diff --git a/iris/tab_ddpm/5_1/0/synth.csv b/iris/tab_ddpm/5_1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0920dba739b723db211a62788958e8e74d56b14b
--- /dev/null
+++ b/iris/tab_ddpm/5_1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.69999904705363,2.8587572407896706,6.699998701827,1.98380503261501,Iris-virginica
+1,5.7999231703877285,2.6943370526016674,5.114910930940887,1.876819593860889,Iris-virginica
+2,6.216852695735754,2.5644371012918294,4.94789332931427,1.5230170228596203,Iris-versicolor
+3,5.836321993952515,2.720273289205398,5.098512286376619,2.150584896039579,Iris-virginica
+4,5.407083300425203,3.0013354126107927,4.50858276829799,1.4984150371146148,Iris-versicolor
+5,5.782938314092777,2.7110627208938953,5.081616054541546,1.888826246287965,Iris-virginica
+6,5.052387319732822,3.6047166886818784,1.4415087316378625,0.2,Iris-setosa
+7,5.064440944310351,3.3012075976993875,1.2876249935650845,0.2,Iris-setosa
+8,6.662921818935377,3.0177608441496537,4.409616962674835,1.4029858842853766,Iris-versicolor
+9,5.038448523964106,3.4784727844151675,1.3559592840618073,0.2905012255997417,Iris-setosa
+10,5.33018677162151,3.000573519163004,4.466142684213424,1.5058411581262188,Iris-versicolor
+11,5.506901886424226,4.213936849048082,1.4009994879139773,0.2,Iris-setosa
+12,4.986067415011616,3.3662213118307243,1.6412641695590997,0.2,Iris-setosa
+13,5.103685705259147,2.4969341032692207,3.141759086194302,1.0609327270964237,Iris-versicolor
+14,5.509771863667365,2.3875442423495046,3.5240630880308434,0.9920949714722918,Iris-versicolor
+15,6.551291296273981,3.151159736244375,4.495856058955861,1.459667366270096,Iris-versicolor
+16,5.538836992664703,2.649013616822055,4.327324402180387,1.2801778738158451,Iris-versicolor
+17,5.724945082120269,4.4,1.5369407470407157,0.39776188571185334,Iris-setosa
+18,4.96139352813397,2.4227087361677073,3.1462767248485344,0.9990238879628762,Iris-versicolor
+19,6.863195990786287,2.998371394038435,5.543594412628765,2.114238547594394,Iris-virginica
+20,5.015733046015331,3.486635888654582,1.2974777344862345,0.29284984358564414,Iris-setosa
+21,5.2118474285627565,2.7001789759663906,3.771005161541286,1.3984665150244946,Iris-versicolor
+22,5.066861840135356,3.592827332853813,1.4330018509730962,0.34950004441615845,Iris-setosa
+23,5.4332427010223245,2.430271403666626,3.6945911778116924,1.108525573194154,Iris-versicolor
+24,5.227216451268218,3.4674730545319217,1.5384132634072665,0.2,Iris-setosa
+25,5.909520190431807,3.2018616072510997,4.800952119938504,1.7925200860093842,Iris-versicolor
+26,5.895255490460337,3.1845167356243627,4.73467698614558,1.738055832220361,Iris-versicolor
+27,6.008976424021754,2.989969484975309,4.847688614639096,1.791520607453551,Iris-virginica
+28,7.69999815498031,2.7951902616216913,6.699998285158589,2.03740484303203,Iris-virginica
+29,5.1568048638563475,3.4460023227482286,1.4970008668105161,0.2,Iris-setosa
+30,7.7,2.8441789254251337,6.7,2.008496706581458,Iris-virginica
+31,5.5286927377981465,2.604359808652066,4.348558450852782,1.268131520633819,Iris-versicolor
+32,4.923348762595634,3.0752654437499056,1.2880824799558985,0.2,Iris-setosa
+33,5.179942126228985,3.4813558356513115,1.5004451165119839,0.2,Iris-setosa
+34,5.54909546646186,2.398282081266258,3.9918056452896318,0.9312140562532027,Iris-versicolor
+35,7.6999984807605735,2.813841945688832,6.699998019660258,1.9842572574044952,Iris-virginica
+36,6.70509394731046,2.9930357704509367,4.991297882130383,1.6816656645037313,Iris-versicolor
+37,6.683449385326703,3.0542077376843673,4.478315586754567,1.415545691346509,Iris-versicolor
+38,6.396364525277069,3.0981958790519384,5.465701833697172,1.8041350372406753,Iris-virginica
+39,5.097756749801237,3.841901464566782,1.6466811462872404,0.4216655421967531,Iris-setosa
+40,4.629767392648124,3.4336338752461506,1.3953844944836014,0.30860028071732337,Iris-setosa
+41,5.084757486434169,3.3894804896334834,1.4931166837621899,0.2,Iris-setosa
+42,6.81502668544638,2.9876580524207936,5.50795573349583,2.091594044275391,Iris-virginica
+43,5.514296264656845,4.2264418500992385,1.3844634028450944,0.2,Iris-setosa
+44,6.138986670015323,3.3085042220394514,4.514960314717588,1.5586936821819473,Iris-versicolor
+45,6.341319484013826,2.8630604677739293,4.287752058263628,1.290905225351334,Iris-versicolor
+46,6.297168726208427,2.687453448752313,4.908503845001897,1.7938342329686803,Iris-virginica
+47,4.4948343646580025,2.297998748811925,1.2844315792449013,0.2952622466063054,Iris-setosa
+48,6.0111418062010715,2.9884346550805714,4.884003652950912,1.801998958749856,Iris-virginica
+49,6.4178315278875315,3.099218610205345,5.490883398255279,1.7919109108713127,Iris-virginica
+50,7.699998665457402,2.744435914205893,6.7,1.992690463325359,Iris-virginica
+51,4.739622322939362,3.4330400456786547,1.4262624542746658,0.3002929683723325,Iris-setosa
+52,4.400000530405937,3.186838342159187,1.2986145260204573,0.2,Iris-setosa
+53,7.7,2.7612819828478723,6.7,1.9952301756848303,Iris-virginica
+54,7.278222404293092,2.91602375108127,6.272975292777322,1.8020890871080693,Iris-virginica
+55,4.4,3.203831535006747,1.315132900818281,0.2,Iris-setosa
+56,4.836670464838333,2.3866982279304203,3.3589655904948623,0.9889344877769941,Iris-versicolor
+57,6.927460149209001,3.2076918146887445,5.690700843576634,2.272458381803538,Iris-virginica
+58,5.096860830642311,3.597020539567891,1.45416572796084,0.38342352204830454,Iris-setosa
+59,5.345478185176742,2.820168766947868,4.191712231612805,1.4256289800044044,Iris-versicolor
+60,4.972406837050963,2.4305668829230855,3.0424787546461918,1.101856732923928,Iris-versicolor
+61,5.163806646566964,3.4610201761823856,1.5079852102696576,0.2,Iris-setosa
+62,5.110580792595405,3.3148049689763788,1.697336508022798,0.44207306110015293,Iris-setosa
+63,6.320632561857055,3.410456391162338,5.589449672215274,2.3994950588238284,Iris-virginica
+64,6.320515979200663,2.855806160902709,4.258069614042258,1.291925002532237,Iris-versicolor
+65,4.7895240746793375,3.3953827298293717,1.5736309218718283,0.2,Iris-setosa
+66,5.494983021858422,2.401718224556666,3.8276075239086307,1.054838538404006,Iris-versicolor
+67,5.912144427521333,3.00531903497684,5.110870408853515,1.7989087814998215,Iris-virginica
+68,4.5014315806305785,2.3007806622916798,1.2983008302364936,0.30047483073039866,Iris-setosa
+69,6.296024690482871,2.478567660097575,5.00422466982651,1.904331373709806,Iris-virginica
+70,6.404794666359906,3.0952950678191073,5.523137008543954,1.8044403621223,Iris-virginica
+71,6.691758184983466,3.3034297183489074,5.677890385658376,2.1155563890301496,Iris-virginica
+72,5.873446227805357,3.2032155158471145,4.821522030497972,1.8190627863357227,Iris-versicolor
+73,6.32465011969751,2.783571148205755,5.094889670265404,1.4856520671205675,Iris-virginica
+74,4.598300834924924,3.5872876594723984,1.0000005390910995,0.2,Iris-setosa
+75,4.9652315225684305,3.4890603031379674,1.270987016081477,0.3028573208659418,Iris-setosa
+76,5.201208863363796,3.4478742933354267,1.4144120680606922,0.2,Iris-setosa
+77,4.4892649534703395,2.2934538555596133,1.2884960499909093,0.2933842638271901,Iris-setosa
+78,5.473057744606842,2.389865358163666,3.7702570915323417,0.9474281233356997,Iris-versicolor
+79,5.100226037814795,3.309007909192932,1.763248029911789,0.5142474904068087,Iris-setosa
+80,4.877699037263687,2.978256330368432,1.4068067514576865,0.2,Iris-setosa
+81,5.949479617061556,3.3612302748357346,4.610879507889183,1.7052023703159769,Iris-versicolor
+82,4.889095782725371,2.9996062543994304,1.404315002807984,0.2,Iris-setosa
+83,5.170375422366242,3.4240215448301283,1.41957815838812,0.2,Iris-setosa
+84,5.920482999883065,3.1875125788960332,4.768784760067826,1.7724462267930345,Iris-versicolor
+85,5.661999370015944,3.025038493567558,4.171685865371011,1.3231725065369744,Iris-versicolor
+86,5.079735813728541,2.484293541963053,2.986969153121848,1.0959291743546964,Iris-versicolor
+87,5.99281038832584,2.6940877255656575,5.1129184840583335,1.6165527947044223,Iris-versicolor
+88,6.694348403725102,3.09653074284348,4.428602214226613,1.408143078993131,Iris-versicolor
+89,5.413661651156979,3.4324499412130836,1.8831001392831805,0.2,Iris-setosa
