785124994,1.4002285555911074,Iris-versicolor
+41,6.6875440480088795,3.2999373300905672,5.63629877497618,2.5,Iris-virginica
+42,5.514308449278077,2.4123092174281164,3.9471900781268916,1.050462928482995,Iris-versicolor
+43,4.998112532131148,3.605043477786493,1.402802507420614,0.2,Iris-setosa
+44,5.299829523904115,3.69385067856386,1.499012575489071,0.2,Iris-setosa
+45,5.300415559377392,2.4362365102242967,3.443791250133819,0.9453668817540667,Iris-versicolor
+46,5.152398574989719,3.832555559746472,1.6432282083301015,0.3674303944514259,Iris-setosa
+47,4.877226826967942,3.1096764524044915,1.5016015419394433,0.1,Iris-setosa
+48,4.4,3.2045007762583477,1.2997687086324832,0.2,Iris-setosa
+49,5.502798771674962,2.393283809854459,3.673864962127416,1.0217824917984686,Iris-versicolor
+50,6.004510004539246,3.3791694685740286,4.521450700777407,1.607711127754861,Iris-versicolor
+51,5.076254001092507,3.4966815988864814,1.4001424593118574,0.3044233010472684,Iris-setosa
+52,6.791002213623225,2.9928404461753098,5.469555568329758,2.093105046154268,Iris-virginica
+53,6.301466670138339,2.9231532104781026,4.410214029591603,1.3272649559597018,Iris-versicolor
+54,6.684480892572579,3.2948978457908606,5.727026584525672,2.4999995399391954,Iris-virginica
+55,6.709924841698729,3.2878743520799403,5.766968688912009,2.499999532967815,Iris-virginica
+56,6.004019101288458,3.4154862332036093,4.493895802528091,1.6003854099334338,Iris-versicolor
+57,4.4,3.156934260692066,1.312045395866532,0.2,Iris-setosa
+58,5.104180105669859,3.858931368813757,1.8753807180392914,0.3552400548414586,Iris-setosa
+59,6.699148352934591,3.2731250925284305,5.67536143583259,2.4999993226389234,Iris-virginica
+60,6.027411130208224,3.3785590335432514,4.483433340427447,1.5932037695406975,Iris-versicolor
+61,6.293444887679817,2.3050563583903774,4.4074175111814204,1.2926223458244652,Iris-versicolor
+62,6.805686122841051,2.973237344974055,5.44273920370468,2.088752141261091,Iris-virginica
+63,4.643583125913558,3.3079830744769128,1.4070224358132133,0.2,Iris-setosa
+64,6.366238327525219,2.891818041526373,5.548506714010934,1.8219056105102596,Iris-virginica
+65,5.555929470295969,2.6686386266689017,4.2572742674276425,1.2728236579836354,Iris-versicolor
+66,6.71761768656257,3.002318785131455,5.009885857894423,1.7048694350468163,Iris-versicolor
+67,6.691162590312266,3.296353361815376,5.6688177876190675,2.1056368146875872,Iris-virginica
+68,5.080093798665088,3.507444493343656,1.3891669606626356,0.3059149462611299,Iris-setosa
+69,5.926604655835567,2.2,5.003868393060556,1.4833126006918513,Iris-virginica
+70,6.335849850482065,2.545219970130694,5.051097006862409,1.901734170029416,Iris-virginica
+71,6.3031863256187854,2.5759940852251564,4.945017567356262,1.8397634981376887,Iris-virginica
+72,4.591239533988771,3.1897918121491924,1.3849182457127514,0.2,Iris-setosa
+73,6.778316419613088,3.015865374462751,5.51668395642333,2.10203097448557,Iris-virginica
+74,6.1090414649350775,3.006861142780262,4.658292882010579,1.4022141481924206,Iris-versicolor
+75,5.811025097673476,2.7746384819997365,5.093799310599699,2.401126811990562,Iris-virginica
+76,5.4575563978134545,4.113063422633755,1.320571019048179,0.2651376034014827,Iris-setosa
+77,6.530440991447695,2.962147474966534,4.3648395274239675,1.3659124819787092,Iris-versicolor
+78,5.990921272809879,2.689135083183973,5.092621274670018,1.603528898225293,Iris-versicolor
+79,5.729227757640624,2.5977298862769347,5.051111191619314,1.9442138219458354,Iris-virginica
+80,5.3399904307993715,3.4038885960895313,1.650166410715365,0.2,Iris-setosa
+81,6.63191662940058,3.092459383125979,4.4708979732159735,1.436414394256735,Iris-versicolor
+82,5.392621465891615,2.9806940299504574,4.47151609718222,1.4996599047724568,Iris-versicolor
+83,6.0071382719001525,2.7016153746010936,5.099981769770833,1.5875572316858897,Iris-versicolor
+84,5.799346352866473,2.7064726538412187,5.112225900284566,1.901882366111879,Iris-virginica
+85,5.0008664350112975,3.2415433204701602,1.262957076397141,0.2,Iris-setosa
+86,6.2945462700748145,2.707836944160204,4.907047291489336,1.7950418381183877,Iris-virginica
+87,5.091224496745544,3.7590957103239013,1.8414869836475145,0.42942099790207305,Iris-setosa
+88,5.472203035449873,2.3996592434760453,3.553440057595938,0.9791326411040036,Iris-versicolor
+89,5.8984184531624795,3.2051776108030037,4.822710654622825,1.7782187673446535,Iris-versicolor
+90,5.731744698502148,4.4,1.499372109889041,0.5146158194682048,Iris-setosa
+91,5.626182318240496,2.9904713319970706,4.164977812036686,1.301197129790871,Iris-versicolor
+92,5.070232592375507,3.7638857780759687,1.6104080180839329,0.2,Iris-setosa
+93,5.095011848127501,3.7961785860560435,1.9082513306963762,0.3935047109829085,Iris-setosa
+94,5.0063311557155625,3.51776862851443,1.2897853827700787,0.28778305052241004,Iris-setosa
+95,5.83347145891273,2.801836560278375,5.143097555864048,2.400629864213718,Iris-virginica
+96,5.094943453024295,3.293646883391778,1.6997402199698908,0.5379974027537618,Iris-setosa
+97,5.720088066157304,2.50029477456499,5.002038647927507,1.995908906176461,Iris-virginica
+98,5.387119415065624,3.3956324681818466,1.6579733761438977,0.2,Iris-setosa
+99,5.800915352922605,2.811599457640915,5.170405752643888,2.403323668764405,Iris-virginica
+100,6.682401525125461,3.0069088484313666,4.98381941782581,1.6672459888207316,Iris-versicolor
+101,5.467762089215573,2.901265154087332,4.1111389365602715,1.2988552834377978,Iris-versicolor
+102,5.066145811474085,2.5287561467529596,3.2407262434299513,1.282376696204117,Iris-versicolor
+103,5.812002324760095,2.71455696596229,5.128778998313333,1.8956781835615741,Iris-virginica
+104,5.489208278665169,2.4273522430538397,3.798946358602019,1.1343854809832965,Iris-versicolor
+105,5.087904943611768,3.3027745945010887,1.8212907090298962,0.5117979993641927,Iris-setosa
+106,5.92160011579236,3.007429103709115,4.2386044504969815,1.4913398407256977,Iris-versicolor
+107,5.416195873518426,3.0018796909507506,4.4483264105798686,1.497242994393585,Iris-versicolor
+108,6.415916509377445,2.7191981404436585,5.3394485561237115,1.9045628354298612,Iris-virginica
+109,6.677030076286578,3.044696058015999,4.417000532602125,1.4051351464583655,Iris-versicolor
+110,5.799520354930486,2.7916160606165863,5.101094852733715,2.3843425969229655,Iris-virginica
+111,6.674049228849295,3.0634259752796784,4.447178432611727,1.4063331567115682,Iris-versicolor
+112,5.891827258290029,3.0057896623336866,4.242189425413195,1.4280777743224775,Iris-versicolor
+113,6.217043598836924,2.7218583369957736,5.55867240151261,1.5806610319930199,Iris-virginica
+114,4.58936955448574,3.6381958225344553,1.0,0.2,Iris-setosa
+115,6.702536763445431,3.3179706148993104,5.694242519159941,2.5,Iris-virginica
+116,5.130927951187764,3.721928355054221,1.5730024921101655,0.4636199116647739,Iris-setosa
+117,6.100301223542529,2.607354133498454,5.597701898186872,1.4094589869403622,Iris-virginica
+118,6.3225329244306465,2.6051953691760104,5.09971548626241,1.9115686790353816,Iris-virginica
+119,6.914317140148722,3.1615150068571674,5.66759675910275,2.279647651390532,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/11/test.csv b/iris/tab_ddpm/6_1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/11/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/11/train.csv b/iris/tab_ddpm/6_1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/11/val.csv b/iris/tab_ddpm/6_1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/11/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/12/synth.csv b/iris/tab_ddpm/6_1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..63046d0d1620db610d31d833dfbf846f14b9cc37
--- /dev/null
+++ b/iris/tab_ddpm/6_1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.985729021567225,2.989034541240931,4.955065270087806,1.8066498613491653,Iris-virginica
+1,6.68655013905416,3.066525742588997,4.4278973201374265,1.3968851460352507,Iris-versicolor
+2,5.649674210432895,4.4,1.4908049469146931,0.3980672466177143,Iris-setosa
+3,5.093325204428271,3.393921489197181,1.4954154302600564,0.2,Iris-setosa
+4,5.811402984660647,2.7201635526004035,5.09668700502471,1.8936743186952492,Iris-virginica
+5,6.263708854596798,2.5275018941014986,4.914905148043168,1.5024931071697583,Iris-versicolor
+6,5.907856900934329,3.0071215969630307,4.2284067617636145,1.5069741964013315,Iris-versicolor
+7,6.37813509462747,2.9010842099163616,4.320768899039416,1.2945783424848734,Iris-versicolor
+8,6.279092952087223,3.35814531186317,5.581888439680723,2.3886327110971437,Iris-virginica
+9,4.806542845474711,3.403665875466372,1.5815599473702757,0.2,Iris-setosa
+10,5.072512932916646,3.3863334365813023,1.497413715952336,0.2,Iris-setosa
+11,5.383914034609359,3.869793317750324,1.2961457754517944,0.4247007088503286,Iris-setosa
+12,7.300067912258488,2.912553446882945,6.302855974990989,1.8132019825318293,Iris-virginica
+13,5.5099191049961895,2.4040440728840915,3.826987530823894,1.1596288330403337,Iris-versicolor
+14,5.397095508695549,2.997199654524877,4.4962271348474445,1.4941196890719863,Iris-versicolor
+15,5.500349926492267,2.4043985543232274,3.734226529901206,0.9668447023786969,Iris-versicolor
+16,5.913872223426187,3.196727908575383,4.813616689311357,1.7775729735754913,Iris-versicolor
+17,5.102672398978372,3.3022562315193893,1.7004753665239962,0.5274309782363712,Iris-setosa
+18,5.100680750799464,3.761072798058351,1.6009372628194336,0.2,Iris-setosa
+19,5.333259138334885,3.8803197845738175,1.5660669170951038,0.2,Iris-setosa
+20,6.836219831663792,3.030580902794379,5.539140801921898,2.134562397758534,Iris-virginica
+21,6.199024808570133,3.034069731279287,4.607145246589973,1.4202046001377113,Iris-versicolor
+22,6.317857427826741,2.484785712878256,5.003463367843928,1.891352165874899,Iris-virginica
+23,5.003961033008171,3.200793841381435,1.2310825414059297,0.2,Iris-setosa
+24,5.9633027926933995,2.690184917360554,5.073503318493655,1.5509137130042847,Iris-versicolor
+25,4.611226064236288,3.24169865406782,1.3971014460421314,0.2,Iris-setosa
+26,4.5780280636000725,3.4019983744604407,1.377250050354407,0.29452602108647463,Iris-setosa
+27,6.636177494592688,3.0313428862614256,4.394951194217478,1.4054944051514957,Iris-versicolor
+28,4.400000533836479,3.2056822630526196,1.3009167749891466,0.2,Iris-setosa
+29,5.670555684990114,2.7370611884770337,4.2041389185521885,1.3178521100910443,Iris-versicolor
+30,7.7,2.871754376011399,6.699998474209831,2.024540217830579,Iris-virginica
+31,6.265034141990774,2.7214296482362283,4.9759751721766285,1.7813593101844394,Iris-virginica
+32,5.00399657403791,3.598118488925155,1.396757158041444,0.2,Iris-setosa
+33,5.100415158751794,3.310584250020509,1.6822826557809825,0.531284631904587,Iris-setosa
+34,5.146198719899718,3.347357672563958,1.336299696950155,0.2,Iris-setosa
+35,5.404773431457733,3.3880802600091924,1.8777868763987482,0.2,Iris-setosa
+36,6.66293634657489,3.293743482668038,5.681324497686972,2.0415297259514436,Iris-virginica
+37,6.465439143127393,2.900782174081464,4.297543186992686,1.3118012268967034,Iris-versicolor
+38,7.699998985092058,2.8013274651121014,6.7,1.9901097937031542,Iris-virginica
+39,5.5073602054844235,4.16137488749152,1.4026432558891777,0.2,Iris-setosa
+40,5.986520246070495,2.698726192829388,5.083825132911942,1.6035652076570908,Iris-versicolor
+41,5.661475503315474,4.399999111974058,1.5246697979330004,0.48713910316062214,Iris-setosa
+42,5.613975431903767,2.987616241622527,4.1324854011917616,1.3122478121623393,Iris-versicolor
+43,5.3119678429681105,2.9810074739360046,4.405248460033568,1.490417845597728,Iris-versicolor
+44,6.4434268487391995,2.912670383678693,4.276776305183289,1.34489172590167,Iris-versicolor
+45,5.046104615639818,2.486550876453581,2.7977212156377993,1.0880331175231301,Iris-versicolor
+46,6.572939178350645,2.984016525349245,4.417223596798781,1.402321097814613,Iris-versicolor
+47,5.590345824963242,2.9963348712537266,4.139824395224733,1.2975486377102339,Iris-versicolor
+48,5.129043176600477,3.4907870188483825,1.5310684075702345,0.2,Iris-setosa
+49,5.074417983920756,3.7891796724134417,1.638752995470924,0.3961338295059795,Iris-setosa
+50,5.390594936762072,2.7716549887408513,4.059519720862276,1.3308147992333508,Iris-versicolor
+51,5.013576216759361,3.296132855294238,1.341568435034594,0.2,Iris-setosa
+52,7.699998134264564,2.8053790363193483,6.699998202266135,1.9970187497626433,Iris-virginica
+53,4.812665910989551,3.400298140520143,1.5954411988024697,0.2,Iris-setosa
+54,6.088064585163573,2.6165201246541705,5.58402485204783,1.3911304159121547,Iris-virginica
+55,5.520708173319309,4.175809365590872,1.4053880680029884,0.2,Iris-setosa
+56,6.8327721709208635,3.0015197820644035,5.533757105260392,2.093058317795997,Iris-virginica
+57,6.687447012857104,3.123639399887306,4.409009841833414,1.4040278827204797,Iris-versicolor
+58,6.300331818919549,3.4180538449202476,5.6296566769003915,2.4012014803613386,Iris-virginica
+59,7.1249157977858975,2.983408659219022,5.982869288385016,2.0504157667566103,Iris-virginica
+60,4.912119945758724,3.1007645980036873,1.492427901836129,0.1,Iris-setosa
+61,5.135443704266892,2.5058812061631057,3.0634152216014843,1.087867264705264,Iris-versicolor
+62,6.429249325831344,2.9114350217588503,4.291667723220982,1.298722516092231,Iris-versicolor
+63,5.498711792039895,3.0164569270503434,4.534256202481408,1.5006563595460594,Iris-versicolor
+64,4.956937757216808,3.394201002777013,1.5601252737770062,0.2,Iris-setosa
+65,5.191013203862022,3.476270392581006,1.5059100354218502,0.2,Iris-setosa
+66,6.278189085145087,2.4902411401896316,4.888286815940835,1.4905791900020884,Iris-versicolor
+67,5.201887472048259,3.518530603927643,1.4890517115385253,0.2,Iris-setosa
+68,5.5077674419785865,2.585850326833532,4.434709779186615,1.2174734683741584,Iris-versicolor
+69,5.921301023393193,3.2112712369814256,4.8080720710347675,1.7922893667703126,Iris-versicolor
+70,6.741196669182426,3.0057192402153126,5.007759391311874,1.7067992897029556,Iris-versicolor
+71,5.65935865903081,4.399999249053875,1.4951495604290768,0.6536613712925157,Iris-setosa
+72,5.502339244536927,4.196446510556872,1.3816640534005724,0.2,Iris-setosa
+73,5.2413962907550555,2.6756807261503455,4.02132183072447,1.370151380614231,Iris-versicolor
+74,5.146053772173615,3.5102778338275895,1.4024787775795748,0.2996478123494922,Iris-setosa
+75,6.13104247545462,3.004100584458323,4.621769047561131,1.3926431866250637,Iris-versicolor
+76,5.562160287752686,2.7345217460273115,4.142593461721912,1.3157090903377435,Iris-versicolor
+77,6.308725083283818,2.6998599485071666,4.911230766898864,1.8115990484079914,Iris-virginica
+78,5.763252887113823,2.5950010530617598,5.053208066485117,1.933035341569509,Iris-virginica
+79,5.39935523187492,3.0042762187003236,4.474714749248256,1.5032031935557555,Iris-versicolor
+80,5.3092758760458345,3.4661653254840314,1.6266147330681808,0.2,Iris-setosa
+81,4.4000006956565985,2.920772667639377,1.3731296469165604,0.2,Iris-setosa
+82,4.907688211400884,2.397635476514524,3.2887842010342925,1.0499188969528381,Iris-versicolor
+83,5.160323445481227,2.4933139331271055,3.1740578580380205,1.0765374897723214,Iris-versicolor
+84,5.116960394158503,3.3232717399086815,1.6943412010172512,0.4505731988969192,Iris-setosa
+85,4.606038587430325,3.189214649859219,1.3904944503402783,0.2,Iris-setosa
+86,5.993581760484918,3.3452939937504818,4.598707929697664,1.64107067281647,Iris-versicolor
+87,6.310773461190912,2.3021878899765413,4.386115924868902,1.2941806686875255,Iris-versicolor
+88,5.075191995722986,3.50010297290823,1.3535401283107251,0.30355423247694724,Iris-setosa
+89,7.699998749804485,2.790834317349092,6.699998704895427,1.9892296961606928,Iris-virginica
+90,6.007503530273526,2.993859673351838,4.762482173963451,1.7955419242695172,Iris-virginica
+91,5.896436655113924,3.1970195838197726,4.777268676014037,1.7975554182055964,Iris-versicolor
+92,5.492811576927853,2.6107737259461414,4.414557596962043,1.2221875578994854,Iris-versicolor
+93,4.904811531556276,2.4090716104669045,3.1892206518583754,1.014728890687517,Iris-versicolor
+94,7.263101488714586,2.956907857660184,6.154668530286083,1.944527670818886,Iris-virginica
+95,6.709576667982844,3.2811619769063296,5.6682041332712405,2.145643054542398,Iris-virginica
+96,6.46566491117841,3.193906612273564,4.503249460448173,1.4994444853118816,Iris-versicolor
+97,6.3118701558692765,3.3802415836032385,5.635762807929267,2.4008206898382918,Iris-virginica
+98,4.496060588780938,2.2986182331081553,1.2954876888369273,0.2967631414958551,Iris-setosa
+99,5.946749083615486,2.2,4.965723652690052,1.470776293953939,Iris-virginica
+100,6.39522557152561,3.101828522685354,5.512094551913602,1.8084450152851237,Iris-virginica
+101,4.624890034360047,3.3967457605811844,1.4026023714215399,0.2877295252360503,Iris-setosa
+102,5.807349584188078,2.7774751916994718,5.150818303795718,2.3976244531374156,Iris-virginica
+103,5.29022714445549,3.6273313694240583,1.5097411589358216,0.2,Iris-setosa
+104,5.119740193980955,2.528983231900703,3.019643285931237,1.2593465972720048,Iris-versicolor
+105,5.418274777381113,3.90848223770673,1.3044844010318575,0.41772883924257215,Iris-setosa
+106,6.414255059112384,2.92965016245754,5.532141180150195,1.8003951438146828,Iris-virginica
+107,5.7504301749825,3.0149208381804273,4.500195150399694,1.5148703404708082,Iris-versicolor
+108,7.311008987033909,2.8971748015631706,6.323028087772804,1.802545976103274,Iris-virginica
+109,4.975145551002033,3.1564658491761315,1.2626467513855275,0.2,Iris-setosa
+110,6.666461409380014,3.2750623297260364,5.655723036016516,2.499999502133615,Iris-virginica
+111,5.161658382146073,3.530320163955374,1.409220619605864,0.24919188911505832,Iris-setosa
+112,6.000023755083997,2.7753285807878196,5.338211668420559,1.9714850280631944,Iris-virginica
+113,5.107324464396013,3.3945070561593367,1.501722487654072,0.2,Iris-setosa
+114,4.996711972342933,3.2206804441264985,1.2306490903654246,0.2,Iris-setosa
+115,5.056576667684251,3.6709089875371843,1.4203352472603923,0.2,Iris-setosa
+116,7.290785804301478,2.8981134668816617,6.305571796605071,1.793440874845698,Iris-virginica
+117,6.0909382374128525,2.6072129403317383,5.596253091941831,1.4056760783767124,Iris-virginica
+118,5.329843940427119,3.396725612646119,1.6419843186038934,0.2,Iris-setosa
+119,5.4987009019822795,4.170867173737048,1.4164415560241315,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/12/test.csv b/iris/tab_ddpm/6_1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/12/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/12/train.csv b/iris/tab_ddpm/6_1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/12/val.csv b/iris/tab_ddpm/6_1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/12/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/13/synth.csv b/iris/tab_ddpm/6_1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..33a063a6ca5fbfb14b10a6a4ffa247572fc1b0d2
--- /dev/null
+++ b/iris/tab_ddpm/6_1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.691212327243563,2.4694168550591225,4.983532807741005,1.9983870362175264,Iris-virginica
+1,5.93233665405196,3.043992971274496,4.2691845555609005,1.4864229895861065,Iris-versicolor
+2,4.660398802888092,3.233230400115167,1.425520661437268,0.2,Iris-setosa
+3,5.79968423581397,2.7104771008869357,5.113518640035507,1.8940677324049242,Iris-virginica
+4,5.98525468198871,2.2,5.020655857038581,1.5238371645813795,Iris-virginica
+5,6.315096439694769,2.4797590283839965,4.8497455922868795,1.4822813246372437,Iris-versicolor
+6,4.995792492789375,3.5989604397110306,1.395514612902716,0.2,Iris-setosa
+7,5.446039346262881,3.898382925452762,1.3098298674643392,0.39517429504646373,Iris-setosa
+8,4.505187135976384,2.2944053433602254,1.288913767118348,0.2808581562190856,Iris-setosa
+9,6.006878137437728,2.2000003174517224,5.026857636751346,1.4898962866270593,Iris-virginica
+10,6.3951537025372,3.0806013757995445,5.489666364947511,1.8008556830245757,Iris-virginica
+11,4.904004278745764,3.1004528005301095,1.4983511220467938,0.10000010088294817,Iris-setosa
+12,6.665027834134542,3.2873152965319297,5.738075801888198,2.4999993571384276,Iris-virginica
+13,5.213737519201403,3.538670147060236,1.4971383127875881,0.2,Iris-setosa
+14,6.296442316038062,2.299038158680747,4.407760186987254,1.2945679586767718,Iris-versicolor
+15,5.190247387830458,3.4044468436262045,1.4065805274645773,0.2,Iris-setosa
+16,5.972089200623366,2.200000280176463,4.985722313472443,1.4993964183523512,Iris-virginica
+17,5.9791986273423685,3.001003078361219,4.771667214174551,1.783936526324092,Iris-virginica
+18,4.4,3.19610892624093,1.2946808531946148,0.2,Iris-setosa
+19,7.699999047455296,2.8215832182608436,6.699998765446819,1.990515001632916,Iris-virginica
+20,6.8494370594674585,3.221576105387074,5.657717697937664,2.2844591750796432,Iris-virginica
+21,5.212735050754553,3.410402595452847,1.387113143615932,0.2,Iris-setosa
+22,4.610164609526779,3.1971081638743795,1.4008279455244472,0.2,Iris-setosa
+23,6.678734450424035,3.133597821226589,4.451424558021808,1.4120413902501971,Iris-versicolor
+24,5.136014559005639,3.516371114888149,1.4014248929913415,0.29527316535917664,Iris-setosa
+25,5.09375158741308,3.306129119728732,1.6902931020501437,0.5182288135786393,Iris-setosa
+26,6.693904809449837,3.289234138936996,5.681132304265674,2.5,Iris-virginica
+27,5.169551863321687,2.661511070957936,3.4716769538266297,1.38856116574787,Iris-versicolor
+28,5.7978737802015585,2.693046067054695,5.084771492263436,1.9097788908302866,Iris-virginica
+29,7.3533336032557965,2.899588715477675,6.319044504384611,1.8039770251787939,Iris-virginica
+30,6.272731097618722,2.703680351667016,4.908897383062216,1.8034355000104676,Iris-virginica
+31,5.379152811944482,3.9540637741221394,1.2972322493194826,0.4909968041307445,Iris-setosa
+32,6.42403613299834,2.9319378503273454,5.044925893336321,1.666739282544884,Iris-versicolor
+33,7.7,2.801999902505797,6.7,1.992545317281063,Iris-virginica
+34,5.886941318247769,3.0076275362972047,5.105889517069914,1.805041763845412,Iris-virginica
+35,4.8599111593079,3.001785850276827,1.39638359032506,0.2,Iris-setosa
+36,5.317570421560622,3.7345426832792428,1.5014416412732683,0.2,Iris-setosa
+37,6.669454928448385,3.297113831477102,5.654550016576247,2.499998850927226,Iris-virginica
+38,6.008591257753415,3.3800266778051933,4.519481609106196,1.617682205005625,Iris-versicolor
+39,5.798055424139244,2.719128369786598,5.091428522519211,1.8942693315240715,Iris-virginica
+40,4.615945983583932,3.41097174661544,1.3958101859934278,0.28580452958959396,Iris-setosa
+41,5.105970630304611,3.745345527569873,1.5749081527786444,0.4319634849172169,Iris-setosa
+42,5.0255271749991275,3.299767352410563,1.404988313983456,0.2,Iris-setosa
+43,6.326433086198557,2.908384742458192,5.638629021127032,1.7995725369121955,Iris-virginica
+44,4.493059076187892,2.299258818053267,1.2860947377657301,0.2966363197174947,Iris-setosa
+45,4.400000566631171,3.181635615523554,1.3045175061041365,0.2,Iris-setosa
+46,6.128021446814973,2.6047933430581756,5.601256143882582,1.409385260312556,Iris-virginica
+47,5.1924066960626005,3.387038206535258,1.3849326263257953,0.2,Iris-setosa
+48,6.397827525694344,3.0894089405624485,5.47736989508497,1.8059708489806745,Iris-virginica
+49,4.994191216918744,3.608466263830258,1.4032395772294322,0.2,Iris-setosa
+50,5.504196290603866,4.203652788540763,1.4024076699237944,0.2,Iris-setosa
+51,5.89802918041955,3.006821448228772,5.089284018216591,1.7908999470453626,Iris-virginica
+52,4.881476492429282,2.387422336781681,3.355022657407657,0.9882029832769907,Iris-versicolor
+53,5.276454854972828,3.598539762465425,1.5334257463576604,0.2,Iris-setosa
+54,6.395117963553768,2.713223018366848,5.330607369391815,1.9063549788191734,Iris-virginica
+55,6.729665924037997,3.3130133470227565,5.678144752016996,2.499999527796636,Iris-virginica
+56,5.900512720960622,2.9985647662759725,4.211774207804747,1.4974657404492062,Iris-versicolor
+57,5.788468435512079,2.676640838466805,5.102794445760912,1.913426075123047,Iris-virginica
+58,6.421435822815458,3.0898102478017653,5.483464184610634,1.799448924208033,Iris-virginica
+59,5.106040134630954,3.3135626127546307,1.7256933000169778,0.49267040144158936,Iris-setosa
+60,5.798004452190844,2.6918388021683675,5.095367571494839,1.9024392481576178,Iris-virginica
+61,6.404764942015564,3.0963852152228624,5.507068497645295,1.801085141925452,Iris-virginica
+62,5.979813278737444,2.2000003196701807,4.989354313528624,1.4973958871429718,Iris-virginica
+63,5.074654643741575,3.598625536182447,1.4342284534586065,0.25681185360343395,Iris-setosa
+64,7.255452721331556,2.8921438828534725,6.27834737823782,1.7871371244283913,Iris-virginica
+65,5.101685970283943,3.7884322517675706,1.6091558139347597,0.2,Iris-setosa
+66,6.962856262734604,2.998331045595038,5.653885354232498,2.1383959404388952,Iris-virginica
+67,4.4,2.9043243907563503,1.4015449504281074,0.2,Iris-setosa
+68,5.726530266373171,4.4,1.5239724752641068,0.6191659361303963,Iris-setosa
+69,5.4944333400693735,2.6438297887032536,4.199567337137871,1.282650862483439,Iris-versicolor
+70,4.500289169242062,2.30989507755607,1.302561182292166,0.3106344190730257,Iris-setosa
+71,5.7011727954273805,2.493639424285355,4.9926047304487495,2.0020598623985064,Iris-virginica
+72,5.011070416216535,3.3109104071971727,1.403437692838546,0.2,Iris-setosa
+73,5.10419190531762,3.7971942572584005,1.5958391510243963,0.2,Iris-setosa
+74,4.872215784629442,2.9691879765247635,1.3927943416971704,0.2,Iris-setosa
+75,7.275194586293485,2.9072195680287187,6.193696687394831,1.827061953223432,Iris-virginica
+76,4.578702037940949,3.3936710097876444,1.394747736393395,0.3005950650053299,Iris-setosa
+77,4.5986495471142295,3.2125361432581863,1.404120858240242,0.2,Iris-setosa
+78,6.28398165811017,2.5095243279196278,4.93135192271408,1.5119722630668033,Iris-versicolor
+79,6.331387540067539,3.423120377817849,5.604375125570992,2.39675336198498,Iris-virginica
+80,6.030269380789786,2.2000002792646765,4.99185925697067,1.505739647361156,Iris-virginica
+81,5.161459836956649,3.4530385697717176,1.4730099458079031,0.2,Iris-setosa
+82,4.9847930556851,3.1920304141755302,1.2012359647585888,0.2,Iris-setosa
+83,5.159450155901859,2.63258644478642,3.9045351181419434,1.3741839344257214,Iris-versicolor
+84,6.690454709305503,3.2975476293241894,5.6740637423496345,2.4999993733072277,Iris-virginica
+85,6.845320925195743,2.9910548051227126,5.534836831987819,2.1016240933129393,Iris-virginica
+86,5.0256476494856015,3.501570041191296,1.3602613130933645,0.27915235181523046,Iris-setosa
+87,6.339080709534333,2.8618090399587386,5.2430510223284665,1.5452259472474332,Iris-virginica
+88,6.79717652775413,2.9967974662336276,5.518722677699034,2.119838727311049,Iris-virginica
+89,5.810815076378945,2.8102325648756654,5.109093858233574,2.4096176296833116,Iris-virginica
+90,6.112714717256774,2.9990874580637232,4.632598922277401,1.399319611108036,Iris-versicolor
+91,6.308586459190509,2.6961434052592455,4.933249672966141,1.7943610209587744,Iris-virginica
+92,6.444696163466358,3.0211544076313244,5.479238120642878,1.7974248774637864,Iris-virginica
+93,6.778504037912063,3.3413139388972377,5.715559688298711,2.5,Iris-virginica
+94,4.901354422101568,3.131194942794866,1.4940445618536677,0.1,Iris-setosa
+95,7.7,2.8188437393074186,6.7,2.0126227843275237,Iris-virginica
+96,7.7,2.8203482241851634,6.7,2.059514445180264,Iris-virginica
+97,6.491005955131388,3.086783367436105,5.523451545891722,1.8449595598053607,Iris-virginica
+98,4.906035426549529,2.406528423685165,3.2618476988602367,1.0375985390949265,Iris-versicolor
+99,7.7,2.871264822732101,6.7,2.004802922925559,Iris-virginica
+100,5.814724814336145,2.822665198300611,5.111111781779979,2.398722238791859,Iris-virginica
+101,5.995787186429575,3.402450989292758,4.52272328030821,1.5977046393625294,Iris-versicolor
+102,6.875491854653786,3.2127580617556806,5.6670670802491365,2.301368545461613,Iris-virginica
+103,5.991056233161384,3.4043080418607405,4.493522704533377,1.603908803299653,Iris-versicolor
+104,7.12386518569516,3.0066117683795834,5.867497568708332,2.105044731678219,Iris-virginica
+105,4.997862537352543,3.212428827435893,1.211795790968314,0.2,Iris-setosa
+106,7.084951915324499,3.00895875906052,5.846263528092029,2.114909604100338,Iris-virginica
+107,4.621358282989235,3.3942197628947506,1.4059263353460978,0.30683775588602125,Iris-setosa
+108,6.428484364006523,2.6842066592564224,5.333776776017467,1.9078782621800767,Iris-virginica
+109,5.914119929502357,2.999559714501942,4.153745896699831,1.5143949257151967,Iris-versicolor
+110,5.782597494219394,2.800865537427974,5.142834194062616,2.4139509828966847,Iris-virginica
+111,6.359097406328002,2.6150139549363813,5.100502155466185,1.9059314755747985,Iris-virginica
+112,5.618724020798743,3.0018873228170477,4.090606004699304,1.3153629533096243,Iris-versicolor
+113,5.586902087342109,2.9929585936198606,4.09440571831247,1.269092011028431,Iris-versicolor
+114,4.910937789710601,3.49444816957596,1.6179030865498765,0.2,Iris-setosa
+115,5.09842295208658,3.5118306698495116,1.3937680331574915,0.30428347350683826,Iris-setosa
+116,5.43668604645794,3.4141051489350964,2.030787852428577,0.2,Iris-setosa
+117,7.7,2.808248937079222,6.7,1.9779976752149349,Iris-virginica
+118,5.048823511178794,3.509722241221867,1.3723070507480144,0.30362948448987426,Iris-setosa
+119,6.772319544033675,3.2937123678979208,5.688804148013944,2.4999936077886966,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/13/test.csv b/iris/tab_ddpm/6_1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/13/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/13/train.csv b/iris/tab_ddpm/6_1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/13/val.csv b/iris/tab_ddpm/6_1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/13/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/14/synth.csv b/iris/tab_ddpm/6_1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d2438876a3b4128a471d734d81cb91cccb92aa5e
--- /dev/null
+++ b/iris/tab_ddpm/6_1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.49774637169066,2.4033953383843776,3.689515753817264,1.028303058090088,Iris-versicolor
+1,6.423714337578851,2.914213374374894,4.314305797956527,1.3088718090182911,Iris-versicolor
+2,5.992334275721276,2.6446277151427053,5.039667307655655,1.5366164227744152,Iris-versicolor
+3,4.927620872006422,2.409994309572391,2.971434374010234,1.0296467868707615,Iris-versicolor
+4,4.593064799582396,3.388719602761029,1.3664008109391816,0.2995886162599077,Iris-setosa
+5,4.608344651868916,3.6192924940058817,1.0,0.2,Iris-setosa
+6,6.437655686792551,3.052720638878684,5.512358479986084,1.8021051860334014,Iris-virginica
+7,6.3241960600523415,2.7994630686130053,5.097023384440302,1.5143495428736917,Iris-virginica
+8,4.923230910306585,3.528196087799577,1.3968334688212567,0.2,Iris-setosa
+9,5.017733091761045,3.3406695719032133,1.4046091428318155,0.2,Iris-setosa
+10,5.977719713794654,2.697498789034622,5.065222942405569,1.5686905490706229,Iris-versicolor
+11,6.307725698767991,2.728849375556921,4.908628235292402,1.7648177081084793,Iris-virginica
+12,5.946612503363914,3.0020936384297894,4.410603510612423,1.371695740789652,Iris-versicolor
+13,5.1736298208778555,3.4789543793018876,1.5052833929488951,0.2,Iris-setosa
+14,5.4875574260151145,2.574546795445719,4.358041432639563,1.0825961255131253,Iris-versicolor
+15,4.4,2.900107140156821,1.401111469139635,0.2,Iris-setosa
+16,6.332198196204737,2.9098053171399694,5.581192910071445,1.7927060964255996,Iris-virginica
+17,5.985334600909799,3.3983982327607523,4.458509007573171,1.5862159085176508,Iris-versicolor
+18,6.021237054940862,3.0082840057486373,4.769606231159332,1.8002743516686643,Iris-virginica
+19,6.366044529616316,2.9377427935178675,5.583621810714206,1.799222121012673,Iris-virginica
+20,6.703350687051528,3.308491250281308,5.698627671625272,2.0933185124201716,Iris-virginica
+21,4.886121077040641,2.3907067864700533,3.240919382361866,0.9714841207108141,Iris-versicolor
+22,5.706474219184933,2.8018288249181325,4.250841456230478,1.3283375548099208,Iris-versicolor
+23,6.778508275545036,3.113915913878133,4.4200373618634625,1.401431662754655,Iris-versicolor
+24,5.129126959830232,3.8090891734219956,1.9468976441799355,0.4541339518682373,Iris-setosa
+25,6.288350488389289,2.3088379569552804,4.414151091435033,1.3037890793844487,Iris-versicolor
+26,6.4296400951969135,3.0730552936187068,5.483717183699502,1.8097581436486854,Iris-virginica
+27,6.00402196152246,2.708160891249658,5.0979396106378605,1.6022602063631233,Iris-versicolor
+28,6.690201353466347,3.295108040247831,5.7605842514397345,2.101318388936477,Iris-virginica
+29,6.0669178571191615,2.998523054001825,4.604084763820306,1.3965594129411039,Iris-versicolor
+30,5.890213097063552,3.0042299746080032,4.239281045956134,1.4985445336598893,Iris-versicolor
+31,6.045768245094503,2.200000286849136,5.023653903120128,1.5009345884299132,Iris-virginica
+32,5.788838603438402,2.674826591634789,5.087549166361349,1.9097258136836337,Iris-virginica
+33,6.5378508148405565,2.9878785547114686,5.433126316424685,1.8032942902162945,Iris-virginica
+34,4.601052634599352,3.220502003493105,1.3931672262623158,0.2,Iris-setosa
+35,6.325236538932876,2.2940749855286495,4.38410154945371,1.294963359970789,Iris-versicolor
+36,6.221036365161205,3.279390342922082,4.521979617088703,1.5373496038217684,Iris-versicolor
+37,5.100336650893591,3.620110282257873,1.4756806814149916,0.41813397784361406,Iris-setosa
+38,6.82197472722395,3.247668083784538,5.671960299467251,2.2277934050037285,Iris-virginica
+39,6.694318597848464,2.9836550962491803,5.472371055703112,2.130507194592904,Iris-virginica
+40,5.109284416342827,3.3431354124544117,1.3735778171115893,0.2,Iris-setosa
+41,6.120181271117011,2.626870490476619,5.591764210154665,1.4317588932915206,Iris-virginica
+42,5.086953652444911,3.716350982539892,1.6149960193770767,0.2,Iris-setosa
+43,5.96073176104337,2.2,5.014820287027565,1.4957913022295521,Iris-virginica
+44,5.393074312151461,3.8915675440238933,1.7086642156282406,0.39270460655984923,Iris-setosa
+45,5.514182182782478,2.6073896881311156,4.433290776294571,1.168081010895874,Iris-versicolor
+46,5.548730269990328,2.6358718407269084,4.362257196314426,1.2652695868966688,Iris-versicolor
+47,6.321768429335113,2.908093032258446,5.593379473664119,1.7889947987210058,Iris-virginica
+48,6.296158772220557,2.517194689104335,5.030456506728183,1.8982537906316288,Iris-virginica
+49,6.2825867318509525,2.29716005962594,4.39153852876809,1.308978354130017,Iris-versicolor
+50,4.9900415247536545,3.5849716145689388,1.399176599334277,0.2,Iris-setosa
+51,4.8627600747083735,3.5060547976721077,1.3301920282576065,0.2980359628310274,Iris-setosa
+52,4.4,2.9060470658226114,1.4089242439620238,0.2,Iris-setosa
+53,6.638789786912652,3.025539771644927,4.383404820966129,1.3967657085436902,Iris-versicolor
+54,5.000245918233245,3.5735141516195674,1.3491441689358494,0.2422607000467046,Iris-setosa
+55,5.07044936284294,3.5743686112503608,1.4358097884758056,0.3494838967846978,Iris-setosa
+56,5.473972014827453,2.601177959889144,4.385443282618452,1.132220953817433,Iris-versicolor
+57,5.802452151885991,2.791975235393494,5.120926816169705,2.4051321095390006,Iris-virginica
+58,4.983154355870908,3.2847029016036893,1.385452388865449,0.2,Iris-setosa
+59,5.381985649545573,3.906868247949756,1.8418687893845398,0.40105040617715515,Iris-setosa
+60,7.699998090255968,2.7895381594203057,6.6999980796829295,1.9787594644320947,Iris-virginica
+61,6.008184965500935,2.999205807310043,4.803502186941745,1.8009815529174478,Iris-virginica
+62,6.683638480119471,3.097869446506206,4.411953645704575,1.4007388276813613,Iris-versicolor
+63,5.453569888049872,2.9798555690588735,4.449910284092492,1.49773057181497,Iris-versicolor
+64,5.8993652411960795,3.204455779900091,4.765844118715134,1.805729285604438,Iris-versicolor
+65,5.496729833395834,2.600206360465768,4.345479168663621,1.183754414758917,Iris-versicolor
+66,5.819060444501072,2.7410316946505717,5.096884057451128,1.8885974979169204,Iris-virginica
+67,6.753016467621913,3.2627681474954295,5.7257062480278575,2.125086389996915,Iris-virginica
+68,5.479282982791082,2.403437945513047,3.7323481411906387,1.0903544647483465,Iris-versicolor
+69,5.621529509805487,2.671441314335377,4.2278587295519,1.2965077590980236,Iris-versicolor
+70,6.689215933654685,3.2992470036627823,5.646326797987179,2.094087354024363,Iris-virginica
+71,5.5048190509242385,2.3913314888694837,3.7466386980312922,1.0757982561609714,Iris-versicolor
+72,4.929625539742189,2.424863826528959,3.3059098075224234,1.069059298335432,Iris-versicolor
+73,5.183520134606388,3.476770696601088,1.5155099652918926,0.2,Iris-setosa
+74,6.906829061259686,3.215592701970807,5.696345775354809,2.2685748408702926,Iris-virginica
+75,4.607052520035159,3.2046726613375554,1.377485814323114,0.2,Iris-setosa
+76,4.866302793758186,2.9709322318693854,1.4049583686154583,0.2,Iris-setosa
+77,5.0044024237923255,3.50243695848941,1.3158751344127904,0.3046858178549375,Iris-setosa
+78,4.4,2.905194384968388,1.4012582445927306,0.2,Iris-setosa
+79,7.699998856696182,2.786274274417445,6.699998908050269,1.9940990971548742,Iris-virginica
+80,5.099299934380967,3.848180537145501,1.5940269445875594,0.2,Iris-setosa
+81,4.5879214663012915,3.6045372794628956,1.0,0.2,Iris-setosa
+82,5.013114479524674,3.499515874377438,1.3051663369709567,0.29875945377146934,Iris-setosa
+83,5.9079184894082655,2.9904581253915126,5.0987216552447325,1.8028832094681877,Iris-virginica
+84,5.110404597948944,3.786522485109363,1.6299520066367588,0.2,Iris-setosa
+85,6.05129251543156,3.3719784929467496,4.512981316910749,1.5970248875375557,Iris-versicolor
+86,5.983517270096862,2.7082703867763405,5.0860864694417875,1.6064949640743715,Iris-versicolor
+87,5.224454095731081,3.419911199323015,1.3915417744104164,0.2,Iris-setosa
+88,4.4,2.887629354658752,1.4069731654615278,0.2,Iris-setosa
+89,5.075713407520029,3.5044218498091206,1.3688322215298165,0.3227005776025099,Iris-setosa
+90,5.7553982901839795,2.552361944439509,5.0039351805991705,1.9667511967233429,Iris-virginica
+91,6.267409570081859,3.3992584505180092,5.595135843790069,2.395312461843228,Iris-virginica
+92,5.211947290340359,2.4853404673183244,3.0337843206997466,1.1418841724675342,Iris-versicolor
+93,4.985592181283636,3.504233612142257,1.3090243750409647,0.2857464511779818,Iris-setosa
+94,6.071851912975868,3.0282742380965506,4.515861993758884,1.461417709671094,Iris-versicolor
+95,5.123232421154574,3.8202211413088225,1.6131094902447438,0.37796716978396167,Iris-setosa
+96,6.324872368599272,2.2964840730172944,4.424244170034229,1.2939263651301212,Iris-versicolor
+97,5.904260122717092,3.0088432097699553,5.109153031063214,1.7972483728683635,Iris-virginica
+98,5.989901156891571,2.6973630824200137,5.126755069555392,1.5958156788187672,Iris-versicolor
+99,6.312542099570766,2.7977776290534924,5.108272331102024,1.497452437426174,Iris-virginica
+100,4.904895394981039,3.1187261102429678,1.5177660154095254,0.1,Iris-setosa
+101,5.101749719086824,3.794595503143731,2.0947576965269943,0.4048923538762574,Iris-setosa
+102,5.195478463277883,3.4223620056613844,1.4186173440831529,0.2,Iris-setosa
+103,6.010064127329842,3.3808825185402682,4.512726755646069,1.5916678711261159,Iris-versicolor
+104,7.699997658150741,2.8055196265574134,6.699997279500305,2.0143961022350814,Iris-virginica
+105,6.768024407976356,2.9962141098612483,5.456454420829018,2.088909890716104,Iris-virginica
+106,4.817355558826619,3.0388337098860605,1.3746474002344813,0.2,Iris-setosa
+107,5.018524019571954,3.6405891387380716,1.4204526297077713,0.2,Iris-setosa
+108,5.222803892157445,2.6847907946018044,3.977598413931106,1.3964556312922887,Iris-versicolor
+109,5.9736402928091445,3.370111806083249,4.514076463884784,1.6113803319844981,Iris-versicolor
+110,5.727776672693572,2.942486143742242,4.138400604540764,1.308446023101061,Iris-versicolor