+90,6.063331889681729,3.3534700722722057,4.489718930196976,1.5605723851141375,Iris-versicolor
+91,5.892938028932444,2.990240662285725,5.119861166852557,1.8055003021939429,Iris-virginica
+92,7.05372784035346,3.006116090197789,5.865453513482872,2.0986415720795337,Iris-virginica
+93,5.327224036187674,3.404285204984942,1.6851273833010376,0.2,Iris-setosa
+94,6.392894771919132,2.9811960818007397,5.553403299163537,1.7780434722044642,Iris-virginica
+95,4.400000658199698,2.9228511125007124,1.3874441675063203,0.2,Iris-setosa
+96,4.499797207831177,2.2987685293693345,1.3153308183263792,0.2966929129649152,Iris-setosa
+97,4.9771188451558315,3.590797105513313,1.3909048785956846,0.2,Iris-setosa
+98,6.20643331725418,2.9685082298978207,4.505738582228342,1.3773306841442698,Iris-versicolor
+99,6.011606574198053,2.7065108960053514,5.091011990035377,1.5787552291951845,Iris-versicolor
+100,5.0879796161453505,3.7623769457341867,1.530804445998026,0.4668684805869461,Iris-setosa
+101,5.77744403749509,2.6775425170784692,5.098411021755828,1.8959320409951295,Iris-virginica
+102,5.619766469150091,2.9999430186147036,4.488371968578105,1.5014162218584555,Iris-versicolor
+103,4.936258771899694,2.4375883500727658,3.1845877290056466,1.0982306666926567,Iris-versicolor
+104,6.635100146893646,3.101851876150263,4.423952234790538,1.4255518701793575,Iris-versicolor
+105,6.0111300192583235,2.2,5.001183949966177,1.503747024885022,Iris-virginica
+106,5.920680486878706,3.2165490963849575,4.787629638482571,1.7750376700951869,Iris-versicolor
+107,7.0656671109426155,3.019099412907321,5.800213469860699,2.12447329621674,Iris-virginica
+108,6.352766739340909,3.02996206938398,5.518384707785577,1.785436279842867,Iris-virginica
+109,4.400000665127903,3.1787260424416277,1.3297094510857932,0.2,Iris-setosa
+110,7.699998855893085,2.781127048841124,6.699998914112022,1.992012281918385,Iris-virginica
+111,6.077856442901842,2.9962449989189497,4.61077464682451,1.3856316844592047,Iris-versicolor
+112,6.3164945251990385,3.213621533638178,4.54115981441241,1.518432882541948,Iris-versicolor
+113,5.113715856146226,3.815308829153629,1.607778181182258,0.2,Iris-setosa
+114,6.523345089100861,3.1493162229306084,4.48080601345688,1.4594299741898877,Iris-versicolor
+115,5.257332970726946,3.4045199351994273,1.5999808900068409,0.2,Iris-setosa
+116,5.254729469606259,2.8088191492135293,4.138443756729185,1.435905899574492,Iris-versicolor
+117,6.284830276694096,2.5633912860093457,4.937604552865352,1.5513148132140364,Iris-versicolor
+118,7.699998317626374,2.771813323868847,6.699998916218868,1.9718147329910556,Iris-virginica
+119,4.976957179573691,3.5181007869047223,1.2486330291281085,0.31493469322832635,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/0/test.csv b/iris/tab_ddpm/5_1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/0/train.csv b/iris/tab_ddpm/5_1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/0/val.csv b/iris/tab_ddpm/5_1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/1/synth.csv b/iris/tab_ddpm/5_1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6b0847daf7ff0c2471a55a7b57d7eb48ea0f6af9
--- /dev/null
+++ b/iris/tab_ddpm/5_1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.979995648806996,3.16440618467397,1.2361777934604419,0.2,Iris-setosa
+1,4.772910146470899,3.4417688480343704,1.382135501956175,0.3042064520866138,Iris-setosa
+2,5.311425588064328,3.8767051132388333,1.4687975163554898,0.49505660871473617,Iris-setosa
+3,5.11112649570446,3.784811771045768,1.7231784792868758,0.38803970029473134,Iris-setosa
+4,5.595344227195791,2.689458080155512,4.205443510367875,1.2961598729011887,Iris-versicolor
+5,5.035328995899291,3.293646074646792,1.300102936477531,0.2,Iris-setosa
+6,5.535185888387043,2.6080596721352887,4.312911380164192,1.279145429182579,Iris-versicolor
+7,5.801513395867345,2.700766783817709,5.104901189855457,1.8969411840299393,Iris-virginica
+8,6.029116885052036,3.407281391032058,4.482923695365475,1.5958422937091898,Iris-versicolor
+9,4.8416062156166895,2.403673983749936,3.231101912562483,0.927454606217434,Iris-versicolor
+10,6.629840217738608,2.9946496004231484,4.951849940381849,1.6107922183940113,Iris-versicolor
+11,4.861920090838286,3.112054944965246,1.4905772015238683,0.1,Iris-setosa
+12,6.473647333792956,2.9543408849568085,5.526665735804328,1.8012653582246163,Iris-virginica
+13,6.6839650959668395,3.0005494938808672,5.005090024644837,1.7159514955214168,Iris-versicolor
+14,4.878318714964085,3.0240458386210713,1.383850420740912,0.2,Iris-setosa
+15,4.400000513547809,2.891034708335823,1.388694227472647,0.2,Iris-setosa
+16,5.034750655774905,2.4715216072692128,2.8610364644620114,1.1013835660527487,Iris-versicolor
+17,5.438589251824689,3.403603423568079,1.8338915462615433,0.2,Iris-setosa
+18,6.02357597854118,2.7127728724027502,5.098744052560646,1.6030433949375031,Iris-versicolor
+19,5.98893854669641,3.0054394608210684,4.887821786031656,1.8034852155054069,Iris-virginica
+20,6.7246325728474785,3.3027325155387026,5.703004463680754,2.102615755464465,Iris-virginica
+21,6.76446325900616,3.2756082883877404,5.668577423039457,2.5,Iris-virginica
+22,6.2923204563056085,3.3856646653672624,5.597287073999957,2.4057670300012597,Iris-virginica
+23,6.5106445860899465,2.9830318852830118,5.512539919864865,1.7943549225956799,Iris-virginica
+24,7.032567654057422,2.998144823300061,5.789918188917927,2.0997398703586443,Iris-virginica
+25,4.968277896643551,3.2258289231179926,1.4109177238163222,0.2,Iris-setosa
+26,5.171392761962325,3.42986247317088,1.4050240456238683,0.2,Iris-setosa
+27,7.276498821516597,2.939338712045248,6.169117449473285,1.9119016921101,Iris-virginica
+28,7.699809403733781,2.8410053586893182,6.6998386329880715,1.9166714825315236,Iris-virginica
+29,5.885790022943954,3.196291841614398,4.8130031890256175,1.8254452669492727,Iris-versicolor
+30,6.180857044692795,2.99667286417779,4.5708898765457695,1.3727041181493178,Iris-versicolor
+31,5.556968462755949,2.657377877389808,4.205686809005628,1.2761899009893503,Iris-versicolor
+32,6.32948080074222,2.7148362223120315,4.901892721270412,1.7987505844001315,Iris-virginica
+33,7.295407411730418,2.907842427087272,6.3091178801125745,1.7824227190766502,Iris-virginica
+34,6.7360281481196935,3.302436459392179,5.7468491838944535,2.1059086451760223,Iris-virginica
+35,5.40135685221387,3.8850666555240756,1.3039869746269153,0.388828363405164,Iris-setosa
+36,6.007187534863242,2.958463586984235,4.7450810696470755,1.7898695833436737,Iris-virginica
+37,5.401469611975644,3.9266579127038703,1.2689673949653382,0.5445356788205946,Iris-setosa
+38,6.203790026592269,3.287815807940113,4.521650763939483,1.5328442425401059,Iris-versicolor
+39,4.580993363213251,3.604828678132151,1.0,0.2,Iris-setosa
+40,5.048092964367014,3.4943222853030105,1.3099308071747453,0.2620971232698323,Iris-setosa
+41,4.8656201661135015,3.0863321452995693,1.4934666974875153,0.1000001670312906,Iris-setosa
+42,5.106729595358754,3.3084133984011683,1.7356930232262433,0.4499549336645305,Iris-setosa
+43,6.573198304388306,2.985506473688045,4.3943968889408715,1.3984642150788706,Iris-versicolor
+44,5.9076100410980255,2.9893380104831246,4.254068785689616,1.3389818267701963,Iris-versicolor
+45,5.394386412116135,3.891836657864336,1.87226380491798,0.4123704909561961,Iris-setosa
+46,6.788488408995022,3.2908452215283646,5.698613437903607,2.5,Iris-virginica
+47,4.901096780809091,2.9766505874411155,1.3869640031491797,0.2,Iris-setosa
+48,5.476020469817096,4.209761110451462,1.4012428392363605,0.2,Iris-setosa
+49,5.162307676801493,3.4582562629909015,1.4923669726919981,0.2,Iris-setosa
+50,5.881822149372611,3.1913899526013094,4.811337057978478,1.8018965735969201,Iris-versicolor
+51,4.901143822020895,3.021367830497088,1.400121280325001,0.2,Iris-setosa
+52,5.50280819226305,2.6077822695276205,4.247457544754377,1.2643895881646288,Iris-versicolor
+53,6.301150799154013,2.8059884590146655,5.091450322531864,1.5126531773701088,Iris-virginica
+54,7.6999989498320875,2.7485980229729465,6.7,2.054092385830224,Iris-virginica
+55,5.097400793439288,3.5151204377877607,1.4024976877093818,0.30649728599320136,Iris-setosa
+56,6.375283853688072,3.0908578382606615,5.487733407940376,1.8011129196804947,Iris-virginica
+57,5.769372839188106,3.0006686837586027,4.254247230980002,1.3349471665210246,Iris-versicolor
+58,6.326051421606955,2.9288293013065854,5.555829660225159,1.808131033850426,Iris-virginica
+59,5.207565521149567,3.406677865207597,1.4052084552587913,0.2,Iris-setosa
+60,6.050865486726922,3.0068954938089703,4.5475431404605535,1.3930766643490953,Iris-versicolor
+61,6.028180713167715,2.960201702679387,4.8040897580922275,1.8013501968018004,Iris-virginica
+62,5.10255393603172,3.7758708573156663,1.6130343292484177,0.2,Iris-setosa
+63,4.667700304803615,3.403483829124097,1.469282316051294,0.2803482907370143,Iris-setosa
+64,4.4,2.9025810265317213,1.4032065463164032,0.2,Iris-setosa
+65,5.476611066290459,3.001629323283827,4.544172548240161,1.5039691971137552,Iris-versicolor
+66,5.006604200947582,2.4456889225473413,3.310711949136187,1.0667518611979814,Iris-versicolor
+67,4.835423078583727,2.382455795222893,3.2653301764637983,0.9765857905064225,Iris-versicolor
+68,5.1129573174543355,2.490814407225755,3.021164375780878,1.0128332074888662,Iris-versicolor
+69,4.985142053194279,3.1880595036428816,1.2179577845590723,0.2,Iris-setosa
+70,5.202820555402098,3.404648132863623,1.4178041673444661,0.2,Iris-setosa
+71,5.48159975963572,2.412002283381226,3.839580262790033,1.1457033767283724,Iris-versicolor
+72,5.112550119890924,3.2963898568118863,1.7406944390752397,0.48767915420308416,Iris-setosa
+73,5.477336069446372,3.0024969393780387,4.515800035241088,1.5017471230581065,Iris-versicolor
+74,5.4983235321121455,2.393280583313515,3.685026266963212,0.9879569895146558,Iris-versicolor
+75,5.555986678228238,3.004601752975152,4.503678964063597,1.4985516327508432,Iris-versicolor
+76,4.9145896475173405,2.4116580933782963,3.247675997343653,1.0359748071871127,Iris-versicolor
+77,4.4,3.139492899058974,1.3269624225399999,0.2,Iris-setosa
+78,4.906146173317926,2.410105662478536,3.156870359422945,0.9918862299392759,Iris-versicolor
+79,6.310872184361775,2.6994065677378685,4.914830781456765,1.815855079088766,Iris-virginica
+80,5.063706934952864,3.5077817627069785,1.3904882039249298,0.30821468627010346,Iris-setosa
+81,5.111900562891522,3.343460950683989,1.3728375432652822,0.2,Iris-setosa
+82,6.083897050619527,2.6043765979278373,5.574567753455565,1.3952692988586055,Iris-virginica
+83,5.998555742396599,3.390053696318617,4.486935880862985,1.5583478544494391,Iris-versicolor
+84,6.8338396310887735,2.9908245087896943,5.505922418760433,2.1087860372634593,Iris-virginica
+85,7.6999983219243795,2.833820745365883,6.699997753094342,1.9806286453698798,Iris-virginica
+86,6.322697793711334,3.3989913219369536,5.5893026116606785,2.3898012706620446,Iris-virginica
+87,6.696321308654538,3.2930331744686545,5.779077035414178,2.499999442093486,Iris-virginica
+88,5.808229052838732,2.8235400111565845,5.116624246945939,2.3946891499317626,Iris-virginica
+89,5.002006412706635,3.54328101137814,1.3201641080451527,0.21576592635905065,Iris-setosa
+90,6.702844181658812,3.284452610831218,5.724225157518051,2.4999994037127466,Iris-virginica
+91,6.041270864630462,3.3630864033736434,4.532801270457976,1.5959464888994737,Iris-versicolor
+92,6.247435668023194,2.5507757139276066,4.94601569074236,1.5370445777519988,Iris-versicolor
+93,6.556100497026086,2.9621119201106163,4.334910669550389,1.37165697980259,Iris-versicolor
+94,6.291484121494586,2.5046450309766697,4.99566816702958,1.8974458422077194,Iris-virginica
+95,5.433704536202754,2.9915080726314938,4.487861253686531,1.4943237445321766,Iris-versicolor
+96,5.070266176288594,3.4950655888758995,1.3473590280159555,0.2822867196770441,Iris-setosa
+97,5.813504673717423,2.713387337810718,5.104900849441395,1.9092690501933705,Iris-virginica
+98,6.286116114835245,2.8009915359955495,5.0724209246866865,1.5453474058886427,Iris-virginica
+99,6.35150675648795,2.8120267698101826,5.498922101931794,1.8338179897582771,Iris-virginica
+100,7.7,2.8081431779437644,6.7,1.9939723521976962,Iris-virginica
+101,5.998966319091752,3.400686384857766,4.5476574157274605,1.5885019891515442,Iris-versicolor
+102,5.578800186567623,2.9999509699025264,4.511996421536416,1.4919168918554586,Iris-versicolor
+103,6.161799406828093,2.9013999470952747,4.861562996813816,1.7731705694198743,Iris-virginica
+104,6.629375404846499,3.0137564312549188,4.386131946776915,1.4072967060544666,Iris-versicolor
+105,6.007779271085015,3.3993651431233953,4.484254653754861,1.5792650414421627,Iris-versicolor
+106,5.550210751563166,2.9986422831551733,4.143945303408227,1.3171842226893427,Iris-versicolor
+107,5.583561206963749,3.023339535189614,4.075554925917495,1.3159147898192192,Iris-versicolor
+108,6.459336728284974,3.0694757232892744,5.492629345750489,1.8145204207438879,Iris-virginica
+109,5.489149111300021,2.6062094563516944,4.430480656444427,1.1794367181726744,Iris-versicolor
+110,7.699998699788569,2.7814933886237463,6.699998921864873,1.9842493982569083,Iris-virginica
+111,6.906188852688564,3.1971225059234087,5.708340197331805,2.2978263807929276,Iris-virginica
+112,5.982339608736692,2.2,4.983987014642785,1.4776293605974202,Iris-virginica
+113,4.584625506410223,3.204819691812871,1.370945755107173,0.2,Iris-setosa
+114,4.597568591427922,3.3863880698553936,1.385654427396854,0.2997991051887056,Iris-setosa
+115,4.874811401920854,3.1048301716539535,1.508908340457828,0.1,Iris-setosa
+116,6.303684651324435,2.699685437228796,4.934051506946346,1.7978278136741883,Iris-virginica
+117,5.204685910332452,3.3998150301966152,1.3893552461373497,0.2,Iris-setosa
+118,5.468908196305581,4.0941132995366525,1.4132468703036285,0.2,Iris-setosa
+119,6.153133522455453,3.309213452783332,4.513517086483358,1.532877537497736,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/1/test.csv b/iris/tab_ddpm/5_1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/1/train.csv b/iris/tab_ddpm/5_1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/1/val.csv b/iris/tab_ddpm/5_1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/10/synth.csv b/iris/tab_ddpm/5_1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..10c6c9f2dbd4e5d5a14ac35e2e1413da796b5bdd
--- /dev/null
+++ b/iris/tab_ddpm/5_1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.520766775451642,2.393123168566596,3.709445314248012,1.0273277373300185,Iris-versicolor
+1,6.0193241946744065,2.702979492681844,5.184276069631283,1.609571437768452,Iris-versicolor
+2,6.000279084791732,2.9862307714718663,4.816144142503466,1.812397236562544,Iris-virginica
+3,6.007671616810603,3.4017777659538297,4.478779789191386,1.5918388567041184,Iris-versicolor
+4,6.7322284967831845,3.2930769792601997,5.732419773086039,2.4999995173433156,Iris-virginica
+5,5.906483008555319,2.9877668437316705,4.207288862820249,1.487311440759135,Iris-versicolor
+6,4.871194800661546,2.4149064460310736,3.0955709874725477,0.9016336264994746,Iris-versicolor
+7,6.694511576051717,3.1076757807252124,4.411850788740429,1.4030189008202392,Iris-versicolor
+8,5.317715123277536,3.8782126553723213,1.6440818871459726,0.3837232972346106,Iris-setosa
+9,6.590060345342185,3.2489023447624987,5.618246967313682,2.0019168296953405,Iris-virginica
+10,6.32113380326456,2.295946371300956,4.462713985293264,1.302747207786323,Iris-versicolor
+11,5.927134015652929,3.202448086330851,4.769238755248979,1.8127147662419036,Iris-versicolor
+12,4.999893034906491,3.2803693003310834,1.403718036342694,0.2,Iris-setosa
+13,6.328397011378576,2.5441688015493824,5.056576244741847,1.9024367164308356,Iris-virginica
+14,5.081397530984294,3.6035897910832864,1.4465718748519183,0.38544784314772174,Iris-setosa
+15,5.499335957810714,2.3931283245069084,3.7491155907341405,1.0808187561802383,Iris-versicolor
+16,5.094021098351903,3.7531984451273033,1.612626746729275,0.2,Iris-setosa
+17,5.992702714757067,2.2,5.015985752511234,1.486920781056669,Iris-virginica
+18,5.7774454086942155,2.9989197498933167,4.273543189835084,1.4927117188734262,Iris-versicolor
+19,6.006217936878793,3.397795346230325,4.500471445456871,1.5862747583920687,Iris-versicolor
+20,5.118727098567961,3.7023259372673563,1.5794508624137835,0.2,Iris-setosa
+21,5.11158360672065,3.297756290943008,1.8203445446030617,0.42736490554202083,Iris-setosa
+22,6.122071981027505,2.992374781368306,4.626016912024925,1.4130400455570997,Iris-versicolor