+111,6.296209513818811,2.886017984504114,5.700539614417404,1.817213902469848,Iris-virginica
+112,6.438024183994058,2.736110493822866,5.336377498328694,1.8940391012061928,Iris-virginica
+113,4.931543336837783,3.5007692559897334,1.3395137252704523,0.2690404401440244,Iris-setosa
+114,5.1319544032840785,3.517618716867771,1.4368044085821452,0.2,Iris-setosa
+115,5.163184787023916,2.6666604833419503,3.786492657640542,1.403060023809068,Iris-versicolor
+116,4.638176542829373,3.4019092617687714,1.4045311917072862,0.30136435194095157,Iris-setosa
+117,4.980369364142247,3.5981259061551825,1.3803309394114758,0.2,Iris-setosa
+118,6.459405014013988,3.031807461990492,5.4742463935658945,1.8162286071655407,Iris-virginica
+119,6.67859303245772,3.2563714582364005,5.591279851383512,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/14/test.csv b/iris/tab_ddpm/6_1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/14/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/14/train.csv b/iris/tab_ddpm/6_1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/14/val.csv b/iris/tab_ddpm/6_1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/14/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/15/synth.csv b/iris/tab_ddpm/6_1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..26f4451f79870947673e80a5690e5f65bd0bb992
--- /dev/null
+++ b/iris/tab_ddpm/6_1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.623008108415019,2.993766654955673,4.135727397099827,1.3025666708636612,Iris-versicolor
+1,6.357243879170757,2.8892660711595077,4.276919561565725,1.2980417832205702,Iris-versicolor
+2,4.816333978568011,3.396675341520839,1.5975701556258288,0.2,Iris-setosa
+3,4.906265933236724,2.406603581023705,3.425113545610189,0.934952336389806,Iris-versicolor
+4,4.879913604016589,3.0957692922481606,1.4894401533720298,0.10000011231487035,Iris-setosa
+5,5.5355479513827115,2.651572003482368,4.272557026483769,1.2799509920870114,Iris-versicolor
+6,5.876734417491168,3.007115251965204,4.227047302537839,1.5088464187832484,Iris-versicolor
+7,6.281813295051899,2.300045540455377,4.389517260909182,1.305258582996812,Iris-versicolor
+8,7.7,2.8105532306634218,6.7,1.9893222221669649,Iris-virginica
+9,7.295979144561502,2.894849360034021,6.318207229276292,1.7913837691538417,Iris-virginica
+10,5.1100840892981285,3.7974787515678465,1.7285984858180512,0.4585384640319267,Iris-setosa
+11,6.370727316971996,2.7372641315557713,5.290359316391862,1.8874377751243583,Iris-virginica
+12,4.868565148519012,3.096810598684954,1.4914260771676295,0.1,Iris-setosa
+13,6.866872036986156,3.206187874199224,5.741871210122936,2.250769333071417,Iris-virginica
+14,7.699998803221821,2.791815519604072,6.699998968200671,1.9843124690187615,Iris-virginica
+15,5.005819469854553,3.6055294063988286,1.3733164187915377,0.2,Iris-setosa
+16,5.473840008857066,2.4047350885201357,3.5842880187720807,0.966586559106197,Iris-versicolor
+17,5.601078164643291,2.802230509585386,4.097817569420047,1.3147947923298386,Iris-versicolor
+18,6.183670100452487,2.6436164326592473,5.52439424121641,1.4607233725840194,Iris-virginica
+19,5.4175202885665685,3.892080226599891,1.3070034030567284,0.41713021535056566,Iris-setosa
+20,5.37143077593778,3.8916203701598047,1.9438655030979308,0.4952644607232315,Iris-setosa
+21,5.986573837654738,2.702372334546034,5.087447608058589,1.5893574324681752,Iris-versicolor
+22,5.57653694987739,2.5381309823003226,4.074219123470498,1.2598335548148545,Iris-versicolor
+23,6.702432422779659,2.9948816847651067,5.005718831536417,1.6997552742537443,Iris-versicolor
+24,6.298932116644549,2.6643285020972702,4.91089279018758,1.8059605053618644,Iris-virginica
+25,5.5034655589130095,2.393155786846659,3.5901297088559154,1.1088277914693938,Iris-versicolor
+26,4.792559206830409,3.401611343572107,1.6092614509657126,0.2,Iris-setosa
+27,5.958514890772191,3.3227030174242698,4.617379057055784,1.665295151391352,Iris-versicolor
+28,6.927610707189106,3.160361786979157,5.716314870808174,2.2751211130441136,Iris-virginica
+29,5.881109795937833,3.203770721667699,4.753935443851699,1.8123652813409032,Iris-versicolor
+30,5.387981489309926,3.901692959300118,1.697615582614521,0.39053846543148607,Iris-setosa
+31,4.5037262481634786,2.300993135442933,1.3101570160508795,0.3039926295354458,Iris-setosa
+32,5.495000839420384,4.219184949098245,1.3796654750353468,0.2,Iris-setosa
+33,4.883913995712684,3.110962269437673,1.487819520777602,0.10000018865741916,Iris-setosa
+34,6.2164913851488794,2.70951072134864,5.590152230619434,1.6232720433474115,Iris-virginica
+35,4.602907817228744,3.602042189602903,1.000000528908392,0.2,Iris-setosa
+36,5.063730989449409,3.4754220307713246,1.352578966694377,0.26912093759271666,Iris-setosa
+37,6.508558587890601,3.0157628214415713,5.528886290806525,1.786409530110977,Iris-virginica
+38,5.058896612685917,2.493655153252285,3.0472273788696222,1.2622948452622018,Iris-versicolor
+39,6.481020798952208,2.991733870255591,5.475243328342236,1.798737372510164,Iris-virginica
+40,4.903394198625182,3.008885869440647,1.3811000253492027,0.2,Iris-setosa
+41,4.88471450070289,2.3924703360573605,3.745157530866786,1.0241607625954678,Iris-versicolor
+42,5.996009495622153,3.3781878228062556,4.533261595245396,1.5994134365322714,Iris-versicolor
+43,5.817423106193809,2.7249171241577006,5.09746743043252,1.8925380269901435,Iris-virginica
+44,6.420525903338519,2.7513782989134894,5.412085635436872,1.8947956812958178,Iris-virginica
+45,7.699998510736348,2.7824383945139153,6.699998480858058,2.012151099009531,Iris-virginica
+46,6.552000671472107,2.971179437238075,4.393443864096384,1.385972690711206,Iris-versicolor
+47,5.79525766959272,2.8016465082764426,5.115519193281637,2.395980410388686,Iris-virginica
+48,6.288958627732454,3.241139402209207,4.509636334911228,1.5239319325191416,Iris-versicolor
+49,5.06433330604013,2.481309168184587,3.020582791708145,0.991307478128006,Iris-versicolor
+50,7.699998344051134,2.8212724802553306,6.699998530711155,1.9961888813483524,Iris-virginica
+51,4.4000005794853525,2.9093716940528958,1.404781059038753,0.2,Iris-setosa
+52,5.227045241420959,3.412421631591445,1.3940978791547627,0.2,Iris-setosa
+53,7.699998653115046,2.81425203311537,6.69999896844458,2.0078884834398796,Iris-virginica
+54,5.67032855622459,4.4,1.4861269980479808,0.3918592307243941,Iris-setosa
+55,5.071789810430333,3.4992485860206393,1.3616940847294627,0.30357006388516716,Iris-setosa
+56,6.552505121044833,3.1603064842014104,4.45282203285785,1.4608437573092998,Iris-versicolor
+57,5.415423657219107,3.393705554126856,1.7850026891596074,0.2,Iris-setosa
+58,6.263099951385738,2.35014504222818,4.513650378050206,1.3496502704572657,Iris-versicolor
+59,5.800375361761009,2.8018095617034384,5.101747942772871,2.4082965151659583,Iris-virginica
+60,6.292153487762601,2.492310426192204,4.862321918796035,1.4932645245889877,Iris-versicolor
+61,5.000546423861913,3.598952370574518,1.4021866379041945,0.2,Iris-setosa
+62,5.805620125476484,2.782669564566026,5.128053406176908,1.882009762936694,Iris-virginica
+63,7.7,2.770703597891405,6.7,2.014263032767087,Iris-virginica
+64,5.7063028647086,2.495562906026891,5.010201113433546,2.0111898576284517,Iris-virginica
+65,6.300585145648234,2.7869573237886716,5.082875556961499,1.5074451790612327,Iris-virginica
+66,7.7,2.7959106242869463,6.7,1.9975803293779746,Iris-virginica
+67,5.880787144762183,2.9783382357652495,5.093569654916011,1.8018628833627715,Iris-virginica
+68,5.434877895730439,3.39105695342611,1.945614077016104,0.2,Iris-setosa
+69,6.035654081573669,3.3414530946223664,4.561027757148642,1.6146659817792006,Iris-versicolor
+70,6.145587610290927,3.0137891619939445,4.557958292637425,1.4078397959487838,Iris-versicolor
+71,6.021420027616428,2.6973416375906756,5.128672375282814,1.602020563727611,Iris-versicolor
+72,6.736621831883445,3.3001505174884063,5.721967986841531,2.1099702853395996,Iris-virginica
+73,6.286028078308702,2.470679883673154,4.83380623602418,1.4889271618571067,Iris-versicolor
+74,6.305843301082423,3.4000548746954515,5.598817272748327,2.4067645243962446,Iris-virginica
+75,6.74967312510817,3.313863736762987,5.671306413922622,2.5,Iris-virginica
+76,4.4,3.223003097376093,1.2980222418016483,0.2,Iris-setosa
+77,6.009463088281501,3.3966982752145634,4.533179481922998,1.615919963730011,Iris-versicolor
+78,7.218927203805393,2.8899404998818503,6.254660928536853,1.8195443157131792,Iris-virginica
+79,5.677066140219456,4.399999123055022,1.4909288214811516,0.44824835792643003,Iris-setosa
+80,5.50483785907713,4.205040476029075,1.4011091710733017,0.2,Iris-setosa
+81,6.394293717986337,2.7063310850586597,5.297557340840525,1.8950382964603376,Iris-virginica
+82,6.473563268834381,2.997999179153142,5.451924235686433,1.804718822229517,Iris-virginica
+83,6.311545254857821,2.4644331201452765,4.813674954563082,1.4854136520059273,Iris-versicolor
+84,5.478834436846054,3.007567325400788,4.533363405083793,1.5043153975537797,Iris-versicolor
+85,6.3487608533498845,3.3899387668118006,5.649169408430664,2.3892465792290243,Iris-virginica
+86,7.7,2.786537771295342,6.7,2.0052127417367074,Iris-virginica
+87,5.659913643192668,4.399999025626066,1.4863120657407785,0.38257793039988963,Iris-setosa
+88,6.0279714657029215,2.2000002878169336,5.009624421274296,1.5022770604026974,Iris-virginica
+89,6.008525790320715,2.69572023906441,5.112741990158564,1.6068401121435505,Iris-versicolor
+90,5.106885913616405,3.7846234947822057,1.6803170114366885,0.3969745623931241,Iris-setosa
+91,7.7,2.791423756684355,6.7,1.984381278673898,Iris-virginica
+92,5.416704847429948,3.9178879447458757,1.3075542429129827,0.426264166171699,Iris-setosa
+93,6.420507301443525,2.983874904141625,5.489047707844115,1.825051106180932,Iris-virginica
+94,4.60132496288339,3.6351709461466313,1.0000004868177519,0.2,Iris-setosa
+95,5.719168784753139,4.3999992389847975,1.5132631313886353,0.39059346945932605,Iris-setosa
+96,4.983696866044088,3.454215904635705,1.2959518740889657,0.292482941042816,Iris-setosa
+97,5.495210758539692,2.411288961873036,3.787524171838485,1.151825846729718,Iris-versicolor
+98,5.718823622825911,4.4,1.499115340248122,0.4750618809982876,Iris-setosa
+99,4.611989221918515,3.1672917011917106,1.4073885447326129,0.2,Iris-setosa
+100,6.319578356596146,2.52731103465199,5.028637132344328,1.8929076701532572,Iris-virginica
+101,5.6250145689463285,2.6903310853468985,4.182762550597716,1.2986767357140123,Iris-versicolor
+102,5.116180912297432,3.2973503015993058,1.7839368659459522,0.47604963542301104,Iris-setosa
+103,5.973726928563633,2.7067580376809133,5.065255731786672,1.5772258009615976,Iris-versicolor
+104,5.675908743621597,4.399999097497662,1.4977756466745524,0.3731861436684295,Iris-setosa
+105,6.732494970788806,2.9968428202497552,5.015975261966586,1.7174473432037864,Iris-versicolor
+106,6.668328566560275,3.2889506337661647,5.66824133103631,2.225525107225889,Iris-virginica
+107,4.583680173872836,3.66365429415556,1.0,0.2,Iris-setosa
+108,5.200092576960075,3.5028238292076765,1.5049278470968697,0.2,Iris-setosa
+109,6.8117031225409415,3.2122944606345802,5.757035768195488,2.294068773860111,Iris-virginica
+110,6.388043751759341,2.8826583199414553,4.274883207228781,1.2943969869713983,Iris-versicolor
+111,5.814752558034495,2.818393919155688,5.098152456658563,2.4005383758473933,Iris-virginica
+112,6.275109178080552,2.500922188384252,4.9128571599853,1.5165458271516115,Iris-versicolor
+113,6.009096711909684,3.4170369742963147,4.527612889186543,1.6134141932045525,Iris-versicolor
+114,5.514419802172008,2.430291060929297,4.095553096692109,0.9901486455270984,Iris-versicolor
+115,5.494190489814655,2.3876885913774033,3.730731096449512,1.0097089376009087,Iris-versicolor
+116,7.042150452540144,2.993455250650405,5.770095795422445,2.112109001539162,Iris-virginica
+117,6.101782043659491,2.59986897194238,5.630392991369055,1.404793974256297,Iris-virginica
+118,5.116427770261543,3.822376580396135,1.831377191197022,0.46366199270478897,Iris-setosa
+119,4.5024940751607625,2.304639499717775,1.3103847482968447,0.30142619665499204,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/15/test.csv b/iris/tab_ddpm/6_1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/15/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/15/train.csv b/iris/tab_ddpm/6_1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/15/val.csv b/iris/tab_ddpm/6_1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/15/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/16/synth.csv b/iris/tab_ddpm/6_1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..86ec00ebdafd3a3adfd9f75fe138cadf2e5210d3
--- /dev/null
+++ b/iris/tab_ddpm/6_1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.886664959683427,2.9960976451372106,1.3823061139857418,0.2,Iris-setosa
+1,5.465108216653639,3.0029924200183444,4.484398318525988,1.5113012108703991,Iris-versicolor
+2,6.859535829133186,3.013402650793175,5.534770119599923,2.1356183889422584,Iris-virginica
+3,6.699138993233795,3.061660568398357,4.775971931529407,1.5391204630677957,Iris-versicolor
+4,6.39033556680681,3.068271196827031,5.491987231264572,1.8080841967478287,Iris-virginica
+5,5.79002650969958,2.723419780878059,5.1143417397206585,1.8890426546088106,Iris-virginica
+6,6.6746972264682745,3.1062710734595957,4.440529434573958,1.40932462992576,Iris-versicolor
+7,4.975731079204212,3.3432353531768504,1.508690854372906,0.2,Iris-setosa
+8,4.7338303801092705,3.453542598941334,1.3574874228902976,0.331921398018679,Iris-setosa
+9,5.147485505105512,3.4348690525151415,1.4890949714830395,0.2,Iris-setosa
+10,4.987621975428571,2.453413100886994,2.941881801791113,0.995377302440802,Iris-versicolor
+11,6.69338633948001,3.2930045124902274,5.705962806459533,2.4999994713302276,Iris-virginica
+12,6.00153806435611,2.2000003029253183,4.968992383250182,1.5017754882452174,Iris-virginica
+13,5.444866801327378,2.999271452093897,4.494599970372967,1.4985611723579932,Iris-versicolor
+14,4.968866914881183,2.4251029447817487,3.1969064865253074,0.9919015839194611,Iris-versicolor
+15,5.077579917474424,3.346478566980479,1.4112561714674232,0.2,Iris-setosa
+16,5.54152318136698,3.00029556016958,4.308923003933914,1.4104113698787204,Iris-versicolor
+17,7.69999861066077,2.785520396743485,6.699998873339871,1.9870995792534787,Iris-virginica
+18,5.572330092917049,2.682701676712233,4.224048492331102,1.292554733625542,Iris-versicolor
+19,4.4,3.189740515407694,1.300304134653857,0.2,Iris-setosa
+20,5.505474415600466,2.397860658689556,3.6361822628983345,1.0779653200482033,Iris-versicolor
+21,4.950579998265402,2.4330454100856995,3.3336337584208384,1.0376130573840125,Iris-versicolor
+22,5.097704244470919,3.78819679489634,1.791473228715376,0.45508702959167047,Iris-setosa
+23,5.801481244845648,2.7042283497287816,5.09991171122595,1.89832616873115,Iris-virginica
+24,5.296962424426127,3.719035296383562,1.498412385146346,0.2,Iris-setosa
+25,5.8865975414833445,3.0015927595111696,4.1787853070977965,1.4957391807394298,Iris-versicolor
+26,4.4,3.20590494578382,1.2919532597789805,0.2,Iris-setosa
+27,6.696962055081795,3.0915150634641253,4.394853110609065,1.4008916063647738,Iris-versicolor
+28,5.03413493936257,3.299467889786244,1.4026122049746257,0.2,Iris-setosa
+29,5.8799752515652415,2.971073868891671,5.111064162193489,1.8187727107240244,Iris-virginica
+30,5.8002451674729985,2.7135891994715133,5.105070423078831,1.9021429898104005,Iris-virginica
+31,5.084732387824895,3.7573525673927124,1.6088922987461995,0.2,Iris-setosa
+32,4.4,2.9279992733406113,1.3864294395021788,0.2,Iris-setosa
+33,6.677551783541146,3.299669121833241,5.709659316295984,2.4999994493499402,Iris-virginica
+34,6.403254086990491,3.01157294752825,5.495802047552401,1.7901649619458058,Iris-virginica
+35,5.496096335331751,2.6068655426210814,4.368081919248119,1.2460522695196212,Iris-versicolor
+36,6.30154858527425,2.780278281000508,5.101690921287997,1.484081565076886,Iris-virginica
+37,4.585053319295888,3.6064041897118235,1.0000003633998007,0.2,Iris-setosa
+38,4.855548647820135,3.1282856410895468,1.4851520829790001,0.10000010237398468,Iris-setosa
+39,5.134490712333946,2.494156538548488,3.35643199656673,1.1920508572991442,Iris-versicolor
+40,5.115636417125578,2.497225504737012,3.0452238981242483,1.0924363845852674,Iris-versicolor
+41,5.91426082485273,2.9951741943562453,4.18605158121779,1.4966715877041123,Iris-versicolor
+42,6.793979116418875,2.996290000039977,5.464177007520335,2.076625842417875,Iris-virginica
+43,5.8137332843277605,2.8004671869487883,5.1171186236401605,2.3791378550189552,Iris-virginica
+44,7.7,2.72232586099394,6.7,2.081458844955427,Iris-virginica
+45,5.919608892398239,3.2393095275495645,4.762692780878357,1.766147740697883,Iris-versicolor
+46,7.699999097781546,2.8224959752987195,6.7,1.9707948040945795,Iris-virginica
+47,4.83679119391142,3.4114913963902165,1.598400461886283,0.2,Iris-setosa
+48,5.4957065706803085,2.4008992978993553,3.8642125013167252,1.0701934595689921,Iris-versicolor
+49,5.182781647583123,3.596134051432027,1.6680227240935048,0.49788067712554307,Iris-setosa
+50,7.699998777723782,2.8030814688318193,6.7,1.9861225026406346,Iris-virginica
+51,5.992600280596374,2.200000308135465,4.996520200345848,1.482826282091401,Iris-virginica
+52,4.80577751165506,3.3929264591313446,1.5747259961658346,0.2,Iris-setosa
+53,5.791516924307522,2.7030490106408864,5.098418683123167,1.8986428801232038,Iris-virginica
+54,5.013468951774386,3.34890216923304,1.4104111613067716,0.2,Iris-setosa
+55,6.727131101773429,2.992176970756028,5.013877536963239,1.7045163044244238,Iris-versicolor
+56,5.149657156378161,3.401513490314733,1.4369997008503266,0.2,Iris-setosa
+57,5.992421091391348,3.4218267125532047,4.534204223960062,1.576526654666234,Iris-versicolor
+58,6.002635190853482,2.2,4.9950450281309,1.5029304869058973,Iris-virginica
+59,5.8788515979778095,2.9842891198245773,5.097840600664434,1.8033275146778975,Iris-virginica
+60,6.070059596774577,2.9458235769116956,4.9102680843746205,1.7768404917102762,Iris-virginica
+61,5.44988265625093,2.4093758202760998,3.616505776776361,1.0074322359549075,Iris-versicolor
+62,6.72878449240848,3.2973220805818135,5.672839560669037,2.5,Iris-virginica
+63,5.790271811268368,2.7034319547996275,5.096256185960233,1.8922245974177394,Iris-virginica
+64,5.88905478691133,2.9839694785536413,5.098470086008681,1.8192908158214947,Iris-virginica
+65,4.591081722364662,3.606425808140175,1.0000003957390247,0.2,Iris-setosa
+66,5.10812364675761,3.4640821182626786,1.4032736350655153,0.2,Iris-setosa
+67,6.303183107375913,3.2199472618431124,4.524327429769641,1.5018696578910988,Iris-versicolor
+68,6.310241575276387,2.7309554192654875,4.851254543338206,1.7586043349369043,Iris-virginica
+69,6.0958838766931125,2.6068925730280954,5.604262426194765,1.3948070206058467,Iris-virginica
+70,5.033033582809475,3.3887877820975363,1.5167060419323988,0.2,Iris-setosa
+71,6.229221292163598,3.4275839307032414,5.654213284300158,2.4031251322754534,Iris-virginica
+72,5.0128948530062445,3.6040183105532804,1.4099014290630307,0.2,Iris-setosa
+73,5.472527689144382,2.415438759751725,3.6292298736924464,1.099990590893198,Iris-versicolor
+74,5.4759803207072215,2.3994886088972964,3.7905197123585364,1.0561200884152946,Iris-versicolor
+75,5.117769428442814,3.404631707088793,1.5133220140836185,0.2,Iris-setosa
+76,5.877512581527173,2.8032620158799824,5.115740546287287,2.398458016963964,Iris-virginica
+77,5.32733778029823,3.600276882931976,1.5270406893358464,0.2,Iris-setosa
+78,5.814680382922355,2.709741967241862,5.112961484541104,1.9034790852173638,Iris-virginica
+79,5.803966986026762,2.703098486943649,5.08519178342566,1.8804633659940138,Iris-virginica
+80,4.919740180335072,2.4218011612596353,3.2534875649077657,1.0437480060985522,Iris-versicolor
+81,6.6171936614414975,3.1085715041017337,4.432158226363281,1.4334072788729721,Iris-versicolor
+82,7.042725111336237,3.012372529570709,5.788613061112828,2.1123097583384336,Iris-virginica
+83,5.034999115106879,3.3308669368045267,1.402278228271569,0.2,Iris-setosa
+84,5.418108797331112,3.9261721238742893,1.2914309849774277,0.43024504691358456,Iris-setosa
+85,6.067716077105315,2.995194165628418,4.578057528196359,1.3919049184524364,Iris-versicolor
+86,5.10003839778292,3.8053300374056036,1.5959710538837408,0.2,Iris-setosa
+87,5.306568591146445,3.683260690690195,1.5091387766897912,0.2,Iris-setosa
+88,5.892488477830719,2.999469636322951,5.10367202933859,1.8168512141457285,Iris-virginica
+89,4.635687125205179,3.577057392025888,1.0000004639092819,0.2,Iris-setosa
+90,6.696240627028879,3.1029819013128854,4.39227280347631,1.386460046404061,Iris-versicolor
+91,4.594370590809214,3.204257483892814,1.3823734206788134,0.2,Iris-setosa
+92,5.644433435166417,4.4,1.502196804788043,0.36462743699478395,Iris-setosa
+93,5.587581034420087,2.995716741757316,4.135271032430027,1.2978802282405852,Iris-versicolor
+94,7.053898180422759,3.0215880972697713,5.830576079677187,2.146763418996148,Iris-virginica
+95,5.994996567710165,3.430664524782226,4.536518760721954,1.639408892847288,Iris-versicolor
+96,7.699998719057277,2.781204118237305,6.699998568936803,1.9968572909320015,Iris-virginica
+97,5.741426977578355,2.9622830827364326,4.251763397059674,1.4710078066725514,Iris-versicolor
+98,4.912782808282642,3.009153488418185,1.401621023007095,0.2,Iris-setosa
+99,5.024107885259414,3.338564374162118,1.4053921540926355,0.2,Iris-setosa
+100,5.802024128857762,2.6856138974403345,5.089400301322624,1.901012855870631,Iris-virginica
+101,5.0962919615477125,3.3868102140782423,1.4806182614981342,0.2,Iris-setosa
+102,4.495996998262319,2.296982295963587,1.3053573502414948,0.2803678664473514,Iris-setosa
+103,5.3825887327146695,3.4054270531047734,1.7056608694279443,0.2,Iris-setosa
+104,5.4048911459167375,3.416741792735923,1.6687809427395432,0.2,Iris-setosa
+105,6.693044089115225,3.0048492974841876,4.98843388448177,1.693264403092646,Iris-versicolor
+106,5.6053234537056404,2.7345730296667554,4.209753638157419,1.2895863093199875,Iris-versicolor
+107,5.6575369701437745,3.0053627095152557,4.481169853231275,1.4995416113372373,Iris-versicolor
+108,6.638896545966361,3.0342853724515297,4.3941079223736645,1.4078087663682572,Iris-versicolor
+109,4.400000487949099,3.1908479293622984,1.3113852933347405,0.2,Iris-setosa
+110,6.283338479464033,2.8943529604852327,5.603617927510285,1.8049299874999314,Iris-virginica
+111,5.3528249103637435,2.9895053898589743,4.495287674797435,1.4971080941058252,Iris-versicolor
+112,5.7823110621666265,2.699841281991676,5.109756586278975,1.899161368882976,Iris-virginica
+113,6.273288457342627,3.4127204255928802,5.642541670477527,2.407932594867337,Iris-virginica
+114,4.4,2.899115761281662,1.402887278236439,0.2,Iris-setosa
+115,5.123712629622511,3.7905310536954615,1.8410732842464836,0.45633746709537715,Iris-setosa
+116,4.61110527624455,3.315873315438894,1.406736606936341,0.2,Iris-setosa
+117,6.948773560935401,3.1836000528817254,5.743395482054366,2.2853716302993874,Iris-virginica
+118,5.2206002107098435,2.783128329610024,4.0510516267748,1.419564887297104,Iris-versicolor
+119,6.612935444571392,3.134805944711985,4.442094754073839,1.4449807642372432,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/16/test.csv b/iris/tab_ddpm/6_1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/16/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/16/train.csv b/iris/tab_ddpm/6_1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/16/val.csv b/iris/tab_ddpm/6_1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/16/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/17/synth.csv b/iris/tab_ddpm/6_1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..102ed054fd8d5a9e23c5c07ffaee0562e27c9c43
--- /dev/null
+++ b/iris/tab_ddpm/6_1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.088083343232287,2.5048819859932974,3.1418765357386933,1.1373105497120273,Iris-versicolor
+1,6.4179314647388015,3.19313145313281,4.554362191243936,1.4909051452131217,Iris-versicolor
+2,5.371186207094835,3.879595725541958,1.6907878786830979,0.39980261692833285,Iris-setosa
+3,5.193601968973359,3.4616565026208463,1.4716298872747113,0.2,Iris-setosa
+4,6.428376178882847,3.09192419086902,5.509960474747827,1.8136148894709865,Iris-virginica
+5,4.596105491036542,3.5940671715237045,1.000000741599089,0.2,Iris-setosa
+6,5.138081800973474,2.5018830036207276,3.0204484858262655,1.1367969041236456,Iris-versicolor
+7,5.7850166354344505,2.7267191599063874,5.109820561739696,1.895940416909328,Iris-virginica
+8,5.092857260628895,3.7407232699087305,1.6005816881237833,0.39973820416902905,Iris-setosa
+9,6.272460833410143,2.862013322378932,5.60970101010023,1.7776634304720138,Iris-virginica
+10,6.10030252703052,2.6081367494822065,5.605377410603983,1.413834818471454,Iris-virginica
+11,6.289277643103335,2.8883497962377325,5.644834872916512,1.806865169315064,Iris-virginica
+12,6.480466145904849,3.1757819420660014,4.507700724734865,1.4751107707649782,Iris-versicolor
+13,5.925002515649253,3.003864501070232,5.095529241699284,1.7841869167240385,Iris-virginica
+14,6.465494417531033,3.0221395686208807,5.488315297649156,1.7972069181088115,Iris-virginica
+15,4.584128448644128,3.2063546713150046,1.3938781161206026,0.2,Iris-setosa
+16,6.280145042428188,2.6961374815160477,4.927253990371777,1.8102857288685965,Iris-virginica
+17,7.699998712839816,2.776060284237854,6.699998969037521,2.0617661713657194,Iris-virginica
+18,5.700910859309701,4.4,1.5188595440824284,0.49160807721652766,Iris-setosa
+19,5.257249919921593,2.764847889582599,4.057549206833638,1.4148256908210919,Iris-versicolor
+20,6.012239581576544,3.001882587591794,4.748241905012679,1.8089643654456913,Iris-virginica
+21,5.807333349585261,2.8095269134124745,5.098384027033042,2.3996975433183483,Iris-virginica
+22,4.400000469837485,3.1917326801285726,1.2959475364137607,0.2,Iris-setosa
+23,4.597613371856534,3.610597195926818,1.0000003663414165,0.2,Iris-setosa
+24,5.6497358631703625,4.399998565128504,1.495356573895465,0.3852450369919744,Iris-setosa
+25,5.814930701731436,2.719037143417589,5.118292608767741,1.8864719520826234,Iris-virginica
+26,4.992778087331842,3.571374506106575,1.40096532330063,0.2,Iris-setosa
+27,5.266577871384198,3.4664691556153775,1.5854387179947862,0.2,Iris-setosa
+28,5.988765791466779,3.401462976573612,4.441590259671068,1.555305248694616,Iris-versicolor
+29,6.397336502433479,2.928560790377999,4.425029384124833,1.3476493785677826,Iris-versicolor
+30,5.398649109391505,3.9230417964462205,1.697608037665049,0.3940867238465279,Iris-setosa
+31,6.642810432746121,3.0027439522162758,5.007354315598877,1.6820016866109029,Iris-versicolor
+32,5.2126272495815575,3.406939040232008,1.4070014102569024,0.2,Iris-setosa
+33,5.915984018682313,3.0043282416593575,4.215726635433514,1.5020047126469096,Iris-versicolor
+34,5.088742934311098,3.38056388745788,1.412392258584107,0.2,Iris-setosa
+35,5.473188363063708,3.004363558752252,4.542103189206056,1.5042185674355235,Iris-versicolor
+36,5.493733292022003,4.194302420167997,1.390583568705539,0.2,Iris-setosa
+37,6.69478917644466,3.1090085886225753,4.3906622465010505,1.4016527445687814,Iris-versicolor
+38,5.702831266158803,4.399998925706822,1.4849510535334813,0.3521736710922661,Iris-setosa
+39,6.010569064616369,2.720010245749052,5.098362510935429,1.5982565770958164,Iris-versicolor
+40,6.992812472262347,3.0835109321262695,5.759825938928862,2.2088908857584664,Iris-virginica
+41,5.094203047414097,3.290152955381259,1.778631420674383,0.44684476235793436,Iris-setosa
+42,7.7,2.776719055939592,6.7,2.0641836604454213,Iris-virginica
+43,5.246717227657619,3.5740694957211727,1.4976878647728695,0.2,Iris-setosa
+44,5.703339874984031,4.4,1.4940699336725212,0.4688078421132206,Iris-setosa
+45,7.293842752181758,2.904137687553845,6.320363215616039,1.7849289753621131,Iris-virginica
+46,4.765128367723239,3.3984698146037347,1.5643047089563955,0.2,Iris-setosa
+47,5.154410100737576,3.472788426647421,1.5057531855535597,0.2,Iris-setosa
+48,4.996764599947411,3.5965322163234634,1.4022887599293914,0.2,Iris-setosa
+49,4.600247713926219,3.589808896184089,1.0000004247179508,0.2,Iris-setosa
+50,6.503598669646273,3.158643818124655,4.438129944931962,1.4806124386705903,Iris-versicolor
+51,5.984522341012078,2.2,4.990061580499969,1.5104182498332162,Iris-virginica
+52,4.970392340305564,2.4473788069999562,3.144539893783696,1.06829676617801,Iris-versicolor
+53,5.504375699633449,2.406297492773651,3.4812686406976003,0.9138911829323138,Iris-versicolor
+54,5.695708241496174,4.4,1.5114708431226924,0.3877500824395502,Iris-setosa
+55,5.913897069321945,2.995697725362165,4.269914290725402,1.4908908955120128,Iris-versicolor
+56,4.4000006719717115,3.1990019231075753,1.3059589478759541,0.2,Iris-setosa
+57,5.499464590051469,4.1900240165866105,1.403464440183784,0.2,Iris-setosa
+58,5.475973426574977,2.9958979073539265,4.507871969231585,1.4834895466934364,Iris-versicolor
+59,5.102446857203046,3.3085114134223144,1.6850330381649823,0.521182518812677,Iris-setosa
+60,6.483408871360409,3.1896980574629845,4.491448661668526,1.5096976540191358,Iris-versicolor
+61,6.4363994578077826,2.9266349811047947,4.331195741570193,1.3261533831273868,Iris-versicolor
+62,4.586789637195062,3.6435946558485686,1.0,0.2,Iris-setosa
+63,6.471523085009714,3.1564448792375557,4.502954800925685,1.477757307985318,Iris-versicolor
+64,4.496530212553584,2.3084102412442937,1.2956792772311114,0.3224971251895504,Iris-setosa
+65,5.40382698664294,3.3928369605583937,1.7014922353319002,0.2,Iris-setosa
+66,5.504857916772752,2.3906298238448085,3.7070408370712,1.1268047379188821,Iris-versicolor
+67,4.600379222321068,3.604387144830195,1.000000404106338,0.2,Iris-setosa
+68,6.82051586523081,3.214514593306716,5.60894180507072,2.2549882650176816,Iris-virginica
+69,4.961245721387815,3.507534457110789,1.3097855488821608,0.3184970959349993,Iris-setosa
+70,6.695462852820447,3.3045993799441455,5.726543751568741,2.5,Iris-virginica
+71,5.319179964728503,3.6980647092190293,1.4978209322319274,0.2,Iris-setosa
+72,6.673735205205413,3.2748849692115547,5.743035406766318,2.0937707718712804,Iris-virginica
+73,5.855009348334007,3.158696638500793,4.725573616427578,1.7013274960939504,Iris-versicolor
+74,6.311321491544206,2.2975131715338257,4.410655792118052,1.2992240809007802,Iris-versicolor
+75,5.5268008602998595,2.4133015006328895,3.792693082498169,0.925488399342885,Iris-versicolor
+76,5.025109272003782,3.2632458402532345,1.3620324218100917,0.2,Iris-setosa
+77,4.913893807902872,3.0096031896804267,1.4027418191229246,0.2,Iris-setosa
+78,6.089847947688947,2.6058763282345905,5.59209426837901,1.3827611623610527,Iris-virginica
+79,5.498147484623764,2.990271992911961,4.453780764267729,1.497581476684791,Iris-versicolor
+80,6.346640698324588,2.9177966943775737,5.560591421060747,1.7953958379081894,Iris-virginica
+81,5.4222477292252105,3.0018747334678313,4.513319533493272,1.5056900191524276,Iris-versicolor
+82,5.680140034955548,2.5105503916200536,4.991185368424276,1.9938749640754256,Iris-virginica
+83,5.3662891787728535,3.8899618549937673,1.3220942906378856,0.3927237057959241,Iris-setosa
+84,5.103282302431137,3.3925177308475427,1.4988019935920058,0.2,Iris-setosa
+85,5.767351544049088,2.6770152202724318,5.1073148236428345,1.917291881632397,Iris-virginica
+86,5.38451734459811,2.9879750809088845,4.47596831607464,1.4997389696184196,Iris-versicolor
+87,5.996382386907121,2.728242488575392,5.0965494530505895,1.6115704113667237,Iris-versicolor
+88,6.500223447659558,2.9724479507350474,5.552418693243769,1.8040600693513418,Iris-virginica
+89,7.699997992564127,2.8064085977030713,6.699997653707616,1.9971881095594444,Iris-virginica
+90,4.600527612583658,3.206175052231168,1.4047003612055162,0.2,Iris-setosa
+91,5.059598420656355,3.5972978768458046,1.4552701773109877,0.2,Iris-setosa
+92,5.606461212127397,2.9968456991205645,4.090353618009668,1.3016521674521393,Iris-versicolor
+93,6.368746725372194,2.6735584563384647,5.211177033054167,1.8976299624685198,Iris-virginica
+94,5.3707605162577225,3.409038647915848,1.67817420099157,0.2,Iris-setosa
+95,5.100725788788142,3.8226771258288097,1.5820980065974013,0.2,Iris-setosa
+96,6.356452425952668,2.796882413578137,5.091284992941233,1.508261850210428,Iris-virginica
+97,6.384008202996133,2.891215823067368,4.333480550372431,1.2942856432922956,Iris-versicolor
+98,4.4,2.8950270094621566,1.3925767786279566,0.2,Iris-setosa
+99,5.721278205744554,2.4920393675323735,5.011232036389696,1.9994628721227596,Iris-virginica
+100,5.794168587915524,2.7016260983647133,5.121096958680607,1.8986683291449267,Iris-virginica
+101,6.124863438965468,2.6040742664531904,5.617669545020469,1.3980621173562504,Iris-virginica
+102,5.699390826086205,4.399998161748637,1.4922335700890432,0.3937806027447197,Iris-setosa
+103,7.3475970622356295,2.876158704892305,6.351848993483723,1.8044062825082057,Iris-virginica
+104,6.530228182272123,2.983019136571642,5.5274297676984006,1.8181684483678457,Iris-virginica
+105,6.681767943421575,3.3062510906993903,5.640456415878161,2.4999994108903385,Iris-virginica
+106,5.446109642244774,2.993064655488227,4.524348813227067,1.5130222423746704,Iris-versicolor
+107,7.699998389582066,2.818982860999054,6.6999983087468795,2.02668279636975,Iris-virginica
+108,5.450085572506955,3.000194523791871,4.5345557843239455,1.503994593639425,Iris-versicolor
+109,4.9114503770535665,2.3909890124196984,3.323517704156627,1.0345677640962079,Iris-versicolor
+110,5.713888943756019,2.492437430515434,5.000696158798892,2.0109767956104863,Iris-virginica
+111,4.585136331375308,3.3999580822014295,1.400573731250073,0.2916807410035776,Iris-setosa
+112,6.68390272436748,3.3020133906780944,5.706206483166854,2.117850904150979,Iris-virginica
+113,5.412905164025892,3.0003203263128344,4.477057036288776,1.5016148611103546,Iris-versicolor
+114,5.261826165146555,3.853231262694255,1.8395837236758106,0.383935905677646,Iris-setosa
+115,5.106368571219862,3.718904983427213,1.5579838881040706,0.39462496581944306,Iris-setosa
+116,5.800589236802012,2.7141573088432147,5.093141795372391,1.8847462101702963,Iris-virginica
+117,5.170808329626063,3.762794411545903,1.544576275677226,0.2,Iris-setosa
+118,6.9100114017575,3.197108017409849,5.689978492105828,2.3069242104645853,Iris-virginica
+119,5.9989666341720875,3.35560756638768,4.533337655639698,1.587497295825719,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/17/test.csv b/iris/tab_ddpm/6_1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/17/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/17/train.csv b/iris/tab_ddpm/6_1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/17/val.csv b/iris/tab_ddpm/6_1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/17/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/18/synth.csv b/iris/tab_ddpm/6_1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..73f92eb7fd1209ca029b122a946ab558896a3552
--- /dev/null
+++ b/iris/tab_ddpm/6_1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7774797269393092,6.699998764082137,2.010590305487112,Iris-virginica
+1,4.847307324947324,3.4022379089643384,1.5852259859495785,0.2,Iris-setosa
+2,5.221428815406924,2.7153836984438264,4.040336676668191,1.3945100784431037,Iris-versicolor
+3,6.732587503505692,3.1045086973599676,4.397984661840904,1.381723735357961,Iris-versicolor
+4,4.602297599396478,3.2103147940645065,1.398284178778361,0.2,Iris-setosa
+5,5.103371279479582,3.319901522229464,1.3260796567629618,0.2,Iris-setosa
+6,5.479600608477688,4.205865879639018,1.3958209123071506,0.2,Iris-setosa
+7,5.195080332761263,3.3989792949531026,1.4071472821077442,0.2,Iris-setosa
+8,5.016953721764651,3.327400937930191,1.4082874907559524,0.2,Iris-setosa
+9,6.433053100263193,3.090103934133257,5.509029377274979,1.795762902457399,Iris-virginica
+10,7.003455995844137,3.2067207699403855,5.731946396088386,2.304657997275713,Iris-virginica
+11,5.350917006179537,3.8527060769043926,1.4746363484881198,0.2,Iris-setosa
+12,7.69999752750189,2.7943338882603936,6.69999729627975,1.9907275566707499,Iris-virginica
+13,5.56487070578265,2.9983259547385126,4.103504001471054,1.3104935722675628,Iris-versicolor
+14,5.49044472541702,2.3887923608995014,3.611246026874754,1.0708268336004498,Iris-versicolor
+15,6.34025274909941,2.9143354530684578,5.5872004392222685,1.8114574000775734,Iris-virginica
+16,7.3009193886772765,2.9070434570509036,6.32338458184957,1.7846108984257745,Iris-virginica
+17,6.253029884285838,2.5274736548500263,4.895502401607921,1.5085252194343481,Iris-versicolor
+18,6.300645179183574,3.3981114227984985,5.598419294688029,2.3896274656125125,Iris-virginica
+19,7.076311598724202,2.991268580282347,5.737352465401669,2.1426229694004415,Iris-virginica
+20,5.725350464622824,2.4921091324696416,4.994337952635999,1.996042835253281,Iris-virginica
+21,6.725002972296161,3.3131461848116497,5.6814730065332,2.499999449404596,Iris-virginica
+22,6.700274339885458,3.2771583885691267,5.6336343487523495,2.4999991603272123,Iris-virginica
+23,5.418903407259554,3.89375449145423,1.298755228804592,0.3970793226253465,Iris-setosa
+24,5.000796643895188,3.2153057451929126,1.2132731702730521,0.2,Iris-setosa
+25,6.561776634208563,2.9714074562660584,4.345367658217597,1.3784373771380194,Iris-versicolor
+26,5.166204751090705,3.4682432614369487,1.4921680033362978,0.2,Iris-setosa
+27,5.151492539468496,3.462956317365611,1.5013912511023773,0.2,Iris-setosa
+28,6.673146617711881,3.2935230177333943,5.666080091213944,2.5,Iris-virginica
+29,6.378540776135163,2.9473466827587256,5.57070630682008,1.8134441983318097,Iris-virginica
+30,6.324557291664554,3.41029244278706,5.598960592867893,2.3976788500923423,Iris-virginica
+31,6.67358499780172,3.3156701751032034,5.748162980533919,2.5,Iris-virginica
+32,5.113678755199412,3.7996705003501994,1.9551594104464427,0.43654103170973063,Iris-setosa
+33,6.307043924393554,2.5088453926642162,4.912442302987311,1.5187969006753028,Iris-versicolor
+34,5.864201667990434,3.003776412926983,4.210085538560144,1.4904249295156144,Iris-versicolor
+35,5.17361103186375,2.543051932832629,3.754698512608903,1.1911283546200084,Iris-versicolor
+36,6.722122717230875,3.2879929662978906,5.6689162202751655,2.1442129353174666,Iris-virginica
+37,6.731580987327544,3.0208581530540877,4.9374279311026,1.6235286696278588,Iris-versicolor
+38,4.790415046275379,3.39942679192416,1.6047252613190592,0.2,Iris-setosa
+39,5.202968003327585,2.7036956977895903,3.9278063171859614,1.3977208145297766,Iris-versicolor
+40,4.818096213689465,3.388845121173983,1.6168339719976748,0.2,Iris-setosa
+41,5.808113655626353,2.712360719314798,5.101503720632983,1.8957949544933737,Iris-virginica
+42,6.34763809735601,3.377261223221621,5.6146190510983,2.389582222129839,Iris-virginica
+43,4.6922310231839255,3.253980422780771,1.4046893917774401,0.2,Iris-setosa
+44,6.448849506300382,3.0438635504621376,5.480144473895838,1.7981057550465327,Iris-virginica
+45,5.102442798157467,3.801533703408011,1.8053951909356514,0.39205949944832436,Iris-setosa
+46,5.564549575834229,2.9982152226467678,4.092357417622742,1.2830988711261395,Iris-versicolor
+47,4.973826348335609,3.1742766667506244,1.2267030594958725,0.2,Iris-setosa
+48,4.61263253560533,3.2010331327901596,1.4050203085540143,0.2,Iris-setosa
+49,6.599715400723289,3.1153203129621527,4.445409764884165,1.4412274302466406,Iris-versicolor
+50,5.5221922495449896,2.4030101270067683,3.8831168526237834,0.9977447005508345,Iris-versicolor
+51,5.063153606842518,3.348144657697108,1.5045518564309184,0.2,Iris-setosa
+52,5.1132300907818955,3.7898620724076197,2.237537815842526,0.4291633199587306,Iris-setosa
+53,4.608779437457583,3.601286628263856,1.0,0.2,Iris-setosa
+54,5.401095448663583,2.4255675679917807,3.7244581949668705,1.1005631579179658,Iris-versicolor
+55,5.185682246783054,2.6978627172526854,3.832266092220139,1.4047939571308976,Iris-versicolor
+56,6.612145832366303,3.005389349364494,4.433259693514813,1.4279731140396033,Iris-versicolor
+57,6.409999749931708,2.896017061484553,4.302468202528998,1.3124692646663774,Iris-versicolor