+23,5.885656555001153,3.198849998690959,4.815869920418449,1.7948840836253297,Iris-versicolor
+24,5.808085358439137,2.7291118705625306,5.099837632623359,1.890072862377823,Iris-virginica
+25,6.305021411744472,3.3829710084279094,5.590391408965566,2.3912878745435115,Iris-virginica
+26,5.134343123984375,3.5127091951133695,1.3808309700882115,0.3051362744270356,Iris-setosa
+27,7.6999989828855036,2.771818830534459,6.699998197467005,1.9548602013319483,Iris-virginica
+28,5.369967867257703,3.925660092913643,1.2890277512140256,0.505950087267347,Iris-setosa
+29,5.999631117401579,2.2000003082474047,4.957513197145094,1.4994348110027924,Iris-virginica
+30,4.490613126577575,2.2957479915351984,1.3005760363500574,0.2890887637910956,Iris-setosa
+31,5.401031076871135,3.9212327218078245,1.7402853294234424,0.3985770195403985,Iris-setosa
+32,6.303121946832742,2.7080052308128013,4.89352330842751,1.7705180750005651,Iris-virginica
+33,7.118286992477852,2.992394412870727,5.885146203228587,2.0919469993775976,Iris-virginica
+34,5.49157916960035,4.201252595783384,1.4016100550057147,0.2,Iris-setosa
+35,6.300551822586444,3.4155295970228448,5.624868552141491,2.40938316431112,Iris-virginica
+36,5.980232584447845,3.4106670113906117,4.511051914784454,1.6319813840039872,Iris-versicolor
+37,5.094248510490414,3.763944054574377,1.972484949186276,0.41377192135588114,Iris-setosa
+38,5.2258078322643104,3.473009085187456,1.5354407421837746,0.2,Iris-setosa
+39,5.983886192984481,2.703128897556006,5.0849333570899535,1.5706956828246494,Iris-versicolor
+40,6.142786528435711,2.9839104244561083,4.587382386204621,1.3712328169782968,Iris-versicolor
+41,6.682709664399665,3.2939313325541355,5.675741999656554,2.086236425320303,Iris-virginica
+42,6.6967528168050094,2.986394624630331,4.988425456959136,1.70171700925745,Iris-versicolor
+43,5.7700448493350525,2.6723804367416704,5.087648805178886,1.920344563888886,Iris-virginica
+44,5.516127078444281,4.2009738504947665,1.4071720072426526,0.2,Iris-setosa
+45,5.498857648781261,2.4133810092282872,3.649002057313192,1.0786500012740432,Iris-versicolor
+46,5.102726329609525,3.776772456218878,1.938496665730579,0.48517083504384717,Iris-setosa
+47,5.344334820663458,3.888013888831416,1.4879625875954992,0.2,Iris-setosa
+48,5.504222418391867,2.5922411492984545,4.39651555969867,1.1598896482368324,Iris-versicolor
+49,6.000973133135987,3.003041537787812,4.779221732973447,1.7978587131310237,Iris-virginica
+50,5.802892354767287,2.684937149460296,5.107824959041062,1.903619925328956,Iris-virginica
+51,6.346187729453509,2.482734046229669,4.854730690287562,1.5047876604260964,Iris-versicolor
+52,5.410746793830132,2.9983808584805005,4.451372263198364,1.482245783146449,Iris-versicolor
+53,6.33172947533199,2.467754416944011,4.863451724140228,1.489295923578397,Iris-versicolor
+54,5.559608997115037,2.65940711219775,4.342955571805919,1.2719934987251045,Iris-versicolor
+55,5.790562330217194,2.674145151661833,5.087702682305387,1.911957111326739,Iris-virginica
+56,5.8754648118945445,3.192975000970046,4.780849294294269,1.7917883586047458,Iris-versicolor
+57,5.902932011807048,3.209136969729568,4.798214463465377,1.7841280589822959,Iris-versicolor
+58,5.747834109786704,2.5949173086098045,5.064258240432574,1.9497787898093604,Iris-virginica
+59,6.447323752740279,2.980344519667838,5.508926295884689,1.7967442588104556,Iris-virginica
+60,6.287606261619623,2.4949433316804845,4.872208997429472,1.50125844689843,Iris-versicolor
+61,5.759844939558614,2.5524630072477947,5.050336413463675,1.9649199242810473,Iris-virginica
+62,5.872277078961073,3.00200705344291,5.1174575674143545,1.8071472740658578,Iris-virginica
+63,6.2750956474288575,2.7514954189191863,4.884290483542649,1.7719858785174152,Iris-virginica
+64,5.486369805958694,3.004803621628457,4.516685501353014,1.4950320325966195,Iris-versicolor
+65,5.1137566833095205,2.5643845917583548,3.099828044659405,1.308892073093597,Iris-versicolor
+66,5.253436944639118,3.898379475049878,1.6968669278096649,0.3726937769645474,Iris-setosa
+67,5.5084657162147135,2.4184687629856865,4.037895415945364,1.1202728520714784,Iris-versicolor
+68,5.0891006048758864,3.4019330418734812,1.5042179730655811,0.2,Iris-setosa
+69,6.514405379114836,2.9938171049493447,5.521543955130521,1.8047157166829224,Iris-virginica
+70,7.261614268188957,2.899687345564575,6.257027979351116,1.8183709101308867,Iris-virginica
+71,6.689121418947433,3.116058003785071,4.413108754441858,1.407064528513525,Iris-versicolor
+72,6.300554906945052,2.859331840304832,5.6926219766435215,1.7838460012342043,Iris-virginica
+73,5.5732347396074235,3.0145901366554617,4.129774333745689,1.30789091057353,Iris-versicolor
+74,4.9905633373090845,3.6104498681001465,1.3988491127735223,0.2,Iris-setosa
+75,4.900943469104141,3.0266279736650263,1.4068468964494243,0.2,Iris-setosa
+76,5.2019045392233245,3.4445615558112053,1.4243894695199226,0.2,Iris-setosa
+77,4.4,2.9164890700541104,1.4111064716041037,0.2,Iris-setosa
+78,5.2729992956964615,3.6392528040802494,1.5084011626884348,0.2,Iris-setosa
+79,4.400000565029124,2.887335390927827,1.3546593107772722,0.2,Iris-setosa
+80,5.057125160465799,3.3956583176662947,1.5048297492146867,0.2,Iris-setosa
+81,5.596612057006416,3.0064452916821955,4.042731528045767,1.304504169889305,Iris-versicolor
+82,5.132380295700035,3.8387145526221698,1.8512463910486463,0.3925375725452428,Iris-setosa
+83,4.594633521110822,3.361483518082996,1.4007027639168257,0.26172224334424565,Iris-setosa
+84,4.9098124868080335,3.019275166094326,1.386909740496896,0.2,Iris-setosa
+85,5.005009651551525,3.605020601044307,1.3656610206299913,0.2,Iris-setosa
+86,6.596238070071972,2.9698165426662935,4.354890623480366,1.3906085269893365,Iris-versicolor
+87,5.913899311630864,3.013704005445086,5.145703002133538,1.8157232501173124,Iris-virginica
+88,5.936081635458768,2.808670489276115,4.96078813550378,1.8311071443797569,Iris-virginica
+89,5.091037979941781,3.722432955861625,1.4855325568567053,0.4315589002639698,Iris-setosa
+90,5.012380653220974,3.440408776706127,1.38398904791565,0.2257449150094597,Iris-setosa
+91,6.271150130952954,2.3155386287881154,4.458874517569869,1.3131616676339672,Iris-versicolor
+92,6.007490219943325,2.7004473890143683,5.098147580849441,1.6289238744269747,Iris-versicolor
+93,5.2164441961320795,2.7401191042304625,4.030705318798145,1.4153534199908815,Iris-versicolor
+94,5.80148180808985,2.70638507235504,5.125394897350981,1.8890908893680114,Iris-virginica
+95,7.196367734384863,2.981795516644993,6.0267261763200315,2.0638662117318725,Iris-virginica
+96,5.111245767534315,3.630895408443077,1.5818879990011296,0.2,Iris-setosa
+97,7.7,2.834702554364185,6.7,2.031914603155643,Iris-virginica
+98,6.751234043167547,2.9979232011022074,5.498639647480702,2.081520108341487,Iris-virginica
+99,5.496350159437108,2.406504485866094,3.671916209091362,1.0785807731492447,Iris-versicolor
+100,5.389341755198934,3.837226092154067,1.3050728578861244,0.38748212712504937,Iris-setosa
+101,7.063750872052092,3.003004913817912,5.789538580267357,2.1003109290192605,Iris-virginica
+102,5.999214047206364,3.4245000450069236,4.453352498031695,1.5870153372897682,Iris-versicolor
+103,5.376430865082857,3.8765936079565533,1.670236184364726,0.3944284635205823,Iris-setosa
+104,5.022718362558139,2.467894932541389,3.3324138669276646,1.1238353698395884,Iris-versicolor
+105,5.765852530309925,2.72383952748998,5.103160213050929,2.3551644615623513,Iris-virginica
+106,4.400000751076437,2.9053064357689435,1.4023129751394021,0.2,Iris-setosa
+107,7.172037293138726,3.001792959956694,5.966167223287351,2.0981485627101657,Iris-virginica
+108,4.582479711665716,3.6128330671596967,1.0000004224130086,0.2,Iris-setosa
+109,5.5157810956166164,2.5977638745281633,4.415200841437539,1.1983104177201,Iris-versicolor
+110,6.430161268517506,2.9669471292205087,5.578866311992005,1.780303041444528,Iris-virginica
+111,5.004006884225839,3.507542908218873,1.32322129671022,0.2966759417749505,Iris-setosa
+112,5.251154234645203,3.5664199531265535,1.5068218741738695,0.2,Iris-setosa
+113,5.0056328021141905,3.3005455000873045,1.4127135382477125,0.2,Iris-setosa
+114,6.668002036891139,3.074018473814017,4.489821990700117,1.4339451278823276,Iris-versicolor
+115,5.7917964983824435,2.697056935912429,5.099043558195014,1.9056448067822584,Iris-virginica
+116,5.172825575490179,3.403685394771169,1.5617097434809983,0.2,Iris-setosa
+117,6.6931969804463165,3.10771920689245,4.426167270503289,1.4160102641461696,Iris-versicolor
+118,5.100699299206711,3.3416067747781124,1.3537298416220689,0.2,Iris-setosa
+119,5.009381656699778,3.282197028673566,1.4283546270952572,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/10/test.csv b/iris/tab_ddpm/5_1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/10/train.csv b/iris/tab_ddpm/5_1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/10/val.csv b/iris/tab_ddpm/5_1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/11/synth.csv b/iris/tab_ddpm/5_1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4bdfe9672beda2d99a80c90ba89fb69c45a55efa
--- /dev/null
+++ b/iris/tab_ddpm/5_1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.100555913129365,3.6147616100570237,1.490268306795773,0.39064848258466783,Iris-setosa
+1,6.286118452737207,3.391709063423392,5.614582634694968,2.3914524098274583,Iris-virginica
+2,6.497088865728547,2.9439464215028073,4.369261402536872,1.3545765862313934,Iris-versicolor
+3,5.545160847648299,2.6813753033476577,4.203856556960468,1.3050888690908584,Iris-versicolor
+4,5.032313912700299,2.470591864454207,2.7456847060839804,1.1310281010174899,Iris-versicolor
+5,4.904690915872455,3.112249001384345,1.5013361967669798,0.10000016317025043,Iris-setosa
+6,4.8572916260970596,3.075856713632522,1.5072474533349087,0.10000011582656143,Iris-setosa
+7,4.997996208293819,3.1755148244441953,1.1838113535968293,0.2,Iris-setosa
+8,5.78872579600176,2.7086639779242088,5.112761658314042,1.8906912684622887,Iris-virginica
+9,5.434898219027099,2.999051900526829,4.54040833478668,1.5029595329166026,Iris-versicolor
+10,6.945834789052891,3.158814597640237,5.751903243329581,2.277433601443722,Iris-virginica
+11,5.807909164482674,2.690963767788425,5.088780311426483,1.9065090404705332,Iris-virginica
+12,6.3811164258037545,2.7087485895926418,5.282018824652291,1.8867863476221909,Iris-virginica
+13,5.090931973209455,2.497011148568425,3.083009960803759,1.0748152482168707,Iris-versicolor
+14,5.108972565893462,3.309293898664422,1.7772320730304938,0.5216065575216674,Iris-setosa
+15,5.284175303400694,3.811650424622195,1.5322378907209768,0.2,Iris-setosa
+16,6.831227655537372,3.116914092752653,5.609094486966195,2.236130168178396,Iris-virginica
+17,4.879146085927472,3.110174403600061,1.4944792815920898,0.10000010542804458,Iris-setosa
+18,5.710073045288906,2.5058125663642374,5.008893896928211,1.9948694910874871,Iris-virginica
+19,5.976534041696329,3.3734316307989234,4.499756203626603,1.6050396987431246,Iris-versicolor
+20,6.1509284933374735,3.0095701481620263,4.510659268801546,1.3928554834361575,Iris-versicolor
+21,6.313495886266881,3.414922234911203,5.5840316548733355,2.4051065732026737,Iris-virginica
+22,6.6948223485845295,3.2983577528540846,5.656641689808822,2.4999994303802113,Iris-virginica
+23,6.3762692681284365,3.111759170074271,5.5073147668085145,1.8100152955541937,Iris-virginica
+24,7.351808517272249,2.9098389038060652,6.354899047843103,1.819113092447325,Iris-virginica
+25,7.066100031137229,3.0096957172772365,5.867679576031146,2.1138312766340586,Iris-virginica
+26,5.492951799212968,2.417256325614319,3.8764226120694643,1.1595502963998499,Iris-versicolor
+27,7.24221330300219,2.9285546118646955,6.215419704477647,1.84125341889295,Iris-virginica
+28,4.969630034008935,3.2610716321717255,1.3770083926297314,0.2,Iris-setosa
+29,6.721413275270291,3.082658735404771,4.4502819929406074,1.3900278198731408,Iris-versicolor
+30,6.285575520889293,2.3023454943263464,4.426355596021069,1.2867441291907304,Iris-versicolor
+31,5.988493521909418,2.6937113396771024,5.130891116224762,1.6058118059565285,Iris-versicolor
+32,5.491968385933505,4.202463934675748,1.3644825211128422,0.2,Iris-setosa
+33,5.3612928327739935,3.4177131172594795,1.6640289992229744,0.2,Iris-setosa
+34,5.082778768860332,3.2948878341537076,1.6977930110434822,0.514044610041949,Iris-setosa
+35,6.363694065547192,2.9140420034497394,5.296895492059,1.7640116031127502,Iris-virginica
+36,6.2515049484675895,2.8767123774731447,5.519385367912843,1.6943598646345077,Iris-virginica
+37,4.825286745742121,3.416480858274607,1.5910737550596024,0.2,Iris-setosa
+38,4.990782623551959,3.569981049116801,1.3620553144388072,0.23530426674074906,Iris-setosa
+39,5.09075313583742,3.386644142163858,1.496641563727717,0.2,Iris-setosa
+40,5.184742978956163,2.702066158269363,3.982606425966848,1.4053824074366612,Iris-versicolor
+41,6.6935847023643795,3.303063799764765,5.639599476236236,2.5,Iris-virginica
+42,5.5350620146893945,2.425357629529265,4.026099187754228,1.0982133360479187,Iris-versicolor
+43,4.598101080158074,3.606034052065629,1.0000004123832684,0.2,Iris-setosa
+44,5.308251519691333,3.7262282601523062,1.496292627409159,0.2,Iris-setosa
+45,5.23106822227872,2.4426787542503776,3.3427914292757217,0.9201259239851668,Iris-versicolor
+46,5.097832912254985,3.8253464852277173,1.6154829404181128,0.23894325136605793,Iris-setosa
+47,4.8839411455263875,3.1104802778231266,1.5040461633272557,0.1,Iris-setosa
+48,4.4,3.2027702730874745,1.299242315497744,0.2,Iris-setosa
+49,5.503226043658279,2.39124015384097,3.625696845491416,0.9945293277021903,Iris-versicolor
+50,6.0064467068412055,3.3899870483673573,4.527761706887419,1.608526753736343,Iris-versicolor
+51,5.063713499968099,3.3767588481982282,1.4168281122377366,0.2,Iris-setosa
+52,6.782116560586353,2.994456845971865,5.473687160625798,2.08787185778186,Iris-virginica
+53,6.360175692019059,2.9005037799256477,4.325145075096385,1.3031275161031364,Iris-versicolor
+54,7.7,2.7858114699932446,6.7,2.0149544020226635,Iris-virginica
+55,6.322726420687415,2.548501253319445,5.072912989461142,1.9074783276162763,Iris-virginica
+56,6.003581248749289,3.4194839570484783,4.498109935254145,1.6038866253954356,Iris-versicolor
+57,4.4,3.1503635300872013,1.3114348564145453,0.2,Iris-setosa
+58,5.103010865200976,3.85614890513922,1.6263344027879576,0.2,Iris-setosa
+59,6.306279409368538,2.735382918774848,5.335333586742277,1.8486932266732907,Iris-virginica
+60,6.043697651128967,3.38383908748561,4.470432212088898,1.5873706619826338,Iris-versicolor
+61,6.288474647935751,2.308205660099634,4.403148797305424,1.2932887593075362,Iris-versicolor
+62,6.766307785290682,2.9754254575125128,5.434292011810585,2.0786337061271603,Iris-virginica
+63,4.627124486998648,3.2547584966332543,1.406930847806988,0.2,Iris-setosa
+64,6.356250885741614,2.8971481246960815,5.5660050515906425,1.8155405592299378,Iris-virginica
+65,5.57436294956125,2.6651171275991556,4.261409996975547,1.2721489517079663,Iris-versicolor
+66,6.729698530172837,3.002614489199989,5.015641142711077,1.7129280220446483,Iris-versicolor
+67,6.687776563336749,3.3026565492521733,5.659018386751792,2.0892603198992314,Iris-virginica
+68,5.082125126806007,3.5090296282149125,1.3885347569385094,0.3074014060297374,Iris-setosa
+69,7.699998525092013,2.7794449180712424,6.7,1.9786378698203024,Iris-virginica
+70,6.731013022662934,3.278119040457043,5.6690904143055185,2.5,Iris-virginica
+71,6.296418305743999,2.5831415719545077,4.928985855776908,1.8279808723446362,Iris-virginica
+72,4.589505090639278,3.1962494872042986,1.3857134673624936,0.2,Iris-setosa
+73,6.776779725303192,3.0261193642464588,5.528097748320576,2.1102676951520576,Iris-virginica
+74,6.11175634181954,3.000338259898911,4.650342212436014,1.3957815199820862,Iris-versicolor
+75,5.8037459379597545,2.773434970423317,5.088590245946003,2.4011065831387124,Iris-virginica
+76,5.708263143979595,4.4,1.4864292277871516,0.5329165171792969,Iris-setosa
+77,6.502253812946321,2.946346568812193,4.338891689368976,1.3415996721326409,Iris-versicolor
+78,5.985519994190117,2.6917439778067975,5.095621606366514,1.6011591989678744,Iris-versicolor
+79,5.708326149718878,2.558290729523827,5.026517506414898,1.9756719527999662,Iris-virginica
+80,5.2948550618493195,3.4011078810841058,1.632441931182611,0.2,Iris-setosa
+81,6.667553538273828,3.084360081291816,4.437787779367285,1.418491664973434,Iris-versicolor