+58,5.049716960470371,3.5277543476446236,1.3523385163222403,0.2982186957245787,Iris-setosa
+59,5.096108763882683,3.832172080446537,1.6190457278907633,0.2,Iris-setosa
+60,6.73345724900533,3.0040250757039573,5.004759217208396,1.6888418237559069,Iris-versicolor
+61,6.108505261783811,3.0057992007168006,4.590880437756473,1.4001437137499342,Iris-versicolor
+62,5.225880670859882,3.4510340848109307,1.4362151196308386,0.2,Iris-setosa
+63,7.304320177235829,2.9084505459098797,6.299475922148875,1.8119330483393217,Iris-virginica
+64,5.107816616381973,3.4021467287524683,1.4985338338482694,0.2,Iris-setosa
+65,4.400000478846382,2.8890187625337407,1.4029528767972872,0.2,Iris-setosa
+66,4.4000004585019195,2.9092977793418893,1.3891141918022316,0.2,Iris-setosa
+67,6.609054364899653,3.00182853864431,4.428663932591818,1.4182325683717776,Iris-versicolor
+68,6.910624407672887,3.165835085616472,5.71333892241525,2.297419134485214,Iris-virginica
+69,5.097803129331982,3.6630022002263316,1.4804306279633244,0.3963272491205898,Iris-setosa
+70,6.419323982276679,2.7550870323768777,5.352042207086296,1.8871005400897007,Iris-virginica
+71,6.694058337557974,2.994636417294842,4.99338935021825,1.7066515249636387,Iris-versicolor
+72,6.066766672078426,2.5996276948650454,5.632712245136462,1.3814186988631907,Iris-virginica
+73,6.589501089725449,2.9869963342958443,4.408004606915471,1.400933555325749,Iris-versicolor
+74,5.765263854324782,2.6481348651281924,5.064576099268282,1.940158325226497,Iris-virginica
+75,5.980952533227736,2.2000003237521626,5.027161153437877,1.4937659744573444,Iris-virginica
+76,6.7953428300567404,3.253109512495188,5.638210508742324,2.194087771259837,Iris-virginica
+77,7.313398746169817,2.8945835370776485,6.313413287498541,1.8142323582001683,Iris-virginica
+78,5.00022923812663,3.478173813028957,1.2949442313739774,0.2959060958650689,Iris-setosa
+79,5.795595722272766,2.692170022789535,5.092336353293871,1.8917634073250078,Iris-virginica
+80,6.296347623842052,2.295784015172785,4.433419125983161,1.2911971817693146,Iris-versicolor
+81,4.400000721664348,3.19191468182729,1.2624661253858522,0.2,Iris-setosa
+82,5.984301546882497,3.0004998119083286,4.801245423337267,1.8019491502536216,Iris-virginica
+83,5.755609421939137,2.594872373129372,5.079479257688932,1.9557303076953452,Iris-virginica
+84,4.96578732626556,2.434190138659051,3.2674587007344806,1.069350569163971,Iris-versicolor
+85,4.5781336174144505,3.2092170724045204,1.4030470220536644,0.2,Iris-setosa
+86,4.620591009997917,3.6439095137633704,1.0,0.2,Iris-setosa
+87,7.699997772207879,2.8038766137310867,6.699998126907785,2.021760429820365,Iris-virginica
+88,6.209482858696267,3.0082426769101303,5.325595057098863,1.7851180280841317,Iris-virginica
+89,4.4897096216202925,2.296587945880042,1.305517515156473,0.2940380887172589,Iris-setosa
+90,5.478606245311567,2.594565675468941,4.344879947279241,1.2563082387766347,Iris-versicolor
+91,5.180099732185964,3.4022108027807936,1.4013118090018617,0.2,Iris-setosa
+92,5.188909947382758,3.438338578734816,1.4353386860175505,0.2,Iris-setosa
+93,4.400000566258617,3.1254899122345234,1.3149194842809921,0.2,Iris-setosa
+94,5.076336784755497,3.4993784506969123,1.401836692703037,0.2994632652826612,Iris-setosa
+95,5.074268286834461,2.482427934066326,3.0907483011526673,1.0422739095849862,Iris-versicolor
+96,6.369870753173556,2.8922981325083663,4.29710119072369,1.2873239275375394,Iris-versicolor
+97,4.508595057691592,2.2909020659863377,1.2980455198449117,0.296477537953886,Iris-setosa
+98,5.337056633102272,2.77200575854997,4.072410204951875,1.3623778153687691,Iris-versicolor
+99,4.487014163382466,2.2873523292307603,1.2909503725848688,0.28131937162915105,Iris-setosa
+100,4.798793019602028,3.4176225215560434,1.5841527129989468,0.2,Iris-setosa
+101,4.925847601479946,2.423596130778507,3.1266214493039826,1.0267289992503117,Iris-versicolor
+102,5.747560332227816,2.7844487014524333,5.08831560034155,2.388325879740439,Iris-virginica
+103,5.780452006529531,2.696745659322682,5.096715359201555,1.9000929775281308,Iris-virginica
+104,5.7746363739417115,2.702093084739591,5.091271382647316,1.897733451423278,Iris-virginica
+105,5.480568219213889,2.5998065444831866,4.386137904513059,1.1597963213023634,Iris-versicolor
+106,4.984290765942651,3.5928697995838776,1.4010011028903517,0.2,Iris-setosa
+107,6.140662636303559,2.790638579578673,4.986814811381473,1.8495494258654221,Iris-virginica
+108,5.143395366309122,3.6699393254392607,1.4715768879906286,0.39439374857652904,Iris-setosa
+109,7.035967710005624,3.09813189591729,5.788620104378042,2.2532149352316213,Iris-virginica
+110,4.4,2.9197821690009076,1.3924418562697127,0.2,Iris-setosa
+111,5.807700976628335,2.691742450676057,5.0993525849307595,1.8988851216171514,Iris-virginica
+112,5.186398144038575,3.3896310956283338,1.4157476377732556,0.2,Iris-setosa
+113,5.974333447644032,3.009023626723104,4.834753157119103,1.804276682420369,Iris-virginica
+114,6.305964800761854,2.779815880636653,5.0961660494329255,1.4944515464833952,Iris-virginica
+115,5.80475684551769,2.703713992340612,5.104973622900789,1.897269832709447,Iris-virginica
+116,5.587458995304446,2.654573995938867,4.357376599167949,1.275592666441561,Iris-versicolor
+117,4.588536636195876,3.380775381835248,1.4037885652594542,0.30423302644847705,Iris-setosa
+118,5.785183174937214,2.6866396839374485,5.099750734561571,1.9091037371060688,Iris-virginica
+119,5.11164034995973,3.3585709286770324,1.4084904544320886,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/18/test.csv b/iris/tab_ddpm/6_1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/18/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/18/train.csv b/iris/tab_ddpm/6_1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/18/val.csv b/iris/tab_ddpm/6_1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/18/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/19/synth.csv b/iris/tab_ddpm/6_1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..225a0b9399bcada84f0f3d8987fcc96b535f4162
--- /dev/null
+++ b/iris/tab_ddpm/6_1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.012566847026009,2.9947046934529085,4.870980007120068,1.7832381322220932,Iris-virginica
+1,5.410672662578657,3.9183290266057864,1.2827484029435754,0.44862616640654185,Iris-setosa
+2,6.097667994704063,2.5839181937291165,5.595942764053702,1.3863062194546514,Iris-virginica
+3,5.90265530044796,2.9955698006620115,5.098226760491074,1.7928778905029137,Iris-virginica
+4,6.2859541674583905,3.4123490366680365,5.59805463703731,2.400628985897703,Iris-virginica
+5,6.288699853436903,2.817451330322438,5.11247619505096,1.5206443282721,Iris-virginica
+6,5.07202749167205,3.4607286424763566,1.4097287680504658,0.2750001397000445,Iris-setosa
+7,6.2919209903895466,2.901185388201211,5.58231909843225,1.8087855372093031,Iris-virginica
+8,6.623366143458944,3.0337645417966934,4.472963582455515,1.41484828475771,Iris-versicolor
+9,6.412146390473226,2.6906255630274263,5.307276622634028,1.8988577329081924,Iris-virginica
+10,4.904230522617764,3.0982907730967786,1.5257062233792213,0.10000009162271276,Iris-setosa
+11,6.021927310273155,3.389051621215576,4.4834176939828305,1.6117510864984852,Iris-versicolor
+12,4.817876590212893,3.3943308315644716,1.5882621159972508,0.2,Iris-setosa
+13,6.02957009318853,2.6862455163081,5.097937241292974,1.5789264891821173,Iris-versicolor
+14,6.761479629340526,3.310237353134995,5.784929424024737,2.5,Iris-virginica
+15,5.091403477745444,3.5046672769985805,1.3840711552888523,0.3015369214201181,Iris-setosa
+16,6.125013151629969,3.0042316805784113,4.610454115473487,1.4100696761427103,Iris-versicolor
+17,5.642135359040087,2.5056906231836495,4.995004165241702,1.99969493423025,Iris-virginica
+18,6.5984004270412955,2.991185684263226,4.430689514186857,1.3993936885469433,Iris-versicolor
+19,6.72092316608668,3.2890436097895606,5.693245867739299,2.4999994186173615,Iris-virginica
+20,5.766627143613793,2.7089836212363125,5.102568704785119,1.900386356722859,Iris-virginica
+21,6.088615408753771,2.6010685121014285,5.617914977580139,1.4056692222815625,Iris-virginica
+22,5.729991281423475,4.399998972135126,1.513125486014446,0.3993429819266382,Iris-setosa
+23,4.903090963161481,3.3804928664353007,1.5299856044526023,0.2,Iris-setosa
+24,7.699998717501978,2.811136705916539,6.699998970813867,1.9811465107704636,Iris-virginica
+25,7.699999040374554,2.8256162932994164,6.6999981727472395,2.015726694581338,Iris-virginica
+26,5.758383569097602,2.7373088755390445,5.068998945948891,2.347796764872822,Iris-virginica
+27,4.400000595510627,3.206474576847159,1.3166811445732667,0.2,Iris-setosa
+28,5.58162525942288,2.655387384026288,4.240824453425772,1.2733979381278402,Iris-versicolor
+29,6.690051208279732,3.321768961973667,5.739811845981198,2.5,Iris-virginica
+30,6.3555319334990195,3.0993666170805403,5.464289802794117,1.8160732387752143,Iris-virginica
+31,6.65856720019715,3.2867189414850024,5.689798588958109,2.0501023827588485,Iris-virginica
+32,5.9952030293791365,2.2000003437924245,4.993383650431608,1.496991574673539,Iris-virginica
+33,4.607168926845266,3.6006636083648527,1.0,0.2,Iris-setosa
+34,7.7,2.8178673339006557,6.7,2.01299886971199,Iris-virginica
+35,5.033572828861491,2.4864831235593736,2.925239946448051,1.0845696269743863,Iris-versicolor
+36,6.890428018266587,3.0165982261272357,5.560056535820911,2.141802773435986,Iris-virginica
+37,4.9994771707075465,3.5004034233892374,1.2966436809593314,0.29501681048011863,Iris-setosa
+38,6.091788331292294,2.9575883995465144,5.313946061026951,1.8187478823450764,Iris-virginica
+39,5.390411707733652,3.8587148948452628,1.6899859777265525,0.3833277669373786,Iris-setosa
+40,5.761647998524167,2.756057155670616,4.925659529807454,1.5038265699459907,Iris-versicolor
+41,6.289859039141275,3.3830381419166344,5.65362744790858,2.3993920236678385,Iris-virginica
+42,5.034934895390912,3.498306715330715,1.3430196447408764,0.29572159775085305,Iris-setosa
+43,5.113552699951814,3.5331607269576466,1.3913245346205125,0.31397346945244353,Iris-setosa
+44,5.907895374678283,3.007939194349022,4.286485315026582,1.505248516883461,Iris-versicolor
+45,5.168724728142465,3.477422937021422,1.5120960053135484,0.2,Iris-setosa
+46,5.100993177872172,3.297902903079431,1.809497877178909,0.43599504472345896,Iris-setosa
+47,5.219001228419227,3.407338885433435,1.4002175848849754,0.2,Iris-setosa
+48,4.613627333577089,3.3967612927179425,1.4054607760246705,0.30739021633958996,Iris-setosa
+49,5.2156749739154105,3.3956379914800174,1.3831491126986366,0.2,Iris-setosa
+50,5.738662331740866,2.566372296498723,5.0247557184554035,2.134481506572885,Iris-virginica
+51,6.391681468465262,2.5635360512103746,5.075919871837343,1.8972898605471422,Iris-virginica
+52,5.302546716864498,3.4215631329347747,1.6323900748192304,0.2,Iris-setosa
+53,5.502563482297392,3.000072055690755,4.470300676612446,1.4965989494440786,Iris-versicolor
+54,6.727223710167282,2.987544191970377,5.012961380228487,1.7035560052793974,Iris-versicolor
+55,6.309429464361268,2.5201090052200708,5.013451566927318,1.8970187680283024,Iris-virginica
+56,4.50135185419488,2.306121682521311,1.2948851477467285,0.3037058245266369,Iris-setosa
+57,5.922494283038272,2.9935611737647894,4.427297592252438,1.4662772235191717,Iris-versicolor
+58,5.524117292900816,2.6099210302231226,4.386411678214645,1.2589087672916455,Iris-versicolor
+59,4.781831654346241,3.3828666060524393,1.6212968138841697,0.2,Iris-setosa
+60,6.408019613010828,2.8993427521801274,4.317522456430883,1.3065998050093475,Iris-versicolor
+61,7.7,2.7938169571644744,6.7,2.080508828770126,Iris-virginica
+62,6.000052034662099,3.394439014341366,4.545466805353729,1.6060924746149943,Iris-versicolor
+63,5.068650937690037,3.499823092959805,1.3776131407634622,0.2932010797683495,Iris-setosa
+64,6.408598752608127,2.6949267477472274,5.3195822461229625,1.909996098191551,Iris-virginica
+65,7.123396424743642,2.9762095702145634,5.917615931072822,2.094954611060448,Iris-virginica
+66,4.4,3.186741795083203,1.2983782899841296,0.2,Iris-setosa
+67,5.007909277650919,3.480056713651069,1.3237214399237032,0.298492744683757,Iris-setosa
+68,6.6120748870585695,3.0187251820328695,4.990629558446035,1.7322200756747903,Iris-versicolor
+69,6.07511449038094,2.9955446122494562,4.603687962739316,1.4096209414351772,Iris-versicolor
+70,6.785946710859464,3.0004504746052776,5.471159986538484,2.1028245826305936,Iris-virginica
+71,5.7268027290256915,2.481975703919437,5.0004430522928605,1.997866932342086,Iris-virginica
+72,5.708996677297574,4.4,1.506362789488359,0.4034400436883843,Iris-setosa
+73,7.33829697849999,2.9050013297687647,6.33736595304079,1.795877825361556,Iris-virginica
+74,6.362000218015629,2.5844022555991217,5.071862649400148,1.896725030189172,Iris-virginica
+75,4.907942695836084,2.4068554379754987,3.200213774167404,1.010911168623847,Iris-versicolor
+76,6.377099830545858,3.20462828986462,4.540856789157281,1.5036768521062427,Iris-versicolor
+77,6.254827179745948,2.778373255524446,5.5875634621836285,1.6538457974064047,Iris-virginica
+78,5.987312905799968,3.3921592824636653,4.4805424141394194,1.6135852586731891,Iris-versicolor
+79,5.809340645597584,2.989701096336874,4.171839874685327,1.4228333999144727,Iris-versicolor
+80,5.816836958731381,2.7994923777335616,5.099557304163225,2.396716862161256,Iris-virginica
+81,6.3531993949718375,3.210261676100273,4.51388755932064,1.5098046718216709,Iris-versicolor
+82,4.90036937600332,3.0032529113224458,1.4036046760277345,0.2,Iris-setosa
+83,5.138138592037497,2.6369637314758285,3.3495294349169975,1.3553109301416373,Iris-versicolor
+84,5.6613741206095956,3.000389456215073,4.530022157901609,1.483745419782176,Iris-versicolor
+85,4.60999867779344,3.5972065437019567,1.0000004222659002,0.2,Iris-setosa
+86,5.114294455800495,3.8377419041326295,1.8883442643886084,0.4171856525789483,Iris-setosa
+87,5.300399956780228,2.905487206930385,4.292876620016575,1.4524991373781062,Iris-versicolor
+88,5.0943053293057465,3.795883706840785,1.6612059943589423,0.5465305580401533,Iris-setosa
+89,5.517484393258591,2.3927299539234754,3.833459356098948,1.063430501634169,Iris-versicolor
+90,6.752289187828191,3.319258883326755,5.734037307635692,2.5,Iris-virginica
+91,5.189749425809533,3.526650039227805,1.5005891443735406,0.2,Iris-setosa
+92,5.554023487978649,3.0026066937534055,4.521474011263949,1.4936000332162922,Iris-versicolor
+93,5.540045963183893,2.607055716156631,4.313984030479207,1.222001123120923,Iris-versicolor
+94,6.367418784056527,3.3977450500860886,5.588295987644845,2.395832588209431,Iris-virginica
+95,6.494302021443775,3.1777568806615806,4.456999607724652,1.4699838844527338,Iris-versicolor
+96,7.699997770600687,2.8307509244324565,6.699998593186219,1.9910078046939652,Iris-virginica
+97,4.4,2.894558503012592,1.3934910415057449,0.2,Iris-setosa
+98,5.487700676972927,2.39963329051826,3.6742611497154454,1.0582719323623322,Iris-versicolor
+99,4.8830079447418,3.096713261001551,1.50367299565064,0.10000009878335032,Iris-setosa
+100,5.008475314512707,3.521255850404759,1.301044670405858,0.29675125722301987,Iris-setosa
+101,5.982507214588119,2.7001671388910897,5.089290707943501,1.5953095390311272,Iris-versicolor
+102,5.153537554055152,3.8368648028404295,1.5916926819870152,0.2,Iris-setosa
+103,6.086919477119766,2.6074711656435787,5.593467339167828,1.390724793407474,Iris-virginica
+104,5.792848124899671,4.4,1.5086512975118809,0.506706024091274,Iris-setosa
+105,6.001586571700248,3.403198523208179,4.456445868786605,1.606696914745538,Iris-versicolor
+106,5.09405971597067,3.716835161769358,1.5036575049394347,0.39830390129390714,Iris-setosa
+107,7.301728924393876,2.913501114391123,6.314958071927945,1.7832910323349036,Iris-virginica
+108,6.2891903952679,2.8907864741500835,5.599801688029186,1.7967071854682457,Iris-virginica
+109,5.457777248800189,2.4394529008475963,3.803686043150665,1.0212495540547029,Iris-versicolor
+110,4.40000070211184,3.2107883247471065,1.2923347515803472,0.2,Iris-setosa
+111,5.132873190129129,3.439961855147576,1.498291194867176,0.2,Iris-setosa
+112,6.4259512801903576,2.7676503829134083,5.401114834695099,1.894013454658832,Iris-virginica
+113,4.903762293010719,2.9988756132137433,1.3912683004818327,0.2,Iris-setosa
+114,5.249761454978876,3.662653631613805,1.511617091483316,0.2,Iris-setosa
+115,6.365992953563721,2.9096474366878278,5.5828051159192915,1.808017483556348,Iris-virginica
+116,5.6371533172915695,2.9943925469601385,4.488039586546526,1.4975174042706576,Iris-versicolor
+117,6.345323601446022,2.799943512319316,5.476196649215836,1.842271835273315,Iris-virginica
+118,4.604039121064596,3.4019962575743627,1.4021838796101567,0.2975814993459036,Iris-setosa
+119,4.887976089732176,3.008411353243226,1.3941578158519716,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/19/test.csv b/iris/tab_ddpm/6_1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/19/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/19/train.csv b/iris/tab_ddpm/6_1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/19/val.csv b/iris/tab_ddpm/6_1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/19/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/2/synth.csv b/iris/tab_ddpm/6_1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ffbfd01726d21b2678dd8761b2597f6da3efd2ee
--- /dev/null
+++ b/iris/tab_ddpm/6_1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.986946332954861,2.2000004176359877,4.973353274567263,1.511141606783411,Iris-virginica
+1,4.594222092434125,3.6317014239810366,1.0000003708546843,0.2,Iris-setosa
+2,6.336940061905745,2.7986666514556595,5.113468863037926,1.5032420960150772,Iris-virginica
+3,6.746259270352568,2.99610713211644,4.989481592161978,1.678864311692696,Iris-versicolor
+4,6.302254157221131,3.39214079832572,5.676481714124231,2.3916842676575487,Iris-virginica
+5,6.42270709196719,3.2059555108636544,4.511264466019241,1.5046183480994282,Iris-versicolor
+6,4.978418292242006,3.2578136974309304,1.3779069451085229,0.2,Iris-setosa
+7,5.108632804112434,3.400993016701938,1.4941460803699051,0.2,Iris-setosa
+8,6.711836235276889,3.280276408343559,5.654577708110508,2.4999993804905523,Iris-virginica
+9,5.505845664836372,3.0158637136973296,4.521754966705977,1.5257790404130747,Iris-versicolor
+10,5.755043251093768,4.399998684836374,1.5164095807457874,0.470564822639975,Iris-setosa
+11,6.321775153991287,2.8131392011779544,5.127224686412363,1.4964074563674596,Iris-virginica
+12,5.909113674503975,3.005760763639318,4.189071606791481,1.5038734464603234,Iris-versicolor
+13,6.308425864484759,2.795084240796719,5.086636147483328,1.5027928559166708,Iris-virginica
+14,5.777517196802941,2.688521825232454,5.092757364656338,1.9110796299616044,Iris-virginica
+15,5.048570518022253,3.4951794309522786,1.3456567062083165,0.30269045555644425,Iris-setosa
+16,6.282882509888061,2.7762142527007247,5.129018512533087,1.4993901051204002,Iris-virginica
+17,5.526215830711072,4.178817297935477,1.4012282478728137,0.2,Iris-setosa
+18,7.7,2.8149270552375762,6.7,2.0185086697870815,Iris-virginica
+19,5.0904847377823605,3.7042828326186115,1.4977601636930016,0.4057797787300137,Iris-setosa
+20,7.06361530381679,3.1120765629829745,5.881272755530215,2.2157810704136525,Iris-virginica
+21,5.833589965168646,2.7472617109936732,5.084164491535585,1.880483825280709,Iris-virginica
+22,6.005942465096854,2.2,4.988075494860912,1.515550154675966,Iris-virginica
+23,5.791061264699126,2.7874526138610873,5.097930553335676,2.408155832547099,Iris-virginica
+24,5.534131220146374,2.654737339116745,4.27569259549692,1.2736335213714522,Iris-versicolor
+25,5.101105821208296,3.8486990593322936,2.0561668528888246,0.3881357512047249,Iris-setosa
+26,7.317170205271475,2.89841692139599,6.288529806410131,1.8177962243111923,Iris-virginica
+27,5.105433725491558,3.4025554989481193,1.5267494135597157,0.2,Iris-setosa
+28,5.094936259317658,3.792701551777242,1.881965529185451,0.42461357831798757,Iris-setosa
+29,5.4653279913999,3.00113962728006,4.493759513537586,1.4969718040970188,Iris-versicolor
+30,4.400000513801931,3.1919636208799522,1.3105626051967834,0.2,Iris-setosa
+31,4.59344619397026,3.211118707488009,1.3829717119290068,0.2,Iris-setosa
+32,5.523838518904456,2.3940087922559994,3.8675861024672793,1.0272383264855436,Iris-versicolor
+33,4.59877594371554,3.6098379493995663,1.000000433090284,0.2,Iris-setosa
+34,7.7,2.77860751069724,6.7,2.003145567947819,Iris-virginica
+35,4.400000911330606,3.243838732883068,1.3045357465087655,0.2,Iris-setosa
+36,4.605120775819947,3.1983129301754354,1.4004155791643418,0.2,Iris-setosa
+37,6.008487785238263,3.0006854849716196,4.808259424817799,1.815426067365848,Iris-virginica
+38,6.677998904058957,3.118705256357377,4.421199339182162,1.4052805152966263,Iris-versicolor
+39,5.127906489749049,3.8189133070955674,1.6911675373265296,0.3857773405401041,Iris-setosa
+40,5.432830091747069,3.002308355391348,4.510616654743539,1.5051018749443466,Iris-versicolor
+41,5.40639557714213,3.931880363760542,1.3147616734023106,0.38381381567764483,Iris-setosa
+42,7.05602945115689,2.9916051345743697,5.834228317536865,2.0706724113877724,Iris-virginica
+43,6.383954583779064,3.204831733412868,4.507492396051182,1.4964208869495073,Iris-versicolor
+44,5.595094929913322,2.9958008111940932,4.081829912324734,1.3051635405659874,Iris-versicolor
+45,4.955640803862115,2.4298827152723663,3.3726276910328576,1.098727870511607,Iris-versicolor
+46,5.994483174937255,2.6769427508097006,5.11321178234799,1.5955216502993783,Iris-versicolor
+47,6.010904746679711,3.383138337155577,4.535858077494844,1.665613959911363,Iris-versicolor
+48,6.874721924671619,3.2009034492455752,5.735612474274386,2.292485500285293,Iris-virginica
+49,5.07931511809724,3.483595059633152,1.3948541739124347,0.2892709606829533,Iris-setosa
+50,5.883203975320043,2.9948849019656274,4.152162687692883,1.497159668098252,Iris-versicolor
+51,5.692440324360187,4.399998346313257,1.4885830857405355,0.3634555726576361,Iris-setosa
+52,4.805686956139656,3.431022822439867,1.6021086177620625,0.2,Iris-setosa
+53,5.753112694804045,2.9058960875647695,4.332130572116772,1.4002464607156764,Iris-versicolor
+54,5.115211913311345,3.3120372336599573,1.7114030304669734,0.4524852958054849,Iris-setosa
+55,6.796811572329945,2.9969387159685676,5.519252628907251,2.0956869481905636,Iris-virginica
+56,5.436916773493741,3.3994358655126553,1.7567154241152854,0.2,Iris-setosa
+57,5.503925689996524,2.60488654295256,4.414554806164591,1.2624863041884362,Iris-versicolor
+58,5.178059441555517,2.6827288759143366,3.6726771351933927,1.3920119417082029,Iris-versicolor
+59,6.353104281471864,3.4017188714254494,5.615728229849198,2.397874619677387,Iris-virginica
+60,6.866847213665409,3.1952928093891177,5.691852836494117,2.2821555995749128,Iris-virginica
+61,5.916616640081652,3.0151031991308335,4.271804043664063,1.5110084644247574,Iris-versicolor
+62,6.1896275861293235,3.277692250474701,4.538093521278308,1.5561611415573122,Iris-versicolor
+63,6.017252935032555,2.7143992096153893,5.100258745986942,1.6088141188796288,Iris-versicolor
+64,5.270090562023157,3.5972486971131032,1.5302907046671297,0.2,Iris-setosa
+65,4.4,2.9168911023917876,1.3995631938296205,0.2,Iris-setosa
+66,5.072416785096879,3.7560182171983416,1.6958808758819515,0.38449067025316963,Iris-setosa
+67,5.389721786236952,2.9965263407061817,4.491374453406569,1.5062147194078734,Iris-versicolor
+68,5.913359450562029,3.1989470879982784,4.829469727294887,1.7748026476043242,Iris-versicolor
+69,6.887343759066953,3.210558354021162,5.66021929837373,2.3141538632265113,Iris-virginica
+70,5.69865317187091,4.399997827131424,1.4983600378898339,0.36041833843089954,Iris-setosa
+71,5.986799438347856,3.3913046363065664,4.47591951105571,1.6004759480666646,Iris-versicolor
+72,5.723301292159923,2.5014920947748225,5.004354564880364,1.998917366709307,Iris-virginica
+73,5.018242770493114,3.3032104225725893,1.2652811386167016,0.2,Iris-setosa
+74,6.514777647570966,2.9948216255173694,5.462218464807686,1.8057609553657878,Iris-virginica
+75,5.778400291972921,2.681995733043487,5.1126586685512345,1.9046031933042449,Iris-virginica
+76,5.1671068764412675,2.6602539005363193,3.7602312975487626,1.3794021257356321,Iris-versicolor
+77,5.6243809288086855,3.000906560714,4.080601639981959,1.3066109140555515,Iris-versicolor
+78,4.504053285193157,2.307719644733687,1.2890528860959047,0.2774356584776673,Iris-setosa
+79,5.788648838022883,2.7127101220134398,5.0969783411329725,1.893300667195785,Iris-virginica
+80,4.4,3.211837848209865,1.2998430551475877,0.2,Iris-setosa
+81,5.361927672773076,3.884248900834684,1.795940161757015,0.39873052737410897,Iris-setosa
+82,4.597029216713714,3.602773511373294,1.0,0.2,Iris-setosa
+83,5.503901704889673,2.394672641319167,3.7861597961988576,1.122178626768613,Iris-versicolor
+84,4.990255806910344,3.490864955786357,1.27038681803892,0.3066249833522573,Iris-setosa
+85,5.886118557196255,2.981531976935912,5.097240039162407,1.8072612347389143,Iris-virginica
+86,5.481828915894697,2.9964732762201858,4.258486595119513,1.3764452779315601,Iris-versicolor
+87,5.222082547498084,2.7080456061142675,4.040174765618552,1.40849200535118,Iris-versicolor
+88,6.330323002555524,2.308214809408272,4.413222153069663,1.3056235174051598,Iris-versicolor
+89,6.405049345547166,3.0862249218382725,5.470604164214492,1.8001086414344836,Iris-virginica
+90,5.5588979983089235,2.77623803458632,4.136934516642991,1.307583111017537,Iris-versicolor
+91,4.907721640823804,2.396437907332841,3.465017409842487,0.9771603190954342,Iris-versicolor
+92,5.132461084172804,3.326183544616129,1.3174936562936164,0.2,Iris-setosa
+93,5.495489513508072,2.602169065143184,4.417831392636178,1.162039410609756,Iris-versicolor
+94,6.432755259087874,2.905763870391757,4.293232081663962,1.3079900865948688,Iris-versicolor
+95,6.011669725185033,2.700448870432384,5.0812826019021395,1.5989490652357095,Iris-versicolor
+96,6.611272366630301,3.077710534809177,4.510145072573935,1.476354794770082,Iris-versicolor
+97,6.084234438534464,2.6028391017539367,5.645295339937377,1.405881381101144,Iris-virginica
+98,4.597704525095087,3.601748782094076,1.0,0.2,Iris-setosa
+99,5.137042392313625,2.493218147427768,3.1747045992736727,1.1320533522387821,Iris-versicolor
+100,5.109279271589604,3.5059150719129053,1.4054344832017316,0.29755915872690986,Iris-setosa
+101,4.603546170292514,3.6040399462028674,1.0000005439788109,0.2,Iris-setosa
+102,5.43109853162862,3.001788672397496,4.495751344956994,1.5006320547967857,Iris-versicolor
+103,6.718700437783762,3.115325351772421,4.410801232485215,1.4003756521675432,Iris-versicolor
+104,6.372997850632071,2.900339709231266,4.294667737254887,1.3056460387167406,Iris-versicolor
+105,5.760252762480666,2.8044316220460965,5.095623664871385,2.3838168997011295,Iris-virginica
+106,4.4,2.921712873832639,1.3958125118238516,0.2,Iris-setosa
+107,5.080425708170936,3.7902243445954173,1.6960665651970797,0.3939674511978849,Iris-setosa
+108,5.778064601906367,2.3681134008757936,4.060873807874596,1.265497723373413,Iris-versicolor
+109,5.192803810308192,3.4828438348864945,1.5044554776987986,0.2,Iris-setosa
+110,5.380756340604708,3.903262574178827,1.6774850578769556,0.3954369364518181,Iris-setosa
+111,7.7,2.810743204480015,6.7,2.0158533488783434,Iris-virginica
+112,5.763963879157561,3.005470231331073,4.4235089059961465,1.4981092852765052,Iris-versicolor
+113,4.784978729840006,3.3854934766638745,1.5986079864308511,0.2,Iris-setosa
+114,4.983322611076238,3.2209115204687038,1.2775406201946544,0.2,Iris-setosa
+115,4.4,2.875425644069172,1.3973011814904475,0.2,Iris-setosa
+116,5.006948915491654,3.2115355358951723,1.199443694897949,0.2,Iris-setosa
+117,6.301046494596272,2.520306931517763,4.984622550013803,1.8883850752644298,Iris-virginica
+118,6.287258353776874,2.802770101866376,5.093906604690581,1.5018889604133994,Iris-virginica
+119,5.264224766803519,3.564598909622338,1.5046360159986762,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/2/test.csv b/iris/tab_ddpm/6_1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/2/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/2/train.csv b/iris/tab_ddpm/6_1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/2/val.csv b/iris/tab_ddpm/6_1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/2/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/20/synth.csv b/iris/tab_ddpm/6_1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..605a6f90ca4768eef5140b1decb4179c99ea3772
--- /dev/null
+++ b/iris/tab_ddpm/6_1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.912057391313479,3.2018475967757687,4.7997868919317845,1.8140609432832338,Iris-versicolor
+1,5.443350241485611,2.988361678046524,4.494192846887397,1.4972307205616544,Iris-versicolor
+2,7.699998978831641,2.815976142216701,6.7,1.9973598343869219,Iris-virginica
+3,6.480328949235219,3.001256208203638,5.511250059495012,1.794096131345382,Iris-virginica
+4,5.226621326090459,2.7117277494074643,4.016499567101369,1.4037727984663686,Iris-versicolor
+5,7.7,2.8145498287517956,6.7,2.0616061934773993,Iris-virginica
+6,5.608600034251775,2.997595327993841,4.127444402541186,1.3303859329757215,Iris-versicolor
+7,6.672765847217765,3.309137329697515,5.705218840244578,2.5,Iris-virginica
+8,5.599724889347078,3.0067545920311387,4.099780907948735,1.3133472248350138,Iris-versicolor
+9,5.110845053722454,3.3063846015389067,1.6962348952596442,0.5576945561193463,Iris-setosa
+10,7.7,2.7833753588780246,6.699998908725476,2.014899114330948,Iris-virginica
+11,6.00871706347733,3.0026782750728787,4.887698990340159,1.7771523853750946,Iris-virginica
+12,6.2859018242374525,2.307601383572828,4.4085152643479635,1.3144404344768459,Iris-versicolor
+13,5.544730303920332,3.0028124312687927,4.470874695801183,1.5069517255178504,Iris-versicolor
+14,5.921154977905837,3.005683334659711,5.080000573635285,1.801687840166169,Iris-virginica
+15,4.4,2.9067970726071146,1.3874216247101276,0.2,Iris-setosa
+16,6.017669948731823,2.2,4.992511641744218,1.5034408112041784,Iris-virginica
+17,5.580262221790262,2.99939834287839,4.570060274727412,1.5178376252877128,Iris-versicolor
+18,7.7,2.8083069309791573,6.7,1.9830352863371492,Iris-virginica
+19,6.292526794303494,3.3928344372142347,5.6237693639974164,2.403433913791476,Iris-virginica
+20,5.60795176569663,2.745325929349541,4.156912021865871,1.3270902807971339,Iris-versicolor
+21,5.388253549299267,3.918307759133468,1.2949741004780042,0.4393444749229965,Iris-setosa
+22,4.9845537471996435,3.194179899265674,1.3562297300414272,0.2,Iris-setosa
+23,4.902177608101365,3.0913745390403577,1.4885188785260997,0.1,Iris-setosa
+24,5.014959393060312,2.4885877264392455,3.12059009985695,1.0633703575080973,Iris-versicolor
+25,6.290005775953381,2.5099517645221217,4.903113280905755,1.5023930681501436,Iris-versicolor
+26,6.293009664759438,2.6626818879993475,4.971978194745744,1.863133318628165,Iris-virginica
+27,4.773972064299016,3.4018298829668496,1.5864342818321713,0.2,Iris-setosa
+28,5.20102998210158,3.4006789931475363,1.4008124023187059,0.2,Iris-setosa
+29,7.7,2.773944136585287,6.7,2.024634803794081,Iris-virginica
+30,5.912014781104949,3.175804008520413,4.7476782477281505,1.742959897455664,Iris-versicolor
+31,5.9991022966942955,3.0100464788661876,4.813630879276911,1.7980123898035434,Iris-virginica
+32,6.2457661480421205,2.3054213252864213,4.365081096039872,1.2970052585389558,Iris-versicolor
+33,6.312218863284813,3.1113568062120414,5.428934666018455,1.7912146466130183,Iris-virginica
+34,6.98947436150656,3.1077782897751765,5.7427053159471875,2.2545489522302455,Iris-virginica
+35,5.09931506686572,3.7911501274549937,1.5963175517874746,0.2,Iris-setosa
+36,5.4909774156623845,4.201077118906816,1.3867640898075608,0.2,Iris-setosa
+37,7.699998713377918,2.7898989838798576,6.69999857130878,2.0276377066383464,Iris-virginica
+38,7.7,2.7849398000487966,6.699998210517949,1.9677669387086811,Iris-virginica
+39,6.307296622391487,3.389408088976387,5.578987003629608,2.405798321621861,Iris-virginica
+40,6.687051761435945,3.2937317786832696,5.756217093395147,2.5,Iris-virginica
+41,5.503822334600383,2.4045657075368405,3.70426636085626,1.0367179509909201,Iris-versicolor
+42,6.096871255677208,3.0050036253794157,4.587215847531706,1.3954599775195027,Iris-versicolor
+43,6.270555711789051,3.2141275888179517,4.447556415074439,1.495028884622857,Iris-versicolor
+44,5.396517942209815,3.406090818429121,1.6599025767859132,0.2,Iris-setosa
+45,5.997834749023518,3.4116592845149243,4.533601270351759,1.6180698752349738,Iris-versicolor
+46,4.982716667531676,3.6417576928702813,1.4032719752826794,0.2,Iris-setosa
+47,7.699998868288334,2.7883540166290706,6.699998412737843,1.9995920279556103,Iris-virginica
+48,4.4,3.2295739632448086,1.30279616241444,0.2,Iris-setosa
+49,5.201602667273489,3.4122248014619467,1.402020079852938,0.2,Iris-setosa
+50,6.296158789350931,2.816635594897092,5.121269349631241,1.5067825562296198,Iris-virginica
+51,7.7,2.814363429446744,6.7,1.9988485042497592,Iris-virginica
+52,5.8198638578423125,2.7998351737649396,5.111493335414366,2.4050777469542917,Iris-virginica
+53,5.998867436882397,2.7075335387963766,5.087077534102465,1.6047042071811948,Iris-versicolor
+54,5.771212640452195,2.70799084756975,5.098533372241155,1.8978831570296764,Iris-virginica
+55,4.5921097151480925,3.2110104692865793,1.4017369357020708,0.2,Iris-setosa
+56,6.104837694972019,2.6039421099120523,5.600620942447752,1.4115057552732737,Iris-virginica
+57,5.426403429105813,3.3944226730189593,1.6896844160227447,0.2,Iris-setosa
+58,7.359053121937629,2.8973440166908713,6.304316370716128,1.7722123270674182,Iris-virginica
+59,6.742326337927638,3.2961588516996114,5.707578229303351,2.126971489302051,Iris-virginica
+60,6.571859595566536,2.975929302473733,4.382777170503127,1.3882197354695807,Iris-versicolor
+61,6.686356647651836,3.293626145209826,5.727185211236182,2.499999513518214,Iris-virginica
+62,5.110563405952751,3.482645306303788,1.3796867833312048,0.30295508130416066,Iris-setosa
+63,5.919035232011276,3.2187869492821117,4.817127026015497,1.7907492224988468,Iris-versicolor
+64,6.105377745445262,2.611429247997081,5.565833518483025,1.417633308815287,Iris-virginica
+65,6.288500428222457,2.8992032575545474,5.594722344561958,1.7958121984052242,Iris-virginica
+66,7.699999000972314,2.7708411915590654,6.699998845494431,1.9939365540136769,Iris-virginica
+67,6.377547939594415,2.6822410450102745,5.26682557341782,1.9043054174178857,Iris-virginica
+68,4.969072266651483,3.1202091254585986,1.2925683409787547,0.2,Iris-setosa
+69,4.491975297905333,2.2916839128072777,1.3075137632978229,0.3007452414420917,Iris-setosa
+70,7.255092690459653,2.855585375667723,6.313574596230161,1.806686945123437,Iris-virginica
+71,5.597180787698118,2.9950129609043774,4.128641214141137,1.3006127475936426,Iris-versicolor
+72,4.909950654815868,3.1119462711558863,1.4896695526262698,0.1,Iris-setosa
+73,4.6224384008373525,3.593626018471787,1.0000004709121149,0.2,Iris-setosa
+74,5.106607639837753,3.269776438509002,1.693090762144555,0.44920884703968544,Iris-setosa
+75,5.763134258603439,2.717082486747833,5.130137294664826,1.9026136188957876,Iris-virginica
+76,7.1252507829306015,2.983474087967449,5.955170425113045,2.071083433731812,Iris-virginica
+77,4.4,2.907499608731412,1.3688509865250031,0.2,Iris-setosa
+78,5.45726775018129,3.0055283605041794,4.484282659462486,1.5057476367911007,Iris-versicolor
+79,6.88879090860448,3.213270432242215,5.678277679027866,2.3183487834400047,Iris-virginica
+80,6.472160639599205,3.1802876238180917,4.477282269508678,1.4738331752657043,Iris-versicolor
+81,6.003006335266649,3.393018173820251,4.480692735086581,1.5981737340527065,Iris-versicolor
+82,6.297095341451183,2.5111888400168034,4.99709045005329,1.9124265187984464,Iris-virginica
+83,5.3147144896783685,3.7685204946242408,1.601276240649306,0.3213068711211963,Iris-setosa
+84,5.514484242559131,2.601933781854602,4.432722382491682,1.2129171027699157,Iris-versicolor
+85,7.200673217265226,2.8742764622776336,6.225816319383151,1.7921608672454485,Iris-virginica
+86,5.1619863813287825,3.378833179768359,1.3892135885791623,0.2,Iris-setosa
+87,5.98849433386775,2.996956753279957,4.77117713463198,1.8076108806679465,Iris-virginica
+88,4.888778113445904,2.4047871066068596,3.4315381746199565,0.9504400645340251,Iris-versicolor
+89,5.224851293884745,2.672547980624401,3.9117418507063704,1.3669023815129502,Iris-versicolor
+90,4.60606546240186,3.599292472832086,1.000000379814229,0.2,Iris-setosa
+91,5.403890381439485,3.477925659206341,1.6714476727533223,0.2,Iris-setosa
+92,6.661378625437159,3.2521118975187324,5.704905963953554,2.4999994171504865,Iris-virginica
+93,6.451702359018944,2.9667027932547163,5.5049764426005074,1.7927582073603212,Iris-virginica
+94,6.964605648849429,3.1948809997514585,5.7053798094937385,2.2650884508855693,Iris-virginica
+95,6.821528041033818,3.2559222318114407,5.689906290151938,2.2086881868000106,Iris-virginica
+96,4.611085580488197,3.2146455682891717,1.3739103901485514,0.2,Iris-setosa
+97,5.928249561359341,3.253695966346619,4.722987278970014,1.7634906273662665,Iris-versicolor
+98,5.648931394217198,2.7491296034277193,4.216148590230357,1.3266784223273203,Iris-versicolor
+99,5.912358238938798,3.1700132892662207,4.719867497760982,1.7619762973585746,Iris-versicolor
+100,5.857122568101564,3.009032250322744,4.19697891930656,1.4900552998679528,Iris-versicolor
+101,5.09903481114033,3.798568667572983,2.0049250181834757,0.47790797240401084,Iris-setosa
+102,6.374069127211404,2.7350971017813706,5.328946105174581,1.8967655353212143,Iris-virginica
+103,6.325058193089247,2.7595004756141797,5.102801684170784,1.5093741849475517,Iris-virginica
+104,5.097720900941249,3.3073417031615966,1.7511778843027477,0.4803661491141003,Iris-setosa
+105,6.312397360382169,2.7717889791764163,5.118392596673851,1.4962460118099044,Iris-virginica
+106,5.197035217781781,2.470906994079073,3.2672879650147264,1.1066951593012377,Iris-versicolor
+107,7.699997803470883,2.7918654077794134,6.699997614225723,2.0097579492100293,Iris-virginica
+108,5.931158769336024,3.019218366342735,4.981473599515787,1.8075945919995264,Iris-virginica
+109,5.100559872182057,2.4718958273864318,2.9062589723783394,1.0109156056930635,Iris-versicolor
+110,5.717569086265267,3.0388211900394118,4.574988915276698,1.5338845860441666,Iris-versicolor
+111,5.183868251702234,2.6588452367621898,3.729458740280921,1.3854888266746168,Iris-versicolor
+112,5.212872274586437,2.727530245218864,4.04961591691308,1.407002050536427,Iris-versicolor
+113,5.1876894234673125,2.698324724751693,3.9639369163317006,1.3945744228496144,Iris-versicolor
+114,5.167198034297258,2.6275314869946267,3.4978392234351934,1.3527253623646043,Iris-versicolor
+115,6.395095129253364,3.399019039529829,5.674983772841559,2.2952750095473404,Iris-virginica
+116,4.4969125206228595,2.306264212203985,1.2892950003687087,0.28618139721259167,Iris-setosa
+117,5.48133178014581,4.128294985938985,1.4182098987332397,0.2,Iris-setosa
+118,5.102712966058184,3.2868268985587994,1.7313460218920447,0.38616980900249365,Iris-setosa
+119,5.6206871008513675,3.0137124444239833,4.137448726737789,1.3040583701494557,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/20/test.csv b/iris/tab_ddpm/6_1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/20/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/20/train.csv b/iris/tab_ddpm/6_1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/20/val.csv b/iris/tab_ddpm/6_1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/20/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/21/synth.csv b/iris/tab_ddpm/6_1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..18eb1ed59fb764ab322f4fc088d690cfe8cfb56c
--- /dev/null
+++ b/iris/tab_ddpm/6_1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.347315297655331,2.797817150507797,4.984686759334324,1.8320648392682628,Iris-virginica
+1,5.4445613626652465,3.9072865056484174,1.6418553260747917,0.3838241218417392,Iris-setosa