+82,5.375589102132095,2.9720096757396397,4.444040828812647,1.5002328640664429,Iris-versicolor
+83,6.009326534006849,2.6993986079223,5.1066287576388,1.5842465193635948,Iris-versicolor
+84,5.789698295527707,2.704651788495225,5.108847352380921,1.8994170532960273,Iris-virginica
+85,5.002569137350434,3.2219545504904175,1.2247874875845368,0.2,Iris-setosa
+86,5.787023146146491,2.7094379337982004,5.096130566812008,1.8925390075356465,Iris-virginica
+87,5.084175808029157,3.745451888640425,1.8061610133044037,0.411520537306733,Iris-setosa
+88,5.471023315176127,2.3989107530976215,3.5520309067310976,0.984865640602187,Iris-versicolor
+89,5.898293240740488,3.2090318777228473,4.8235991856300995,1.785353438026574,Iris-versicolor
+90,5.736207640901142,4.4,1.5056902745950307,0.5038888125832564,Iris-setosa
+91,5.655674169296888,2.992227694364962,4.207470794226152,1.3137804432889755,Iris-versicolor
+92,5.0630571104616475,3.7573594230580283,1.61398537279147,0.2,Iris-setosa
+93,5.091600197737624,3.7954548955691383,1.8208420920902955,0.3872105988528315,Iris-setosa
+94,5.003453345204348,3.513443962667312,1.2893527908256546,0.2828169274252298,Iris-setosa
+95,5.836720353844975,2.8031601438079816,5.154144099184216,2.4057220864133346,Iris-virginica
+96,5.09739195205331,3.292796085825668,1.7863631290382436,0.5295508022977825,Iris-setosa
+97,5.733423379342289,2.5040599027572044,4.999698665068272,1.9873490172026087,Iris-virginica
+98,5.3535892033143195,3.4008121739160844,1.645354675039735,0.2,Iris-setosa
+99,5.805584059921456,2.808717358970254,5.170087971057487,2.4057428045963714,Iris-virginica
+100,6.687786402238126,3.001982782113285,4.991332396974049,1.6690894359489268,Iris-versicolor
+101,5.515802837798427,2.937241412511754,4.117953323877735,1.292411201086527,Iris-versicolor
+102,5.05086437174467,2.4985175530473827,3.1389552594756283,1.2320933212805218,Iris-versicolor
+103,5.812541350135753,2.721148937393583,5.128783122516962,1.8917858056863244,Iris-virginica
+104,5.4936733322520945,2.4358220203517686,3.94067934055857,1.1204680062817078,Iris-versicolor
+105,5.087820079458721,3.3026678111155494,1.8665365387967516,0.507105669493017,Iris-setosa
+106,5.909489087919269,3.011013513650146,4.228695245793682,1.4952489032049563,Iris-versicolor
+107,5.419280969512504,3.002000173178003,4.421648933261145,1.4952842940533635,Iris-versicolor
+108,6.420405601731142,2.7111166676163876,5.330049297737334,1.90671790713223,Iris-virginica
+109,6.674079384795299,3.042864455267172,4.424941638532056,1.4101141376740396,Iris-versicolor
+110,6.697613343676953,3.2904419313267526,5.72429442871673,2.4999993003654755,Iris-virginica
+111,6.685092802591465,3.0697025493511827,4.44409771955216,1.4068751132669306,Iris-versicolor
+112,5.998457417999039,2.9981343074222973,4.439881111864183,1.4132179867075334,Iris-versicolor
+113,6.294908551329694,2.8566657503060773,5.5936885778661285,1.7837017527498173,Iris-virginica
+114,4.587343377045696,3.6413313699603584,1.0,0.2,Iris-setosa
+115,6.7061379164364405,3.323811346312667,5.709743838060947,2.5,Iris-virginica
+116,5.170009121784434,3.757760804191587,1.6036943746005505,0.4602470433502715,Iris-setosa
+117,6.092695605037709,2.6052250988396715,5.598003789075743,1.4032146012078413,Iris-virginica
+118,6.287697504596568,2.5600280490305662,5.035510423989019,1.9016844294876376,Iris-virginica
+119,6.922018767332203,3.127171202575575,5.653409647499125,2.259565325005206,Iris-virginica
diff --git a/iris/tab_ddpm/5_1/11/test.csv b/iris/tab_ddpm/5_1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/11/train.csv b/iris/tab_ddpm/5_1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/11/val.csv b/iris/tab_ddpm/5_1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/12/synth.csv b/iris/tab_ddpm/5_1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1d5af55c7186b57adeed9a671a178e00ad495315
--- /dev/null
+++ b/iris/tab_ddpm/5_1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.950681044157051,2.990170335006567,5.0392683262335085,1.8104128228347758,Iris-virginica
+1,6.707883859525932,3.088271037373854,4.4279167622489926,1.3940344796095616,Iris-versicolor
+2,5.648381431789778,4.4,1.4952446256027008,0.3915198069180723,Iris-setosa
+3,5.09508520821491,3.3951750395658276,1.4991991714918491,0.2,Iris-setosa
+4,5.810533301918814,2.7164953799099227,5.092998135915059,1.8995731820356065,Iris-virginica
+5,6.2409340606707415,2.5449916641083354,4.936228117268994,1.5110846134695184,Iris-versicolor
+6,5.895435860239222,3.0110448310595945,4.2197235707206024,1.5062279503322393,Iris-versicolor
+7,6.352896329477311,2.8772089420692897,4.298905616943676,1.2774644855320443,Iris-versicolor
+8,6.280968503298185,3.345777672600016,5.577517479236017,2.376665539880301,Iris-virginica
+9,4.896482629027738,3.100826117389016,1.4892065654170399,0.10000010364364322,Iris-setosa
+10,5.065865780303951,3.3867597347351586,1.4983233518790346,0.2,Iris-setosa
+11,5.38518907873002,3.878442198208847,1.294089102168805,0.4489816194813139,Iris-setosa
+12,7.323510191298475,2.9123005694646475,6.321216933027814,1.8076064837483288,Iris-virginica
+13,5.519430648883344,2.402994892628563,3.8198440746614937,1.1558360482640166,Iris-versicolor
+14,5.382464460465973,2.9963062999087517,4.480334474780459,1.4886912610282201,Iris-versicolor
+15,5.502749228515965,2.406530809173291,3.7414153785483117,0.9809350589792436,Iris-versicolor
+16,5.9239658977086895,3.18326341865968,4.840732843899538,1.7732882132267773,Iris-versicolor
+17,5.106320604955847,3.3027171600331813,1.7423504593784043,0.5237661352252277,Iris-setosa
+18,5.104704628888718,3.745759787396652,1.6001031352311958,0.2,Iris-setosa
+19,5.295280173827017,3.842275904245855,1.5219254142647274,0.2,Iris-setosa
+20,6.837318587370131,3.0885490427852016,5.582348618404183,2.206356648129556,Iris-virginica
+21,6.309745890666567,3.0609355866085193,4.550612431278147,1.4352839618086726,Iris-versicolor
+22,6.325397026980741,2.486320236214404,5.002953887591225,1.8882604188006604,Iris-virginica
+23,5.001361186533286,3.1869812979584826,1.2213612697643466,0.2,Iris-setosa
+24,5.964775273285016,2.697506513627075,5.079882343521464,1.5601729834993008,Iris-versicolor
+25,4.602220644748201,3.2411031793854583,1.3882018996207237,0.2,Iris-setosa
+26,4.583030379370161,3.4066174123877455,1.3737991772446538,0.2939226437340757,Iris-setosa
+27,6.62302787539579,3.022478595933645,4.39128321457364,1.4057357776218293,Iris-versicolor
+28,4.400000568058121,3.207361677029122,1.295276199239079,0.2,Iris-setosa
+29,5.667848341116621,2.7324175489349023,4.197086413793675,1.3125017694758407,Iris-versicolor
+30,6.785176282829471,3.3668165464946096,5.626092172361095,2.5,Iris-virginica
+31,6.303678634425554,2.696532053856656,5.178962308586234,1.870542902990745,Iris-virginica
+32,5.000802316057339,3.6013124512247465,1.3928536707205756,0.2,Iris-setosa
+33,5.103216498894844,3.3135309893460505,1.681568982480125,0.49264383412967966,Iris-setosa
+34,5.149120291970555,3.3427821549483436,1.3267310627349733,0.2,Iris-setosa
+35,5.400777663172466,3.38755543226442,1.8535226391469966,0.2,Iris-setosa
+36,6.617005571875719,3.264198189900944,5.632596386274296,1.989110832721943,Iris-virginica
+37,6.507527037062598,2.9201100274331715,4.307966433053057,1.3231704529282309,Iris-versicolor
+38,7.699999000906274,2.7904174335351493,6.7,1.9873521220262294,Iris-virginica
+39,5.506275670369578,4.170019845934256,1.4007619484495832,0.2,Iris-setosa
+40,5.990389588875228,2.698637217907708,5.09324615246841,1.6127669285695316,Iris-versicolor
+41,5.205976917990893,3.5171679457523375,1.517832725494469,0.2,Iris-setosa
+42,5.635247115654563,2.990032276669334,4.141407229738249,1.3203293125837288,Iris-versicolor
+43,5.289720773467625,2.9556392389861315,4.331203650726911,1.4813155570076775,Iris-versicolor
+44,6.471095355505731,2.9173947005945307,4.270049726788092,1.3414709452411098,Iris-versicolor
+45,5.025431742020545,2.4722906182214475,2.7252045350285767,1.080540827462971,Iris-versicolor
+46,6.529926054979773,2.95799079979683,4.395658771193318,1.3760390318686007,Iris-versicolor
+47,5.616846218508849,2.9404147733571757,4.216012542126152,1.2932610746621769,Iris-versicolor
+48,5.095227864667939,3.4664905024615633,1.5431763160581238,0.2,Iris-setosa
+49,5.07592542792303,3.7832189148881783,1.6322245934491033,0.41069274824301766,Iris-setosa
+50,5.473446438744777,2.772845091800529,4.102013571870287,1.3051989759459994,Iris-versicolor
+51,5.018510517370395,3.285509940592072,1.3130331565609428,0.2,Iris-setosa
+52,7.69999832179508,2.798887254974658,6.699998363446442,1.9985479729813607,Iris-virginica
+53,4.83281143594474,3.408530870261236,1.5957346411760858,0.2,Iris-setosa
+54,7.699998230338308,2.79649435275583,6.699998765721987,1.964836371416326,Iris-virginica
+55,5.511924826450767,4.20486421361412,1.4024750831183028,0.2,Iris-setosa
+56,6.801864351706118,2.9999704317484794,5.514194565669438,2.0861474725941322,Iris-virginica
+57,6.6981098163524635,3.1273754639368136,4.404344007492753,1.40227167264891,Iris-versicolor
+58,6.302273201428843,3.4232869324782973,5.634988378152173,2.3980711816592155,Iris-virginica
+59,7.116818074075153,2.9822798976486293,5.960565487456818,2.055623986221614,Iris-virginica
+60,4.913367584809017,3.10211015299161,1.4913530959777468,0.1,Iris-setosa
+61,5.159072600095104,2.500919758573121,3.0904981896477084,1.061429289291865,Iris-versicolor
+62,6.418158308366019,2.9088565173125307,4.277080971978932,1.2958716468398865,Iris-versicolor
+63,5.525862316280825,3.020494323305362,4.541462522370981,1.5012878223062736,Iris-versicolor
+64,4.940330952343828,3.399751438258603,1.5701970539747454,0.2,Iris-setosa
+65,5.191263868870921,3.470277277923095,1.5016493050623336,0.2,Iris-setosa
+66,6.276763171428567,2.4919920043435493,4.889611050577414,1.4884460839337668,Iris-versicolor
+67,5.193789981418421,3.5055558362740733,1.4948120394259283,0.2,Iris-setosa
+68,5.518476579576871,2.5969067914324704,4.4391064657924915,1.2151416340003252,Iris-versicolor
+69,5.91890174234408,3.2099355218658365,4.817334682927968,1.7860619612836195,Iris-versicolor
+70,6.750959589399047,3.0034593279636015,5.021190011925045,1.7127451027631246,Iris-versicolor
+71,5.457564750256142,4.17956456485953,1.3896396357364564,0.2,Iris-setosa
+72,5.495564012954206,4.201525478203594,1.384789389280079,0.2,Iris-setosa
+73,5.399962597696023,2.649487971269745,4.132588868232111,1.3007879186714137,Iris-versicolor
+74,5.235940076582419,3.5727499624218164,1.375391637687028,0.3089885402989144,Iris-setosa
+75,6.149111508860694,3.0042914691170997,4.621375420549963,1.394644579555186,Iris-versicolor
+76,5.542731584865302,2.6811061972506995,4.16258011071295,1.2944650806845384,Iris-versicolor
+77,7.7,2.8171876057591363,6.7,2.0368227504521927,Iris-virginica
+78,5.758047466616616,2.609387520245286,5.063347370262335,1.9273661430968942,Iris-virginica
+79,5.399220026835511,3.0047464513807083,4.471017439006749,1.5013557612253696,Iris-versicolor
+80,5.28077213424393,3.488798348572178,1.5820137960715057,0.2,Iris-setosa
+81,4.400000722895106,2.9203168517891345,1.3655022391888265,0.2,Iris-setosa
+82,4.903859979202247,2.3983669487636186,3.2982967782098385,1.0442275783221466,Iris-versicolor
+83,5.366260784692613,2.5156020644825063,4.10801468588779,1.0442079552808567,Iris-versicolor
+84,5.121694880439591,3.3243033092940553,1.6968663349708841,0.4393649013717734,Iris-setosa
+85,4.598443540407772,3.20624913166301,1.3868384016899953,0.2,Iris-setosa
+86,5.996821618502571,3.3563217054153234,4.581203708846178,1.6276559463426545,Iris-versicolor
+87,6.25573534593013,2.307997311744768,4.32092929918701,1.2853968193501946,Iris-versicolor
+88,5.06621260767871,3.495973579693278,1.3507274861959615,0.3008485115584915,Iris-setosa
+89,6.387928083492826,2.9507299643443616,5.532227454703132,1.7913589230025833,Iris-virginica
+90,6.001230171969152,2.9919362286081026,4.751627685815145,1.7918610734823708,Iris-virginica
+91,5.901168614330709,3.2022970972549643,4.781288559646374,1.8029535002415915,Iris-versicolor
+92,5.517189720000538,2.6184870809675322,4.403885294863247,1.2305571983240098,Iris-versicolor
+93,4.90187929805436,2.4086263491295243,3.195640909527632,1.0190413592380891,Iris-versicolor
+94,7.200352866040729,2.98932266503885,6.013294893009289,2.058292735969798,Iris-virginica
+95,6.6963047027430544,3.2839596307260317,5.666306061558718,2.128196388712789,Iris-virginica
+96,6.6256197126336485,3.0949942997673907,4.733431858962372,1.5369197445454834,Iris-versicolor
+97,6.31485308077577,3.379584320334382,5.637667584357964,2.3981037756061023,Iris-virginica
+98,4.497033874325857,2.298228676061254,1.2943100628762185,0.29748355018748623,Iris-setosa
+99,5.950776917252938,2.2,4.959195411411401,1.466800235949633,Iris-virginica
+100,6.380545072732079,3.1049436744342076,5.516681320032201,1.808248515566371,Iris-virginica
+101,5.046153792356172,3.492323470568374,1.34495493931639,0.28595996863195083,Iris-setosa
+102,5.811388172205829,2.7658207533528443,5.154024907453268,2.398322507840687,Iris-virginica
+103,5.248731747853834,3.600316281933615,1.5016629847363328,0.2,Iris-setosa
+104,5.110511826115436,2.5080185456462125,2.9068547091078543,1.1349113608700776,Iris-versicolor
+105,5.419977858683879,3.916484720329147,1.301808461051011,0.4041195029648739,Iris-setosa
+106,6.404860723287381,2.93516238188886,5.540733248665607,1.790003816255592,Iris-virginica
+107,5.719189056837976,3.00579931722131,4.511030578383739,1.5086528979045415,Iris-versicolor
+108,7.323456606297347,2.9013641763344267,6.327574585673812,1.8049427446234059,Iris-virginica
+109,4.981308034976299,3.164317650893849,1.2462945303196742,0.2,Iris-setosa
+110,6.661998373970005,3.2830473779137064,5.646605409220832,2.499999492976278,Iris-virginica
+111,4.629648475065992,3.411773560750308,1.3911678652387374,0.2989581072892795,Iris-setosa
+112,5.821618537620768,2.798857116126219,5.145982621831766,2.3604132006362772,Iris-virginica
+113,4.9163622812672285,3.3887479833031744,1.5791438655220815,0.2,Iris-setosa
+114,4.999992142282393,3.2198185893092774,1.2282780951768295,0.2,Iris-setosa
+115,5.059128484664234,3.6745978232839493,1.4285604574940005,0.2,Iris-setosa
+116,7.3026892689443015,2.8944882642522494,6.307779018969488,1.7965909121502615,Iris-virginica
+117,6.080391356525921,2.6048747883135324,5.596199411897668,1.3982358344937604,Iris-virginica
+118,5.0632591876006545,3.3633953509915093,1.5095926695866486,0.2,Iris-setosa
+119,5.517377059676072,4.197604218237773,1.4038567253394054,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/12/test.csv b/iris/tab_ddpm/5_1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/12/train.csv b/iris/tab_ddpm/5_1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/12/val.csv b/iris/tab_ddpm/5_1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/13/synth.csv b/iris/tab_ddpm/5_1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..409e4ef59d1bb7e508dd51d7a47ac299da94a41d
--- /dev/null
+++ b/iris/tab_ddpm/5_1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.693237130693208,2.472334727337505,4.975565900846064,1.9925643881212327,Iris-virginica
+1,5.846821171578327,3.0059615243846998,4.1944714609182805,1.4547921686056617,Iris-versicolor
+2,4.660212846470225,3.2493458423697223,1.4320424791453419,0.2,Iris-setosa
+3,5.791790476793546,2.7062460125251864,5.108042339281283,1.8898806446612046,Iris-virginica
+4,5.671085617180008,2.4660666169841616,5.0040140712084895,2.019782037046733,Iris-virginica
+5,6.320815872164291,2.468073880771254,4.839501921178369,1.4745589451397918,Iris-versicolor
+6,5.000035075385258,3.6064044600653578,1.3971037454108843,0.2,Iris-setosa
+7,5.444942710552116,3.901693462427391,1.3096430156499996,0.39154714441263755,Iris-setosa
+8,4.5042103504592665,2.2936135405914286,1.2886722963533463,0.2749659995470354,Iris-setosa
+9,7.7,2.807557518661997,6.7,1.9876535484718374,Iris-virginica
+10,6.397494252588265,3.0755203764752954,5.4860399504240105,1.7954215404351308,Iris-virginica
+11,4.90698377166698,3.0958760584048837,1.501306242974416,0.10000011336958238,Iris-setosa
+12,6.391812803131097,3.066360589853853,5.5175354227061675,1.7878712858005004,Iris-virginica
+13,5.199822849912867,3.5190432198675663,1.4949300462352133,0.2,Iris-setosa
+14,6.287786232556279,2.2982554652952523,4.396278843560786,1.2894795594983337,Iris-versicolor
+15,5.184745063598421,3.412119457208744,1.4159441667058001,0.2,Iris-setosa