+2,6.008295455235001,2.695080458133835,5.081770975144289,1.5945724693374377,Iris-versicolor
+3,4.4,2.9058461325226284,1.4000999947785102,0.2,Iris-setosa
+4,7.285785223279191,2.8724770016832553,6.3252422623144176,1.8314193739782847,Iris-virginica
+5,6.16735387905154,2.702329684096054,5.390917967895042,1.4627354553454583,Iris-virginica
+6,4.619764049984605,3.182651048311261,1.3993830351889947,0.2,Iris-setosa
+7,6.399404137361534,2.693472583372688,5.305257055923117,1.9072797820757978,Iris-virginica
+8,5.204228487203465,3.4224041503591303,1.3839462638398925,0.2,Iris-setosa
+9,5.107897549554796,3.309395102933233,1.7933983591270506,0.49942401500580935,Iris-setosa
+10,6.295131560674242,2.9324244650576246,4.426098195922339,1.3282008530354759,Iris-versicolor
+11,5.719338611713491,2.951758808454302,4.2850586996749715,1.3765067511164286,Iris-versicolor
+12,6.787455019561267,3.2601497251262592,5.6816627102886095,2.2336429667597675,Iris-virginica
+13,5.993829464555184,3.0070500398968916,4.8621034441307955,1.7790632833720017,Iris-virginica
+14,6.527681954898582,2.951356712178358,4.362321567401505,1.364163251456494,Iris-versicolor
+15,6.327427398366299,2.7962539473653067,5.13092069462865,1.4997768926123696,Iris-virginica
+16,5.3052626646039425,3.6362178889749592,1.4974407256777902,0.2,Iris-setosa
+17,4.939020421724431,2.427173350561254,3.323776116716661,0.9930252629985087,Iris-versicolor
+18,4.983363803349864,3.1920475911755224,1.1927033142532668,0.2,Iris-setosa
+19,6.714309127331339,3.3022019304656256,5.726871367162152,2.0974646661435017,Iris-virginica
+20,4.87998386723225,3.1087874973293026,1.510325369087954,0.10000012259660365,Iris-setosa
+21,6.69322779299297,3.266893871604425,5.668084106490641,2.1252133941251787,Iris-virginica
+22,5.0247330206788074,3.50183410871845,1.3508756595787266,0.3162608719779928,Iris-setosa
+23,4.601577093490146,3.19986058913928,1.3835947815792091,0.2,Iris-setosa
+24,5.516771849688741,4.226001113356255,1.3936792451468878,0.2,Iris-setosa
+25,5.10148909434352,3.6877882844672794,1.4988676325256616,0.45442092137618645,Iris-setosa
+26,4.971306102193072,3.5886025679311633,1.3783824024563445,0.2,Iris-setosa
+27,5.8015902405930815,2.7060381371907196,5.094535218387182,1.87933097303394,Iris-virginica
+28,5.922771901051978,2.997561164173733,5.147347381355245,1.802179577266178,Iris-virginica
+29,5.88350942884772,3.2065083395127094,4.773217299249169,1.8092171743751044,Iris-versicolor
+30,4.400000457924929,2.9173144525770462,1.381534190449958,0.2,Iris-setosa
+31,4.4,3.138432489699249,1.3145692203472676,0.2,Iris-setosa
+32,5.780920153411329,2.8142452916848524,5.095789840762173,2.408704064033404,Iris-virginica
+33,4.798798593549184,3.3975254173350056,1.6129766281074411,0.2,Iris-setosa
+34,5.125805197022902,3.5075647852693472,1.4044472323465738,0.2942161511609895,Iris-setosa
+35,5.014316776025192,3.2883708158234852,1.3106231058315552,0.2,Iris-setosa
+36,5.205402374487375,3.4714162813677145,1.5244957532504377,0.2,Iris-setosa
+37,7.699998717321487,2.795571649664994,6.6999982972404855,2.0209001772368094,Iris-virginica
+38,5.341974882850326,3.8279059278315533,1.4925558350406647,0.2,Iris-setosa
+39,6.780031740653712,3.277538183568085,5.716114551687163,2.1538569285800664,Iris-virginica
+40,5.374886485707434,3.400826914290029,1.6873698154843013,0.2,Iris-setosa
+41,6.291734321872005,2.507368660265799,4.901887675100731,1.4967272733886305,Iris-versicolor
+42,5.376418108584,3.8890520808278195,1.689262895771506,0.3838305284338236,Iris-setosa
+43,5.100840907259341,2.488627216379415,2.8362324743977227,1.0741751624625215,Iris-versicolor
+44,6.307090758188623,2.5142067372790615,5.019988663316177,1.9000545677605045,Iris-virginica
+45,6.4115328910695,2.9077067340311267,4.282907588182751,1.32223416572989,Iris-versicolor
+46,5.40565026015826,2.4184478356861123,3.426970468486455,0.9710280346005711,Iris-versicolor
+47,5.101069885153211,3.7878826720159915,1.6025519319626975,0.2,Iris-setosa
+48,6.86460735178884,2.907438786859259,6.031236483115668,1.8356125948310988,Iris-virginica
+49,5.702754110629536,2.5172456816916107,4.997996684616953,2.0222493843695784,Iris-virginica
+50,4.977769190522833,3.1919888376291414,1.2336706650830727,0.2,Iris-setosa
+51,5.527485027683066,2.994611584601821,4.4954798021016185,1.4950350317832302,Iris-versicolor
+52,5.3766512311792285,2.9873935818819812,4.480065161022462,1.4960927236812236,Iris-versicolor
+53,6.419945213793815,3.202345858591251,4.482945846203786,1.4848306863733054,Iris-versicolor
+54,4.606774052600017,3.589848613715921,1.0000004620577272,0.2,Iris-setosa
+55,7.315557205221052,2.892668904957069,6.3178779007765895,1.7747408439183752,Iris-virginica
+56,4.908299274784231,2.394247467282343,3.322881442131915,1.0351701115946046,Iris-versicolor
+57,4.504481778903003,2.293224367957162,1.307846482861627,0.31719772744554675,Iris-setosa
+58,4.493459439220378,2.3105594624038464,1.2962954500213204,0.289671092896295,Iris-setosa
+59,5.092561227230757,3.82064450461668,1.6765976866904029,0.4394430482372482,Iris-setosa
+60,5.72283981303216,2.6836444859530233,5.067136830166197,2.3059596988638456,Iris-virginica
+61,4.892434703980722,3.002318952506531,1.4053315411669594,0.2,Iris-setosa
+62,4.703269335178044,3.3640641168430045,1.4902602673876892,0.2,Iris-setosa
+63,6.296580444651248,2.6975496064826476,4.8359027616210515,1.8029510150809298,Iris-virginica
+64,5.118731266446064,3.8083405804041757,1.8216453528343062,0.464652088136597,Iris-setosa
+65,5.4701175147431,2.4012759992181314,3.547233296663622,1.066277200422538,Iris-versicolor
+66,6.3037609755451625,3.392965101035092,5.633479762893447,2.3994087283337207,Iris-virginica
+67,5.9043123524442604,3.1927211014849926,4.771218054275237,1.7744630795849774,Iris-versicolor
+68,5.9104041138229215,3.2042609990986612,4.807408155503277,1.8104298033678845,Iris-versicolor
+69,5.330844938871297,3.7838278928843496,1.6174227425297638,0.27206596732471766,Iris-setosa
+70,5.026286190508184,3.5864077764074573,1.401837182416756,0.2,Iris-setosa
+71,4.823023671713488,3.4189931873149795,1.6281310980988808,0.2,Iris-setosa
+72,6.278868131518446,2.300327606009703,4.401620549095304,1.3121724297411166,Iris-versicolor
+73,5.885764666978674,2.9881144418432086,5.0974893111212225,1.792389736049181,Iris-virginica
+74,5.22965819136647,3.839828520072686,1.6663099950479854,0.3222527666404856,Iris-setosa
+75,5.926410013994911,3.005788750208667,4.469357888598342,1.3886285628949295,Iris-versicolor
+76,6.668511243358074,3.287677498852622,5.753239263299363,2.499999199842731,Iris-virginica
+77,7.086710053764568,3.0481677997881396,5.815597986253826,2.1588931498905968,Iris-virginica
+78,6.306937212539981,2.818469859538215,5.090498149681013,1.5072058800793238,Iris-virginica
+79,6.303165164826709,3.40211473336661,5.596910811624737,2.402202670929106,Iris-virginica
+80,6.8747028533699295,2.995111620198793,5.570988174379117,2.0695922132995057,Iris-virginica
+81,5.724785263649417,2.613137182756981,5.036812310791322,2.1301755787265537,Iris-virginica
+82,7.699999002996816,2.8212251533532022,6.7,1.9819507862496761,Iris-virginica
+83,7.7,2.8035278425890504,6.7,2.025813999305135,Iris-virginica
+84,6.358976040421714,2.7901235555191186,5.234008375456758,1.8650468054239784,Iris-virginica
+85,5.81993289797816,2.79257090596265,5.09039603752135,2.392677673609586,Iris-virginica
+86,5.571169200647409,2.998925100051686,4.487667084519942,1.4935237177325396,Iris-versicolor
+87,6.290689893834638,2.3024444121085543,4.392106505442613,1.297599156058455,Iris-versicolor
+88,5.644091703176368,3.0100452375959192,4.0887179365326105,1.3120411029531036,Iris-versicolor
+89,6.294634749732773,2.525923399165681,5.008854641595601,1.884835429683144,Iris-virginica
+90,6.494907891048003,2.9398367760326085,4.376081304772321,1.3482782501579613,Iris-versicolor
+91,5.112460111398006,3.3020176670617913,1.6930075855747955,0.4824588888491045,Iris-setosa
+92,4.800723759971049,3.4400293164440874,1.3515447618664123,0.29478327739907867,Iris-setosa
+93,5.497522894298477,4.201720772266098,1.3963476963363672,0.2,Iris-setosa
+94,5.4507561127888575,2.43695244497356,3.8549735456709078,1.0791172688435453,Iris-versicolor
+95,4.816051993324373,3.408703229706811,1.6139807459727842,0.2,Iris-setosa
+96,5.094799644550795,3.519471614815318,1.3931707335056538,0.29951413652576697,Iris-setosa
+97,6.331266732180515,2.9439617850616586,5.578503134133858,1.8101107071703526,Iris-virginica
+98,5.470377987851659,2.3836158697308294,3.748204044871218,1.0817347010882492,Iris-versicolor
+99,6.108761176769875,3.0032476242165083,4.599980356259003,1.4018601561981994,Iris-versicolor
+100,4.632637531750755,3.205544041400384,1.352482805103834,0.2,Iris-setosa
+101,7.7,2.799057887926604,6.7,2.0116278826909535,Iris-virginica
+102,6.681033270713595,3.276030082810236,5.665824249551356,2.5,Iris-virginica
+103,6.312409754417272,3.411367077873119,5.590178795166769,2.3952248923477377,Iris-virginica
+104,6.411803124250145,2.7011703464397896,5.281318834895626,1.8957393431498415,Iris-virginica
+105,6.031630140607246,2.2000003482349837,4.987647622815895,1.481685132484953,Iris-virginica
+106,6.634734597396875,2.9435549064468245,5.492985878145722,1.9939347773937017,Iris-virginica
+107,5.663685470928626,4.4,1.4973448927423127,0.3871069108761387,Iris-setosa
+108,6.494522833845949,3.0130537552039063,5.507290271839916,1.7974951089011921,Iris-virginica
+109,5.516704924713494,2.404665031589103,3.9140335709245964,1.1074496879599605,Iris-versicolor
+110,6.694497796524603,2.9931406382938657,4.988438476560041,1.6883002717422673,Iris-versicolor
+111,6.3165317370243335,2.483725726043153,4.922966721198595,1.5019086884487847,Iris-versicolor
+112,5.666879810041367,4.4,1.5052950100572267,0.4638404621061234,Iris-setosa
+113,5.8110829341756105,2.7228925708926623,5.112479767087955,1.88310560869459,Iris-virginica
+114,6.14263426336045,2.999593865925778,4.574405384756289,1.3964869667078752,Iris-versicolor
+115,5.275645050659036,3.4728052380727474,1.5790782069026363,0.2,Iris-setosa
+116,5.024918425886151,3.508848504252204,1.322069301772618,0.3003258249662837,Iris-setosa
+117,5.290862793797819,3.435404714481925,1.6300827564046987,0.2,Iris-setosa
+118,4.4,2.924446982365692,1.379621759623585,0.2,Iris-setosa
+119,4.995223868148767,3.221838956761923,1.1974220327890877,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/21/test.csv b/iris/tab_ddpm/6_1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/21/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/21/train.csv b/iris/tab_ddpm/6_1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/21/val.csv b/iris/tab_ddpm/6_1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/21/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/22/synth.csv b/iris/tab_ddpm/6_1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3ad29ae67ae08e761980564c8cb7c1144df77e2d
--- /dev/null
+++ b/iris/tab_ddpm/6_1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.3037202845991365,2.804157609439331,5.086895859304817,1.5075727545795183,Iris-virginica
+1,5.579292006733464,2.9936011958795734,4.491223801967077,1.4969338182716214,Iris-versicolor
+2,5.305687545981339,3.8390388321061275,1.6766590116321407,0.5215360510884098,Iris-setosa
+3,5.860844763848207,3.195175030312664,4.852060797212016,1.7886786020838108,Iris-versicolor
+4,6.2782341371897035,2.3077853393269314,4.367370201173653,1.2935523407490284,Iris-versicolor
+5,7.699999013498704,2.7915950206663185,6.7,1.9965802577213687,Iris-virginica
+6,5.135479124079388,3.8423301139825496,1.8947085906793553,0.44301444542867696,Iris-setosa
+7,5.49772066461762,4.192743329737791,1.403665829970085,0.2,Iris-setosa
+8,6.422846854857978,2.902772931348017,4.2984295588786665,1.2952243351272192,Iris-versicolor
+9,6.656817144718236,3.29806998086531,5.726825571373517,2.4999995107277675,Iris-virginica
+10,5.858117694553571,2.994238818214023,4.323795432617496,1.4861852315623372,Iris-versicolor
+11,5.08043011470237,3.756956319907154,1.5672478372425127,0.4474840013642621,Iris-setosa
+12,5.44437866464189,2.9915796208138037,4.487704362452221,1.501406083427372,Iris-versicolor
+13,6.108332989197481,2.5986479106682423,5.624187087568812,1.3904512452612714,Iris-virginica
+14,4.400000523357792,3.206780302526928,1.287364826540877,0.2,Iris-setosa
+15,5.993715155253869,2.6898060889489255,5.177061411629469,1.5737648528235848,Iris-versicolor
+16,5.176816953412177,3.475507571618183,1.4909858651672163,0.2,Iris-setosa
+17,6.679219065756303,3.1116899893379935,4.410287700334386,1.421835099966119,Iris-versicolor
+18,6.598631150975111,3.006573901527313,4.414133113938764,1.4026765857457892,Iris-versicolor
+19,6.264625497130233,2.310128516355242,4.376930226843691,1.3117490570001347,Iris-versicolor
+20,6.431481579216646,2.9224148663609064,5.367123789223413,1.6829180263275125,Iris-virginica
+21,5.186420335680561,2.6903980643903815,3.8792458597913893,1.404644799155545,Iris-versicolor
+22,6.972363803771778,3.0110406941131997,5.688030896523525,2.1410779258342587,Iris-virginica
+23,5.907818523699977,2.9917527330011393,5.083458109566126,1.7932668520821873,Iris-virginica
+24,5.518184508579461,2.3923941485513414,3.8234427981080614,1.024586592606719,Iris-versicolor
+25,6.137386173328248,2.9785347700022045,4.66048399170899,1.3890956889720254,Iris-versicolor
+26,6.423654920606195,2.7238953941920476,5.349140175467601,1.8965877146130057,Iris-virginica
+27,5.012932807151431,3.299102998490591,1.3402444358760353,0.2,Iris-setosa
+28,7.7,2.794691818610949,6.7,2.00529108967258,Iris-virginica
+29,4.58900159729937,3.4080876376874523,1.3790071169535913,0.30311680594560914,Iris-setosa
+30,5.488843212251785,4.192090530150159,1.3918337022223548,0.2,Iris-setosa
+31,5.523692472088563,2.9984169199539994,4.526496530771909,1.5244486964366262,Iris-versicolor
+32,5.982656051916529,2.693048943564227,5.114925505051544,1.602915463776952,Iris-versicolor
+33,5.2743944252387145,3.4308309746673324,1.6041768006902823,0.2,Iris-setosa
+34,6.722337852938922,3.2995038742012945,5.706238315387913,2.077527007562791,Iris-virginica
+35,5.573777033014918,2.9977377769768014,4.107417803820208,1.2917766037526932,Iris-versicolor
+36,5.888680973426664,3.0029114950371607,4.189077499393535,1.5076213193061534,Iris-versicolor
+37,6.363689635880633,2.6807752762664827,5.196613575226509,1.9144497908372016,Iris-virginica
+38,7.7,2.7908326133024346,6.7,1.9872501748177662,Iris-virginica
+39,5.025441469843234,3.596850006020594,1.5584175188226683,0.2,Iris-setosa
+40,5.46020216737881,2.454450523929634,4.043636642083992,1.0841724073858827,Iris-versicolor
+41,5.489344088975687,3.002258815070535,4.506417425924535,1.4980596747345976,Iris-versicolor
+42,5.699796119732983,4.4,1.4972087925907829,0.519030696805645,Iris-setosa
+43,5.139920031630393,3.701008678094703,1.5241497386456473,0.2,Iris-setosa
+44,5.507968619957531,2.610081990311972,4.4094335241522105,1.1818765452370261,Iris-versicolor
+45,5.4809456314617515,2.9983660589301575,4.499466131021187,1.5034339347797785,Iris-versicolor
+46,5.208214368129835,3.5103316784472236,1.5056550945347351,0.2,Iris-setosa
+47,5.499377484272941,2.4031721823064567,3.8407358918478813,0.9760262341636118,Iris-versicolor
+48,5.4025601978823605,3.412279974962211,1.7297262663358568,0.2,Iris-setosa
+49,6.424684570188278,2.9678795341711983,5.511128538272119,1.7914355939179811,Iris-virginica
+50,5.923458952076049,3.248051799722747,4.742919146239132,1.7369122446675118,Iris-versicolor
+51,6.274498329298714,3.375864536360307,5.629317921375669,2.3942749502529144,Iris-virginica
+52,7.699998656606168,2.790114592004554,6.69999883991888,1.974737539929446,Iris-virginica
+53,5.037552300154724,3.316893633212815,2.253585073812522,0.3886409618374915,Iris-setosa
+54,5.012246165734551,3.199280781573659,1.1871207691622565,0.2,Iris-setosa
+55,5.788516527281827,2.648385221270627,5.079267617194699,1.927075830988861,Iris-virginica
+56,5.900307919915808,2.9980079649941995,5.101244707628057,1.8014884726653506,Iris-virginica
+57,4.6047420397611125,3.197055401392785,1.3975669535879978,0.2,Iris-setosa
+58,6.027541096706875,2.985180789943858,4.421740048093919,1.4266530724331543,Iris-versicolor
+59,6.660657672734242,3.319033023466842,5.674479744661659,2.499999488490375,Iris-virginica
+60,5.814978702269286,2.7205785263701525,5.098803766347122,1.8887046256461804,Iris-virginica
+61,5.91400255343206,3.0019750182380323,4.21739958558538,1.5047026260122387,Iris-versicolor
+62,5.1029833963824665,3.7855699915829772,1.5887292430814506,0.2,Iris-setosa
+63,7.699998349044217,2.7985325742147458,6.699998402238764,2.0047809009853514,Iris-virginica
+64,6.685737555795463,3.2809167766652574,5.703739327735028,2.010843292034516,Iris-virginica
+65,5.68640582248556,2.474711861140789,4.992871211098412,2.0242837914819374,Iris-virginica
+66,6.277844684049168,2.507184994233422,5.008445354918799,1.8850008096119308,Iris-virginica
+67,5.58069226553657,2.695912222412688,4.245791643002829,1.3008684284207834,Iris-versicolor
+68,5.100063462796861,3.5134349591256075,1.4024339806746433,0.31983770298931946,Iris-setosa
+69,5.3118873397476865,3.7289779214492906,1.5043887689841962,0.2,Iris-setosa
+70,6.05919288218354,2.635602270319283,5.050053354472733,1.5592611222902584,Iris-versicolor
+71,4.5045578357976375,2.309643808140876,1.2980734755231433,0.3005489362961039,Iris-setosa
+72,5.780081002397837,2.813951573167771,5.169944355063249,2.3966902702313746,Iris-virginica
+73,4.496925608984945,2.3155309365392203,1.274251640591043,0.2899525777762758,Iris-setosa
+74,4.982214232862941,3.203645498307307,1.2317899467339322,0.2,Iris-setosa
+75,4.906839230040191,3.0802606401697954,1.498432587789837,0.10000009496869089,Iris-setosa
+76,6.684387953399339,2.993920679705438,5.00182389435238,1.696076791327338,Iris-versicolor
+77,6.885328998225962,3.197824022989897,5.703814676506381,2.299363216069679,Iris-virginica
+78,5.3576407842831335,3.411358069397744,1.6987200288856945,0.2,Iris-setosa
+79,4.4,3.161521727007309,1.280465960206168,0.2,Iris-setosa
+80,5.023307424128723,3.516211803594208,1.333284551733185,0.31421993030213,Iris-setosa
+81,5.237157238578987,2.8217688055384955,4.191998888093211,1.439183148523204,Iris-versicolor
+82,6.883570943002617,3.007952713425782,5.557386311781731,2.1499803102719723,Iris-virginica
+83,4.987915733058768,3.1978249093751074,1.2337386392828682,0.2,Iris-setosa
+84,6.538001146075988,2.7641179718193416,4.946927735959769,1.539581655679334,Iris-versicolor
+85,7.699998126572192,2.773371932520781,6.699998441361881,1.9878471922138088,Iris-virginica
+86,5.6794710608963666,2.740147324812848,4.207527770586987,1.3149381659352384,Iris-versicolor
+87,6.8636132303390704,3.2334056213434703,5.712286408872193,2.267294154054707,Iris-virginica
+88,6.0230560009650675,2.2,5.0084193702415,1.4932060541328813,Iris-virginica
+89,4.40000046666071,3.194952849449522,1.3100873691031254,0.2,Iris-setosa
+90,4.634695133188744,3.196427274954743,1.37240264849436,0.2,Iris-setosa
+91,6.467987168899945,3.1982484457659006,4.47874310332539,1.4874055670325863,Iris-versicolor
+92,6.228165942935181,3.128448097574778,4.466951746991658,1.5169330097743619,Iris-versicolor
+93,4.617565712076917,3.205301828019508,1.3883942176871906,0.2,Iris-setosa
+94,6.2913282481665185,2.851124210940376,5.093463861962254,1.532423665548841,Iris-virginica
+95,5.581741309230984,2.6673885229153984,4.216675197141816,1.2758841565944936,Iris-versicolor
+96,4.981908371688383,3.1918763979044824,1.2160647764421924,0.2,Iris-setosa
+97,4.635558050334062,3.401873304295737,1.4004423285009826,0.3105956435213573,Iris-setosa
+98,6.31085280197739,2.8256901455514263,5.163447379947081,1.5276881006096257,Iris-virginica
+99,6.632178225125209,3.031749782235957,4.40756500868211,1.409271497769639,Iris-versicolor
+100,6.885125431903845,3.0079609616645446,5.555928479939163,2.104058457736114,Iris-virginica
+101,4.900251650628856,3.0902312876534275,1.4990938215062657,0.1,Iris-setosa
+102,4.602842153736455,3.580535216507353,1.0000003769009438,0.2,Iris-setosa
+103,5.872072060805216,3.0036887611352343,4.239081246987554,1.5012715279433926,Iris-versicolor
+104,5.1054636400927835,3.825168140799471,1.597169449827421,0.2,Iris-setosa
+105,5.09737732090621,3.805922949691183,1.6026925985152396,0.2,Iris-setosa
+106,6.308571916569148,2.4985008987877504,4.90691911667148,1.4989387916436225,Iris-versicolor
+107,6.278431215505294,2.46457441089707,5.001413835145265,1.912504107272072,Iris-virginica
+108,5.578489060805605,3.008220184545612,4.108701601859621,1.3054442819655545,Iris-versicolor
+109,4.908337237525014,2.3967758258819405,3.3558864059716997,1.0476201450815523,Iris-versicolor
+110,6.7923884090107975,2.9977108473979057,5.514504154800949,2.0935812737556416,Iris-virginica
+111,5.688261012093251,4.399999244575379,1.495561819049462,0.44521923652953144,Iris-setosa
+112,6.006438963199676,2.2000002944301706,5.023204292312427,1.5038018901657637,Iris-virginica
+113,6.858820720996039,3.024356774259668,5.586147777376792,2.1240807536205124,Iris-virginica
+114,6.58024814257416,3.3138903681204304,5.605436975824571,2.3072441296089568,Iris-virginica
+115,6.7084678264621,3.281949547826325,5.681052724912891,2.499999498226318,Iris-virginica
+116,6.656498081605421,3.3441129195249277,5.7011538755960345,2.130473372965522,Iris-virginica
+117,5.51420521296852,2.6317080513730073,4.386898480555618,1.2584911740533848,Iris-versicolor
+118,5.777827918629951,2.6986601092144458,5.111254973767311,1.8947212039947852,Iris-virginica
+119,4.893307250567735,3.0953059232694233,1.4964807985742015,0.10000009214194322,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/22/test.csv b/iris/tab_ddpm/6_1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/22/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/22/train.csv b/iris/tab_ddpm/6_1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/22/val.csv b/iris/tab_ddpm/6_1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/22/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/23/synth.csv b/iris/tab_ddpm/6_1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..14031d65fc1b863ee9c5f35fc034de444e485d27
--- /dev/null
+++ b/iris/tab_ddpm/6_1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.014660480236548,2.7027278074585155,5.091666253604519,1.5996278886849165,Iris-versicolor
+1,6.645016176984211,3.1258888164607885,4.417777240870871,1.425897796135553,Iris-versicolor
+2,6.021425961222221,3.4001157540916838,4.503415029107461,1.6085958044224444,Iris-versicolor
+3,4.4000007537568155,3.190240922880374,1.3103637622101334,0.2,Iris-setosa
+4,7.332959955253042,2.8959262782122135,6.33795408436667,1.7866815707810355,Iris-virginica
+5,5.908545068627758,3.2099436072262533,4.794264559433905,1.8117035102600973,Iris-versicolor
+6,5.503310894166078,4.195334582013511,1.398870758486782,0.2,Iris-setosa
+7,5.893893487105752,2.9888044208919067,5.093508468214567,1.7894131825659778,Iris-virginica
+8,5.687506593193728,2.4892112415623187,5.023393816200698,1.9973072133438363,Iris-virginica
+9,4.98801330947045,2.4474895708882656,3.2164908013221085,0.9726796251841618,Iris-versicolor
+10,5.107421844644143,3.638430265086027,1.4944434348626294,0.4028446126343588,Iris-setosa
+11,5.417697586451888,3.0035387074052697,4.568566402767382,1.4915195678127695,Iris-versicolor
+12,4.6097348866661525,3.5969651109463943,1.0,0.2,Iris-setosa
+13,5.226026755103673,3.525091371480205,1.5310659027361615,0.2,Iris-setosa
+14,6.684359529030415,2.9886516045026235,4.996669462975493,1.704176069145078,Iris-versicolor
+15,6.029534461847692,2.2,5.00715118588669,1.5075101579684906,Iris-virginica
+16,6.678114259988295,3.2901486158024738,5.68802188650239,2.0903953759578906,Iris-virginica
+17,4.4,3.2195298357842743,1.289625297416612,0.2,Iris-setosa
+18,6.699367294139868,2.9999851071520127,4.989022871512031,1.7167101591822194,Iris-versicolor
+19,6.312092898201598,2.576306298085857,4.967806381283833,1.8715127441877746,Iris-virginica
+20,6.48463432695138,2.942989641783241,4.348902428711256,1.3564656801309718,Iris-versicolor
+21,5.903470529444124,2.9959098808407787,4.209632822749925,1.4941386161107792,Iris-versicolor
+22,4.900895941571001,3.0081073176857793,1.3991759335566525,0.2,Iris-setosa
+23,4.400000582921687,3.2050200224152543,1.282127236870556,0.2,Iris-setosa
+24,5.205272134017396,2.6609692366643376,3.844315958233988,1.3749387824914654,Iris-versicolor
+25,6.673403847653375,3.294726762633929,5.685220280996242,2.086735166407088,Iris-virginica
+26,6.4818137598342735,3.195498961819818,4.461695640407944,1.4811556161332533,Iris-versicolor
+27,6.6829481578153835,3.006681978869178,4.970660328689459,1.6721545879083672,Iris-versicolor
+28,5.099806321874899,3.4932654401654983,1.3813042052087434,0.30694185532699514,Iris-setosa
+29,5.894089392205452,3.0028507683523866,5.109637367013221,1.7880320960188403,Iris-virginica
+30,4.4,3.1900710775535224,1.2951294562516116,0.2,Iris-setosa
+31,5.0712223404491485,3.4957545829262076,1.3468216888219775,0.30262120296535516,Iris-setosa
+32,4.604307951705811,3.4024877580977533,1.4071245791770766,0.3122782068639746,Iris-setosa
+33,6.746643539906034,3.1004277520179793,4.355381716686505,1.3903137411467499,Iris-versicolor
+34,6.7184715557013925,3.2931960472703943,5.741565995324267,2.4999995207440557,Iris-virginica
+35,6.290263153247806,2.726268724114887,4.901007699915548,1.8080468679939443,Iris-virginica
+36,5.014819160538118,3.521946703225,1.326105402588009,0.30427066308657263,Iris-setosa
+37,4.592070531092125,3.599595293525225,1.0000004344423727,0.2,Iris-setosa
+38,6.912171705128084,3.188651168948096,5.660158379713868,2.2945058657200965,Iris-virginica
+39,5.102241986675445,3.4048748546454153,1.496047718807928,0.2,Iris-setosa
+40,5.697705529047635,4.399999285059098,1.4891713539636537,0.37686440910639996,Iris-setosa
+41,4.400000548847892,3.189831034981797,1.313821375566479,0.2,Iris-setosa
+42,5.12878917112907,3.543073515988089,1.4224511381156741,0.3076833705812973,Iris-setosa
+43,5.090460737650352,3.729503469813664,1.5945950963261948,0.2,Iris-setosa
+44,4.992787896682107,3.491579069490941,1.329096375920452,0.3004612960409075,Iris-setosa
+45,5.991185552019131,2.9877969179409267,4.908018735747799,1.784445230795781,Iris-virginica
+46,5.890484959341036,3.1971384463772745,4.805778914098516,1.802489947394598,Iris-versicolor
+47,5.503398190295719,2.8357249464329835,4.124661542053273,1.3165920115572636,Iris-versicolor
+48,4.499971982039624,2.3055461523938665,1.309113825540467,0.29333499233459087,Iris-setosa
+49,5.502893303486102,4.190135373109269,1.4006566866449213,0.2,Iris-setosa
+50,5.8837418186346655,2.9826519832294847,4.2133024946893025,1.4894660407321387,Iris-versicolor
+51,5.958500324961927,2.9983329826281455,5.011621886464091,1.8096723046894818,Iris-virginica
+52,6.38888345353594,2.7126502699840644,5.285140809297528,1.8928015256868735,Iris-virginica
+53,4.49737018032886,2.2969122519694194,1.2866762877386482,0.2907458692107987,Iris-setosa
+54,6.313033072813947,2.4670398703176977,5.020321761890109,1.9022816329010166,Iris-virginica
+55,5.869822879612083,2.9968364322306673,5.020194077991483,1.795973313166218,Iris-virginica
+56,5.806699538478842,2.6990447761067404,5.1140648767292145,1.8946914448296055,Iris-virginica
+57,4.600811039102961,3.3956679724663523,1.4001083427677132,0.3040065055221456,Iris-setosa
+58,4.502976264079517,2.3058524936715408,1.298003181107993,0.2925005060831073,Iris-setosa
+59,5.974408400828695,2.70914358836954,5.079346099006127,1.6144847127587643,Iris-versicolor
+60,5.775835969128999,2.619414096750955,5.058385936532611,1.940941250082713,Iris-virginica
+61,4.906759127857633,3.1195033498351226,1.5072025482511784,0.1000001213093377,Iris-setosa
+62,6.316523288989834,2.821433975466954,5.0734689126156,1.485500959192807,Iris-virginica
+63,6.296978044328632,2.5046819205500506,4.981742171616251,1.8977789091922652,Iris-virginica
+64,6.1045039405526405,2.674894071989801,5.0607441146396095,1.6165475207793112,Iris-versicolor
+65,5.99671407201071,2.998482190152196,4.758819941414036,1.796317009221237,Iris-virginica
+66,5.121646771799578,2.499587309848833,2.886244640990794,1.0741119637386598,Iris-versicolor
+67,5.100433315096726,3.806000341606896,1.602660651452143,0.2,Iris-setosa
+68,6.40505497721748,3.1265959301824573,5.506879671219783,1.8071764409263174,Iris-virginica
+69,5.007955795786873,3.6040628379443866,1.391139357658902,0.2,Iris-setosa
+70,6.479376489003548,2.738604743721328,5.398636146553785,1.905518264297112,Iris-virginica
+71,5.688932661555061,2.5087244715211128,5.0058118069236555,2.011051122371865,Iris-virginica
+72,6.1528613550106614,2.9976851584647424,4.652248595554186,1.404190729445253,Iris-versicolor
+73,6.655676695071332,3.1156526209944433,4.427192214434605,1.4319885015889346,Iris-versicolor
+74,4.874164771671903,2.389344458133554,3.431940076332509,1.0858682837958233,Iris-versicolor
+75,6.406503236319455,2.9047013584751045,4.316057843075855,1.343405380579808,Iris-versicolor
+76,6.894365419504391,3.1502030116568616,5.742387544709147,2.2886813211359796,Iris-virginica
+77,4.4993648410958205,2.2891605904529273,1.2887957506362482,0.30440773824107353,Iris-setosa
+78,6.647596243750573,3.0328648338285746,4.3885167763153845,1.4021696298663096,Iris-versicolor
+79,5.4547874163267895,2.9937809523758,4.545741725225961,1.4892728880749015,Iris-versicolor
+80,5.917064301458191,3.206820738252305,4.837081550349462,1.791280660050688,Iris-versicolor
+81,6.094968627558258,2.6040901307477733,5.588309821079254,1.409714583401688,Iris-virginica
+82,6.736114807278136,3.00129320630751,5.515241485146398,2.077108934002504,Iris-virginica
+83,5.495326924026173,2.5972426749610014,4.360818099475475,1.2579914914972554,Iris-versicolor
+84,5.554633244219254,2.9970105123445254,4.143170516308295,1.3039673435834254,Iris-versicolor
+85,6.424259391061397,3.0654506320227304,5.458199030079087,1.8077686647762203,Iris-virginica
+86,4.593417766862233,3.181607129445662,1.4019190678709936,0.2,Iris-setosa
+87,4.798608068035024,3.3959054501405,1.5874321350460319,0.2,Iris-setosa
+88,5.89712768899003,3.197981555331945,4.841687042301996,1.8073435043444293,Iris-versicolor
+89,7.0125843966701575,3.086870789911556,5.803079166355491,2.2006124466042696,Iris-virginica
+90,6.314030729397166,2.5099371335215452,5.017771488786347,1.9055929789969637,Iris-virginica
+91,6.749008713883554,2.991622612826649,5.5072413446285795,2.0199777641699748,Iris-virginica
+92,5.879607127103861,3.0022880245731027,4.221312234267751,1.4966790959634375,Iris-versicolor
+93,6.000186048161827,2.2,5.024999460951964,1.4936439337349117,Iris-virginica
+94,5.107432744676431,3.7966381072251396,1.8366287412126359,0.5343793340379005,Iris-setosa
+95,4.601717831945655,3.3904900032632836,1.3926472180443492,0.2949814751041573,Iris-setosa
+96,6.092031019156407,2.996436364062818,4.588996449104475,1.3870384368217605,Iris-versicolor
+97,5.64057995821298,2.7200888696882273,4.220847352797178,1.3107565603331222,Iris-versicolor
+98,6.260534200843919,2.7384935761040152,4.889375023479584,1.8007034440769014,Iris-virginica
+99,6.325070875661866,2.7078395460528015,4.919139477562863,1.7825569317846333,Iris-virginica
+100,5.965037025163147,3.0301294351011,5.130205184628949,1.8004098043185937,Iris-virginica
+101,6.040735273113964,2.2,5.026883593286056,1.5027431040393688,Iris-virginica
+102,6.297675580136462,2.6560177105905933,4.908007662701014,1.8185332134373038,Iris-virginica
+103,6.141094914922916,3.0362416125592913,4.620047861419794,1.4273350328538896,Iris-versicolor
+104,5.400989660285566,3.9307009650827673,1.3220070908807493,0.38539706599272705,Iris-setosa
+105,6.699217172248071,3.2828636787962218,5.672567309776683,2.0608568073421085,Iris-virginica
+106,6.812426793644024,3.351073366398514,5.7617328463382576,2.5,Iris-virginica
+107,4.4000005909797295,3.2038949838115145,1.308757561928576,0.2,Iris-setosa
+108,7.359248286660605,2.8905186574353574,6.348467034407912,1.7981925655206255,Iris-virginica
+109,6.317901560026192,2.7819262411041485,5.091994242307139,1.5017845199408044,Iris-virginica
+110,5.05004214170365,3.31964363760261,1.3441279175180267,0.2,Iris-setosa
+111,5.419576388035264,3.921013199219386,1.855971791944334,0.41684975718864603,Iris-setosa
+112,5.226704727807618,3.429544841134231,1.4031529334459047,0.2,Iris-setosa
+113,6.063654352948012,2.7331260918260125,5.104764781715102,1.6055656864874583,Iris-versicolor
+114,6.493590515610533,2.987615044151538,5.487834276883012,1.830932588055287,Iris-virginica
+115,5.052085152789464,3.386728325386161,1.479517651135048,0.2,Iris-setosa
+116,6.664726406010499,3.3029366196528684,5.575033381423499,2.5,Iris-virginica
+117,5.657382074846661,4.399966903031995,1.5164896899718776,0.30785613909514037,Iris-setosa
+118,5.189809005237698,2.6822300767396148,3.7921840814635157,1.3929755737802805,Iris-versicolor
+119,5.49086571231925,2.9923206770976387,4.484280008206663,1.496364225663444,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/23/test.csv b/iris/tab_ddpm/6_1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/23/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/23/train.csv b/iris/tab_ddpm/6_1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/23/val.csv b/iris/tab_ddpm/6_1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/23/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/24/synth.csv b/iris/tab_ddpm/6_1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d1a195362035d2a4a0868c88b81d63e480e7d47d
--- /dev/null
+++ b/iris/tab_ddpm/6_1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.9937785674395245,3.510266148495356,1.321460792126723,0.28919827840491297,Iris-setosa
+1,5.378956737273382,2.9910374209207826,4.492996162070937,1.4969632595334028,Iris-versicolor
+2,6.78485520008644,2.9977628683416735,5.522259933517347,2.111585097929493,Iris-virginica
+3,7.699997889030521,2.776771712715575,6.699996845551336,1.9843513091020797,Iris-virginica
+4,5.394195477120463,2.9953786357572527,4.481293807704852,1.4971497916975336,Iris-versicolor
+5,4.998518471784157,3.569313541422513,1.3885508266558704,0.2,Iris-setosa
+6,5.703588428734774,2.5083902375932943,5.004687827961281,1.9915383213303803,Iris-virginica
+7,7.061975367739924,3.0136685167408697,5.886157456558919,2.12754777294864,Iris-virginica
+8,6.665117236022321,3.0609167706408105,4.373514949602123,1.410253058773503,Iris-versicolor
+9,5.780649671643742,2.944507383089585,4.248672704799211,1.3457793051333915,Iris-versicolor
+10,5.470590691598908,2.4033516872334824,3.6751727593567662,1.0398352178741457,Iris-versicolor
+11,5.455162616077114,2.9341305435893146,4.045033802632233,1.2962924797659974,Iris-versicolor
+12,5.402679908891839,3.3961583228664898,1.8454034289378565,0.2,Iris-setosa
+13,5.662220726088375,3.0073552922651747,4.089067918960193,1.3177932217401147,Iris-versicolor
+14,6.2871125820525995,3.407278783124704,5.604705406045643,2.3913004459191285,Iris-virginica
+15,5.9576164001016245,2.9787513233531544,4.422949047849615,1.4196396925575145,Iris-versicolor
+16,6.540597108096113,2.9399471245045214,5.589326255465902,1.7724814027561078,Iris-virginica
+17,5.480456413322306,2.59278762090537,4.303053592777368,1.234849959075059,Iris-versicolor
+18,5.124712374077035,3.421184272566273,1.447940553213702,0.2,Iris-setosa
+19,5.999468859014816,2.9886436217907084,4.8941656718263555,1.7755311879622595,Iris-virginica
+20,4.599532755746684,3.608796477349959,1.0,0.2,Iris-setosa
+21,5.786970537102684,2.788865538725271,5.103216998947076,2.39716573565054,Iris-virginica
+22,6.418715581668499,3.2059666822138966,4.524367240751082,1.497422326082925,Iris-versicolor
+23,4.4,2.8262653231943746,1.4039582743908827,0.2,Iris-setosa
+24,5.1173713721970575,2.460289596967202,3.1130979803858043,1.1170257186196024,Iris-versicolor
+25,5.312397546940984,3.723975731358123,1.405196135452582,0.2,Iris-setosa
+26,4.9946531601808815,3.187069610669663,1.194653232128515,0.2,Iris-setosa
+27,4.610990350926863,3.584555934296869,1.0000004860076674,0.2,Iris-setosa
+28,6.820707706994042,3.2432968966000875,5.6622930064045605,2.244018214860857,Iris-virginica
+29,4.4,3.219395319138759,1.2864683102178365,0.2,Iris-setosa
+30,5.130349998472687,2.59495652085434,3.177578116566128,1.3249765215543676,Iris-versicolor
+31,4.902684365593749,3.098255215435832,1.491657349813007,0.1,Iris-setosa
+32,6.467321430988855,2.9493180252816518,5.457351608746812,1.7767955283110004,Iris-virginica
+33,5.088765403110798,3.794352391558604,1.5851840633081375,0.2,Iris-setosa
+34,6.772991655228004,3.316112809975036,5.790221801628004,2.5,Iris-virginica
+35,4.989784400254081,3.600557833612225,1.4015725839417654,0.2,Iris-setosa
+36,5.488617907334632,2.582444414207338,4.368984178678002,1.190484271044204,Iris-versicolor
+37,5.475523827964551,4.2003500456057035,1.3913127641665333,0.2,Iris-setosa
+38,5.940321322256466,3.0203750052234746,4.228152442455289,1.528078531104985,Iris-versicolor
+39,5.995522082293911,2.696177753789257,5.108447873515352,1.6123771826610183,Iris-versicolor
+40,6.473856939098647,3.0591870428072703,5.510583460374842,1.7953501062769193,Iris-virginica
+41,6.344276029677113,2.813502496006606,5.085867572339364,1.5172755042948916,Iris-virginica
+42,6.312223959367557,2.8140271955126375,5.083752222851013,1.5125390358256485,Iris-virginica
+43,5.483695383371949,2.4100570716144496,3.732046707298342,0.9637164706967252,Iris-versicolor
+44,6.061406463306486,2.6546364100521576,5.064916908702697,1.6107400122222977,Iris-versicolor
+45,6.076249862507554,2.9981154282344984,4.434345838496497,1.4556868447920182,Iris-versicolor
+46,5.09674889664938,3.3205503847440387,1.748733814558861,0.4347210901176878,Iris-setosa
+47,4.400000643699727,3.1531915691853887,1.3218217674325747,0.2,Iris-setosa
+48,6.340313584978968,2.908202295986658,5.589433065773054,1.7939855367015463,Iris-virginica
+49,7.699998883300886,2.8074497794812108,6.7,1.9921251654173842,Iris-virginica
+50,5.1029926283193925,3.50293059383347,1.408644867764986,0.2966873826399545,Iris-setosa
+51,5.089464399066446,3.4921917456799205,1.3849152055522733,0.30405406228396675,Iris-setosa
+52,5.0847953522970615,3.643304691222021,1.472901881867827,0.426227838124591,Iris-setosa
+53,5.818937851071391,2.7209747042285692,5.096037416664148,1.9023145558391092,Iris-virginica
+54,5.895592963721122,3.188608731213645,4.796004121291131,1.805792973362667,Iris-versicolor
+55,5.914556917727701,2.9667190521216353,5.155406204004154,1.812788783937882,Iris-virginica
+56,5.490238592670015,2.402584080502757,3.8013169849203994,1.0093797049298217,Iris-versicolor
+57,5.478808417492024,2.969589413354599,4.102156734506055,1.313234870229139,Iris-versicolor
+58,5.999461362713715,2.200000404432667,4.9914081234566545,1.502597817506569,Iris-virginica
+59,5.104433114070442,3.3080596222442304,1.781762579799262,0.5019876866062687,Iris-setosa
+60,5.0200774053123896,3.4979465997122112,1.312399219113905,0.30058654994069367,Iris-setosa
+61,6.562327848914079,3.154658900373709,4.45843704926667,1.4546831894028118,Iris-versicolor
+62,5.252259016877582,2.4490554022164446,3.374573478916262,1.0833129831883364,Iris-versicolor
+63,6.3623026484865415,3.227206124529655,4.541209353154869,1.5166984933615746,Iris-versicolor
+64,4.4,3.171884626145833,1.2976551581430948,0.2,Iris-setosa
+65,5.38993839175089,3.8527302059204587,1.3149501405687198,0.38386698977341405,Iris-setosa
+66,5.099232697511444,3.311160495757843,1.6978375337961649,0.5863524879557624,Iris-setosa
+67,5.545395384427249,2.613272654013585,4.252822166180534,1.2802046580767996,Iris-versicolor
+68,6.630954309241173,3.1272393486802623,4.466111551460281,1.4538234893973156,Iris-versicolor
+69,4.950970808958411,3.1930677435312713,1.2856607591341025,0.2,Iris-setosa
+70,5.496053666961633,2.3958307685675617,3.783381053754929,0.9731098961979521,Iris-versicolor
+71,5.095710859076179,3.3086312446501176,1.7088345806157303,0.5337674069582499,Iris-setosa
+72,5.387343952754431,3.886408233657148,1.2972084425378987,0.4309666606145045,Iris-setosa
+73,6.687494407238844,3.3019947674520793,5.654155236979019,2.5,Iris-virginica
+74,7.7,2.7860842188699113,6.7,2.0028927905998106,Iris-virginica
+75,5.775867264337447,2.6980419652478362,5.093850704016892,1.9059648560698206,Iris-virginica
+76,6.256115985020746,3.0802304608633606,5.410712139996858,1.8084751933877798,Iris-virginica
+77,6.00076048546605,3.404445141707626,4.502770824502533,1.6010596238547368,Iris-versicolor
+78,5.171053680880689,3.404017409390406,1.405022974902917,0.2,Iris-setosa
+79,5.798443830907963,2.7473485015704115,5.107938514536526,1.8839162299919887,Iris-virginica
+80,4.400000508385904,2.910776815737993,1.3981868082403317,0.2,Iris-setosa
+81,6.565985684897134,3.3217233246382913,5.706497106744449,2.358303595757123,Iris-virginica
+82,5.093042356431917,3.765768836929457,1.6274405740482094,0.39588143658054464,Iris-setosa
+83,5.508185673798793,2.4011332990382415,3.5574674704376847,1.1058603223057415,Iris-versicolor
+84,6.671570858068215,3.2959152958156026,5.682081609988229,2.5,Iris-virginica
+85,5.643545480544955,2.998957913215852,4.104924314383419,1.3280024876376821,Iris-versicolor
+86,4.817041317079005,3.4096844366046035,1.56450531098923,0.2,Iris-setosa
+87,5.185053750968446,2.6849786399941284,4.025495328735619,1.3944266802294942,Iris-versicolor
+88,5.6292425587468164,3.0070944770125023,4.449864905297828,1.4925097486633774,Iris-versicolor
+89,4.902011279051984,2.999591813721668,1.3902260994712567,0.2,Iris-setosa
+90,6.031414610670342,2.7086889490670485,5.114610576748706,1.5849043713053377,Iris-versicolor
+91,5.400667936334367,3.869000787159456,1.3149847409068545,0.3965256782244275,Iris-setosa
+92,6.2082274444711505,2.88427653609101,4.9100448582880345,1.763608063752055,Iris-virginica
+93,5.102042044141044,3.3934498042188053,1.500523529973405,0.2,Iris-setosa
+94,5.887608881166535,2.9842899747883074,5.11115985244011,1.7843798001374047,Iris-virginica
+95,5.205919173413354,2.7062689890844607,3.6039752650315195,1.4046657084451117,Iris-versicolor
+96,6.464711357859219,2.997499329915952,5.502496963450579,1.8066057487886809,Iris-virginica
+97,5.153888662938212,3.395750595679385,1.524673572379179,0.2,Iris-setosa
+98,5.492095629383103,2.9962766243517476,4.4725530949975765,1.4849873230447175,Iris-versicolor
+99,6.68750224478819,3.277264900011287,5.652458182428497,2.499999530557437,Iris-virginica
+100,5.280789498842501,3.446960321385761,1.6165400143482167,0.2,Iris-setosa
+101,5.9541734568837805,2.200000382777737,5.035797955250468,1.5006672740186136,Iris-virginica
+102,5.016146979319241,3.3749076312292847,1.5036028489013977,0.2,Iris-setosa
+103,5.705110764874248,2.4649316904741974,4.998450697176182,2.0082401201832973,Iris-virginica
+104,6.737124877584817,3.3099121604325883,5.741303780196776,2.4999995358658564,Iris-virginica
+105,6.681681465019852,3.0847692883280815,4.397712888802066,1.3929503282052622,Iris-versicolor
+106,7.699999055902695,2.789526133248264,6.7,2.009796151599718,Iris-virginica
+107,5.49018809364942,2.398419881230983,3.68548637950946,1.0119071037847316,Iris-versicolor
+108,6.351639596731433,2.537090720855142,5.039001516317216,1.9291636788594813,Iris-virginica
+109,4.8082235075212605,3.418427097659608,1.6043345720591893,0.2,Iris-setosa
+110,5.116160158963964,2.502014023034309,2.9454313111534494,1.0171757664698942,Iris-versicolor
+111,4.979628588005763,3.4849825395036174,1.2932620420590586,0.293775345836481,Iris-setosa
+112,7.699998524554281,2.802300852833175,6.6999983577289015,1.9849306527344226,Iris-virginica
+113,4.88046672623948,2.3834406405414676,3.3102662045319096,1.0102122372551758,Iris-versicolor
+114,4.4,2.89641880941517,1.4048438449357166,0.2,Iris-setosa
+115,5.52504821598047,2.6170085904915985,4.392802205638538,1.2311906142617954,Iris-versicolor
+116,5.752108268012008,4.4,1.514316314198066,0.3858182177836292,Iris-setosa
+117,4.4,3.1989448219570322,1.3164875468700354,0.2,Iris-setosa
+118,5.444765469190211,2.4100956395434006,3.586317139984554,1.1538336160731064,Iris-versicolor
+119,5.583952427201402,2.6893943566001886,4.272246311317751,1.2873154052705864,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/24/test.csv b/iris/tab_ddpm/6_1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/24/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/24/train.csv b/iris/tab_ddpm/6_1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/24/val.csv b/iris/tab_ddpm/6_1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/24/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/25/synth.csv b/iris/tab_ddpm/6_1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0db76880ccafde03a3a0059dbc18bc9dd4ad73b9
--- /dev/null
+++ b/iris/tab_ddpm/6_1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.247059087413966,3.539437237101025,1.513449455857954,0.2,Iris-setosa
+1,6.319055627530577,2.2767488833063534,4.427212076454781,1.301637132606411,Iris-versicolor
+2,4.582687658895838,3.600539083164349,1.0,0.2,Iris-setosa
+3,7.7,2.7836324994594834,6.7,2.020720624075714,Iris-virginica
+4,5.995866926059657,2.991375009056988,4.906732934452241,1.7847275487006984,Iris-virginica
+5,6.212505838013595,2.9735482049511046,4.531105643864064,1.3746669216087217,Iris-versicolor
+6,6.890708062750645,3.0120008073196067,5.583130864490606,2.110077690609674,Iris-virginica
+7,5.1399917669094215,3.4315945998618056,1.4712251587377814,0.2,Iris-setosa
+8,5.0991536032259095,3.8402178622094416,2.0701529252655106,0.46347354484223735,Iris-setosa
+9,5.800985877224405,2.7895669609156393,5.087057998004806,2.406239341780374,Iris-virginica
+10,5.1989939470645385,3.4141673696491845,1.4059691581829015,0.2,Iris-setosa
+11,6.291874612369423,2.2976779314069367,4.417497218093222,1.2826832394233565,Iris-versicolor
+12,6.71885297940498,3.1010846791555102,4.4236392081105596,1.4008261170136709,Iris-versicolor
+13,7.7,2.7795715265560315,6.7,2.0405005818289377,Iris-virginica
+14,6.694510417626854,3.2869070292665605,5.7041232299588245,2.5,Iris-virginica
+15,6.683689297421931,2.9984919357826887,4.97652408543123,1.6980893282904739,Iris-versicolor
+16,6.840964957061687,3.224166130149504,5.689149907856074,2.280893694733132,Iris-virginica
+17,6.944956262509669,3.1721288573332798,5.7869541921409295,2.295297028827156,Iris-virginica
+18,6.316609384249822,2.499371773061199,4.854902302193025,1.4795053879739817,Iris-versicolor
+19,6.771249244934271,3.0068033597785004,5.53905499511566,2.0529683437082324,Iris-virginica
+20,6.409202230566234,3.0737293465734012,5.500157495273613,1.8124314943363542,Iris-virginica
+21,6.755936698659582,3.292208851056295,5.69358917876701,2.127214868097692,Iris-virginica
+22,5.581200954225494,2.9825052979721294,4.105660244250846,1.307560315275768,Iris-versicolor
+23,6.696135523428366,3.279198955736902,5.808437749158064,2.5,Iris-virginica
+24,4.56604964093749,3.370069732657666,1.400932927161305,0.3051299170033426,Iris-setosa
+25,7.7,2.826366735705434,6.7,2.0070232885409864,Iris-virginica
+26,5.377992788942384,2.9840079097496637,4.48780538927729,1.4925543863107393,Iris-versicolor
+27,5.485369601702189,2.4026528654663757,3.8371451341273666,1.0232205097783533,Iris-versicolor
+28,5.470064356588087,4.175612500388667,1.3983680469334605,0.2,Iris-setosa
+29,7.7,2.8186652006167363,6.699998749080706,2.0057872633680476,Iris-virginica
+30,7.289776837531606,2.885527020383383,6.267898464665093,1.8001804528008865,Iris-virginica
+31,7.699998664386603,2.804163536232988,6.699998512733375,1.9958333858698967,Iris-virginica
+32,5.064469363047173,3.5150851004103445,1.3667131702900506,0.3022873593471631,Iris-setosa
+33,5.121252297499085,3.41395245350645,1.5057923300615825,0.2,Iris-setosa
+34,6.289918846453711,2.3025192131741554,4.416878948987565,1.3145594483914163,Iris-versicolor
+35,6.823385631289148,3.0044233950465764,5.519095683380164,2.1231691150582623,Iris-virginica
+36,5.367411039016919,3.91032695755095,1.3029411896659004,0.39077006475879494,Iris-setosa
+37,5.1176224155663315,3.3049480924762573,1.8017622117208858,0.5010600863383494,Iris-setosa
+38,6.3322586247093025,2.2984128665090604,4.395757445081251,1.2967496341208502,Iris-versicolor
+39,5.798898339267655,2.716002124922288,5.08924338911946,1.8894654129065251,Iris-virginica
+40,6.286498020171756,2.6309634161039224,4.951190653388813,1.8502517713274587,Iris-virginica
+41,6.464051038641433,3.171509371555449,4.472023104405917,1.4861186523682208,Iris-versicolor
+42,5.13827369997989,3.461594678459988,1.5018366805015992,0.2,Iris-setosa
+43,6.299170746423298,2.5074922795623493,4.908565442732266,1.516792259592606,Iris-versicolor
+44,5.28013990206737,3.599516909207496,1.5075782605076342,0.2,Iris-setosa
+45,7.699998603630491,2.8170443958706968,6.699998501685423,2.0257948785106885,Iris-virginica
+46,5.067711466615806,3.771773659732509,1.6298319267997885,0.2,Iris-setosa
+47,4.804618607793858,3.384605528655621,1.5889870509199722,0.2,Iris-setosa
+48,5.201164809577791,2.718969302131861,4.019142626552953,1.405996569499487,Iris-versicolor
+49,5.362075378917095,3.462394835243737,1.6601911095707065,0.2,Iris-setosa
+50,5.087229963406424,3.7747524355545488,1.6959181041057163,0.3845289667402598,Iris-setosa
+51,6.295840025931721,2.7914563310724128,5.101459876737842,1.5223967402459238,Iris-virginica
+52,5.0901455310712995,3.7494435614472694,1.6750640534670922,0.39972913440412017,Iris-setosa
+53,6.652493734392391,3.2778452719912194,5.625071065538227,2.4999994247873474,Iris-virginica
+54,5.011268515567517,3.3121489412482954,1.4057127982845927,0.2,Iris-setosa
+55,6.715263826328459,3.2893632749835913,5.728332611991277,2.4999994864585573,Iris-virginica
+56,6.477172474987425,2.964720599361782,5.5274565409190926,1.8108277594237066,Iris-virginica
+57,5.499957618171223,4.217038844435877,1.3763183432655524,0.2,Iris-setosa
+58,6.548250122160778,3.1465608659335076,4.4779984024090025,1.4687966552716092,Iris-versicolor
+59,5.498844454702772,4.184710054444533,1.3940657005931354,0.2,Iris-setosa
+60,5.096756118792598,3.508239543619531,1.391950659104719,0.30038013966208166,Iris-setosa
+61,6.68409534386938,3.29057691151041,5.653358420448799,2.499999046103983,Iris-virginica
+62,5.380328613024102,3.8929694747244894,1.2845891479363383,0.3942669121330441,Iris-setosa
+63,6.693722399074537,2.9959761956143045,4.991354721806212,1.7070035183553083,Iris-versicolor
+64,6.269213354211612,2.7575123349050554,5.155772365968775,1.4888660614853093,Iris-virginica
+65,6.7201568721912235,3.318492216048281,5.747463576810159,2.499999311592416,Iris-virginica
+66,6.39858999651185,3.0954228721849004,5.496285280237036,1.8016319960273215,Iris-virginica
+67,4.628995677376549,3.5935520277602953,1.0,0.2,Iris-setosa
+68,6.796383274420711,3.2912407974792,5.692866597452792,2.499999497014167,Iris-virginica
+69,6.2893958034618445,2.505081810227222,5.002610981693334,1.8913063423192813,Iris-virginica
+70,5.206500960008059,3.6923146156028053,1.53069779385946,0.2,Iris-setosa
+71,6.699709137370827,3.0936953549808806,4.39288735307638,1.4107099145229638,Iris-versicolor
+72,5.1345626177999915,3.3109029773774727,1.9299501352646509,0.5364017820222986,Iris-setosa
+73,5.3111861015991995,3.8652794431777613,1.6980005802793092,0.3939345690769327,Iris-setosa
+74,4.892847209641991,3.086258795419203,1.4971778647993046,0.10000013271343754,Iris-setosa
+75,6.266997030273083,2.5037860107802437,4.918129096921548,1.5028862959147862,Iris-versicolor
+76,5.2065345547581625,3.4158077952695187,1.3954633614923566,0.2,Iris-setosa
+77,6.407223312581095,3.0859471950659008,5.516586301336118,1.7741220122754986,Iris-virginica
+78,5.858931915725582,2.913329252229546,5.1304327029821835,1.8287595341708884,Iris-virginica
+79,6.472119956239812,3.1746012385929046,4.511853310226217,1.4891981587593568,Iris-versicolor
+80,6.284660986797235,2.5054071046555046,4.900424976672203,1.5019602106662053,Iris-versicolor
+81,6.698066575374748,3.281471094862342,5.719793855092835,2.5,Iris-virginica
+82,6.307426687343145,2.5187535805846184,4.999586715451262,1.9029276200064154,Iris-virginica
+83,4.912320553433824,2.3884525184555643,3.149899299233137,1.0022387667899797,Iris-versicolor
+84,6.105034388779656,2.6033705569189225,5.653928473429973,1.3873160259127135,Iris-virginica
+85,6.5611577723595795,2.9921283184812277,4.368742640176711,1.3927791605558806,Iris-versicolor
+86,6.132987014439919,3.310733855759799,4.532782468894506,1.5743178163998723,Iris-versicolor
+87,4.961117864501558,3.27142170565392,1.4117033691818575,0.2,Iris-setosa
+88,7.699998965210729,2.8166674007702457,6.7,2.06147217263698,Iris-virginica
+89,6.999204784881272,3.003667928935733,5.672600435993796,2.0968101663074434,Iris-virginica
+90,5.993810371546078,3.368070581618363,4.580398679593685,1.612074900431606,Iris-versicolor
+91,5.0962359637128865,3.7834160022092287,1.8501909450128609,0.5219164467926481,Iris-setosa
+92,6.755680716986661,3.306140676604385,5.754953351131745,2.5,Iris-virginica
+93,5.4097181018080995,3.8860592916141514,1.3162192446808252,0.37918437651460274,Iris-setosa
+94,6.302798977246864,3.4016286310460924,5.611504504513484,2.399435390124327,Iris-virginica
+95,5.445454502958294,4.065644969161922,1.297067948932098,0.27798987330205993,Iris-setosa
+96,5.116334187821775,3.770474502420502,2.172646492613793,0.39110707772988396,Iris-setosa
+97,4.896760842649736,3.010625692740911,1.3932987043574365,0.2,Iris-setosa
+98,5.880329930991706,2.9887258865374693,5.0458976088367455,1.8129679768777485,Iris-virginica
+99,5.226913182993762,3.507365764782736,1.5065912350951007,0.2,Iris-setosa
+100,6.795267161442419,3.0059619020454416,5.494878329918204,2.0865204532955524,Iris-virginica
+101,5.532566383109167,3.00795867430075,4.508562797667344,1.5076426233513058,Iris-versicolor
+102,5.497550073738308,2.4068732541326536,3.708240618916342,1.0624467788656042,Iris-versicolor
+103,5.992558663111401,2.730047883046401,5.096615793248335,1.59986350450699,Iris-versicolor
+104,5.312771159504848,3.839684241321978,1.6521395160066166,0.373643191886477,Iris-setosa
+105,5.964494562141013,2.200000331155109,4.9865401258956314,1.4937250043013632,Iris-virginica
+106,5.096143182082352,3.8048958977595833,1.7998280576240877,0.3775153194070743,Iris-setosa
+107,4.990877458155121,3.2815187609232095,1.401381855302404,0.2,Iris-setosa
+108,4.90605764441751,3.0043274320423596,1.4003554466373038,0.2,Iris-setosa
+109,5.417688033317882,4.078275072524766,1.4323367212587088,0.2,Iris-setosa
+110,5.189480818279762,3.4183585340505886,1.402692951402577,0.2,Iris-setosa
+111,5.263312033103744,3.540604673533575,1.504988812150667,0.2,Iris-setosa
+112,5.77986785347453,3.01355607991846,4.47051520461886,1.503509870298712,Iris-versicolor
+113,5.738936296819264,2.560103272475079,5.038401790314487,1.9692327431304133,Iris-virginica
+114,6.280366715032593,2.8733133309179095,5.624380547553317,1.802707554946092,Iris-virginica
+115,6.714876629392174,2.985688526819354,5.001703536801972,1.7257509733279495,Iris-versicolor
+116,5.395350832074801,2.954967240987283,4.408623618991884,1.4717476981222357,Iris-versicolor
+117,5.251606936786743,2.74832388284834,4.0772142435746375,1.4137106771883934,Iris-versicolor
+118,5.485873564081329,2.9983557076366187,4.498204370125812,1.5014895629017708,Iris-versicolor
+119,5.899146434024717,3.0084072030298246,5.059948644581554,1.8101240665004998,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/25/test.csv b/iris/tab_ddpm/6_1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/25/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/25/train.csv b/iris/tab_ddpm/6_1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/25/val.csv b/iris/tab_ddpm/6_1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/25/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/26/synth.csv b/iris/tab_ddpm/6_1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1c736aa272f3f13ff9ed137d8cec90f992cf2d79
--- /dev/null
+++ b/iris/tab_ddpm/6_1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.467353128750694,2.409553849018568,3.4877751113710964,1.0833663905421556,Iris-versicolor
+1,6.684989775577598,3.2994315485057357,5.711378808429275,2.0957687015262745,Iris-virginica
+2,5.416518080181216,2.9953497083040634,4.503571702262125,1.4979318530008494,Iris-versicolor
+3,4.4,2.8966416692544614,1.4001557811472143,0.2,Iris-setosa
+4,6.373549010871382,3.3742358043306013,5.610171725210701,2.4004241651942007,Iris-virginica
+5,6.8316945014751935,3.2168338118752873,5.698545658643095,2.2769418982078404,Iris-virginica
+6,6.409634235778138,3.3693321198420434,5.611430968361283,2.3825075290847604,Iris-virginica
+7,4.4000005280860846,3.187384822755121,1.3218414839149233,0.2,Iris-setosa
+8,6.302286466535634,3.405212018452249,5.676497978612224,2.3958695341375824,Iris-virginica
+9,5.10176581995244,3.6936518732862282,1.523136613271144,0.3934927163559282,Iris-setosa
+10,4.4,3.144615673418051,1.3064678833100785,0.2,Iris-setosa
+11,6.296584850552179,2.2997568676169418,4.401992112875223,1.3115887808095916,Iris-versicolor
+12,5.0909426463723735,3.311736315113114,1.6875269931195034,0.44590490091202306,Iris-setosa
+13,4.992141982526329,2.447810264361908,3.3039223627045002,1.0801760526484365,Iris-versicolor
+14,5.188643953739036,3.4941422723810773,1.4990151716753584,0.2,Iris-setosa
+15,5.5208830814475185,4.188604632866456,1.3964225701681432,0.2,Iris-setosa
+16,5.074459254648071,3.494983098872935,1.3742655729863806,0.293328512200136,Iris-setosa
+17,4.4,3.119126256561994,1.3165184604285745,0.2,Iris-setosa
+18,5.23415499059714,2.773234703648473,4.036370721164073,1.4343672932147395,Iris-versicolor
+19,4.617975981748253,3.2058423182098714,1.4081157591113833,0.2,Iris-setosa
+20,6.009707768500793,2.9921658215379883,4.709970936482597,1.8046453932357902,Iris-virginica
+21,5.091518392671191,3.7931451211014626,1.6054458750787002,0.2,Iris-setosa
+22,4.610964053856495,3.5883215045196084,1.0,0.2,Iris-setosa
+23,6.409339554861043,3.0899405095756607,5.489433838115731,1.8027671813123594,Iris-virginica
+24,6.53049502900696,3.035313309115611,4.443669540603323,1.398132283056453,Iris-versicolor
+25,6.872063551306687,3.217647128018198,5.697774148629369,2.308833370825016,Iris-virginica
+26,6.276279198957327,2.300624930306724,4.375380952248795,1.3011100551895582,Iris-versicolor
+27,4.57931174153256,3.195874059798673,1.4047842241505601,0.2,Iris-setosa
+28,5.415088090571864,3.885133844764229,1.3000710131720363,0.3877783843096487,Iris-setosa
+29,4.609490266037741,3.602189201604483,1.0,0.2,Iris-setosa
+30,6.120790665215822,2.6841179151274805,5.046453583132108,1.5648674613364721,Iris-versicolor
+31,6.300571039771835,2.73789728520794,5.184161399232669,1.518954768057085,Iris-virginica
+32,5.738817449648419,4.4,1.5048866557736185,0.6366390118539349,Iris-setosa
+33,5.031144957003421,3.252244473180757,1.260361223409567,0.2,Iris-setosa
+34,6.485269559627745,2.937625753874876,4.3641612001198995,1.3463646886001415,Iris-versicolor
+35,6.088986709382819,2.5965585847894754,5.586937744856087,1.4095034221180418,Iris-virginica
+36,4.7008365368199705,3.2463293005669986,1.3815878076377137,0.2,Iris-setosa
+37,5.822013730367466,2.816748448416169,5.114083896682405,2.406908731507618,Iris-virginica
+38,5.402118572772179,3.88240587747468,1.2875495352573818,0.3836439336256998,Iris-setosa
+39,6.400683476993334,3.138978805796507,5.489536388620434,1.8228921036429775,Iris-virginica
+40,6.815767829069075,3.243383755616458,5.667892691342236,2.2466890289332153,Iris-virginica
+41,5.976933442256735,2.2,4.9918442408656984,1.4803189716303926,Iris-virginica
+42,4.614067337839972,3.40208940297447,1.3925494189120167,0.30938645212064825,Iris-setosa
+43,6.288552920245685,2.772140085290082,5.070632831020706,1.4751945502322195,Iris-virginica
+44,6.294985594978121,2.7937643713381144,5.095617847839745,1.4962363872239066,Iris-virginica
+45,5.092228340672353,3.7596497326562983,1.5638788018659926,0.2,Iris-setosa
+46,5.765964576050248,2.6129253920137034,5.05922080417511,1.9215466306258981,Iris-virginica
+47,4.993034577059467,3.1919282958458823,1.20996505317281,0.2,Iris-setosa
+48,5.996954327104013,3.4064565058640066,4.5331651115285085,1.6154507066814883,Iris-versicolor
+49,5.871023307717151,2.9983694724353187,5.153730204101031,1.804368396799893,Iris-virginica
+50,6.780150748033851,3.3089602575892223,5.7350986285770915,2.5,Iris-virginica
+51,4.937831674693445,2.4220903563574256,3.2853632100843426,1.0217530711176035,Iris-versicolor
+52,6.295220888450316,2.4690307339521587,4.8286163784693805,1.484833926775489,Iris-versicolor
+53,6.5811676021891,2.979087636104458,4.3727801032173765,1.3672445888517462,Iris-versicolor
+54,4.869822832308088,2.389559691561403,3.274414609862229,1.0322883053132363,Iris-versicolor
+55,4.742529864548913,3.394275898694255,1.580553027070987,0.2,Iris-setosa
+56,4.4,2.8863107000223827,1.4018274673134592,0.2,Iris-setosa
+57,5.522227255338417,2.6275191031637455,4.329255086073229,1.2589673396997507,Iris-versicolor
+58,6.968804732097361,2.99177183988664,5.700439993420655,2.132463079648118,Iris-virginica
+59,5.49955685956021,2.3870514847711406,3.594505773044288,0.986237624424996,Iris-versicolor
+60,4.877061761723574,3.117923399151236,1.492220625188601,0.1,Iris-setosa
+61,6.159156486820143,2.901103262709585,4.828876635566998,1.7836968079105904,Iris-virginica
+62,6.459858651675911,3.17035027377121,4.528931943512409,1.4969307702352999,Iris-versicolor
+63,7.262232667303943,2.915026378353854,6.227568470133784,1.8235981606290272,Iris-virginica
+64,4.863203170250146,2.3954690523878255,3.2261476747090096,0.9135829708952723,Iris-versicolor
+65,6.409249864553894,2.7696889763582155,5.342339562371013,1.8852089828952252,Iris-virginica
+66,6.6853275631128986,3.3065169447645473,5.645353012771131,2.5,Iris-virginica
+67,4.493030469197535,2.303844568185729,1.3148830376938139,0.31099056607593606,Iris-setosa
+68,4.7819974947241715,2.3819841328267244,3.421692577549769,0.9850105292538623,Iris-versicolor
+69,6.367037454398852,2.9781337882561263,5.525439518892742,1.8025987841410103,Iris-virginica
+70,6.932524643854016,3.002900267110393,5.61432951145745,2.0887282122504627,Iris-virginica
+71,5.096759888733957,3.291008014864316,1.687722149299336,0.6140954418213199,Iris-setosa
+72,6.684680452909778,3.001233858941324,5.000429587262819,1.7279534660753715,Iris-versicolor
+73,6.005973848972786,3.404601460555307,4.505884634515089,1.5976654051011818,Iris-versicolor
+74,4.608699079671483,3.5999749695969663,1.0000008386694408,0.2,Iris-setosa
+75,5.002735698258467,3.20189424651067,1.2122518431539735,0.2,Iris-setosa
+76,5.099857801919902,3.4171304479175486,1.510992629814476,0.2,Iris-setosa
+77,5.892162366488698,2.9883423901011454,4.196958141346576,1.4979375694089547,Iris-versicolor
+78,4.58493034306607,3.1890930005751077,1.4035202223878502,0.2,Iris-setosa
+79,4.8920336288823885,3.114696793700894,1.5025389546918708,0.10000010727416377,Iris-setosa
+80,6.762666704408639,3.3110016323919993,5.762413484157956,2.5,Iris-virginica
+81,4.602525924801108,3.6079960042207366,1.0000004877515742,0.2,Iris-setosa
+82,4.902738908378331,3.096550983883011,1.4918485703305377,0.10000014589238154,Iris-setosa
+83,5.09770214915613,3.683840419996905,1.4955159325285081,0.4015827294796923,Iris-setosa
+84,5.5267241566476395,4.1849927623595535,1.400672017011415,0.2,Iris-setosa
+85,6.094656274537787,2.599735647240047,5.585347429591903,1.425160161244163,Iris-virginica
+86,6.336401480374004,2.8039550277959635,5.099305699011557,1.4988309496115895,Iris-virginica
+87,6.298574761462193,2.301273591432342,4.44377463097914,1.3051786241246213,Iris-versicolor
+88,5.108312330551502,3.7875050226676157,2.062980201763148,0.4359758207863286,Iris-setosa
+89,5.772089390155537,2.7064988412917588,5.091426069964752,1.900259682378137,Iris-virginica
+90,5.680603365718577,2.520816946653313,5.015534886007275,1.9957992010975762,Iris-virginica
+91,4.904633336485153,3.084808528023028,1.4956046422214186,0.1,Iris-setosa
+92,7.7,2.7377303253080187,6.7,2.0193295751063896,Iris-virginica
+93,5.001498098734289,2.4545813747447447,2.982505712151677,1.0862879992183343,Iris-versicolor
+94,6.455573556247388,3.078755667968453,5.532160729309514,1.8277459759000851,Iris-virginica
+95,7.699998522928764,2.76581572344458,6.699998607840847,2.0123216516159017,Iris-virginica
+96,6.310070780114288,2.7977042284584983,5.117807805202827,1.5170856335746934,Iris-virginica
+97,5.67084662017592,3.0048232386414258,4.191078495842663,1.3292735394447317,Iris-versicolor
+98,5.200753325023605,2.6655537969610115,4.024051925335398,1.37519356043889,Iris-versicolor
+99,6.252879820027335,2.837264945887366,5.6380028388024375,1.79776581058024,Iris-virginica
+100,6.290087997937608,2.8021673631668995,5.08697585821115,1.5155224920590589,Iris-virginica
+101,4.4,2.903271836512715,1.3918423072429098,0.2,Iris-setosa
+102,6.246490884026263,2.85513083838513,5.653250833286368,1.791699037557716,Iris-virginica
+103,5.716298529429971,2.4974200324360885,4.996654242209307,2.014087417653956,Iris-virginica
+104,6.0026199480001,2.6909990855038037,5.0968283510064625,1.5825406428815676,Iris-versicolor
+105,6.077717013346879,2.613115356636334,5.585432710431452,1.4037707063015308,Iris-virginica
+106,6.030773925522732,2.694886864944979,5.094143710246569,1.573371323273173,Iris-versicolor
+107,4.900989184673741,3.088008532123088,1.4954379513440617,0.1,Iris-setosa
+108,5.895393550048276,3.0035668126691353,5.072170979389101,1.7847421576075355,Iris-virginica
+109,5.350033131565723,3.4323426658049963,1.6684085076188548,0.2,Iris-setosa
+110,4.859232596121279,3.395131956563122,1.609757926427172,0.2,Iris-setosa
+111,6.43435857455739,3.191545599434833,4.492944259100009,1.4894114309192652,Iris-versicolor
+112,6.285186545713283,2.305614609528803,4.421944484047781,1.2927018517799838,Iris-versicolor
+113,6.0040675964707795,3.3912467423287067,4.48779589494274,1.5972974275237948,Iris-versicolor
+114,6.327556839099519,2.9020355851472552,5.629232817699144,1.8128305548174761,Iris-virginica
+115,4.995796247436726,3.1998180280419435,1.2099573421492122,0.2,Iris-setosa
+116,6.347753898687598,2.7175406086937173,5.306902139600253,1.8853865313819314,Iris-virginica
+117,5.10107414337825,2.493301627591876,3.111945824371362,1.0849718724183288,Iris-versicolor
+118,5.039217628311467,2.4869905024547534,2.8503008250957205,1.0560050827419922,Iris-versicolor
+119,4.781136437748205,3.3901002968893166,1.6027463368703696,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/26/test.csv b/iris/tab_ddpm/6_1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/26/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/26/train.csv b/iris/tab_ddpm/6_1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/26/val.csv b/iris/tab_ddpm/6_1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/26/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/27/synth.csv b/iris/tab_ddpm/6_1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7870bad07e63a2dca4a752dd9c65830c5b05bdaa
--- /dev/null
+++ b/iris/tab_ddpm/6_1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.652414659590655,3.2961047028143273,5.716447800181821,2.06207301494805,Iris-virginica
+1,4.8728532963063,3.001684890418912,1.4041762168955858,0.2,Iris-setosa
+2,5.155118234406208,3.4606300124768143,1.5028357803570092,0.2,Iris-setosa
+3,5.647694130236868,2.9987250713695386,4.098934452414173,1.328302212832106,Iris-versicolor
+4,4.915557978834061,3.094078475056522,1.491269934235943,0.1,Iris-setosa
+5,7.067980119202109,3.0017743000159074,5.839656966231217,2.106536009523868,Iris-virginica
+6,4.608528566979283,3.17132179224782,1.3962979246983855,0.2,Iris-setosa
+7,6.280300201215801,2.3012404042299517,4.443319189807938,1.3105194724468556,Iris-versicolor
+8,5.060237968103145,3.512703315506602,1.4030448503368733,0.2992884662023724,Iris-setosa
+9,4.887562763400787,3.099343557531336,1.4978742312938642,0.10000010107886198,Iris-setosa
+10,4.80692007783315,3.399066590607938,1.5921676147772466,0.2,Iris-setosa
+11,4.6001162990581905,3.6195406232406317,1.0000004226984431,0.2,Iris-setosa
+12,5.508956961930193,2.9998589874435515,4.507578815501078,1.4918948869270734,Iris-versicolor
+13,4.604043055643107,3.1959801757405772,1.4014081284683724,0.2,Iris-setosa
+14,6.3776767184775105,2.420734358196999,4.65768849067888,1.4193256328412303,Iris-versicolor
+15,6.33189111254064,2.930148937728099,5.637864955132238,1.819140638403826,Iris-virginica
+16,6.3060675343051935,2.5337630951671066,4.980997364326847,1.8961699453414864,Iris-virginica
+17,6.011719894399481,3.4050302667150922,4.494289202475086,1.6188717719043468,Iris-versicolor
+18,4.4,3.1796303080969053,1.3205888935896264,0.2,Iris-setosa
+19,5.089407181987353,3.2977842757467726,1.6838387472960212,0.41234223348974103,Iris-setosa
+20,5.087054111050883,3.833280635633961,1.6654401171880329,0.21737519537335342,Iris-setosa
+21,6.396907306780151,2.649570962268555,5.244984997050779,1.9067080430269356,Iris-virginica
+22,5.247650732893638,3.523993892885035,1.5216798834145402,0.2,Iris-setosa
+23,5.891959953535143,3.1953536817484736,4.772641785672186,1.7733849405026574,Iris-versicolor
+24,5.908753058286137,3.2081932549866834,4.760451519890787,1.805884796015776,Iris-versicolor
+25,7.7,2.8005412662526865,6.7,1.9878422331184635,Iris-virginica
+26,5.917784522841939,2.9983144293782753,4.202286683209229,1.494607049688463,Iris-versicolor
+27,4.848801596831808,2.400395545412828,3.296675130412367,0.9723516273580594,Iris-versicolor
+28,5.634296394277573,3.002974223094123,4.135664606004936,1.2907165040379422,Iris-versicolor
+29,6.738427147418904,3.291753806610795,5.72241065511935,2.5,Iris-virginica
+30,6.677495199430777,3.314775851162027,5.641911084092383,2.5,Iris-virginica
+31,6.425092487848662,2.713163256933171,5.298814322304057,1.9138075370914382,Iris-virginica
+32,5.500285235985565,2.9276909739416563,4.0554108355566525,1.307494930731866,Iris-versicolor
+33,4.5944580693793,3.3980803675124003,1.4007988763118517,0.3074106169578289,Iris-setosa
+34,5.098101440940588,3.8085295472290106,1.6074270831772222,0.2,Iris-setosa
+35,5.421279838274501,3.929872489300301,1.2995994468572136,0.3868881379229744,Iris-setosa
+36,5.404742664304479,2.99406888875935,4.502244734188671,1.5024227272835236,Iris-versicolor
+37,5.510847552793049,2.5931716605787876,4.429644747572372,1.1130386022910308,Iris-versicolor
+38,6.821776402533835,3.354808479885059,5.748782354976547,2.5,Iris-virginica
+39,6.675205095024132,3.003220415902861,4.966755844579533,1.7004988354165207,Iris-versicolor
+40,5.087330402924972,3.412309209312826,1.5196245656274243,0.2,Iris-setosa
+41,5.915060927074911,3.2063544100122185,4.796732522397578,1.790621582226469,Iris-versicolor
+42,4.990973027564686,3.5143055928622764,1.319004396113372,0.299261261201344,Iris-setosa
+43,7.699998379911127,2.831868217356938,6.699998842344593,1.9922862494244828,Iris-virginica
+44,4.562561513153877,3.3237633969037845,1.3636532415659084,0.23782592821699838,Iris-setosa
+45,6.004144641781168,3.397398702283021,4.4591551247658225,1.578276269139452,Iris-versicolor
+46,7.699998519122987,2.8064124547998217,6.699998516403124,2.011850528510446,Iris-virginica
+47,5.993094763148367,2.701897379724689,5.095430332637526,1.5979083699836958,Iris-versicolor
+48,5.101286298060074,3.643789867048606,1.4756136110170899,0.4562990713277385,Iris-setosa
+49,7.699998827796346,2.790657821576846,6.699998881047169,1.9951273181136222,Iris-virginica
+50,5.018145679010155,3.6023429382474923,1.4011078369802308,0.2,Iris-setosa
+51,7.7,2.7921266009302808,6.7,2.0056535612588773,Iris-virginica
+52,4.927220014843432,2.4175208042570473,3.0122730756755285,1.004238104664906,Iris-versicolor
+53,6.1100927161223355,2.6139286245692697,5.6066512396989685,1.4289943738024478,Iris-virginica
+54,4.6054139205274485,3.384961525713318,1.400558873050222,0.31088471986674365,Iris-setosa
+55,7.699998078759368,2.824197989213578,6.699998459080656,2.023758600500212,Iris-virginica
+56,4.986481383298582,3.1829436851640796,1.253651332524389,0.2,Iris-setosa
+57,5.12322994522696,3.3514138912390683,1.339375507503614,0.2,Iris-setosa
+58,4.593221392276044,3.626969339697639,1.0,0.2,Iris-setosa
+59,6.405827602245322,3.0950580817122484,5.484036733253677,1.8121935875330257,Iris-virginica
+60,6.45113191579287,3.049272193354138,5.490473444968601,1.8046527487360342,Iris-virginica
+61,6.683359769552764,3.276828391927325,5.686362400274493,2.4999994239687013,Iris-virginica
+62,6.6718972336048665,3.10073462065935,4.383266972148197,1.4071083209809958,Iris-versicolor
+63,5.625248498911575,4.399999236535855,1.4974777807912207,0.3694665455675283,Iris-setosa
+64,5.437689596142379,3.37619562874397,2.0053568454856117,0.2,Iris-setosa
+65,5.762016142623058,2.6473308750639037,5.075779778122753,1.9453419498911069,Iris-virginica
+66,6.751487782543796,3.3200299347331192,5.6952337207341746,2.5,Iris-virginica
+67,7.281338825447689,2.8932769201337547,6.290230926939943,1.7922563697910414,Iris-virginica
+68,5.67617359627663,4.399998970944289,1.4951954974102795,0.43604566773264775,Iris-setosa
+69,5.127264743530953,3.600131593476875,1.4407999643371026,0.3546863532258929,Iris-setosa
+70,6.686163971096609,3.0087948583335935,4.999895197630037,1.6906646103712042,Iris-versicolor
+71,5.103731699026221,3.800658195854737,1.6718067730908075,0.37743267648116824,Iris-setosa
+72,5.171936434101741,2.674368721983309,3.754576306757537,1.390754706541173,Iris-versicolor
+73,6.685970707914336,3.308640276082974,5.685166790021851,2.5,Iris-virginica
+74,5.8087823359980995,2.699698331381952,5.153684139986112,1.8938469178217052,Iris-virginica
+75,6.300311671752486,3.408997715271705,5.6086131126330265,2.3793886093038172,Iris-virginica
+76,6.31740606367526,2.9218956619692404,5.6074634162605195,1.7908810967092275,Iris-virginica
+77,5.384228669822829,3.8928299927967567,1.9743799839439096,0.432782080501652,Iris-setosa
+78,6.4680353081812765,2.948577758251865,5.517171958246604,1.7984930048362153,Iris-virginica
+79,4.4000036071020725,3.1727025156921784,1.3494081921021182,0.2,Iris-setosa
+80,5.195821766234152,3.3465873430444497,1.9602533605437635,0.3766949780328519,Iris-setosa
+81,6.033399639314184,3.004063695023516,4.564290407010591,1.3684285285054305,Iris-versicolor
+82,5.4986665965828445,2.5847386279258315,4.379199054959805,1.187223263023196,Iris-versicolor
+83,5.676737090226807,4.399998959436611,1.4951480528532322,0.3937820759646623,Iris-setosa
+84,5.504084633464167,4.2007767161847225,1.3952804785441182,0.2,Iris-setosa
+85,6.046526553508527,3.002714346149889,4.4917443399479104,1.4007214015594769,Iris-versicolor
+86,5.958067398521067,2.9907361533950616,5.260327163260488,1.781332749485015,Iris-virginica
+87,4.905244749966114,3.0228615204883713,1.3909119374455527,0.2,Iris-setosa
+88,4.4,3.0084070542717556,1.3662841734389755,0.2,Iris-setosa
+89,6.296031471538619,2.336447358762386,4.479366566915577,1.3452583142723227,Iris-versicolor
+90,7.7,2.7736583962161996,6.7,2.0466672528813694,Iris-virginica
+91,6.6814009158098715,3.298779206777267,5.668160736749523,2.4999979872404747,Iris-virginica
+92,6.492451530947588,2.9222683880985274,5.004093591081698,1.6282334309395299,Iris-versicolor
+93,5.889681387301419,3.0044034082133106,5.085113578797544,1.799289267240066,Iris-virginica
+94,4.5951958737992715,3.570446375088701,1.0000008537089262,0.2,Iris-setosa
+95,4.50763583427863,2.3029127331143977,1.3111321213875051,0.3056132019971561,Iris-setosa
+96,6.292466010536217,2.3019944006456243,4.389184808960483,1.3042494907781532,Iris-versicolor
+97,6.362080035995511,2.702475735230375,5.131058704762767,1.8608634534354707,Iris-virginica
+98,4.4,2.8708494062904157,1.392689702576615,0.2,Iris-setosa
+99,5.384999745772129,3.4650930720747013,1.6613659217659036,0.2,Iris-setosa
+100,7.7,2.792827144542934,6.7,1.995812797696636,Iris-virginica
+101,6.081184468827594,2.99719636299709,4.482245734543954,1.3943286262014951,Iris-versicolor
+102,6.430558199228238,2.9255014672079986,4.320614394212908,1.3294313162122935,Iris-versicolor
+103,5.017747472066922,3.5838759277691987,1.395379688677584,0.2,Iris-setosa
+104,6.328998904906387,2.486877897428215,5.009912340105977,1.896330993980098,Iris-virginica
+105,5.761328696390365,2.5947363887100177,5.039457638073889,2.1208939367757544,Iris-virginica
+106,5.100709447976103,3.811563565446964,2.0573214998691216,0.4368366779916465,Iris-setosa
+107,5.122393180741379,3.502893153620873,1.4003319173958286,0.2850187924461304,Iris-setosa
+108,6.299888834599934,2.521567479965848,4.912459942797897,1.5042162063956392,Iris-versicolor
+109,5.091891053827284,3.296679242801393,1.7803718597884421,0.4954500193839904,Iris-setosa
+110,6.364636768139495,2.7783693078286658,5.457463806710769,1.8639235012993025,Iris-virginica
+111,5.429175918336051,3.9959456651132634,1.3015681346317498,0.3935525057116076,Iris-setosa
+112,6.4463143524898046,3.0541496097715917,5.508848483013166,1.791205427880462,Iris-virginica
+113,5.711339221351069,4.4,1.5022095444004309,0.396321370112069,Iris-setosa
+114,4.605422150072447,3.188804016127746,1.4053226870702138,0.2,Iris-setosa
+115,4.973817579354956,2.434002794707839,3.23939036140575,1.066032373599676,Iris-versicolor
+116,6.288319138566622,2.3045366004773498,4.42920304999631,1.3009897661285938,Iris-versicolor
+117,5.428320306320483,3.3989351217890578,1.8491898682505354,0.2,Iris-setosa
+118,6.307341425142848,2.52688381708859,4.911839932848283,1.5236528016018036,Iris-versicolor
+119,5.013782109214126,3.497475951152354,1.3389987580152263,0.3230748067938657,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/27/test.csv b/iris/tab_ddpm/6_1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/27/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/27/train.csv b/iris/tab_ddpm/6_1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/27/val.csv b/iris/tab_ddpm/6_1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/27/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/28/synth.csv b/iris/tab_ddpm/6_1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a1b565e77418beed3e9da9274cced4505dfc6020
--- /dev/null
+++ b/iris/tab_ddpm/6_1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.456586160726473,4.044304135692034,1.3375264435645149,0.2972683039140233,Iris-setosa
+1,6.170563018849046,3.0055938478602644,4.583417642030646,1.4095866069050598,Iris-versicolor
+2,5.93485548563886,3.005893480162615,4.9927385847170385,1.791185114672749,Iris-virginica
+3,5.008350414090288,3.3320417957190718,1.4062446081659747,0.2,Iris-setosa
+4,5.311786017655358,3.450927913734775,1.600014214818243,0.2,Iris-setosa
+5,6.331793362457082,2.309511455984706,4.367286407708077,1.303086136858703,Iris-versicolor
+6,5.132741087163115,3.3972127527844727,1.4867861263576818,0.2,Iris-setosa
+7,6.500003903315856,3.021458027670019,5.490078637916937,1.7911070272879188,Iris-virginica
+8,6.011523136261895,3.3760986191022124,4.519058067398597,1.6058393520015795,Iris-versicolor
+9,5.505037007946773,2.401850654065526,3.783610800057213,1.0420515807523327,Iris-versicolor
+10,5.9175413324294315,3.183734170035209,4.853788387955516,1.789328891434956,Iris-versicolor
+11,5.4939458458156185,4.190860021842118,1.3999081448836728,0.2,Iris-setosa
+12,6.830445632028677,3.307700625450367,5.66248541967702,2.499999512995741,Iris-virginica
+13,6.737530438752253,3.3321055605272827,5.697474896849277,2.5,Iris-virginica
+14,6.010789043131417,3.395435387251982,4.516842867461737,1.6205249346017008,Iris-versicolor
+15,6.012454250674205,2.995554310864384,4.888442077930042,1.79638523227766,Iris-virginica
+16,4.835153713206389,3.4189317335058433,1.594140377156935,0.2,Iris-setosa
+17,5.069125320069789,2.4842487872204067,3.2518399478687945,1.1216918422094946,Iris-versicolor
+18,6.301916913082935,2.8054570461115205,5.093110941053172,1.4857163337769803,Iris-virginica
+19,6.469484170391899,3.0355637775349393,5.5248658631208905,1.7963712956843618,Iris-virginica
+20,6.020690642236491,2.2,4.981128113713693,1.4711435310591394,Iris-virginica
+21,7.3374480865801015,2.902586948352882,6.301337432830627,1.7810709411773349,Iris-virginica
+22,7.7,2.8068356721283307,6.7,2.056153509836353,Iris-virginica
+23,6.880846428998805,3.1799428159664966,5.764063256750973,2.2696475355502073,Iris-virginica
+24,5.545333791882562,3.010301317794198,4.563847460765421,1.5054706305802308,Iris-versicolor
+25,5.789567489408986,2.704890031154145,5.095459893602535,1.8935787215943682,Iris-virginica
+26,5.088897731890055,3.3840099977757996,1.423280787220599,0.2,Iris-setosa
+27,5.485014293361428,2.4012057407176446,3.7683318790852507,0.9656876844042003,Iris-versicolor
+28,5.762922326264679,2.5096261633278467,5.010961314386258,1.9919006534979382,Iris-virginica
+29,6.291926916422071,3.4049673712294015,5.633880177597877,2.3985251027971772,Iris-virginica
+30,6.30963476533532,2.51314334186682,4.916337787956715,1.5093239353306773,Iris-versicolor
+31,4.400000600057201,3.1781534943884564,1.3393831955156714,0.2,Iris-setosa
+32,7.304845079741224,2.895078726965335,6.31260226319282,1.8138692280741713,Iris-virginica
+33,6.474381724115436,3.0049326414325757,5.456348580178747,1.7567933416594228,Iris-virginica
+34,5.573486963110018,2.398973097086539,3.704129742204806,1.0009988255302655,Iris-versicolor
+35,5.093942163057019,3.789336820692203,1.6841033619812347,0.39961542287734153,Iris-setosa
+36,5.108719934441462,3.803475707265366,1.6106826362493916,0.2,Iris-setosa
+37,5.239002089942106,3.5238498285367403,1.5125882776199528,0.2,Iris-setosa
+38,5.558740737749023,3.0001129381169918,4.133928129230497,1.3094771418192692,Iris-versicolor
+39,6.007191612751315,2.998831176704406,4.797146804127067,1.7953057126418872,Iris-virginica
+40,5.996060671769268,2.7021443946139616,5.147974340520577,1.628857173564901,Iris-versicolor
+41,5.8467389234564635,2.9920004036174954,4.199707378919982,1.4997675033126348,Iris-versicolor
+42,6.551128958081825,2.9624110699493893,4.367190136097573,1.3996520871275246,Iris-versicolor
+43,5.420440294995088,3.942461499714232,1.2902311814406637,0.41088038665988175,Iris-setosa
+44,5.155525474105264,3.3487183242807332,1.349951191528009,0.2,Iris-setosa
+45,4.623130275913495,3.6020327727179935,1.0000004357914103,0.2,Iris-setosa
+46,5.000346495712389,3.485388646930313,1.3071853207569843,0.2997231530770044,Iris-setosa
+47,5.485385778760637,2.593854530043535,4.329637274611042,1.183218621658412,Iris-versicolor
+48,5.9791836105097484,2.686628998800038,5.094062088728881,1.5838109932626747,Iris-versicolor
+49,5.989713751662347,3.394056012310455,4.4457585408373905,1.6285500875962238,Iris-versicolor
+50,5.395212211462502,3.3986253613648,1.6769012058931647,0.2,Iris-setosa
+51,4.4,2.8969028837459185,1.3950710785385185,0.2,Iris-setosa
+52,4.907073040956144,3.085879966317161,1.5007019841668248,0.1,Iris-setosa
+53,4.4,2.8960623549605353,1.3897011457464363,0.2,Iris-setosa
+54,6.327797357442376,2.2928141549588497,4.401771345705912,1.2940634786715248,Iris-versicolor
+55,6.643875860699966,3.0362905780854326,4.413236189813308,1.39376965104141,Iris-versicolor
+56,5.2377017138096145,2.758993964005446,4.036489509314371,1.4167542734139815,Iris-versicolor
+57,6.842818149746689,3.2210088365086937,5.6642051200659855,2.312073889632867,Iris-virginica
+58,5.667740574947866,2.493865235287646,4.994116150032374,2.0047845208818873,Iris-virginica
+59,6.693569749160993,3.294294091663912,5.682588717286211,2.088708427363613,Iris-virginica
+60,6.312512569382091,3.4108532356536574,5.610275254397055,2.402594730234302,Iris-virginica
+61,6.744500816320709,3.284515245183176,5.666331342807122,2.5,Iris-virginica
+62,5.062771888587321,3.501417409681495,1.3617449689862875,0.29407029316461575,Iris-setosa
+63,5.917408152022797,2.998116665227215,5.1090174397662995,1.8040195638205163,Iris-virginica
+64,6.680756663438571,3.3125502324460774,5.700732846016911,2.5,Iris-virginica
+65,5.7548711334513225,4.399999089260826,1.4888003617001828,0.45242414568063793,Iris-setosa
+66,4.501917952108928,2.3064223266182093,1.2912509019100842,0.3060033807221867,Iris-setosa
+67,6.690906611395712,3.2845709165447814,5.645495293850566,2.5,Iris-virginica
+68,7.280995751662328,2.9030004741749336,6.300352569694654,1.8105318519575972,Iris-virginica
+69,4.908766074832176,3.1078596213753547,1.4860886821911576,0.1,Iris-setosa
+70,4.4,3.209974406619396,1.3011625212313782,0.2,Iris-setosa
+71,5.101877166776985,3.6942094148432134,1.538156384371978,0.3961307849921156,Iris-setosa
+72,7.7,2.836864665362409,6.7,2.018078897209974,Iris-virginica
+73,5.078663146779263,3.5022699281097864,1.3849393359965931,0.3189122995343313,Iris-setosa
+74,5.392856324734273,3.875899068845718,1.3021812539031967,0.3771054380315303,Iris-setosa
+75,4.8899093478471265,3.0201338840483536,1.401546984110181,0.2,Iris-setosa
+76,5.349922499502645,3.4182609880814554,1.6405816320093105,0.2,Iris-setosa
+77,5.663186729026324,3.003568707662805,4.297156242742097,1.3649138227838964,Iris-versicolor
+78,5.939494531967079,3.019194607585255,4.225512847313605,1.501792712740176,Iris-versicolor
+79,5.386228704662858,3.864594535396219,1.3086707298802795,0.399787579914186,Iris-setosa
+80,4.609539096069679,3.2186230260286464,1.4028677731577375,0.2,Iris-setosa
+81,4.7886837988051365,3.380399868055118,1.6021246260610513,0.2,Iris-setosa
+82,5.800724424695284,2.6990878348047618,5.0989925347843235,1.900740694726718,Iris-virginica
+83,5.1071763843445614,3.4957574848746953,1.5101994185512566,0.2,Iris-setosa
+84,4.848696795044864,2.3855444718793755,3.305190900716344,0.9726938816125421,Iris-versicolor
+85,5.613170733695991,2.800082846172371,4.200092329547339,1.2969137365495176,Iris-versicolor
+86,5.493644028302408,4.166552664746213,1.400298621012249,0.2,Iris-setosa
+87,5.206037863171708,3.416149234583837,1.3718325032578023,0.2,Iris-setosa
+88,5.196799545500221,3.767289723650812,1.559344590226977,0.2,Iris-setosa
+89,5.092302871549593,3.3750599476281726,1.51080264853849,0.2,Iris-setosa
+90,6.013108160995317,3.3785856762521584,4.514218839130606,1.566070701813252,Iris-versicolor
+91,6.746224871261637,3.2529129378611454,5.675579969787,2.1779265131797843,Iris-virginica
+92,5.516297745177269,2.6012064940460387,4.391827618101358,1.1705569630942692,Iris-versicolor
+93,4.400000520639815,2.891649128716129,1.405380225896156,0.2,Iris-setosa
+94,6.671036881437247,3.2691972172328847,5.629435574664816,2.499999296251474,Iris-virginica
+95,5.638601083157066,2.488399087972496,4.983742546122533,1.9923610880597842,Iris-virginica
+96,5.18826726693868,2.6903976208942866,3.6284541433798956,1.3938322956126792,Iris-versicolor
+97,4.4,3.202752431538569,1.2919925828758567,0.2,Iris-setosa
+98,5.590861470385358,2.994538929427183,4.119643706718378,1.31689193038998,Iris-versicolor
+99,6.000566285205756,2.6727098019083217,5.076643728518776,1.6067900581450352,Iris-versicolor
+100,4.621742188325975,3.4045663376132285,1.3886479359916675,0.31423783008675854,Iris-setosa
+101,6.357703792673901,2.904676339253468,4.331245074742521,1.3077312302138389,Iris-versicolor
+102,6.351490254796108,3.3921589959716965,5.61534777773684,2.3807060086271883,Iris-virginica
+103,4.4000006884832015,2.9288963316844345,1.401701556746928,0.2,Iris-setosa
+104,6.001544636178059,2.68544163421047,5.095743825013172,1.637284060202051,Iris-versicolor
+105,5.647144902833337,2.502785631740186,4.9833314576252405,1.999844061018992,Iris-virginica
+106,4.964927578526268,3.161464398079824,1.322375547773984,0.2,Iris-setosa
+107,5.2307702503858335,3.4610267483886914,1.5503054591751346,0.2,Iris-setosa
+108,4.605489039844772,3.6055304263210455,1.0000004336185784,0.2,Iris-setosa
+109,6.71148244989479,3.0836519111354352,4.3784553755595335,1.409770859278885,Iris-versicolor
+110,4.996463972255895,3.3210390335259183,1.317101757441629,0.2,Iris-setosa
+111,4.986260235100044,3.172510075104956,1.1961909681988818,0.2,Iris-setosa
+112,4.910241204820835,3.1001135588266044,1.5074537097144376,0.1,Iris-setosa
+113,5.961201700834624,2.9914663205676253,4.967875041614985,1.8019031399755185,Iris-virginica
+114,5.788898566227802,2.7923711027321323,5.138009577353176,2.408570771588091,Iris-virginica
+115,6.7216658604752615,3.294459390962593,5.685143568549962,2.1315075866735227,Iris-virginica
+116,6.711581919477174,3.296748307736653,5.71561224162474,2.1169898247186905,Iris-virginica
+117,5.158061724057342,2.5059510410747134,3.0823396275975927,1.0979118067498281,Iris-versicolor
+118,7.06882312353926,2.9931653492933084,5.9169074617511095,2.0835702361725295,Iris-virginica
+119,5.897547581975341,2.9944659229925827,5.121368972678231,1.7886559949450624,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/28/test.csv b/iris/tab_ddpm/6_1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/28/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/28/train.csv b/iris/tab_ddpm/6_1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/28/val.csv b/iris/tab_ddpm/6_1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/28/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/29/synth.csv b/iris/tab_ddpm/6_1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8fa3b3f48be221ae4723b5f33b8bb1196e97076
--- /dev/null
+++ b/iris/tab_ddpm/6_1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.313244805413573,2.7347508902137863,4.942437349818147,1.7978109724796039,Iris-virginica
+1,5.516092558856275,2.4416704965360485,4.078858926277165,1.0891148539643818,Iris-versicolor
+2,5.2052946371233775,3.50423345964054,1.4906051113601613,0.2,Iris-setosa
+3,5.026279389789656,3.243613636942643,1.2412313435452484,0.2,Iris-setosa
+4,5.773097443460633,4.4,1.5033893592805385,0.47053626895530754,Iris-setosa
+5,5.742061572881282,2.9905396034518392,4.176173594991372,1.3461380721406555,Iris-versicolor
+6,4.496646365669296,2.306589955068902,1.2965379569552042,0.2732063429624727,Iris-setosa
+7,6.683939128919244,2.9881584217812027,4.999125529098048,1.704275079081553,Iris-versicolor
+8,4.585195845810652,3.618675315384471,1.0,0.2,Iris-setosa
+9,6.415765726802903,2.90886457199889,4.337713919583019,1.3168220625163938,Iris-versicolor
+10,5.6229278125095234,3.0020657678972364,4.114012032770475,1.295723052523699,Iris-versicolor
+11,5.098576986549855,3.3905340016202095,1.5179305169802062,0.2,Iris-setosa
+12,5.368586313063347,2.9344634369931644,4.386983683859571,1.4585162462042929,Iris-versicolor
+13,5.809911966026901,4.4,1.5328069831816316,0.4176834600213749,Iris-setosa
+14,6.313694057031596,2.508405730350908,4.912972366078804,1.514800022787855,Iris-versicolor
+15,5.095229910609426,3.7765974207957305,1.671745280419886,0.4315417807944725,Iris-setosa
+16,4.9107939283805235,3.0950957488557975,1.4859020555369644,0.1,Iris-setosa
+17,6.972724896545884,3.077912948384491,5.683921369111966,2.2047086478946536,Iris-virginica
+18,4.936316001234006,3.3996856404254743,1.5667900205764187,0.2,Iris-setosa
+19,4.400000476444983,3.181906535493747,1.3297302094245071,0.2,Iris-setosa
+20,5.016670181777565,3.5893590224308545,1.4002349867057133,0.2,Iris-setosa
+21,5.904567763260683,3.2035032107982118,4.800051530853657,1.8069331767483559,Iris-versicolor
+22,5.7683052360048315,3.0022917607328083,4.471164446341073,1.5034116150486496,Iris-versicolor
+23,5.90003583783215,2.9914675686415357,5.0976154583074065,1.7905131522361701,Iris-virginica
+24,5.81219836554803,2.806386440841927,5.120225935855792,2.407654993632022,Iris-virginica
+25,6.834908688855851,3.0247306670164713,5.50397413335614,2.146663571446637,Iris-virginica
+26,6.284525464642609,2.779100899644422,5.049015860815804,1.5237252605205633,Iris-virginica
+27,5.446987183721841,2.9995071572193632,4.47269659441567,1.4977082689704724,Iris-versicolor
+28,6.317631998739875,2.2940387357979555,4.404530211826161,1.306203564570135,Iris-versicolor
+29,6.6213101438970465,3.0844324210501273,5.541221139071772,1.9446287843777115,Iris-virginica
+30,5.026014633847219,3.4034960816817077,1.3982090689976827,0.2,Iris-setosa
+31,5.45503228824377,4.1230154706324615,1.401869674478101,0.2097145015776705,Iris-setosa
+32,5.48072700929738,4.1587228050629514,1.3358580535674724,0.2,Iris-setosa
+33,6.293616091854274,2.899414372440308,5.586421506087312,1.8048323608956578,Iris-virginica
+34,6.880079366834102,3.2223963891761223,5.703929587935205,2.292435788685792,Iris-virginica
+35,4.890321089355629,3.104227245662994,1.509441445993382,0.1,Iris-setosa
+36,6.0551273528752025,3.328639946260864,4.55966270992851,1.6225855144765795,Iris-versicolor
+37,6.484910874587732,2.998056139745272,5.495327860510318,1.8071826619179931,Iris-virginica
+38,4.858608007423918,3.002085952067251,1.4007586046227596,0.2,Iris-setosa
+39,6.301684269834873,2.3003299777760535,4.382736509253212,1.3028039937452547,Iris-versicolor
+40,5.65194920086995,4.399998748344777,1.4815802614441487,0.3574787726145271,Iris-setosa
+41,5.098618962799498,3.6048610027233843,1.4656333507298858,0.3965907588156,Iris-setosa
+42,6.696239387643717,3.302857206395476,5.652372894265354,2.49999954743873,Iris-virginica
+43,5.050075759411656,3.502872940818815,1.3293981716820966,0.300590672189482,Iris-setosa
+44,6.286344322781368,2.896874094268467,5.612281150238438,1.7974172195153821,Iris-virginica
+45,6.66373757158969,3.0911172281369454,4.427048340326266,1.4142059833798983,Iris-versicolor
+46,5.494222362135707,2.990897464054671,4.476996743195696,1.4986585451966918,Iris-versicolor
+47,7.323336263034698,2.9181363037124064,6.336742154777735,1.8002807836462513,Iris-virginica
+48,5.4219524716580905,2.9480598636043083,4.086877092189561,1.2883966070656745,Iris-versicolor
+49,5.779222011196279,4.4,1.4943486304871603,0.44301039656954583,Iris-setosa
+50,6.331541567447674,3.223336443136918,4.5218532609532875,1.515257147339774,Iris-versicolor
+51,5.839868002412708,2.8754574452418433,5.124998611740786,1.8388713373059773,Iris-virginica
+52,4.92666338567082,3.5031379448248714,1.5863630447870243,0.2,Iris-setosa
+53,6.688946336836583,3.0863218576525306,4.418928152541852,1.4060853872164265,Iris-versicolor
+54,5.793401210963971,2.718239459103971,5.099966415005815,1.88960220215421,Iris-virginica
+55,5.539957832793658,2.380988386472517,3.9133008719778157,1.1187770993800106,Iris-versicolor
+56,6.302477447485208,2.3153363781636602,4.437433274989446,1.3229137717054051,Iris-versicolor
+57,6.6942886277080405,3.0027382376674825,5.004741263968563,1.6804554340516673,Iris-versicolor
+58,5.121989454674853,2.4880744312799075,3.3397701098624517,1.181067814644243,Iris-versicolor
+59,4.59055755801012,3.6434473493179773,1.0,0.2,Iris-setosa
+60,6.070590011202488,2.9980128753438544,4.561613515050811,1.3964053534449472,Iris-versicolor
+61,5.159912017893263,3.467078610639813,1.492499768445587,0.2,Iris-setosa
+62,4.840919320462066,3.1137483117605838,1.4879766062448436,0.1,Iris-setosa
+63,5.054625824837321,2.4747171084312987,3.0871417598478237,1.0662476843876676,Iris-versicolor
+64,6.697523871971098,2.990510839887302,4.992803105057806,1.6861819477008528,Iris-versicolor
+65,7.7,2.8009789036519424,6.699998838674482,2.0257569820743324,Iris-virginica
+66,6.52519497400559,2.996236037483275,5.484049152032388,1.817839364501649,Iris-virginica
+67,5.227440733687555,3.354204746492754,2.0596056759618184,0.349257945272454,Iris-setosa
+68,5.09915797044432,3.3026449845251435,1.8177362164265713,0.5541308941101206,Iris-setosa
+69,6.001931169699648,2.699340615385925,5.097553588544832,1.5869025706008915,Iris-versicolor
+70,6.730181532285188,3.0979719079317904,4.388778856099312,1.4219760430916322,Iris-versicolor
+71,5.706882204753336,4.4,1.5207558016935394,0.47030250717904803,Iris-setosa
+72,6.9737151360276295,3.0277732824255406,5.672965637535693,2.137575803591011,Iris-virginica
+73,5.103527918140762,3.302974180566394,1.825119992052916,0.5011011539160974,Iris-setosa
+74,5.813309878249439,2.698593706342905,5.122002733156084,1.9070971510611037,Iris-virginica
+75,6.30166878433823,2.924755208944639,5.626731114283692,1.8093214543057345,Iris-virginica
+76,5.088888097301352,3.78600371279232,2.0131556308140106,0.42030063439991316,Iris-setosa
+77,5.420466181567734,3.9119706502771776,1.7295050146473059,0.4357624045193172,Iris-setosa
+78,5.640648371979834,4.399999244663728,1.4945473579863486,0.38424485324371127,Iris-setosa
+79,6.380505802401875,2.8938027042245844,4.298357481742126,1.2913563562109285,Iris-versicolor
+80,6.105906744629127,3.3462762570679763,4.4959310299438,1.5351787355196755,Iris-versicolor
+81,6.333972633002483,2.2916885581509705,4.425461898043861,1.3161293936963931,Iris-versicolor
+82,6.908139136212998,3.1635937166095625,5.684883607851574,2.247867504519264,Iris-virginica
+83,4.400000581807264,3.1922572274859213,1.3341843648780745,0.2,Iris-setosa
+84,4.4,3.1406375612758115,1.3407591287422733,0.2,Iris-setosa
+85,5.254442820860761,3.5449651129186117,1.4141720433568161,0.2,Iris-setosa
+86,5.186617587899315,3.393727550312332,1.390432764872879,0.2,Iris-setosa
+87,6.31107582068599,2.299016858573459,4.378003150334449,1.2967052128187495,Iris-versicolor
+88,5.460063574159254,3.007037756760663,4.534585029324286,1.5102389583919795,Iris-versicolor
+89,6.004780906638797,2.200000270705611,5.002928847855075,1.4961060037915968,Iris-virginica
+90,6.323453985408116,2.2986442111410486,4.444048135463044,1.2980376561755205,Iris-versicolor
+91,6.108043492224046,2.597558669398737,5.645226387180823,1.402338685265409,Iris-virginica
+92,4.87441562830911,2.4025524916447445,3.2669573246241974,1.054003953490339,Iris-versicolor
+93,4.809127416112353,3.39743421155733,1.5918390789542307,0.2,Iris-setosa
+94,5.883432747027422,2.9404065312505754,4.315632858109022,1.3576830839457519,Iris-versicolor
+95,6.756259777425454,3.302559105522977,5.744857593606759,2.075080899975014,Iris-virginica
+96,5.377480530201683,3.9271294692111125,1.8057234305117313,0.3873304319987041,Iris-setosa
+97,6.309471020417531,2.594014095627929,5.067557659700999,1.8880476194433724,Iris-virginica
+98,5.173021534189722,2.684524310595941,3.8020194500221365,1.3844562135264016,Iris-versicolor
+99,7.7,2.8241836602190036,6.7,1.9976345478414503,Iris-virginica
+100,4.988407093343241,3.207820537405064,1.2186761316965187,0.2,Iris-setosa
+101,4.937678404713144,3.064211949754506,1.3423221650914596,0.2,Iris-setosa
+102,5.633304633366281,2.9781957936051144,4.148008001329259,1.3259293687005314,Iris-versicolor
+103,5.928159967251787,2.9831685222869826,4.994299560733566,1.807660166086857,Iris-virginica
+104,4.595812902700093,3.6019649601945423,1.0,0.2,Iris-setosa
+105,7.7,2.8177510622232704,6.7,1.9877281598469876,Iris-virginica
+106,6.314107821366232,2.3106821375426687,4.473416806642645,1.3165657100119934,Iris-versicolor
+107,6.747290804335722,2.98088806134496,5.5091006744700515,2.09150208877759,Iris-virginica
+108,4.620788197512541,3.2287468891763393,1.4074702992603434,0.2,Iris-setosa
+109,5.815334561721411,2.801082749992228,5.140139070690148,2.4055944557767552,Iris-virginica
+110,5.14567054262256,3.383581503703904,1.405520553523979,0.2,Iris-setosa
+111,6.3080879105905225,2.296663056293972,4.389653995954394,1.2935418967488523,Iris-versicolor
+112,5.405245537180747,2.9917144501195185,4.496453940930613,1.496895695838213,Iris-versicolor
+113,4.993555627114335,3.5727015795068082,1.3682227685010249,0.2,Iris-setosa
+114,6.69817231713775,3.3007713087071195,5.708064660297536,2.5,Iris-virginica
+115,5.4864015279181055,2.3997390317118223,3.658795450733023,1.0034669941349847,Iris-versicolor
+116,7.7,2.766503646378706,6.7,2.0184093318135563,Iris-virginica
+117,6.022297040145968,2.982968829199506,4.849958298940131,1.7815837115561686,Iris-virginica
+118,5.88896726009961,2.9905400766012313,4.155537424563664,1.5041116976904825,Iris-versicolor
+119,5.20355339602273,3.3881099045240153,1.402631000921944,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/29/test.csv b/iris/tab_ddpm/6_1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/29/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/29/train.csv b/iris/tab_ddpm/6_1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/29/val.csv b/iris/tab_ddpm/6_1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/29/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/3/synth.csv b/iris/tab_ddpm/6_1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c025a5ec132ff4c6666a24aa19a6fe13f2bc87cf
--- /dev/null
+++ b/iris/tab_ddpm/6_1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.802748763373609,3.3941133684329934,1.6015859492723523,0.2,Iris-setosa
+1,4.503215939191888,2.306225739479235,1.2987357783597948,0.30276537999010855,Iris-setosa
+2,6.490175919999026,3.0379727075399137,5.484511355440952,1.8023176671060204,Iris-virginica
+3,4.400000658748812,2.9089116467499596,1.3756515108916894,0.2,Iris-setosa
+4,6.323743996894419,2.9079528804989256,5.622629534833791,1.8023443698723898,Iris-virginica
+5,5.463307869158558,2.416982062611681,3.5137528745731794,1.0132605535040602,Iris-versicolor
+6,4.4,3.2033943965772145,1.2964788858919032,0.2,Iris-setosa
+7,6.226577813525211,2.8275109844185087,5.051768665909903,1.6194682105333327,Iris-versicolor
+8,5.514280984872409,2.398095627126023,3.778203222221152,0.9952501999743253,Iris-versicolor
+9,6.895747900246576,2.983081848205148,5.722741584826713,1.983067838300397,Iris-virginica
+10,5.672479242734587,4.399998704347578,1.4987856933680739,0.43832630080483426,Iris-setosa
+11,6.012454287327914,2.7182947818583543,5.082208027713964,1.6198052822544047,Iris-versicolor
+12,5.5295772657695865,2.512579291357972,4.165402983151225,1.0720379083014306,Iris-versicolor
+13,4.947921225879841,3.4980786777324675,1.306580398174579,0.2978830028326437,Iris-setosa
+14,6.18124548055242,2.6794766885331827,5.424718568588201,1.5276163152023206,Iris-virginica
+15,5.384143596042417,3.90602849099756,1.2958971284334775,0.4388361719681457,Iris-setosa
+16,4.400000539067019,3.165064016287307,1.3057138076023178,0.2,Iris-setosa
+17,5.620701820296402,2.989457471723281,4.106066205129878,1.3153023630608902,Iris-versicolor
+18,6.420779806963258,3.0987963366861453,5.530132614882447,1.8162738939710548,Iris-virginica
+19,5.509025112555742,4.218880876180618,1.4088931325765734,0.2,Iris-setosa
+20,6.156613953233269,3.0328517706897005,4.576061077945926,1.409499693882766,Iris-versicolor
+21,6.299602615554372,2.354183842167335,4.647485326424133,1.412929064966822,Iris-versicolor
+22,5.5019725815843294,4.188424286473246,1.3650927186015747,0.2,Iris-setosa
+23,5.233250668498654,3.4955236441968243,1.4860315079687947,0.2,Iris-setosa
+24,5.1729980263307365,2.6768891804866897,3.6475445808431233,1.3836237137264775,Iris-versicolor
+25,5.387189520790754,3.8714985893109892,1.921702393909043,0.45299164505979267,Iris-setosa
+26,6.582171772233706,2.9936182746300557,4.3925801898348285,1.3883932336769076,Iris-versicolor
+27,5.461113733213266,3.003388294422747,4.46536646532546,1.4949336029133797,Iris-versicolor
+28,5.406769416526884,2.9879666611418743,4.495825558102563,1.5075569958224218,Iris-versicolor
+29,6.294970351833133,3.4055052572618547,5.586327053813675,2.4012392293919054,Iris-virginica
+30,7.699998817809966,2.819424356762399,6.7,2.0676510743575336,Iris-virginica
+31,4.4,3.20227261799897,1.301928006808958,0.2,Iris-setosa
+32,5.07075312893011,3.515763925128418,1.380875915974737,0.31422902992648155,Iris-setosa
+33,5.11855719898504,3.406720382454572,1.4947560148564087,0.2,Iris-setosa
+34,5.112126173019951,3.3456334050551524,1.6796898918743286,0.42616581432005357,Iris-setosa
+35,5.99981899825208,2.2000004315280197,5.00719297920719,1.5046430949688456,Iris-virginica
+36,4.608849869075748,3.5951469084977714,1.0000003719949493,0.2,Iris-setosa
+37,5.849517419037393,2.995014847587979,4.19039893131142,1.3592402030926647,Iris-versicolor
+38,6.290953121044233,2.5051705973627842,4.912539798268573,1.508084816694627,Iris-versicolor
+39,6.825597183633286,3.235952425019483,5.724905330693614,2.3053340541079295,Iris-virginica
+40,5.581203079832466,2.995711931819554,4.511595091126487,1.5071840915576293,Iris-versicolor
+41,6.0895190768083305,3.002335593454829,4.600359363164364,1.4064706202827515,Iris-versicolor
+42,5.432054408850031,2.98946047151442,4.464118994466804,1.4876605774936655,Iris-versicolor
+43,5.615284211273219,3.004531295198193,4.105655815134269,1.3017288209261957,Iris-versicolor
+44,5.485605711713876,4.199935515382585,1.3913413916148964,0.2,Iris-setosa
+45,5.711431080414214,4.399997639860715,1.5025331027756275,0.44827521761452427,Iris-setosa
+46,6.37095526416206,2.8800809959650078,4.299713064065973,1.2926513965090098,Iris-versicolor
+47,5.806240138312599,3.1825323327531114,4.764918544916475,1.7383283646748473,Iris-versicolor
+48,5.270140321462681,3.626029150736429,1.4998774728377375,0.2,Iris-setosa
+49,4.4,3.1916285861503915,1.2810668611428202,0.2,Iris-setosa
+50,5.9982902043813855,3.400661963148157,4.5018864278393105,1.6007201295094362,Iris-versicolor
+51,6.014341379875262,2.70739902692642,5.092163998853658,1.559002769076469,Iris-versicolor
+52,7.7,2.7983426333249724,6.7,2.023183676658698,Iris-virginica
+53,6.716995295843326,3.1152937731946757,4.420863867208888,1.3999539338218407,Iris-versicolor
+54,5.625500651328043,2.6913498561017755,4.258327208084762,1.2987434439236851,Iris-versicolor
+55,6.390789882808479,2.665622319848977,5.2519871344493865,1.9059924184644983,Iris-virginica
+56,5.355561976251016,3.88717053632688,1.2894112125076347,0.36754131040706495,Iris-setosa
+57,5.082069798070943,3.3893987107762227,1.501620194776715,0.2,Iris-setosa
+58,5.019995383247226,3.5216383284942903,1.3470235809595348,0.3057841588572767,Iris-setosa
+59,6.679613639267062,3.1038093782656944,4.41031970797148,1.395605566113152,Iris-versicolor
+60,5.393282569744552,3.3971898877483753,1.6792349188353832,0.2,Iris-setosa
+61,5.390985517723821,3.4007358671417167,1.6909747903233925,0.2,Iris-setosa
+62,5.122194766840524,3.4198504866217316,1.5112245759400043,0.2,Iris-setosa
+63,5.386806251997725,3.905646927825157,1.3078085356074427,0.3987363266220434,Iris-setosa
+64,5.10234076834583,3.7991116738390915,1.6092954659866059,0.2,Iris-setosa
+65,5.636705961357562,3.0009803351084012,4.497905225464504,1.500855551878502,Iris-versicolor
+66,5.230527822510548,3.5337374415834737,1.497078901052917,0.2,Iris-setosa
+67,7.69999883434291,2.8238331361016833,6.699998545244895,1.9973950771423503,Iris-virginica
+68,6.370797459314415,2.8374063706360038,5.237024367488321,1.5503993479315747,Iris-virginica
+69,5.234186363309772,3.583663970779334,1.504704458442284,0.2,Iris-setosa
+70,4.561712423269774,3.5828895548645505,1.0000003704441252,0.2,Iris-setosa
+71,5.100246950471072,3.7667259341012986,1.5830680421124044,0.41625018678541736,Iris-setosa
+72,6.30817639142756,2.30973898590565,4.359656056160941,1.3086176584960614,Iris-versicolor
+73,5.9217633862724925,2.9682013592813714,4.994876514329651,1.8197959043670986,Iris-virginica
+74,6.249039870698983,2.800015992730261,5.638766574770306,1.7015286399448362,Iris-virginica
+75,5.680280641664578,4.399998975906971,1.4935707338344386,0.4482090629663496,Iris-setosa
+76,6.062134913391789,2.995901769150621,4.596175294207838,1.40341624988529,Iris-versicolor
+77,6.278221033128624,3.2489582780507975,4.488567190684135,1.5381518186521308,Iris-versicolor
+78,4.595756123309635,3.3991754473354026,1.39005578578496,0.30519906594456186,Iris-setosa
+79,4.994943841540319,3.320272957066982,1.3120426352393935,0.2,Iris-setosa
+80,6.506220025775271,3.0065630286863483,5.495203576640829,1.7917875955772464,Iris-virginica
+81,4.500700933080871,2.2922026792590855,1.302018075176491,0.30190533545586623,Iris-setosa
+82,6.007376929076486,3.3873762288615232,4.497366378511917,1.5948649039600318,Iris-versicolor
+83,6.69482890155179,3.3371976173488744,5.70568435054968,2.4999993768109334,Iris-virginica
+84,7.6999990852309494,2.825655402382425,6.699998347014654,2.0257002292144497,Iris-virginica
+85,4.905239983792156,3.1068915996230606,1.489955403853076,0.10000014051808936,Iris-setosa
+86,5.386082452532947,3.894165298340478,1.3097375969088287,0.3972803473732239,Iris-setosa
+87,4.884852766628135,2.38511755960075,3.202782251673546,0.9940509196265123,Iris-versicolor
+88,6.311651021552108,2.6740685929294714,4.906053917577299,1.8474127206186397,Iris-virginica
+89,6.313096607590057,2.297205318532262,4.451162248701487,1.284919128401413,Iris-versicolor
+90,6.299933507444171,2.304217292826144,4.433142452115506,1.3003377999188102,Iris-versicolor
+91,5.474239699711144,2.60257900754636,4.353037780864009,1.1878709503288067,Iris-versicolor
+92,5.431224784226283,2.6148398014106515,4.140110278592591,1.287634497108568,Iris-versicolor
+93,4.607877939937952,3.1905802980264553,1.398669367707139,0.2,Iris-setosa
+94,5.348702340799962,3.7987129511749433,1.4986140307737068,0.2,Iris-setosa
+95,5.91137868653304,2.996021347561926,5.091606515770891,1.7983686179187997,Iris-virginica
+96,6.484977846577944,3.37264154836245,5.672247660804109,2.3495968836008436,Iris-virginica
+97,6.35903789196706,3.216936076421426,4.524141887138086,1.512099880493479,Iris-versicolor
+98,4.985463009005444,3.1693107166918946,1.2063767978700293,0.2,Iris-setosa
+99,5.392602505416395,3.4188241212441626,1.6763200127674,0.2,Iris-setosa
+100,5.5148396564963456,4.2007110143923825,1.404061386510677,0.2,Iris-setosa
+101,4.400000477444693,2.910048594068115,1.3852385799932634,0.2,Iris-setosa
+102,6.298737651945675,2.5008663374636986,4.902624374759706,1.511114098892068,Iris-versicolor
+103,7.308575398682063,2.90200574811855,6.290591978764075,1.793827775513272,Iris-virginica
+104,6.859411813683014,3.0080886626111116,5.519353178022063,2.1124055316784083,Iris-virginica
+105,4.601711092221098,3.201288606011937,1.4025512454211788,0.2,Iris-setosa
+106,5.90623958424345,2.9888834910798296,5.136300592676448,1.7969304359701763,Iris-virginica
+107,4.605504333700882,3.1970966288368956,1.390318732581382,0.2,Iris-setosa
+108,5.813523693783556,2.951073476766905,4.125221935733829,1.4726287623436347,Iris-versicolor
+109,4.78187709832192,3.390308999297352,1.6010269991974677,0.2,Iris-setosa
+110,5.476321788497825,2.5970674294770575,4.4282279663666735,1.1215146240218197,Iris-versicolor
+111,6.293888444076313,2.4629823487918245,4.877637903112257,1.4860425679349814,Iris-versicolor
+112,6.228535284370114,3.039420125859042,4.583050073330668,1.4033848257589516,Iris-versicolor
+113,6.2817748510178975,3.399965996844018,5.577243977603556,2.409730571994547,Iris-virginica
+114,7.116992143781218,3.0036215747363455,5.9151949427611985,2.0966464776289873,Iris-virginica
+115,6.4352563898155974,2.923009474669945,4.266361752520484,1.3094617351167113,Iris-versicolor
+116,4.902403883036849,3.096440272432674,1.494152221262414,0.1,Iris-setosa
+117,5.204253072426143,2.71405020415459,3.839967806996097,1.4019534350550815,Iris-versicolor
+118,4.4,3.191127310319542,1.2964611116743825,0.2,Iris-setosa
+119,6.291998917562188,2.2987543761445517,4.3565664513928155,1.284772629402787,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/3/test.csv b/iris/tab_ddpm/6_1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/3/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/3/train.csv b/iris/tab_ddpm/6_1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/3/val.csv b/iris/tab_ddpm/6_1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/3/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/4/synth.csv b/iris/tab_ddpm/6_1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8197e7f541cfb2717acac139dc219523944383a9
--- /dev/null
+++ b/iris/tab_ddpm/6_1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.8998207280008,3.211176005037245,4.809246638434244,1.75791498957399,Iris-versicolor
+1,7.7,2.8119002462931646,6.7,1.969913711965891,Iris-virginica
+2,4.619780362522613,3.5876054537193713,1.000000620801247,0.2,Iris-setosa
+3,6.666202590683259,3.303670329872073,5.669944649984226,2.4999995494799343,Iris-virginica
+4,5.905220814407151,2.995841817427521,5.121637475379208,1.7907707326159115,Iris-virginica
+5,5.986202869840184,2.6986995842478674,5.092844806776908,1.6000818004549169,Iris-versicolor
+6,6.381193891619046,2.5348668235341867,4.931735039935706,1.5240871989640468,Iris-versicolor
+7,5.678341759654086,2.4936075178710735,4.977308258142892,2.033109731304544,Iris-virginica
+8,4.946362007975342,3.468125087225199,1.2463131558384504,0.30273754571086153,Iris-setosa
+9,5.740465844882467,2.99503676296282,4.400343122728418,1.4888894905758543,Iris-versicolor
+10,5.015622102476765,3.591371558656837,1.404350988380689,0.2,Iris-setosa
+11,6.408575023031112,2.914310738761426,5.583088946644071,1.7576181910073077,Iris-virginica
+12,6.69570140417142,3.120249529971647,4.428033152506709,1.408418327493084,Iris-versicolor
+13,4.902426546122693,2.9923709795960054,1.4019721137076184,0.2,Iris-setosa
+14,5.9279781692799505,2.9948793944836125,4.217495596415283,1.4848880126878707,Iris-versicolor
+15,4.999755763625695,3.485160381657198,1.3134475094228386,0.30209286628772664,Iris-setosa
+16,5.9875216333721895,2.698280634111162,5.086649922496774,1.597726035602549,Iris-versicolor
+17,6.691910764973837,3.292881955525564,5.697660075694082,2.091548179285451,Iris-virginica
+18,5.618516124748962,2.691066461076474,4.183834012928089,1.2956452944620573,Iris-versicolor
+19,5.03238809927533,3.509469813796193,1.3273725231953784,0.30161419874958606,Iris-setosa
+20,4.609350265259323,3.216187405503441,1.3963871542762907,0.2,Iris-setosa
+21,6.483465462787177,2.9346566183693494,4.345596027659699,1.3593214513713407,Iris-versicolor
+22,5.695755133217889,4.39999908546111,1.4970973064709634,0.41835790460850264,Iris-setosa
+23,5.377640623263044,3.4045350199135886,1.6922649986590899,0.2,Iris-setosa
+24,5.415139902150611,3.003502640206066,4.503443318766828,1.5132219970934744,Iris-versicolor
+25,5.896979414602133,3.2081670510892786,4.765226901509653,1.776047944268344,Iris-versicolor
+26,5.1873765731169,3.4116857234063183,1.5476663618763444,0.2,Iris-setosa
+27,5.017128368910786,3.2900172903108813,1.2905911962367873,0.2,Iris-setosa
+28,6.36257469012269,2.597524879849441,5.1604738367106675,1.9172517688062276,Iris-virginica
+29,5.576211301689155,2.4156641950131847,4.039210088329994,1.0963820875589292,Iris-versicolor
+30,4.902862278634982,3.1202499552419574,1.5055031929371046,0.1,Iris-setosa
+31,4.499544677049605,2.2991337965384027,1.3280736245371727,0.29213700668655884,Iris-setosa
+32,6.496669582862465,2.9481198807136373,4.324348790999128,1.3628089097579519,Iris-versicolor
+33,6.261202703554667,2.538733119149757,4.93813234079955,1.5102411887137157,Iris-versicolor
+34,4.989965588786043,3.281187606539556,1.403291135174011,0.2,Iris-setosa
+35,6.287775378529048,2.5281863867662477,4.8860150315577595,1.5111921910554633,Iris-versicolor
+36,6.92872712591889,3.188287733618422,5.7001661860299535,2.28906633821726,Iris-virginica
+37,6.34158866929952,3.4190053438062624,5.626768882272114,2.4003342482373715,Iris-virginica
+38,4.766486002939035,3.3802168557311476,1.568210504296955,0.2,Iris-setosa
+39,7.7,2.8385929848114797,6.7,1.9915320968843018,Iris-virginica
+40,6.735772101698053,3.2872267429809536,5.742493729797781,2.4999995064752776,Iris-virginica
+41,6.340235515072477,2.9091781210404952,5.567155227668459,1.7975882997741046,Iris-virginica
+42,5.499473752162798,2.4009798613590143,3.7392966618620145,1.045956799524753,Iris-versicolor
+43,5.599912700098908,2.9947009235658433,4.137466898541746,1.3002649627395346,Iris-versicolor
+44,4.4,3.2217906861002614,1.2892510875450611,0.2,Iris-setosa
+45,5.091375684213126,3.7706035182424595,1.5864220820551758,0.2,Iris-setosa
+46,4.494959626487819,2.302052869972808,1.311666771363218,0.3040812672168718,Iris-setosa
+47,6.337481560037781,3.246884127763084,4.494556059306007,1.4985715413271674,Iris-versicolor
+48,5.344952997933507,3.433131544244015,1.644681177941511,0.2,Iris-setosa
+49,7.216379585640531,2.905660758489909,6.275677086036325,1.8114125322366168,Iris-virginica
+50,6.331303472259068,2.5823855160830473,4.991533922326181,1.8782398455373959,Iris-virginica
+51,5.418184751366587,3.923213692333414,1.3181186560465497,0.4058037142513618,Iris-setosa
+52,5.996644883962655,2.9989749779721118,4.7652707270068735,1.8055770942973421,Iris-virginica
+53,4.40000061680472,3.194365670583943,1.3112755756891357,0.2,Iris-setosa
+54,6.295912354844488,2.2988817185070434,4.409805458441228,1.3011214968307805,Iris-versicolor
+55,5.985609443191058,3.378712572642454,4.477202423279624,1.5994801574520847,Iris-versicolor
+56,6.433105824478548,3.08041194811076,5.504371839685409,1.800972896702872,Iris-virginica
+57,4.781458282743341,3.3724920657798974,1.5773790912718322,0.2,Iris-setosa
+58,5.004500983256616,3.2250841433092785,1.244211876945415,0.2,Iris-setosa
+59,5.520381419295541,2.399240766435183,3.510634131416198,1.1118834943006608,Iris-versicolor
+60,6.006917813986944,2.2000003693324177,5.0161122655598716,1.5132799602334397,Iris-virginica
+61,5.409470467210818,3.881440397628208,1.6958708513454557,0.39106526397317043,Iris-setosa
+62,4.649260304138216,3.4071930248634112,1.392341433970136,0.3076361487816977,Iris-setosa
+63,5.797251418990156,2.6749531467293877,5.111602864558737,1.9241198207756123,Iris-virginica
+64,5.498717410615062,2.4014764828604735,3.6701634353034334,1.0843996697187794,Iris-versicolor
+65,5.172362588232587,3.5515993564091017,1.4365666614390917,0.3423108130914906,Iris-setosa
+66,7.699996867694338,2.8117281397294875,6.699997185377876,1.9822128398044074,Iris-virginica
+67,6.298420812679202,2.302185484766848,4.428081833752255,1.3065567441412902,Iris-versicolor
+68,5.400510767682576,3.8869762761407927,1.866375723100208,0.4647299411669943,Iris-setosa
+69,5.800545341237295,2.8090810902780303,5.084809872591186,2.3929602975196977,Iris-virginica
+70,5.106985259938923,3.7889779397942625,1.6907250836677876,0.3934213342934023,Iris-setosa
+71,5.561383553399676,4.1862655395494315,1.4010314764740226,0.2,Iris-setosa
+72,5.0947349195403016,3.343279903320496,1.3651307680623546,0.2,Iris-setosa
+73,4.610042962976621,3.1963541897021277,1.3862663605919854,0.2,Iris-setosa
+74,5.211934472015222,3.4849572210554665,1.5090716047738124,0.2,Iris-setosa
+75,5.105098716582194,3.714013118054918,1.5486606702196162,0.3985274660879321,Iris-setosa
+76,6.608025963226803,2.996353036587994,4.378327370691779,1.4082638164894739,Iris-versicolor
+77,5.207303112059236,2.7107528100789966,3.9525425272803743,1.408648228418691,Iris-versicolor
+78,6.4579629158141145,3.0788630980497302,5.509964020483347,1.7977090427624816,Iris-virginica
+79,5.0615002580839725,3.339347545142251,1.3605064154349484,0.2,Iris-setosa
+80,5.662229526259703,2.9973538860520437,4.498081215587483,1.4929504154260391,Iris-versicolor
+81,7.7,2.805888999406161,6.7,2.0032755890443785,Iris-virginica
+82,6.291902091076956,3.392446483901589,5.577627622319896,2.399547378405614,Iris-virginica
+83,5.213407975376969,3.4937140391445087,1.4977915336977257,0.2,Iris-setosa
+84,6.890120664348405,3.2107741227725524,5.7261726493285,2.295465914133393,Iris-virginica
+85,6.313151430816297,2.5448673781169577,5.004027980600288,1.8875136908627659,Iris-virginica
+86,6.70129006004165,3.2863604872654713,5.707137826193083,2.5,Iris-virginica
+87,5.001809136468697,3.6066868086730364,1.4038205020166683,0.2,Iris-setosa
+88,6.373434892151914,2.938213836274981,5.580549305641514,1.8141971017730958,Iris-virginica
+89,6.29625720179861,2.78089333979897,5.116691344575673,1.5304801749289245,Iris-virginica
+90,5.79959784567952,2.7016672071429317,5.108599809425051,1.8999826412477787,Iris-virginica
+91,5.470043075178498,2.3895442075237763,3.8545009721128416,1.0728483674159845,Iris-versicolor
+92,6.3893678821934365,2.917666064117587,4.299289235440902,1.288077369819886,Iris-versicolor
+93,5.476199947478806,4.183719026028126,1.4171109002175737,0.2,Iris-setosa
+94,5.598280318214511,2.697399386052454,4.228041613146936,1.2953008075971766,Iris-versicolor
+95,5.072159372054175,3.392506880365111,1.4576521594368612,0.2,Iris-setosa
+96,7.156862016508086,2.9992191615070007,5.914306587137167,2.0865822511943484,Iris-virginica
+97,5.632869847728846,2.995261111466727,4.46244673583689,1.5063223424559475,Iris-versicolor
+98,5.033896564545229,2.485311295164621,3.201599312084981,1.1114682907327578,Iris-versicolor
+99,5.498463989419918,2.62081647436082,4.345221379460413,1.2221088973180967,Iris-versicolor
+100,4.617759168270567,3.4026705679710605,1.4080320523788414,0.29227952014923075,Iris-setosa
+101,6.070477322352176,2.5941495400499734,5.587240111364339,1.4266828827340379,Iris-virginica
+102,4.59657409872737,3.2178089155644156,1.3939028325624974,0.2,Iris-setosa
+103,4.605898174975017,3.6007889306102783,1.0000005561676542,0.2,Iris-setosa
+104,5.5130817487663295,4.211949610201153,1.3880129759383648,0.2,Iris-setosa
+105,4.4,2.9471549312889005,1.390682029580541,0.2,Iris-setosa
+106,5.10982359046929,3.492038827680267,1.3998686972480394,0.31252496778871075,Iris-setosa
+107,5.085621282957891,3.7519911284582723,1.561527809470523,0.4909154991802006,Iris-setosa
+108,5.705089535909058,2.501119362634979,4.996560881240757,2.006570883848059,Iris-virginica
+109,6.719830493997827,3.307098498080228,5.705520418733055,2.116180287276092,Iris-virginica
+110,6.403758785505972,2.897737367551827,4.293208180031991,1.2915850166790315,Iris-versicolor
+111,6.686371576657364,2.999302438116801,4.9855200454794435,1.6956468175464379,Iris-versicolor
+112,4.596604652377498,3.2011132986675803,1.4045239800783864,0.2,Iris-setosa
+113,6.00268155239872,2.200000309242647,4.9911555459315435,1.4900204827358077,Iris-virginica
+114,6.674003261858474,3.0076370035536093,4.980322845798922,1.7109795321955152,Iris-versicolor
+115,6.124226076683533,2.591700533913311,5.643198002226427,1.4083052384918378,Iris-virginica
+116,6.268955292828552,2.5179422677201972,5.009631369380683,1.886888927271528,Iris-virginica
+117,6.298010535518041,2.6629400017452047,4.912046508042907,1.8186822037064014,Iris-virginica
+118,5.808842957833807,2.826135436586604,5.100713447172088,2.4089060259474677,Iris-virginica
+119,5.488000571141431,2.3993272215426797,3.7824094936945496,1.0550007251556024,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/4/test.csv b/iris/tab_ddpm/6_1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/4/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/4/train.csv b/iris/tab_ddpm/6_1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/4/val.csv b/iris/tab_ddpm/6_1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/4/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/5/synth.csv b/iris/tab_ddpm/6_1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9e1cce24e936734616e4a5c7c92dc905e973524c
--- /dev/null
+++ b/iris/tab_ddpm/6_1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.640270241677711,3.0010356985260547,4.3050209204231775,1.4906050748760746,Iris-versicolor
+1,4.50073620487882,2.2940433955069666,1.3160070121111944,0.2901163316654036,Iris-setosa
+2,5.166495653902217,3.457226884935888,1.5222364991507753,0.2,Iris-setosa
+3,4.801279775296564,3.3986011273602355,1.587466456464724,0.2,Iris-setosa
+4,4.791923003573591,3.393554333332531,1.601525908115083,0.2,Iris-setosa
+5,6.413800748829919,2.6729730130673683,5.263609465045953,1.9097109507131327,Iris-virginica
+6,5.618469125797085,2.6773012494338224,4.286866852294397,1.2865801619599768,Iris-versicolor
+7,6.8867954413027075,3.197473078861475,5.706051811072812,2.3039593674910703,Iris-virginica
+8,6.8956528589737855,2.998380023765565,5.573245508886465,2.1013712051614997,Iris-virginica
+9,5.977834641674768,3.4377131435135193,4.5156023130948295,1.6153128555383185,Iris-versicolor
+10,4.60578778560755,3.5886475073430817,1.0000004410019037,0.2,Iris-setosa
+11,4.6102040469955705,3.3950794721081854,1.3922243614833292,0.29950949107060765,Iris-setosa
+12,6.2986978169696375,2.4783276344874086,5.014129854220529,1.9016186123936012,Iris-virginica
+13,5.1390909354078,3.711513882424828,1.5690728167568238,0.2,Iris-setosa
+14,5.330026106523421,3.467576094596904,1.6479986419309671,0.2,Iris-setosa
+15,5.101367872079039,3.58249646162222,1.4741772790922043,0.3752957665661927,Iris-setosa
+16,5.704262225909668,4.4,1.4908477594213891,0.39361920933816186,Iris-setosa
+17,4.814225456653192,3.3987822918303228,1.612013675792358,0.2,Iris-setosa
+18,6.429861426787482,2.970770456885457,5.519133965693795,1.7947293644453155,Iris-virginica
+19,6.555803837117904,3.168699835572762,4.485463767130463,1.4521552100613422,Iris-versicolor
+20,6.686712812853546,2.9958758505711405,4.991450626050556,1.707701133838426,Iris-versicolor
+21,5.689506882583194,2.7722940407930863,4.187237648253778,1.3075422590438646,Iris-versicolor
+22,4.4,3.183666306365737,1.3145491447974245,0.2,Iris-setosa
+23,5.159795523571886,3.4747397766563375,1.4889865174700017,0.2,Iris-setosa
+24,6.02424813314727,3.0056434993951373,4.805696553118442,1.7951364723373335,Iris-virginica
+25,4.4000006201210695,3.203705599181036,1.2832564695715618,0.2,Iris-setosa
+26,5.423862591162434,3.898190509501865,1.314749452390898,0.37646391230433907,Iris-setosa
+27,4.845678075231709,3.5030639831544894,1.4042409951653623,0.2,Iris-setosa
+28,6.351782982978798,3.213498902224668,4.4568402077228315,1.5109343295278344,Iris-versicolor
+29,5.811139246975885,2.7897736096113674,5.099188045660714,2.39436243222192,Iris-virginica
+30,6.291182723815298,2.8169034542190334,5.08737568719016,1.4921560531844342,Iris-virginica
+31,6.297498662007217,2.5873160825435924,4.961891299706184,1.876162842774266,Iris-virginica
+32,4.970340108980649,3.5040605913848086,1.297702931484264,0.29669403520246496,Iris-setosa
+33,5.997774429003259,3.38556997791467,4.453827613568933,1.5812318123323144,Iris-versicolor
+34,6.49270508045901,2.956432666834916,5.485705921422401,1.801584910091252,Iris-virginica
+35,4.400000633911911,3.1871621379690573,1.3340058946912485,0.2,Iris-setosa
+36,4.591158136908669,3.385266654410401,1.4026462260206318,0.30352792667491,Iris-setosa
+37,7.699998798165123,2.80616424297151,6.7,1.9952983849262336,Iris-virginica
+38,4.620843202343866,3.3896023065185834,1.4101463170809387,0.2950611302374229,Iris-setosa
+39,5.4968046308915515,2.3846759887457187,3.9134927410015328,1.0885852970619032,Iris-versicolor
+40,5.527534879339909,2.4943389555020032,4.058496346462675,1.0834704712447185,Iris-versicolor
+41,6.303683572375403,2.3032183581011108,4.414687744118444,1.3009181595443846,Iris-versicolor
+42,6.392565410804728,2.7334788117426125,5.336546174697879,1.889557991343957,Iris-virginica
+43,6.386443629387431,3.082675099749716,5.512437987064531,1.8166852725573996,Iris-virginica
+44,6.693170541164535,3.0006701266179125,5.005651092680371,1.7088438942322013,Iris-versicolor
+45,6.224555457633088,3.020262104044996,4.6003577600049175,1.4257281454222346,Iris-versicolor
+46,5.411074352650894,3.402636975814035,1.9337119966017897,0.2,Iris-setosa
+47,5.217303417864488,3.4800087048393222,1.486493446269015,0.2,Iris-setosa
+48,5.090094785912378,2.507586699611752,2.9908539858429863,1.1483650643575591,Iris-versicolor
+49,4.572885019699612,3.5864108571996707,1.0,0.2,Iris-setosa
+50,5.705707045004154,2.50125028594199,4.9964365425576185,1.9931808579077486,Iris-virginica
+51,5.50952451378952,4.192744351858547,1.4003845230876664,0.2,Iris-setosa
+52,5.4321755163114975,2.9876770850983507,4.433114878393776,1.512808606162272,Iris-versicolor
+53,5.349345961427434,3.9005857163245863,1.6519157688037436,0.48298703233636026,Iris-setosa
+54,5.335864462790671,3.7989027303005716,1.4871069265185242,0.2,Iris-setosa
+55,6.725769256279288,2.9957855658894776,5.020432794027849,1.7283033721942735,Iris-versicolor
+56,5.093252120664561,3.8061247381628984,1.7934665195670663,0.39196391832615685,Iris-setosa
+57,6.945866592989437,3.208874365709764,5.638922812303209,2.317020115189223,Iris-virginica
+58,6.263106169128214,2.8237149910725807,5.055053107390475,1.6255835453988634,Iris-versicolor
+59,4.907419135774168,2.9994112745580175,1.3647607155941759,0.2,Iris-setosa
+60,5.184831250328431,3.3924077466090923,1.39922929581536,0.2,Iris-setosa
+61,7.69999825183083,2.8205006137584294,6.699998618765478,1.9905642033079098,Iris-virginica
+62,6.696851619803994,2.9716059225322637,5.457183763711787,2.0403036221153004,Iris-virginica
+63,4.817554985620701,3.415970881618742,1.6044675956890266,0.2,Iris-setosa
+64,4.878341205756305,2.9853370047724956,1.3963917967385353,0.2,Iris-setosa
+65,5.8227731806236145,2.73079700558832,5.099180776080312,1.8777560069223789,Iris-virginica
+66,6.036542911526905,2.691429487327772,5.118936057800281,1.6022013959645407,Iris-versicolor
+67,5.91823757634147,2.9944251276590665,5.139099924857174,1.799135815648507,Iris-virginica
+68,6.302851038247979,2.804361562444715,5.077810873382815,1.5050465775547242,Iris-virginica
+69,6.41881141915384,2.9061119796615777,4.296392035129316,1.292553787897021,Iris-versicolor
+70,5.812628344644466,2.8160074274989495,5.103933638075671,2.3994355452851273,Iris-virginica
+71,5.866765372965288,3.204273690386889,4.806426298254763,1.7973460775447179,Iris-versicolor
+72,6.279771127742702,2.2941302275236795,4.430556024100743,1.315018009149629,Iris-versicolor
+73,5.010489491115924,3.2192656580516075,1.1905923744090916,0.2,Iris-setosa
+74,5.429431868670052,3.912257903113083,1.3014472769695327,0.39646716740956967,Iris-setosa
+75,4.400000710589165,3.183667247586539,1.3012417101178388,0.2,Iris-setosa
+76,5.696233286632032,2.9955643117937756,4.46573201754843,1.4970045741189004,Iris-versicolor
+77,6.723650579888327,3.103298775980577,4.405658129657854,1.402564867884763,Iris-versicolor
+78,5.084225508776914,3.785233070859417,1.6053840835793913,0.2,Iris-setosa
+79,6.325116824602607,2.586159525706302,5.07452228678373,1.86060068172151,Iris-virginica
+80,5.039247465525034,3.2034553534668566,1.1818636134226703,0.2,Iris-setosa
+81,5.747449907194804,2.6661511396700743,5.087892287930872,1.9140215133416807,Iris-virginica
+82,5.490672099067586,2.614017331998813,4.404155614682477,1.263151952373771,Iris-versicolor
+83,5.438075915241203,3.0041879315488917,4.463205088202327,1.500110201814789,Iris-versicolor
+84,5.6066726239829014,3.0019769550634297,4.1158888663093,1.3016905163815784,Iris-versicolor
+85,4.869748230096153,3.396320797002039,1.5969815857210061,0.2,Iris-setosa
+86,5.101540407625757,3.3045561092748796,1.8308779609213501,0.5012460770274253,Iris-setosa
+87,5.015707514329732,3.491431829432306,1.306476441623989,0.2830182641692721,Iris-setosa
+88,6.886198970084182,3.1896651953278035,5.696833765983132,2.2831990891641842,Iris-virginica
+89,4.826410322609022,3.4008161506615284,1.5921456419647237,0.2,Iris-setosa
+90,5.205806295236834,2.6977612005449156,4.0126640090834576,1.4068535415136532,Iris-versicolor
+91,6.670012698673185,3.0826054823282463,4.391939490795978,1.4084880500040708,Iris-versicolor
+92,6.3489859382493865,2.916130477517602,4.3441349532543265,1.3100169970717999,Iris-versicolor
+93,6.275125783336001,2.70152041733289,4.884312020534514,1.7928103673381952,Iris-virginica
+94,4.9873381070168366,3.491412385457133,1.3168328219608463,0.30932358948781924,Iris-setosa
+95,5.487202029599074,2.3919270849438066,3.7419695808292257,1.01028164589669,Iris-versicolor
+96,5.9087260479068,2.9951039984058405,4.237755326067664,1.487791394624725,Iris-versicolor
+97,5.812499452746271,2.694722569714924,5.098097948203667,1.9291318999747125,Iris-virginica
+98,6.383232043279572,2.882934187070112,5.2655011142030865,1.5781980996948857,Iris-virginica
+99,6.136794423464665,2.9935633153689816,4.627201244231229,1.3959540167309445,Iris-versicolor
+100,5.885356099401815,2.987028426523591,4.209784885048421,1.4889012607876755,Iris-versicolor
+101,5.390266226922789,3.913742937305826,1.2928393275038232,0.39793160309970843,Iris-setosa
+102,5.482346691577899,2.6078194004762487,4.352577044534588,1.2258083371850201,Iris-versicolor
+103,5.132722320648573,3.45568215070686,1.521353914552572,0.2,Iris-setosa
+104,6.336683822033257,2.4630552693192254,4.8268945112398125,1.4832156246288783,Iris-versicolor
+105,6.6719209160615,3.0096925441858215,4.622323213935532,1.47320838204563,Iris-versicolor
+106,5.510417526918788,4.207941693285541,1.4003188847891768,0.2,Iris-setosa
+107,5.702329555001783,4.39999900000255,1.4857403844811097,0.37683628849610856,Iris-setosa
+108,4.400000531504582,3.186390271618049,1.317882451729323,0.2,Iris-setosa
+109,5.119594453431934,3.4036781059475114,1.5124964034002142,0.2,Iris-setosa
+110,5.9976409043481915,2.9961774163572947,4.823931397120369,1.797383674036184,Iris-virginica
+111,5.147498914978795,3.455455490496088,1.509076449890555,0.2,Iris-setosa
+112,5.484010937971461,4.198263400820692,1.401136300142296,0.2,Iris-setosa
+113,5.511632363701855,2.4052392683133768,3.8585656611040484,1.1545200365850312,Iris-versicolor
+114,5.806864468509144,2.733562413837632,5.098459363755949,1.8876058789088879,Iris-virginica
+115,4.977167354949134,2.4361629660722777,3.238930390082576,1.1370847397932242,Iris-versicolor
+116,6.09151456468739,2.6034184252271504,5.590951510870098,1.4093444783274904,Iris-virginica
+117,6.321558084577996,3.252983245382136,4.492313948050158,1.507799126489413,Iris-versicolor
+118,7.166105302982009,2.953149548414287,6.062212251804334,1.9751282824028829,Iris-virginica
+119,5.932361865747782,3.2683530986400666,4.6386030444844195,1.7194031047591325,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/5/test.csv b/iris/tab_ddpm/6_1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/5/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/5/train.csv b/iris/tab_ddpm/6_1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/5/val.csv b/iris/tab_ddpm/6_1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/5/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/6/synth.csv b/iris/tab_ddpm/6_1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..425a6abd237d83a8dbdc9f516807f2e9691a495a
--- /dev/null
+++ b/iris/tab_ddpm/6_1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.40617602754019,2.9008490499416477,4.335036189922835,1.311177312195765,Iris-versicolor
+1,6.325066593579549,2.8983505909699203,5.584539685062459,1.8097565229473462,Iris-virginica
+2,6.263629690254691,2.708553907617438,4.920340412127329,1.7738152889473824,Iris-virginica
+3,5.472096216398761,3.006185612794091,4.493169146758711,1.5008669625372058,Iris-versicolor
+4,6.246010745377636,2.942966050055255,4.461915889907757,1.3294250695408911,Iris-versicolor
+5,6.31541733028592,2.508759353431648,4.906851983853843,1.5113908870224382,Iris-versicolor
+6,5.0126268824871465,3.589776408401825,1.4001589854753458,0.2,Iris-setosa
+7,7.7,2.7948861394723057,6.699999003656362,2.0037518424391036,Iris-virginica
+8,6.482674559120907,2.9931238650221883,5.500346473618037,1.7994968456505673,Iris-virginica
+9,6.748879451155426,3.292177952652009,5.68813193332006,2.125073832146871,Iris-virginica
+10,5.389853805539409,3.8911304047297866,1.2995206294420285,0.40904947454810825,Iris-setosa
+11,4.862866762379545,2.9943797710169706,1.3935273594810607,0.2,Iris-setosa
+12,6.803324528876542,3.024926283840912,5.525309754757705,2.1329186240138616,Iris-virginica
+13,6.4800997987686415,3.178927001303412,4.564520803748537,1.479006174865333,Iris-versicolor
+14,6.719007929949332,3.307713066638393,5.704311207834602,2.0970675811424266,Iris-virginica
+15,6.3196407129999095,2.749413228651403,5.284555280722054,1.8608710335686571,Iris-virginica
+16,5.107404164228868,3.3089094283756624,1.6800970719960908,0.5621059995205495,Iris-setosa
+17,5.363957754806478,3.4696026021489152,1.6330098698555873,0.2,Iris-setosa
+18,6.404423974284145,2.8864342556849447,4.302693774592641,1.3079043840983338,Iris-versicolor
+19,5.4149776677561965,3.9336551201287415,1.8416692335584532,0.3828414629408451,Iris-setosa
+20,6.647733305806941,3.0659262119063126,4.404389073508625,1.4079659529720547,Iris-versicolor
+21,5.79133655725192,2.7897296479811726,5.105035018078174,2.3994371842242455,Iris-virginica
+22,6.489340607193508,3.0046189550211957,5.512241120663401,1.809099835538367,Iris-virginica
+23,5.007306841767079,3.4815816191692126,1.3564728257693293,0.2790654049807748,Iris-setosa
+24,4.923167401391768,3.094204179044161,1.356851510802243,0.2,Iris-setosa
+25,7.366436243560519,2.900651349121984,6.369259088436769,1.753023649616099,Iris-virginica
+26,6.70223120434196,2.998966834912736,5.008732968649783,1.7038109591867574,Iris-versicolor
+27,5.19558019360296,3.3914353922404614,1.382748876363652,0.2,Iris-setosa
+28,6.004041713841298,2.9901416169436574,4.78047679207481,1.7956623402862215,Iris-virginica
+29,5.0898268200631644,3.3043733294468014,1.7246914043371755,0.4626629589015274,Iris-setosa
+30,6.658759879663076,3.3170179133763265,5.763139840715059,2.5,Iris-virginica
+31,5.101780015263263,3.301532175223406,1.6869452087718129,0.452406189722634,Iris-setosa
+32,5.904118051916016,3.2075856933827835,4.812731642480266,1.818875365815813,Iris-versicolor
+33,6.292505240462223,2.514014622790654,5.00752104539217,1.8926529556706417,Iris-virginica
+34,5.8078986147689555,2.794056078259074,5.107478840912594,2.404793713230176,Iris-virginica
+35,5.107625760775628,3.359807886396067,1.6690582557864793,0.4275829298311463,Iris-setosa
+36,6.366070246030157,3.0851238489126414,5.473653087758144,1.8092688122314022,Iris-virginica
+37,6.70947180527722,2.9927561071636495,4.990906543151105,1.6956057568145377,Iris-versicolor
+38,6.627823686556594,3.015753123104255,4.400924819610628,1.4053162820946885,Iris-versicolor
+39,5.0086209870264975,3.2182244592543703,1.2228818031698756,0.2,Iris-setosa
+40,6.500813328982263,2.9960206830552107,5.464072049007727,1.7930899848884398,Iris-virginica
+41,6.774596579082062,3.3122098252588925,5.700209287304637,2.5,Iris-virginica
+42,6.125813930436481,2.606246986468947,5.5965753016418995,1.4476631167546195,Iris-virginica
+43,4.9020795906993975,3.1215180016124626,1.4941372470207974,0.1,Iris-setosa
+44,6.652150933890429,3.065872752899898,4.394405606019453,1.4228328648836976,Iris-versicolor
+45,5.5483125679759855,2.9991105715108612,4.471127316637964,1.5070802166149437,Iris-versicolor
+46,5.307237537690958,3.6588693177110736,1.5152047382231055,0.2,Iris-setosa
+47,6.760661319302715,3.304486409003757,5.627455842791602,2.5,Iris-virginica
+48,7.289037008442639,2.909363716524189,6.30151627286662,1.7827380790608518,Iris-virginica
+49,6.689139731664354,3.311826424206589,5.701509855756456,2.5,Iris-virginica
+50,4.400000460849984,3.015397170621495,1.3616286736105996,0.2,Iris-setosa
+51,5.380352765955779,3.904665576190399,1.3054710498524313,0.3876011322319904,Iris-setosa
+52,5.102795380854477,3.7657608350850986,1.7880260764197953,0.4545968101188182,Iris-setosa
+53,5.179064342654808,3.4837242822298724,1.4149072163038812,0.2,Iris-setosa
+54,5.750860098033308,2.7988863037453786,5.1128254139804765,2.3921587515871217,Iris-virginica
+55,5.797930732366917,2.7767496182000726,5.093324227091059,2.391173689215157,Iris-virginica
+56,5.68967603484215,4.4,1.4930567794027547,0.47652019772505194,Iris-setosa
+57,5.100913426320523,3.838260433368385,1.815612182259858,0.38844621463221507,Iris-setosa
+58,6.101714074815806,2.594368914976097,5.575298933765987,1.4104711800227216,Iris-virginica
+59,5.224201721470082,2.697829909979839,4.016082566526656,1.3994997654765005,Iris-versicolor
+60,5.156550970732739,3.3219180291298422,1.822793798830609,0.3570253028403989,Iris-setosa
+61,5.775337192272662,2.642748060048831,5.050482689443119,1.9443467519562105,Iris-virginica
+62,6.398280555102021,3.0720637912171793,5.4953665083195,1.8022664349994437,Iris-virginica
+63,5.1534191347953255,3.4367108928245593,1.504130593858944,0.2,Iris-setosa
+64,5.892611240736899,3.1987350331337163,4.790393857103696,1.8020520384592253,Iris-versicolor
+65,4.4,2.883931963056475,1.4051520995182023,0.2,Iris-setosa
+66,6.351276518969743,3.116848131929,5.439062409347713,1.796068479793036,Iris-virginica
+67,5.550240660170664,2.9888086805096568,4.088742685893492,1.2928161118351806,Iris-versicolor
+68,5.506724427808235,2.393193067007462,3.7461565208647487,1.0551858966946925,Iris-versicolor
+69,5.378969555085216,3.884058255546728,1.769423358074111,0.3956745492053607,Iris-setosa
+70,4.984371826018938,3.2752589336529505,1.3622717634320796,0.2,Iris-setosa
+71,6.69660627571389,3.0123193738162106,4.982802981348429,1.7022160957290626,Iris-versicolor
+72,5.895804085110888,3.201835261202443,4.797288713525947,1.776495326023493,Iris-versicolor
+73,5.564439208469501,2.682309577678639,4.217007553660307,1.2779437318103006,Iris-versicolor
+74,6.631892037689807,2.9284876160215636,5.47741172634425,1.9809203065183736,Iris-virginica
+75,4.908219010123733,2.4113420457440893,3.0858923690280458,1.0155222636658323,Iris-versicolor
+76,6.330777243923731,2.727075335945181,4.896391978761,1.8138683908886077,Iris-virginica
+77,5.737923433478496,4.4,1.5333057376128112,0.641187436498535,Iris-setosa
+78,6.015608576068551,2.9926160329840648,4.799856862357328,1.7987775071734335,Iris-virginica
+79,6.673755832222684,3.0702167066906587,4.411003450516903,1.4115945217161596,Iris-versicolor
+80,5.096805935820974,3.299471174190891,2.0611592104142242,0.5192348224172707,Iris-setosa
+81,5.74049060525456,2.582937775935306,5.046148316082596,1.9806921865766902,Iris-virginica
+82,5.369355166362208,2.9875036074091494,4.464237932792263,1.498203261761028,Iris-versicolor
+83,6.01646855057259,3.38851768022644,4.483702003349303,1.5911997127039819,Iris-versicolor
+84,5.173121393159052,2.6529073761837747,3.72649628650381,1.3627102730026357,Iris-versicolor
+85,5.797378024412547,2.7138212003642006,5.108794086676366,1.8874067885943733,Iris-virginica
+86,6.536264674936884,2.9977745073346096,5.513925788519699,1.8220575704769264,Iris-virginica
+87,5.2141131636630265,2.70033943931358,3.9283387096434863,1.3926825591168956,Iris-versicolor
+88,6.903839898282344,3.0095716227714306,5.5950958847387255,2.086006392492,Iris-virginica
+89,6.089207498730402,2.9996538168288116,4.525494187421991,1.393718999437648,Iris-versicolor
+90,6.312600219458893,2.7009712659266327,4.913397552154664,1.802769000504175,Iris-virginica
+91,5.402592259723259,3.8784959052290384,1.7515658449741145,0.39079073108977147,Iris-setosa
+92,6.7454981308227495,3.308237834990657,5.753989931693931,2.5,Iris-virginica
+93,4.897904966032544,3.095496357437911,1.5088729156490348,0.10000010754488084,Iris-setosa
+94,6.526757016455347,3.026991074078569,5.557493882972262,1.7690093912226368,Iris-virginica
+95,6.027904460237902,2.2,5.0247074442432105,1.5221261571855993,Iris-virginica
+96,6.451547896618769,3.172691668162059,4.509845647689392,1.4870944320431971,Iris-versicolor
+97,6.687630841863686,3.316924776261176,5.68952496997478,2.5,Iris-virginica
+98,6.298114345880581,2.2990354190405884,4.406123040618396,1.3023909949441776,Iris-versicolor
+99,5.337224438167026,3.39232384112619,1.6870526720314312,0.2,Iris-setosa
+100,5.118003895631618,3.318526343439306,1.6950102026034495,0.3891761425647463,Iris-setosa
+101,6.104975277250069,2.590755160143038,5.663395838114769,1.4085286885081307,Iris-virginica
+102,5.0777129957376115,3.272849459851615,1.6813090498883358,0.45207516066213743,Iris-setosa
+103,6.091968316922915,2.993547090524614,4.583927467617399,1.4081745433406005,Iris-versicolor
+104,5.918595933258451,3.000546386505833,4.2274967172351525,1.4964178694842158,Iris-versicolor
+105,5.498041768861294,4.202366583099329,1.3911299984096446,0.2,Iris-setosa
+106,5.119127131107665,2.5091586936806074,3.060236350672,1.0647021877776375,Iris-versicolor
+107,5.109856548391424,3.312876372404273,1.7605335765382697,0.412263995909645,Iris-setosa
+108,5.498989889192087,4.181920783642108,1.401983403177299,0.2,Iris-setosa
+109,6.294738412150462,2.290610430227913,4.38012403028979,1.2915624804947268,Iris-versicolor
+110,5.409627009385442,2.999504513423992,4.49100439028928,1.5012458585082034,Iris-versicolor
+111,5.4234130102221965,3.4029337486566136,1.8411947823683903,0.2,Iris-setosa
+112,7.7,2.7974122643909984,6.7,2.0124556295125657,Iris-virginica
+113,6.006961383164108,2.2,5.016064632168686,1.4952396362632048,Iris-virginica
+114,7.7,2.80565396849583,6.7,2.0150724156515314,Iris-virginica
+115,6.458562189452801,3.0530828807472905,5.499976135007555,1.7888001954216806,Iris-virginica
+116,5.539349488189145,2.4036786510631254,3.9236239233052332,1.1193337266016103,Iris-versicolor
+117,6.491725412251423,3.0326027635453094,5.475569736615555,1.8102248475332934,Iris-virginica
+118,6.405195127784236,3.0239697984262195,5.542249076784899,1.8036079309779571,Iris-virginica
+119,6.560078229060011,3.0346027371726656,4.928140949379995,1.6325834313592287,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/6/test.csv b/iris/tab_ddpm/6_1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/6/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/6/train.csv b/iris/tab_ddpm/6_1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/6/val.csv b/iris/tab_ddpm/6_1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/6/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/7/synth.csv b/iris/tab_ddpm/6_1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f4fcb4e795b8ac1924e3d72bee92836edbf983e8
--- /dev/null
+++ b/iris/tab_ddpm/6_1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.502125776631253,2.2972271251465792,1.3021552944434034,0.29914364487028444,Iris-setosa
+1,4.591464127146251,3.195339684177226,1.4018816690644857,0.2,Iris-setosa
+2,6.842718298276195,2.992659275244897,5.478118924639086,2.097152481116976,Iris-virginica
+3,5.7083675937784095,3.0078793115307083,4.148005505521722,1.3957135398417981,Iris-versicolor
+4,6.686181171713898,3.3029954471120644,5.711508690415769,2.5,Iris-virginica
+5,7.7,2.7968284232214238,6.7,2.02509488911407,Iris-virginica
+6,5.077126729221793,3.5023556257396042,1.3867706052290303,0.29644254592085756,Iris-setosa
+7,5.546611269004303,2.656939436564732,4.2799452739821735,1.2719593837847196,Iris-versicolor
+8,6.29066256592318,3.4165257273644594,5.588795097587682,2.4037493728065433,Iris-virginica
+9,7.699998559872107,2.8259520696324736,6.699998794437121,1.987332419848654,Iris-virginica
+10,4.400000594227195,2.9251782374250306,1.4003220335591313,0.2,Iris-setosa
+11,4.905899135794989,3.112264337795713,1.491424678622333,0.1,Iris-setosa
+12,5.096148943667689,3.7721993409190158,1.5856544981628262,0.2,Iris-setosa
+13,4.613097508899116,3.609176758014735,1.0,0.2,Iris-setosa
+14,5.099375600265741,3.77911001539092,1.7327156236033496,0.45674785022360787,Iris-setosa
+15,6.1170908431554,2.5888873855049948,5.59824139950516,1.4010277102893913,Iris-virginica
+16,4.40000051935622,2.9179332528513697,1.401740846732535,0.2,Iris-setosa
+17,6.682093470254454,3.2638679216030155,5.723159086382608,2.4999993246587247,Iris-virginica
+18,5.406455931595603,3.9116767512279984,1.2997252927263163,0.3779021019903068,Iris-setosa
+19,5.8102696639659275,2.7182943309448646,5.112499202961638,1.8875030255339642,Iris-virginica
+20,7.7,2.786148028391801,6.7,1.975079129898597,Iris-virginica
+21,7.012394516254897,3.001602654776658,5.766919376433449,2.1369600385786374,Iris-virginica
+22,6.121320424527158,2.998312133436446,4.6564691580233495,1.39316968772772,Iris-versicolor
+23,4.876300825248685,3.1012787775443504,1.4958964748264052,0.10000009039720396,Iris-setosa
+24,6.3229061382336935,2.615486078342073,4.947553257384094,1.8387782563265793,Iris-virginica
+25,5.953838226633441,3.001255256318063,4.997619091579395,1.7805729066877116,Iris-virginica
+26,7.243010134631235,2.891534497887334,6.308581361780568,1.8080016400020023,Iris-virginica
+27,7.294210004654966,2.88117090079165,6.284655703158306,1.7987771712831297,Iris-virginica
+28,5.037079235725624,3.5078244012341817,1.3412092303892658,0.3234598274036145,Iris-setosa
+29,5.785164982881722,2.7109440040017465,5.091144709369394,1.9001056779679106,Iris-virginica
+30,6.562871451391407,3.069429432366694,4.469982289626911,1.4279746133134472,Iris-versicolor
+31,5.5028368172206665,4.204940907477773,1.382466283747382,0.2,Iris-setosa
+32,5.5012179094896,2.391669532868197,3.826958658279228,1.0572930523841872,Iris-versicolor
+33,5.807158349062631,2.6876433473390398,5.0983791167025485,1.898540625028688,Iris-virginica
+34,5.480271671628035,4.204593449986811,1.3907543568695848,0.2,Iris-setosa
+35,4.400000465469191,3.225080424506169,1.325210462263301,0.2,Iris-setosa
+36,4.872017665596114,2.9939887309312767,1.4011152960341937,0.2,Iris-setosa
+37,5.168976178711882,3.4706556758745375,1.5113845366562437,0.2,Iris-setosa
+38,7.699997792977532,2.81886938656717,6.699998271919433,2.002636044112251,Iris-virginica
+39,4.866909773519801,2.994999357291725,1.39340733313433,0.2,Iris-setosa
+40,6.691507556200514,3.0919880550779,4.415665874331591,1.414942046977711,Iris-versicolor
+41,7.7,2.815363145188285,6.7,1.998700273272581,Iris-virginica
+42,5.193451627618831,3.40678263264677,1.3671369878888542,0.2,Iris-setosa
+43,5.5992777629605275,2.9966685010502188,4.502788681281924,1.4916652445471787,Iris-versicolor
+44,5.363711853318438,3.8159868872758462,1.3171590750317763,0.38518990785839025,Iris-setosa
+45,5.030214809689381,3.6512662877474487,1.401991336506146,0.2,Iris-setosa
+46,6.301469319979043,2.505270576060458,4.996235274813118,1.9062567364946448,Iris-virginica
+47,5.221348089380007,3.3967456302829175,1.4050311212760025,0.2,Iris-setosa
+48,5.581167591685199,2.9945594532907998,4.12979914135276,1.3027678406014238,Iris-versicolor
+49,6.8898567444523,3.1653409209807433,5.658208715593742,2.2955201995339833,Iris-virginica
+50,5.643703310324578,4.4,1.514124633055057,0.5490848255397516,Iris-setosa
+51,6.165350287451015,3.0106409768445923,4.635881234831335,1.3986563080669085,Iris-versicolor
+52,4.5873082731873565,3.40929667456918,1.3991818881547782,0.3136079919381621,Iris-setosa
+53,6.323967988987485,2.501310185547326,4.999883412939655,1.9024956445623853,Iris-virginica
+54,7.288320039411576,2.901431718727176,6.274321923846083,1.7560914819091815,Iris-virginica
+55,5.884398715163768,2.9926361223402154,5.075812213233976,1.8048905099766097,Iris-virginica
+56,6.098808632173691,2.608442653700444,5.579552431756043,1.3955657297028787,Iris-virginica
+57,6.101192134022386,2.6037545210118713,5.625744151796432,1.3814841419663086,Iris-virginica
+58,7.7,2.7653431040257384,6.7,2.0481219334870913,Iris-virginica
+59,5.788047232794128,2.712683189071543,5.12613703835943,1.898628489256089,Iris-virginica
+60,7.278753497133889,2.9189462141092024,6.279029114741524,1.820958217048527,Iris-virginica
+61,5.499650875319268,2.390273512977497,3.794998325337283,1.0586179546841914,Iris-versicolor
+62,5.815159755546488,2.734628501869298,5.107603786017196,1.8913208410944211,Iris-virginica
+63,5.4899824848521135,2.3931034217773175,3.957920198795681,1.0139241448977867,Iris-versicolor
+64,5.61691739723551,2.7632048587528275,4.165208303084494,1.3085152758787282,Iris-versicolor
+65,5.0595947436403685,2.4874436561215596,2.7863260611849086,1.090929051568655,Iris-versicolor
+66,5.187183617937697,3.4747064832775147,1.50658735079273,0.2,Iris-setosa
+67,6.01966248716017,2.695568468305366,5.110142488074675,1.6143486591208602,Iris-versicolor
+68,5.495771474320315,2.9991043627266247,4.5266977534010495,1.49491336541537,Iris-versicolor
+69,4.993943727659391,3.5942341964991544,1.4025882766872875,0.2,Iris-setosa
+70,5.09294486151275,3.8145921718360225,1.5997892491605799,0.2,Iris-setosa
+71,6.076703204384715,3.324057711257158,4.520831406687246,1.6194296645000874,Iris-versicolor
+72,5.359056482356539,3.8586515507505066,2.053672490137163,0.4316741547012756,Iris-setosa
+73,5.743829029938462,4.4,1.524466385344395,0.7174748762148049,Iris-setosa
+74,5.388137529806554,3.876470991870736,1.6756850582524776,0.441648846130663,Iris-setosa
+75,5.982504677864081,2.2,4.996301794977204,1.4797213390851196,Iris-virginica
+76,4.60665431548203,3.6030356442798217,1.0000003843364695,0.2,Iris-setosa
+77,6.29417097387009,2.29860037252814,4.396447626843131,1.2954395380887416,Iris-versicolor
+78,6.090309681360777,3.3268627491250835,4.496081129898264,1.5710217077284883,Iris-versicolor
+79,4.4000004726505,2.9087551888331014,1.4050079377573892,0.2,Iris-setosa
+80,6.2795684657942425,2.7319880710084448,4.868443220393124,1.7688004793160632,Iris-virginica
+81,5.9033670229068,2.9862892552986207,5.096404231235621,1.8099455506683977,Iris-virginica
+82,5.781955954344555,2.700114536859076,5.098572021516184,1.9059834928528092,Iris-virginica
+83,6.615426335545625,2.962953475317056,5.5989680200038965,1.7770679028447263,Iris-virginica
+84,5.44913454899382,3.8948274175440263,1.7818945549557148,0.4097262085691752,Iris-setosa
+85,5.78847567406514,2.7118917347724625,5.1071091499601735,1.8851015244862346,Iris-virginica
+86,5.089905021148364,3.661029553978694,1.4967807252950673,0.2,Iris-setosa
+87,6.802515473564537,3.277258173965319,5.735508405019539,2.5,Iris-virginica
+88,4.589591473025113,3.4276871751725855,1.4002240759471183,0.2762383412193023,Iris-setosa
+89,5.091633410654247,3.8273772970885314,2.142065505199304,0.4049081040686758,Iris-setosa
+90,5.901571381666936,3.1819280582744094,4.816287565867307,1.7950879807271687,Iris-versicolor
+91,5.014937942291881,3.2647035819318693,1.2855154909434083,0.2,Iris-setosa
+92,5.026935607791487,3.5077962346885214,1.323941917914532,0.29491339548278805,Iris-setosa
+93,6.122191986388322,2.9978686489660262,4.632827080143879,1.4025961868861305,Iris-versicolor
+94,5.584329961490364,2.6952491635563596,4.177407949173931,1.3038900889126879,Iris-versicolor
+95,5.394012846907848,3.9016053906147254,1.3023581432246498,0.3869328760899924,Iris-setosa
+96,6.677565335322027,3.3354785115648604,5.703818776521022,2.5,Iris-virginica
+97,6.7291559140150925,3.3204981596723533,5.697013050741878,2.5,Iris-virginica
+98,5.106227630505671,3.417861227532138,1.4728130188420079,0.2,Iris-setosa
+99,5.11650063956917,3.6698790713962017,1.4817983998815256,0.39445421164082173,Iris-setosa
+100,6.678048517014827,3.239102805604515,5.625705690810109,2.4999992285927815,Iris-virginica
+101,5.122719669983011,3.380580796845664,1.5143041987813664,0.2,Iris-setosa
+102,5.512339211141199,2.9939552912255047,4.476816976517144,1.501399181067624,Iris-versicolor
+103,7.331718311774207,2.8967143332135756,6.313648031403249,1.7877056984895947,Iris-virginica
+104,6.292422437634513,2.471152346879813,4.871833036811272,1.486379027379829,Iris-versicolor
+105,5.089992526197027,3.7150260047738155,1.485374143436657,0.41761549123624725,Iris-setosa
+106,5.799803580255058,2.699986987403811,5.1027688729209055,1.8838424961589264,Iris-virginica
+107,5.99578961423204,3.4097928546173173,4.506488377928981,1.6220673206750897,Iris-versicolor
+108,5.521556809607627,2.3949583404316437,3.890131519592817,1.151393464370316,Iris-versicolor
+109,6.300531562808218,2.818258988404794,5.123420572334264,1.5174437792037017,Iris-virginica
+110,5.88550321985726,3.1957664047293894,4.796179070074653,1.789784755692642,Iris-versicolor
+111,5.107513963631863,2.5031397547273024,2.9338712241531226,1.0738116036757066,Iris-versicolor
+112,6.451514252406147,3.3673225895925016,5.63558341116242,2.317571458147781,Iris-virginica
+113,6.508357873984339,3.0083669211330824,5.507058145963767,1.7898295023092174,Iris-virginica
+114,5.858237163927833,3.200480274321002,4.778585227980163,1.7987864639568316,Iris-versicolor
+115,6.109776624972034,2.6031869504290603,5.61985054124089,1.423490441451467,Iris-virginica
+116,6.007268868880065,3.436397199945916,4.50881899983881,1.6167621411847135,Iris-versicolor
+117,5.899366167633811,2.995482875454475,5.115770381903349,1.795346261549652,Iris-virginica
+118,7.24566372162265,2.9314801856770702,6.191020780477078,1.8819643118099683,Iris-virginica
+119,5.197647846322562,3.401073256672963,1.4037218713055197,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/7/test.csv b/iris/tab_ddpm/6_1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/7/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/7/train.csv b/iris/tab_ddpm/6_1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/7/val.csv b/iris/tab_ddpm/6_1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/7/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/8/synth.csv b/iris/tab_ddpm/6_1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..31816a6a67fea9b44ea63a5bdda60a638df96dce
--- /dev/null
+++ b/iris/tab_ddpm/6_1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.289144482457932,2.7108977924090922,4.881756406690311,1.7944533990842753,Iris-virginica
+1,5.413808311402028,3.0052922150130432,4.544781852581048,1.503934687618621,Iris-versicolor
+2,5.268616463030914,3.598981284937794,1.5094695384191497,0.2,Iris-setosa
+3,5.108411962049408,3.786125767706403,1.6066395816100898,0.2,Iris-setosa
+4,6.405339815439294,2.898619601326601,4.29639214125104,1.299475586803425,Iris-versicolor
+5,5.11165975365377,3.438731923485443,1.4967538016163953,0.2,Iris-setosa
+6,6.283878851060077,2.2992435112129535,4.430060081436542,1.2989033542689636,Iris-versicolor
+7,5.40365029952138,3.9192155688036863,1.3124461435936252,0.4589739768832912,Iris-setosa
+8,5.888096358012235,2.9402945516054437,4.336305804948253,1.395132100776695,Iris-versicolor
+9,6.477613037608042,3.034014914318954,5.51850185873021,1.777772063286296,Iris-virginica
+10,4.592778360831684,3.1979446475369753,1.4009974401550869,0.2,Iris-setosa
+11,7.300355915299845,2.9443335217919535,6.225119776252472,1.9342095435482203,Iris-virginica
+12,4.512314129129589,2.298879872774393,1.3017986845724991,0.30327421139465993,Iris-setosa
+13,6.28995298521314,3.4223242350125553,5.597099431402561,2.3897561244822203,Iris-virginica
+14,5.021119194368555,3.511976738358285,1.3189643546615684,0.30762099220556494,Iris-setosa
+15,6.29238310641142,2.2919152837305936,4.402904632466704,1.305042053077375,Iris-versicolor
+16,5.111919505474557,3.809299176440466,1.724598309661942,0.43131469315580656,Iris-setosa
+17,5.045423154536086,2.4958765326530057,3.0878495130678916,1.0802080716944753,Iris-versicolor
+18,5.888742855840051,3.2269227929070143,4.734442101702687,1.7806073705712682,Iris-versicolor
+19,4.9863289470581185,3.223768365577474,1.1807563085645425,0.2,Iris-setosa
+20,6.034627572940381,2.2000003395458867,4.974313834041823,1.5230668449655942,Iris-virginica
+21,6.122322757180183,2.5974498468912826,5.621809094554163,1.4108785284104943,Iris-virginica
+22,5.670225727800682,2.4856809749378326,4.995590944701729,1.9889727236751076,Iris-virginica
+23,6.263837506054008,3.3829035708182094,5.680459748323438,2.397065024974542,Iris-virginica
+24,4.609713572374507,3.6458684250538664,1.0,0.2,Iris-setosa
+25,4.795150757535741,3.4005869206111727,1.624924413072801,0.2,Iris-setosa
+26,5.392924981663677,3.41722786565225,1.7455958540088057,0.2,Iris-setosa
+27,4.85085694739652,3.4162892888309715,1.6035027361572958,0.2,Iris-setosa
+28,6.688424707348215,2.993461975582737,4.983139983257421,1.699240753068097,Iris-versicolor
+29,5.732286778898574,2.509702760839452,5.000989618302564,1.9894933440422342,Iris-virginica
+30,7.7,2.816737219140123,6.7,2.032626772072922,Iris-virginica
+31,4.4,3.198101416174732,1.2910634163759884,0.2,Iris-setosa
+32,4.813349119625612,3.3940965366471416,1.6010330418509824,0.2,Iris-setosa
+33,5.801484353966624,2.6891590565821475,5.0848380489811085,1.9106539189960754,Iris-virginica
+34,4.937469346123233,2.423336999547348,3.2588324067068983,1.104798335405657,Iris-versicolor
+35,5.816068482260007,2.7144123622023653,5.154563153743825,1.8970080712073505,Iris-virginica
+36,7.7,2.7752163227252638,6.7,2.0183200131258094,Iris-virginica
+37,5.186995882620188,3.408688576261973,1.4002187471853578,0.2,Iris-setosa
+38,6.308224485531281,2.300754438137754,4.448207534739149,1.2989046016674546,Iris-versicolor
+39,5.185525570883229,3.475696605007694,1.5349493262501612,0.2,Iris-setosa
+40,6.091849641563278,3.014923014231495,4.6311961465190175,1.4013704397534656,Iris-versicolor
+41,5.214391060274833,3.753752095173237,1.5119103060072625,0.3880034178768195,Iris-setosa
+42,4.580471406471415,3.415462012301356,1.3849950937960898,0.30176804346554503,Iris-setosa
+43,5.979492939848814,2.70160142916417,5.0993842476564835,1.6124301693117786,Iris-versicolor
+44,5.87460787777321,2.9970044192093344,5.091719271179203,1.8097660281407695,Iris-virginica
+45,5.509315778159663,4.161014885709324,1.4022483142022426,0.2,Iris-setosa
+46,4.9224195060993035,2.4132752212351005,3.6603348373473317,1.013211240359583,Iris-versicolor
+47,6.289914509338009,2.7868072197298797,5.123712699642422,1.4954801824315556,Iris-virginica
+48,6.425707021539019,2.9560061663483714,5.41403346526276,1.7438525633249586,Iris-virginica
+49,4.400000588891776,3.2035414857138638,1.3363533826885785,0.2,Iris-setosa
+50,5.881535195010381,3.1937107528666684,4.797441357089896,1.810363714744419,Iris-versicolor
+51,4.735251919053672,3.3052937245182212,1.4274921424693097,0.2,Iris-setosa
+52,6.314767937645603,3.404969628864829,5.668917802592743,2.3820361110353327,Iris-virginica
+53,5.051449992895562,3.3514947667790613,1.4138924830611022,0.2,Iris-setosa
+54,5.272121012336049,3.646843125105315,1.5284678025672322,0.2,Iris-setosa
+55,6.297246917096663,2.2973389435188527,4.410639374414384,1.285970561286594,Iris-versicolor
+56,5.997365000894458,2.7021594355746696,5.102122096963914,1.6009223501312482,Iris-versicolor
+57,5.312152420244866,2.6745721634123862,4.047548517712321,1.334328572850914,Iris-versicolor
+58,7.252617558976775,2.9318661823532928,6.200493312749593,1.8797280824741953,Iris-virginica
+59,5.897732643128587,3.2113493566051288,4.793290791268372,1.8107847879548349,Iris-versicolor
+60,4.965917721206314,3.386895725760018,1.5788560365456066,0.2,Iris-setosa
+61,6.27957062690465,2.910607195189061,5.615250740839052,1.8008839678485298,Iris-virginica
+62,5.8615822767899415,3.007911638752613,4.135308422202076,1.484107604176431,Iris-versicolor
+63,6.681409422044586,3.0931471403731776,4.416072430642526,1.4033064653516403,Iris-versicolor
+64,5.032023150879696,3.5081857520659727,1.3542380714618691,0.31460764198582236,Iris-setosa
+65,5.390309318488803,3.395564631460338,1.7214367920897302,0.2,Iris-setosa
+66,5.4427466869500645,2.9970367916512886,4.435451761923814,1.5037469874243723,Iris-versicolor
+67,5.972662995329763,3.0016547061608843,4.7898714610144495,1.7911373144179323,Iris-virginica
+68,7.7,2.760411333312909,6.7,2.015212642953167,Iris-virginica
+69,7.699998924497958,2.7795349716753392,6.699998937867657,1.985254796598879,Iris-virginica
+70,6.0215173293045146,3.0123702943867157,4.768160240147285,1.7860723416053268,Iris-virginica
+71,5.899855517704894,3.193279238924358,4.815043631873365,1.8165665505332929,Iris-versicolor
+72,6.021546900042077,3.3756872365099655,4.545456934968839,1.5966603020039094,Iris-versicolor
+73,4.603596881170805,3.5803271487509374,1.000000539554985,0.2,Iris-setosa
+74,4.785072518217576,3.3575092312557224,1.5353099762646785,0.2,Iris-setosa
+75,5.513684389181903,2.601078928662079,4.405932621173939,1.2590586463944187,Iris-versicolor
+76,6.675618420149277,3.2925925898370383,5.647808645166028,2.057519931003312,Iris-virginica
+77,5.2080627527422605,2.7148154917101524,4.024888874752734,1.4157080158665372,Iris-versicolor
+78,5.984193876567023,2.2000003539957897,5.008673054586847,1.4933965573725454,Iris-virginica
+79,6.900014099532037,3.143190344966955,5.672084948958693,2.2648177162189667,Iris-virginica
+80,4.970276473034288,3.264472184942065,1.3439495275371605,0.2,Iris-setosa
+81,6.123702734030447,2.9365743677340763,4.479571270020237,1.3203409859604418,Iris-versicolor
+82,5.478025536923777,3.0203175046410657,4.540803720838198,1.5161460321134836,Iris-versicolor
+83,5.628511051426119,3.003885646356026,4.1646036421089105,1.2984258181954356,Iris-versicolor
+84,6.90260497097388,3.2250981206879388,5.739616059772057,2.3230355643160925,Iris-virginica
+85,5.992773483328959,3.408921027730461,4.523119423968613,1.583725074920468,Iris-versicolor
+86,4.590188545666114,3.1862662448722827,1.4040764061404745,0.2,Iris-setosa
+87,7.289075019749475,2.9052393453548064,6.304794755168021,1.8103093705215068,Iris-virginica
+88,5.889948741302534,3.005435089878663,4.215593334340639,1.5001771966720794,Iris-versicolor
+89,5.02086268899292,2.4685463384059037,3.2014697833588874,1.0077006955230905,Iris-versicolor
+90,5.1352860732423045,3.4966753629029026,1.4060949948991892,0.2883321997978822,Iris-setosa
+91,4.73439458859706,3.4415151023835886,1.3329326693010641,0.33140646045932126,Iris-setosa
+92,6.67040639671145,3.004951136623967,4.987090439991963,1.6897658367687776,Iris-versicolor
+93,6.56689307717875,3.152854542645522,4.496946717708357,1.4500542149503184,Iris-versicolor
+94,4.501303919357435,2.3022084545235133,1.292527707628656,0.30454163570343734,Iris-setosa
+95,5.5332253876163175,2.395281972708044,3.8048078892316646,1.0337374280467582,Iris-versicolor
+96,5.986997407472152,3.384778205280522,4.544973972119928,1.6362775294646315,Iris-versicolor
+97,5.377092490054602,3.407877540255256,1.6861827323373175,0.2,Iris-setosa
+98,5.10728300216326,3.4199817617004067,1.5274170602160009,0.2,Iris-setosa
+99,5.097156541681779,3.6050160982731003,1.557897197173201,0.2,Iris-setosa
+100,4.852939393057772,3.0190397943091045,1.385002840220373,0.2,Iris-setosa
+101,5.346186342265445,3.9036754056228724,1.7889110491432858,0.4354630941044935,Iris-setosa
+102,4.4,2.885986726914813,1.3990778468940226,0.2,Iris-setosa
+103,5.667245799637135,4.4,1.509167703166667,0.3802331851356591,Iris-setosa
+104,5.809579864011138,2.6931172465189355,5.0880420161203235,1.9077240790829837,Iris-virginica
+105,6.673277494788464,3.0804622549418164,4.414498285949628,1.4236083268704771,Iris-versicolor
+106,6.6904701476319035,3.0023191227252104,4.988894956501458,1.7044550787317716,Iris-versicolor
+107,4.991756666894507,3.616205358630663,1.4029726545985013,0.2,Iris-setosa
+108,4.813377961479347,3.4152229184734844,1.5988506020156756,0.2,Iris-setosa
+109,4.894251635818552,3.0901523289623545,1.4956184417217753,0.10000009008996842,Iris-setosa
+110,6.336027707348728,2.9027691234791066,5.614193780155905,1.7946196557988785,Iris-virginica
+111,5.016465241546377,3.5911845284066923,1.3916503877130957,0.2,Iris-setosa
+112,6.728541539348108,3.31102663554409,5.722024284813135,2.499999226720907,Iris-virginica
+113,6.582521683183998,2.994226513159745,4.407321782974954,1.3910761343428029,Iris-versicolor
+114,4.4,3.1873963542075145,1.2925464468640775,0.2,Iris-setosa
+115,4.505227064818359,2.297760918101993,1.3108990332794117,0.2868159593744505,Iris-setosa
+116,6.433179760429458,3.021239598590094,5.4786722222587905,1.8051014650549144,Iris-virginica
+117,6.747052919999363,2.975326726587583,5.472072683334434,2.1056626374581295,Iris-virginica
+118,6.2966331405526965,2.3048834683624375,4.417006800934598,1.3089354810819138,Iris-versicolor
+119,6.40545864368844,2.901890900348766,4.325541079953449,1.3103707468058223,Iris-versicolor
diff --git a/iris/tab_ddpm/6_1/8/test.csv b/iris/tab_ddpm/6_1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/8/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/8/train.csv b/iris/tab_ddpm/6_1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/8/val.csv b/iris/tab_ddpm/6_1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/8/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/9/synth.csv b/iris/tab_ddpm/6_1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a1e26e7d04ab4ecc9ed5bed16afcd30030bf3f1f
--- /dev/null
+++ b/iris/tab_ddpm/6_1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.199377623669697,3.466626049738707,1.4917957715504064,0.2,Iris-setosa
+1,6.297624070805615,2.5043499648922865,4.997409364889658,1.9005784967065764,Iris-virginica
+2,4.6223110823435345,3.216521730372182,1.402610276744958,0.2,Iris-setosa
+3,5.101418981905128,3.4050641119911806,1.4962812168321566,0.2,Iris-setosa
+4,5.382164884877826,3.3945677055055183,1.697006364719341,0.2,Iris-setosa
+5,5.571613945640656,2.986316638520669,4.09354498917993,1.3044118910378635,Iris-versicolor
+6,4.893510566808861,3.11230739456296,1.494224891441943,0.10000010812345804,Iris-setosa
+7,5.022314712987992,3.643005504207307,1.4096104763672606,0.2,Iris-setosa
+8,5.116849088978035,3.7992740695530163,1.6749580402855522,0.3856595097050467,Iris-setosa
+9,5.1963983735437855,2.7206696162601984,4.0486231423005945,1.407838069024938,Iris-versicolor
+10,6.285205034958668,2.299375335791986,4.4391603843542775,1.2891644383796663,Iris-versicolor
+11,5.19497850656784,3.4072825705830625,1.3991540691617463,0.2,Iris-setosa
+12,5.889380949470144,3.1952682890964983,4.790680738769605,1.7993775831437593,Iris-versicolor
+13,5.497457774791466,4.215942059504271,1.4007545930262713,0.2,Iris-setosa
+14,7.699999016595237,2.8059684324464715,6.699998862470364,1.9646525790646825,Iris-virginica
+15,5.513798362437083,4.194199879822506,1.3877330945678463,0.2,Iris-setosa
+16,4.582325729428683,3.6077008938708146,1.0,0.2,Iris-setosa
+17,6.754478944329992,3.0963910234592795,5.587604848488411,2.2064776263417203,Iris-virginica
+18,6.683638535439499,3.3049080172457677,5.6566999768008355,2.104299072447688,Iris-virginica
+19,6.574777196810466,2.9902445112438265,4.381150902948154,1.3969813195159735,Iris-versicolor
+20,5.610197108940514,2.9982581497602583,4.502944539106355,1.499890535039008,Iris-versicolor
+21,5.092828156042252,3.7952839159203653,1.9460788185603297,0.4408293595057481,Iris-setosa
+22,5.135775495112616,3.41681551948923,1.4941529599421663,0.2,Iris-setosa
+23,5.797840782761082,2.6998579492090546,5.092651365325448,1.8939995224414252,Iris-virginica
+24,4.8642547167400405,3.408461354954476,1.5803950568803138,0.2,Iris-setosa
+25,5.184819735095232,3.5179269468432315,1.4922739757208618,0.2,Iris-setosa
+26,7.203977091413918,2.978512768407154,6.063940941638751,2.017889543339346,Iris-virginica
+27,6.716543712676365,3.004317804293153,5.018279636341211,1.7038738484591758,Iris-versicolor
+28,4.4000004841618265,3.206107700153448,1.3127109560727146,0.2,Iris-setosa
+29,5.736733136240517,2.7826173923379462,4.197189055058894,1.3292101882416656,Iris-versicolor
+30,4.6050263384881855,3.3866245609413226,1.4024187086277093,0.2928408980232292,Iris-setosa
+31,6.8239632297681965,3.003706252281589,5.509118332558222,2.1224816216943028,Iris-virginica
+32,5.116090984253628,3.357021843978656,1.3884011842303186,0.2,Iris-setosa
+33,6.597597036584975,3.3193826990354234,5.733665354189813,2.2368521682948805,Iris-virginica
+34,6.827220974138219,3.209520113504103,5.711153181461904,2.3052103783503464,Iris-virginica
+35,5.971157194163911,2.9957608263081092,4.843311861800762,1.776426223876947,Iris-virginica
+36,5.4834754639539485,4.1880002072272235,1.3794991137140753,0.2,Iris-setosa
+37,6.017568801347064,2.985631321740387,4.798442491171091,1.800132142363583,Iris-virginica
+38,6.344518482547968,2.8944072467771558,4.259313026560685,1.3086782702784274,Iris-versicolor
+39,5.127346333681821,3.6242358323755886,1.4720248776169484,0.3664730200738828,Iris-setosa
+40,6.3897337797573135,2.8858947095056653,4.369376720469759,1.2943650620946956,Iris-versicolor
+41,5.907675533094556,3.2107125392942577,4.848428378180569,1.796435715214997,Iris-versicolor
+42,7.7,2.7704120422076075,6.699998815053022,2.012318792656637,Iris-virginica
+43,4.505220506056464,2.301411440658163,1.3078362940473307,0.302997135020855,Iris-setosa
+44,5.417298463855787,2.997025244904001,4.492795781933737,1.4921424389836304,Iris-versicolor
+45,6.007076702067149,2.995096745866406,4.803822614227548,1.788039314637596,Iris-virginica
+46,5.379728236174921,3.874557677350454,1.803915768653401,0.4566939330352544,Iris-setosa
+47,6.284760637452856,2.4971416367197654,5.00144639035815,1.9093291727643305,Iris-virginica
+48,5.991206704827293,3.002553312425967,4.891196380548813,1.7751150677336782,Iris-virginica
+49,7.294705220790845,2.8900915543549974,6.304874567011107,1.8028965816287499,Iris-virginica
+50,5.205716929681913,3.8253936102007513,1.5495054577975778,0.2,Iris-setosa
+51,6.813252297853206,3.2722021479599355,5.660383119172933,2.27491337632834,Iris-virginica
+52,6.340828613713239,2.304184753676066,4.442540529684413,1.325541824443548,Iris-versicolor
+53,6.514824860899026,2.962019749633804,4.328020851271115,1.358759550401666,Iris-versicolor
+54,5.9940901922299785,2.994493722159947,4.7600402162184166,1.8025272358904902,Iris-virginica
+55,5.384322427439661,3.4096540480736475,1.690779428666571,0.2,Iris-setosa
+56,5.240690148332807,3.4339702267017147,1.4002154095341788,0.2,Iris-setosa
+57,4.956158545877517,3.2526567240851394,1.400985124372041,0.2,Iris-setosa
+58,5.197318281517664,3.5222150368451945,1.4941226369496874,0.2,Iris-setosa
+59,6.285144122364204,3.3816129477660515,5.626411695321723,2.398334393380463,Iris-virginica
+60,5.110276815237209,3.7628171568949704,1.5824583532057672,0.2,Iris-setosa
+61,5.996584717333956,2.2,5.0084482339887115,1.502452664457557,Iris-virginica
+62,5.761226706810007,2.745568116476344,5.093110351262758,2.37267476303577,Iris-virginica
+63,4.9006265903031,3.1015692614905697,1.49435673057549,0.1,Iris-setosa
+64,5.489524567812008,2.4004153474818097,3.677084333792802,0.9700609931512596,Iris-versicolor
+65,6.806589218230192,2.9968814990962573,5.487314879764212,2.085628844339309,Iris-virginica
+66,5.380736358904244,3.8538564727067057,1.3084021691158083,0.5031333131111995,Iris-setosa
+67,7.7,2.7782058043804074,6.7,2.0011915425216302,Iris-virginica
+68,4.4,2.8992677704549727,1.3988897854553504,0.2,Iris-setosa
+69,4.915568188938053,2.404996162962071,3.1762094933480967,1.0971884768577893,Iris-versicolor
+70,5.244625528062122,3.575000652735046,1.511983056493113,0.2,Iris-setosa
+71,6.4276427940898335,2.9323074326268657,4.359850188778464,1.3303979209484287,Iris-versicolor
+72,6.328065136386424,2.9089411858625227,5.638973540569187,1.7968306581630649,Iris-virginica
+73,6.674020944909988,3.062299011248364,4.393799857742027,1.3877785607169062,Iris-versicolor
+74,6.667560102104754,3.2765993336023307,5.68759887180318,2.4999987662002905,Iris-virginica
+75,5.181832481646314,3.9875244483308827,1.4043395721889271,0.2,Iris-setosa
+76,6.297876802865801,2.7388736950796804,4.905473459436147,1.7844448998983862,Iris-virginica
+77,5.801695807438834,2.6889934172316594,5.092908421966707,1.9100161751136127,Iris-virginica
+78,5.581672016184765,2.7119523442818374,4.248832317656676,1.2888534495753443,Iris-versicolor
+79,6.000247935820186,2.2,5.00015223048659,1.5018714678461986,Iris-virginica
+80,7.101242296989927,3.0183281987098876,5.900421753390323,2.1254877259501885,Iris-virginica
+81,4.621998759821389,3.4078080332080876,1.404794429476889,0.3111307499915908,Iris-setosa
+82,7.7,2.8015699017323707,6.7,2.05553136977523,Iris-virginica
+83,5.392279117354607,3.9170975529947674,1.6835885555452028,0.38224059258812665,Iris-setosa
+84,5.574234015421693,2.6846414414339996,4.165634638305309,1.2897347983806664,Iris-versicolor
+85,5.062423959801436,3.5028011326631736,1.3495401398686373,0.30131817600153377,Iris-setosa
+86,6.417379305101251,2.9184244040652776,4.306061172422693,1.3134055661247672,Iris-versicolor
+87,5.582203621028743,2.9875738009933657,4.1135797552475335,1.2980846881187798,Iris-versicolor
+88,4.863806371986208,3.0929791756722076,1.5108378644417015,0.1,Iris-setosa
+89,6.912624875516658,3.220675091309554,5.647942349886999,2.3022933223109776,Iris-virginica
+90,5.333798494176745,3.8753164274293828,1.671528518222483,0.3943708323445224,Iris-setosa
+91,5.775621303341236,3.008925577677687,4.302117280092488,1.4998900216683468,Iris-versicolor
+92,4.59423799776095,3.599628564378408,1.0,0.2,Iris-setosa
+93,5.799491558307512,2.700809182367555,5.0992170586819645,1.9016120440250595,Iris-virginica
+94,6.693912822278834,3.002279788503762,4.983240269047083,1.7098460297705338,Iris-versicolor
+95,6.510350487506171,2.996116349022335,5.4895907563083854,1.7963385574757957,Iris-virginica
+96,5.233929459284825,3.6360631700793298,1.493699400210463,0.2,Iris-setosa
+97,4.6194783783453905,3.4056833287332013,1.4046674031870139,0.3096634616974367,Iris-setosa
+98,5.508614138508892,2.397958717948918,3.8072818231615937,1.0209618555234545,Iris-versicolor
+99,6.35167248252507,3.2109443878601462,4.512569731403476,1.5283328792395983,Iris-versicolor
+100,5.1190146907103475,3.3033917345237525,1.9920945582708869,0.5298877614966052,Iris-setosa
+101,5.900616162220673,3.1868199588360437,4.78268049576962,1.812789142341733,Iris-versicolor
+102,5.999418452557025,2.7034373687920454,5.089252167119661,1.565510387140562,Iris-versicolor
+103,6.685370404252173,3.29015342721446,5.61854886305842,2.110330774289415,Iris-virginica
+104,6.660620518483942,3.001354436110605,5.017749541378777,1.6938787090543816,Iris-versicolor
+105,6.690487038985264,2.9992150914080926,4.99661178905377,1.6888119677205613,Iris-versicolor
+106,7.16825114304339,2.991314249176019,6.008444603150891,2.079736975184108,Iris-virginica
+107,5.099504465090856,3.3634328895818877,1.405781136779748,0.2,Iris-setosa
+108,6.011957534705178,2.690285007566298,5.144158272882626,1.617132861455806,Iris-versicolor
+109,4.625630420525318,3.395801708538137,1.3883918886245088,0.29579857717981406,Iris-setosa
+110,6.305334221544028,2.496656960476632,5.010637761524563,1.9043667935432245,Iris-virginica
+111,5.44666717485653,3.3896278466286303,2.162490960328997,0.2,Iris-setosa
+112,6.287835204745024,3.39792986567314,5.6196116217924965,2.394267527270509,Iris-virginica
+113,5.4821786217817206,2.3964676760029997,3.7020892681387716,1.1099844036161977,Iris-versicolor
+114,6.695269412126946,3.095414627856888,4.408580682896965,1.4018711672657809,Iris-versicolor
+115,6.015031168589562,2.7017340360579434,5.074870513241122,1.593589865231132,Iris-versicolor
+116,6.692393929560325,3.106629493771815,4.38873568281763,1.4009493816457845,Iris-versicolor
+117,5.011704573537354,3.6100193029403123,1.4054420894641868,0.2,Iris-setosa
+118,6.3068938923219156,2.50858232023244,5.006584214919293,1.9007546059148048,Iris-virginica
+119,5.098860477425372,3.8070287076194087,1.8955473823674693,0.39211317605744445,Iris-setosa
diff --git a/iris/tab_ddpm/6_1/9/test.csv b/iris/tab_ddpm/6_1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/9/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/9/train.csv b/iris/tab_ddpm/6_1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/6_1/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/6_1/9/val.csv b/iris/tab_ddpm/6_1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/6_1/9/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/6_1/params.json b/iris/tab_ddpm/6_1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..8fdc1b1f11be89c79d68e2e89b298553e0fc9da4
--- /dev/null
+++ b/iris/tab_ddpm/6_1/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5318c6dee80f69f0ca2a20cc52d3c9f97dcd42187941e64f67c1643f4797ecea
+size 331
diff --git a/iris/tab_ddpm/6_1/tab_ddpm_eval.ipynb b/iris/tab_ddpm/6_1/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ac42727b747c1a0c7ee8e00a506c19692b13aa00
--- /dev/null
+++ b/iris/tab_ddpm/6_1/tab_ddpm_eval.ipynb
@@ -0,0 +1,2107 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "9f5c6eb0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:36.545629Z",
+     "iopub.status.busy": "2024-07-22T02:23:36.545274Z",
+     "iopub.status.idle": "2024-07-22T02:23:47.195795Z",
+     "shell.execute_reply": "2024-07-22T02:23:47.194683Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.663062,
+     "end_time": "2024-07-22T02:23:47.198312",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:36.535250",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 91%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c534f46d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:47.220639Z",
+     "iopub.status.busy": "2024-07-22T02:23:47.220300Z",
+     "iopub.status.idle": "2024-07-22T02:23:47.228508Z",
+     "shell.execute_reply": "2024-07-22T02:23:47.227600Z"
+    },
+    "papermill": {
+     "duration": 0.021693,
+     "end_time": "2024-07-22T02:23:47.230556",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:47.208863",
+     "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": "4f4264f0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009342,
+     "end_time": "2024-07-22T02:23:47.249365",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:47.240023",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6eb06bd9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:47.270028Z",
+     "iopub.status.busy": "2024-07-22T02:23:47.269345Z",
+     "iopub.status.idle": "2024-07-22T02:23:47.276568Z",
+     "shell.execute_reply": "2024-07-22T02:23:47.275628Z"
+    },
+    "papermill": {
+     "duration": 0.019699,
+     "end_time": "2024-07-22T02:23:47.278457",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:47.258758",
+     "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": "9c06f3d6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:47.299295Z",
+     "iopub.status.busy": "2024-07-22T02:23:47.298634Z",
+     "iopub.status.idle": "2024-07-22T02:23:47.303963Z",
+     "shell.execute_reply": "2024-07-22T02:23:47.303101Z"
+    },
+    "papermill": {
+     "duration": 0.017986,
+     "end_time": "2024-07-22T02:23:47.305977",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:47.287991",
+     "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 = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/6_1\"\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 = 0.7\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "0b7dc26d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:47.328449Z",
+     "iopub.status.busy": "2024-07-22T02:23:47.327809Z",
+     "iopub.status.idle": "2024-07-22T02:23:47.334421Z",
+     "shell.execute_reply": "2024-07-22T02:23:47.333561Z"
+    },
+    "papermill": {
+     "duration": 0.02006,
+     "end_time": "2024-07-22T02:23:47.336385",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:47.316325",
+     "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": "aba615ac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:47.357482Z",
+     "iopub.status.busy": "2024-07-22T02:23:47.357212Z",
+     "iopub.status.idle": "2024-07-22T02:23:48.616506Z",
+     "shell.execute_reply": "2024-07-22T02:23:48.615323Z"
+    },
+    "papermill": {
+     "duration": 1.272421,
+     "end_time": "2024-07-22T02:23:48.619082",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:47.346661",
+     "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": "4c3f2c40",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:48.641578Z",
+     "iopub.status.busy": "2024-07-22T02:23:48.641230Z",
+     "iopub.status.idle": "2024-07-22T02:23:49.636761Z",
+     "shell.execute_reply": "2024-07-22T02:23:49.635602Z"
+    },
+    "papermill": {
+     "duration": 1.009705,
+     "end_time": "2024-07-22T02:23:49.639194",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:48.629489",
+     "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": "28e3270d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:49.662041Z",
+     "iopub.status.busy": "2024-07-22T02:23:49.661711Z",
+     "iopub.status.idle": "2024-07-22T02:23:49.671415Z",
+     "shell.execute_reply": "2024-07-22T02:23:49.670519Z"
+    },
+    "papermill": {
+     "duration": 0.023453,
+     "end_time": "2024-07-22T02:23:49.673334",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:49.649881",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/6_1\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": "df18e9f3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:49.697289Z",
+     "iopub.status.busy": "2024-07-22T02:23:49.697011Z",
+     "iopub.status.idle": "2024-07-22T02:23:50.056931Z",
+     "shell.execute_reply": "2024-07-22T02:23:50.055968Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.375001,
+     "end_time": "2024-07-22T02:23:50.059481",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:49.684480",
+     "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": "9ad9dcd3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:50.082701Z",
+     "iopub.status.busy": "2024-07-22T02:23:50.082429Z",
+     "iopub.status.idle": "2024-07-22T02:23:51.752445Z",
+     "shell.execute_reply": "2024-07-22T02:23:51.751566Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.684468,
+     "end_time": "2024-07-22T02:23:51.755115",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:50.070647",
+     "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": "6cd9f153",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:51.780491Z",
+     "iopub.status.busy": "2024-07-22T02:23:51.780061Z",
+     "iopub.status.idle": "2024-07-22T02:23:51.788988Z",
+     "shell.execute_reply": "2024-07-22T02:23:51.788096Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023731,
+     "end_time": "2024-07-22T02:23:51.790953",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:51.767222",
+     "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": "f0329ada",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:51.813503Z",
+     "iopub.status.busy": "2024-07-22T02:23:51.813216Z",
+     "iopub.status.idle": "2024-07-22T02:23:51.817497Z",
+     "shell.execute_reply": "2024-07-22T02:23:51.816642Z"
+    },
+    "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": 0.018053,
+     "end_time": "2024-07-22T02:23:51.819527",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:51.801474",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "51ad6926",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:51.842495Z",
+     "iopub.status.busy": "2024-07-22T02:23:51.841806Z",
+     "iopub.status.idle": "2024-07-22T02:23:51.959383Z",
+     "shell.execute_reply": "2024-07-22T02:23:51.958295Z"
+    },
+    "papermill": {
+     "duration": 0.132052,
+     "end_time": "2024-07-22T02:23:51.962076",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:51.830024",
+     "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": "40af2413",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:51.989237Z",
+     "iopub.status.busy": "2024-07-22T02:23:51.988627Z",
+     "iopub.status.idle": "2024-07-22T02:23:56.368769Z",
+     "shell.execute_reply": "2024-07-22T02:23:56.367944Z"
+    },
+    "papermill": {
+     "duration": 4.396311,
+     "end_time": "2024-07-22T02:23:56.371204",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:51.974893",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:23:53.730136: 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 02:23:53.730205: 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 02:23:53.731834: 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": "e3c08758",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:56.396100Z",
+     "iopub.status.busy": "2024-07-22T02:23:56.395282Z",
+     "iopub.status.idle": "2024-07-22T02:23:56.401205Z",
+     "shell.execute_reply": "2024-07-22T02:23:56.400347Z"
+    },
+    "papermill": {
+     "duration": 0.020292,
+     "end_time": "2024-07-22T02:23:56.403099",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:56.382807",
+     "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": "8a99a57e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:56.428328Z",
+     "iopub.status.busy": "2024-07-22T02:23:56.428003Z",
+     "iopub.status.idle": "2024-07-22T02:23:59.207170Z",
+     "shell.execute_reply": "2024-07-22T02:23:59.206031Z"
+    },
+    "papermill": {
+     "duration": 2.794651,
+     "end_time": "2024-07-22T02:23:59.209647",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:56.414996",
+     "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": "d1b84026",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:59.238360Z",
+     "iopub.status.busy": "2024-07-22T02:23:59.237424Z",
+     "iopub.status.idle": "2024-07-22T02:23:59.244479Z",
+     "shell.execute_reply": "2024-07-22T02:23:59.243614Z"
+    },
+    "papermill": {
+     "duration": 0.024146,
+     "end_time": "2024-07-22T02:23:59.246478",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:59.222332",
+     "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": "94fcfe80",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:59.271559Z",
+     "iopub.status.busy": "2024-07-22T02:23:59.270809Z",
+     "iopub.status.idle": "2024-07-22T02:23:59.776976Z",
+     "shell.execute_reply": "2024-07-22T02:23:59.776148Z"
+    },
+    "papermill": {
+     "duration": 0.521502,
+     "end_time": "2024-07-22T02:23:59.779454",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:59.257952",
+     "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": "8cd3dddb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:59.806083Z",
+     "iopub.status.busy": "2024-07-22T02:23:59.805701Z",
+     "iopub.status.idle": "2024-07-22T02:23:59.811851Z",
+     "shell.execute_reply": "2024-07-22T02:23:59.810928Z"
+    },
+    "papermill": {
+     "duration": 0.021848,
+     "end_time": "2024-07-22T02:23:59.813939",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:59.792091",
+     "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": "0f631655",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:59.838907Z",
+     "iopub.status.busy": "2024-07-22T02:23:59.838532Z",
+     "iopub.status.idle": "2024-07-22T02:23:59.886255Z",
+     "shell.execute_reply": "2024-07-22T02:23:59.885540Z"
+    },
+    "papermill": {
+     "duration": 0.062707,
+     "end_time": "2024-07-22T02:23:59.888224",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:59.825517",
+     "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": "43be7f35",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:59.916132Z",
+     "iopub.status.busy": "2024-07-22T02:23:59.915209Z",
+     "iopub.status.idle": "2024-07-22T02:23:59.921951Z",
+     "shell.execute_reply": "2024-07-22T02:23:59.921199Z"
+    },
+    "papermill": {
+     "duration": 0.02277,
+     "end_time": "2024-07-22T02:23:59.923891",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:59.901121",
+     "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": "1c5d43fb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:59.949034Z",
+     "iopub.status.busy": "2024-07-22T02:23:59.948677Z",
+     "iopub.status.idle": "2024-07-22T02:23:59.952623Z",
+     "shell.execute_reply": "2024-07-22T02:23:59.951795Z"
+    },
+    "papermill": {
+     "duration": 0.019489,
+     "end_time": "2024-07-22T02:23:59.954933",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:59.935444",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "9d721fdc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:59.980846Z",
+     "iopub.status.busy": "2024-07-22T02:23:59.980543Z",
+     "iopub.status.idle": "2024-07-22T02:23:59.986234Z",
+     "shell.execute_reply": "2024-07-22T02:23:59.985477Z"
+    },
+    "papermill": {
+     "duration": 0.02042,
+     "end_time": "2024-07-22T02:23:59.988174",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:59.967754",
+     "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": "e8ba2cc0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:24:00.012719Z",
+     "iopub.status.busy": "2024-07-22T02:24:00.012453Z",
+     "iopub.status.idle": "2024-07-22T02:24:00.018810Z",
+     "shell.execute_reply": "2024-07-22T02:24:00.018103Z"
+    },
+    "papermill": {
+     "duration": 0.020896,
+     "end_time": "2024-07-22T02:24:00.020643",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:59.999747",
+     "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": "48f8050d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:24:00.046690Z",
+     "iopub.status.busy": "2024-07-22T02:24:00.046394Z",
+     "iopub.status.idle": "2024-07-22T02:24:00.055210Z",
+     "shell.execute_reply": "2024-07-22T02:24:00.054351Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024308,
+     "end_time": "2024-07-22T02:24:00.057180",
+     "exception": false,
+     "start_time": "2024-07-22T02:24:00.032872",
+     "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": "4e21c0e9",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:24:00.082713Z",
+     "iopub.status.busy": "2024-07-22T02:24:00.082175Z",
+     "iopub.status.idle": "2024-07-22T02:28:45.769903Z",
+     "shell.execute_reply": "2024-07-22T02:28:45.769057Z"
+    },
+    "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": 285.703341,
+     "end_time": "2024-07-22T02:28:45.772583",
+     "exception": false,
+     "start_time": "2024-07-22T02:24:00.069242",
+     "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 1000/59381 MLoss: 0.0 GLoss: 0.3451 Sum: 0.3451\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/59381 MLoss: 0.0 GLoss: 0.2985 Sum: 0.2985\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/59381 MLoss: 0.0 GLoss: 0.2872 Sum: 0.2872\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/59381 MLoss: 0.0 GLoss: 0.2754 Sum: 0.2754\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/59381 MLoss: 0.0 GLoss: 0.2692 Sum: 0.2692\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/59381 MLoss: 0.0 GLoss: 0.2634 Sum: 0.2634\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/59381 MLoss: 0.0 GLoss: 0.2599 Sum: 0.2599\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/59381 MLoss: 0.0 GLoss: 0.2539 Sum: 0.2539\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/59381 MLoss: 0.0 GLoss: 0.2464 Sum: 0.2464\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/59381 MLoss: 0.0 GLoss: 0.2449 Sum: 0.2449\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/59381 MLoss: 0.0 GLoss: 0.2433 Sum: 0.2433\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/59381 MLoss: 0.0 GLoss: 0.2369 Sum: 0.2369\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/59381 MLoss: 0.0 GLoss: 0.2372 Sum: 0.2372\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/59381 MLoss: 0.0 GLoss: 0.2337 Sum: 0.2337\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/59381 MLoss: 0.0 GLoss: 0.2312 Sum: 0.2312\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/59381 MLoss: 0.0 GLoss: 0.2311 Sum: 0.2311\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/59381 MLoss: 0.0 GLoss: 0.2273 Sum: 0.2273\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/59381 MLoss: 0.0 GLoss: 0.2277 Sum: 0.2277\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/59381 MLoss: 0.0 GLoss: 0.2225 Sum: 0.2225\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/59381 MLoss: 0.0 GLoss: 0.2231 Sum: 0.2231\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/59381 MLoss: 0.0 GLoss: 0.2224 Sum: 0.2224\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/59381 MLoss: 0.0 GLoss: 0.2167 Sum: 0.2167\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/59381 MLoss: 0.0 GLoss: 0.2192 Sum: 0.2192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/59381 MLoss: 0.0 GLoss: 0.2182 Sum: 0.2182\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/59381 MLoss: 0.0 GLoss: 0.2165 Sum: 0.2165\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/59381 MLoss: 0.0 GLoss: 0.2155 Sum: 0.2155\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/59381 MLoss: 0.0 GLoss: 0.2143 Sum: 0.2143\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/59381 MLoss: 0.0 GLoss: 0.2133 Sum: 0.2133\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/59381 MLoss: 0.0 GLoss: 0.2132 Sum: 0.2132\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/59381 MLoss: 0.0 GLoss: 0.2117 Sum: 0.2117\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/59381 MLoss: 0.0 GLoss: 0.2148 Sum: 0.2148\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/59381 MLoss: 0.0 GLoss: 0.21 Sum: 0.21\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/59381 MLoss: 0.0 GLoss: 0.2085 Sum: 0.2085\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/59381 MLoss: 0.0 GLoss: 0.2084 Sum: 0.2084\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/59381 MLoss: 0.0 GLoss: 0.207 Sum: 0.207\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/59381 MLoss: 0.0 GLoss: 0.2045 Sum: 0.2045\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/59381 MLoss: 0.0 GLoss: 0.208 Sum: 0.208\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/59381 MLoss: 0.0 GLoss: 0.2067 Sum: 0.2067\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/59381 MLoss: 0.0 GLoss: 0.203 Sum: 0.203\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/59381 MLoss: 0.0 GLoss: 0.2016 Sum: 0.2016\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/59381 MLoss: 0.0 GLoss: 0.2041 Sum: 0.2041\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/59381 MLoss: 0.0 GLoss: 0.205 Sum: 0.205\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/59381 MLoss: 0.0 GLoss: 0.2008 Sum: 0.2008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/59381 MLoss: 0.0 GLoss: 0.2041 Sum: 0.2041\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/59381 MLoss: 0.0 GLoss: 0.1996 Sum: 0.1996\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/59381 MLoss: 0.0 GLoss: 0.1992 Sum: 0.1992\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/59381 MLoss: 0.0 GLoss: 0.2006 Sum: 0.2006\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/59381 MLoss: 0.0 GLoss: 0.1995 Sum: 0.1995\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/59381 MLoss: 0.0 GLoss: 0.199 Sum: 0.199\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/59381 MLoss: 0.0 GLoss: 0.1989 Sum: 0.1989\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/59381 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/59381 MLoss: 0.0 GLoss: 0.194 Sum: 0.194\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/59381 MLoss: 0.0 GLoss: 0.1964 Sum: 0.1964\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/59381 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/59381 MLoss: 0.0 GLoss: 0.1929 Sum: 0.1929\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/59381 MLoss: 0.0 GLoss: 0.1927 Sum: 0.1927\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/59381 MLoss: 0.0 GLoss: 0.1937 Sum: 0.1937\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/59381 MLoss: 0.0 GLoss: 0.1947 Sum: 0.1947\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/59381 MLoss: 0.0 GLoss: 0.1936 Sum: 0.1936\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": "711c93ce",
+   "metadata": {
+    "papermill": {
+     "duration": 0.01709,
+     "end_time": "2024-07-22T02:28:45.807538",
+     "exception": false,
+     "start_time": "2024-07-22T02:28:45.790448",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "5b18bdad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:28:45.843682Z",
+     "iopub.status.busy": "2024-07-22T02:28:45.843354Z",
+     "iopub.status.idle": "2024-07-22T02:28:45.851026Z",
+     "shell.execute_reply": "2024-07-22T02:28:45.850250Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.027025,
+     "end_time": "2024-07-22T02:28:45.853034",
+     "exception": false,
+     "start_time": "2024-07-22T02:28:45.826009",
+     "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": "0aa9721c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:28:45.887170Z",
+     "iopub.status.busy": "2024-07-22T02:28:45.886615Z",
+     "iopub.status.idle": "2024-07-22T02:29:02.582232Z",
+     "shell.execute_reply": "2024-07-22T02:29:02.581259Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.715291,
+     "end_time": "2024-07-22T02:29:02.584639",
+     "exception": false,
+     "start_time": "2024-07-22T02:28:45.869348",
+     "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": "c4082669",
+   "metadata": {
+    "papermill": {
+     "duration": 0.017708,
+     "end_time": "2024-07-22T02:29:02.620336",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:02.602628",
+     "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": 330.180945,
+   "end_time": "2024-07-22T02:29:05.303938",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/6_1/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/6_1/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "epoch_scale": 0.7,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/6_1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:23:35.122993",
+   "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