+16,5.964029510825703,2.200000271776634,4.979622985527434,1.4982881157264754,Iris-virginica
+17,5.98332619696715,3.001757970416641,4.778766329866225,1.7844705542410968,Iris-virginica
+18,4.4,3.197947489654512,1.2903081019214317,0.2,Iris-setosa
+19,7.69999906167713,2.817278299460455,6.699998797566294,1.9869794948072517,Iris-virginica
+20,6.827487241629094,3.223370878668503,5.651231367507319,2.2846830849797275,Iris-virginica
+21,5.231327004252959,3.4436551017032566,1.3987055232699144,0.2,Iris-setosa
+22,4.5424995779701955,2.3997977394576067,1.3108345238746508,0.24934343546713827,Iris-setosa
+23,6.674716565465444,3.1349611444406116,4.449578583581732,1.4101856447335588,Iris-versicolor
+24,5.161060435455272,3.5330140286975977,1.3855646282488485,0.29234735826851466,Iris-setosa
+25,5.099962481404181,3.302278811023641,1.6949194563995749,0.4977182992697193,Iris-setosa
+26,5.7880461985800284,2.7899129605591733,5.0977129367605105,2.399140441043919,Iris-virginica
+27,5.174105585154225,2.665371608334234,3.438581791831301,1.393037781273439,Iris-versicolor
+28,5.784769887584654,2.685325988847095,5.083262719312591,1.913641020732022,Iris-virginica
+29,7.36302719713631,2.900280598479869,6.326066032479679,1.8045626839328164,Iris-virginica
+30,6.272974581303705,2.700761278506879,4.905916450423439,1.8061664449662607,Iris-virginica
+31,5.387898129513263,3.964950984452273,1.2936129697175751,0.5160701943931968,Iris-setosa
+32,6.645555447969226,2.9979794497836028,5.020893768002265,1.7290476458799977,Iris-versicolor
+33,7.7,2.791919040802775,6.7,1.9870119302683344,Iris-virginica
+34,6.354044522989817,3.097309296992292,5.482263282973874,1.796858913859532,Iris-virginica
+35,4.8471911848696285,2.996491192335963,1.3885743119498255,0.2,Iris-setosa
+36,5.310774923490845,3.746980869335613,1.502024838422407,0.2,Iris-setosa
+37,6.6678035708863215,3.292922680056158,5.650130084175124,2.4999987185126056,Iris-virginica
+38,6.018421778416207,3.3820591701795837,4.517386789488477,1.6160487676453468,Iris-versicolor
+39,5.796061705135229,2.7204445938190234,5.090790611514091,1.896496409615626,Iris-virginica
+40,4.614536552399191,3.412669558421494,1.3872059926014138,0.2844802456442197,Iris-setosa
+41,5.107015491281393,3.7473765764849256,1.5846287260754899,0.4280991533280107,Iris-setosa
+42,5.031837155834497,3.2989001182574285,1.4045909515454778,0.2,Iris-setosa
+43,6.316040404761123,2.9053763754932147,5.649285366938781,1.7955795080985144,Iris-virginica
+44,4.492973393454096,2.2994000138049735,1.2820196264017185,0.2989636092968926,Iris-setosa
+45,4.400000614770363,3.174956514498765,1.3047039081674232,0.2,Iris-setosa
+46,6.119351344205768,2.5980882529724902,5.6218177069855875,1.4046757300233106,Iris-virginica
+47,5.176692156292249,3.377645419808503,1.3822120875307462,0.2,Iris-setosa
+48,6.4107596006707785,3.093888226206389,5.490002154436092,1.8005243180861283,Iris-virginica
+49,4.60426211703941,3.3625743834447,1.402710618370902,0.22925753501985646,Iris-setosa
+50,5.502583030697524,4.199807070136924,1.400286892621064,0.2,Iris-setosa
+51,5.891345053943969,3.0110631495962767,5.092476833996471,1.7878997509092969,Iris-virginica
+52,4.8850295309212095,2.388951216142645,3.357125314603813,0.9665492143126826,Iris-versicolor
+53,5.255898447786772,3.5734298706674155,1.537516279409319,0.2,Iris-setosa
+54,6.400730227971821,2.718711754452675,5.349786237515489,1.904304035850119,Iris-virginica
+55,6.681585852409695,3.3073153019399784,5.644089316067479,2.4999976374115387,Iris-virginica
+56,5.883499854992311,2.998541831156066,4.200753115819938,1.4952024065958534,Iris-versicolor
+57,5.77690953398599,2.6608010947884706,5.098581510389571,1.917018306873855,Iris-virginica
+58,6.413791301675457,3.094427232979812,5.483293177136189,1.7933606014537404,Iris-virginica
+59,5.104864954959305,3.308149859694036,1.7776838676123852,0.4902297731968679,Iris-setosa
+60,5.789289066014481,2.689156869185554,5.0971341163682,1.9010032133436239,Iris-virginica
+61,6.405670265235317,3.0973813213709573,5.507184209391528,1.8005002770852685,Iris-virginica
+62,5.983132076149036,2.200000315493272,4.981645873296254,1.496314086663653,Iris-virginica
+63,5.033973448260999,3.5994194808635833,1.4120468727732503,0.2,Iris-setosa
+64,7.265311889589603,2.894353840994317,6.283482546747349,1.787064181231908,Iris-virginica
+65,5.123746683986978,3.7912078326450875,1.5935352662416788,0.2,Iris-setosa
+66,6.959421200445759,2.9984795913939983,5.634810354282839,2.1447349514343346,Iris-virginica
+67,4.4,2.902147644043937,1.4014368454420407,0.2,Iris-setosa
+68,5.735437465077512,4.4,1.5338406509823252,0.6116117448404752,Iris-setosa
+69,5.485456989622782,2.611144198904054,4.229386989128514,1.2658188383050981,Iris-versicolor
+70,4.501627822430684,2.310897285993249,1.300108401187704,0.31327305574331865,Iris-setosa
+71,5.704483713837121,2.4947789510313654,4.994510326186324,1.9989609243612576,Iris-virginica
+72,5.0106015974597735,3.3077455591125937,1.400926457572202,0.2,Iris-setosa
+73,5.10954202469282,3.7931501622809485,1.593149121480824,0.2,Iris-setosa
+74,4.87593186479055,2.969616662127539,1.390128444151646,0.2,Iris-setosa
+75,7.282234858184988,2.905597663059439,6.203014188431197,1.812821537895474,Iris-virginica
+76,4.578828890370408,3.3974948559381595,1.3899212703941202,0.3079384562344543,Iris-setosa
+77,4.599006388498827,3.1814955232030724,1.4038332512864622,0.2,Iris-setosa
+78,6.272286695341913,2.5227132476617955,4.955737617124235,1.5178016183406473,Iris-versicolor
+79,6.328961815665827,3.4297970581651636,5.59950018163744,2.3941414040649818,Iris-virginica
+80,6.035016694500832,2.2,4.988724885696614,1.5062222711671396,Iris-virginica
+81,5.162495503538052,3.4472232189421943,1.4708816072486748,0.2,Iris-setosa
+82,4.949093269167088,3.121974942201524,1.2560091016725505,0.2,Iris-setosa
+83,5.138134325147517,2.5510057115171643,3.60480047409179,1.2850365883205288,Iris-versicolor
+84,6.686636687001421,3.298091923659949,5.675107616226405,2.499999383821944,Iris-virginica
+85,6.860476741150407,2.992338175819972,5.553467211873949,2.1008559762043815,Iris-virginica
+86,5.0040711629932275,3.53890147341648,1.3641165508443742,0.20224341350168432,Iris-setosa
+87,6.358691301107599,2.9035355854016895,5.314750277726943,1.5975362238113897,Iris-virginica
+88,6.8089721400992795,3.017267107212064,5.539442053037009,2.1513238030639354,Iris-virginica
+89,5.821543636431268,2.811897537485008,5.113173061816499,2.411354970843918,Iris-virginica
+90,6.115944386194358,3.0022520849584358,4.632481715762801,1.3945884962661212,Iris-versicolor
+91,7.699999038182281,2.783990344284819,6.7,1.9879060502403454,Iris-virginica
+92,6.424878026593938,3.0158464525768474,5.49458566673752,1.7935516662794617,Iris-virginica
+93,5.824669066415465,2.833081075584839,5.095841803708614,2.3977285506709887,Iris-virginica
+94,4.902007008942008,3.1320804158017883,1.4932091315173426,0.1,Iris-setosa
+95,7.7,2.8082286185597876,6.7,2.0212013290168787,Iris-virginica
+96,7.7,2.8068618552666016,6.7,2.0545458726336956,Iris-virginica
+97,6.435397756053749,3.0832760233605163,5.505076391039942,1.8030573720369514,Iris-virginica
+98,4.908453842700676,2.409496344171174,3.141533266597558,1.0316292536857465,Iris-versicolor
+99,6.513410276704244,3.045550118475506,5.5336488846364,1.8019725688875814,Iris-virginica
+100,5.8085018395540375,2.8308285209297295,5.1267687950047005,2.4042924150213487,Iris-virginica
+101,6.003534963276302,3.4036027149090295,4.525251149780959,1.5965172567237547,Iris-versicolor
+102,6.841307325257105,3.2169781588883666,5.668372191419765,2.303445735724912,Iris-virginica
+103,5.9921258588474355,3.411780480766559,4.487780778017857,1.6050821513358349,Iris-versicolor
+104,7.212420588316453,2.9729487766466325,6.061937570050558,1.9750232800216443,Iris-virginica
+105,4.995542908121266,3.205235205984441,1.207174787270881,0.2,Iris-setosa
+106,7.7,2.8016566248758794,6.7,2.0211241616944133,Iris-virginica
+107,4.617652071656651,3.3924911424017123,1.4057722243707447,0.30507617859434866,Iris-setosa
+108,6.409521292798649,2.6329355938708243,5.260531293621645,1.9078243136628346,Iris-virginica
+109,5.910647822533985,3.003060131449977,4.1537164567646565,1.5144545584856342,Iris-versicolor
+110,5.778262710889155,2.7948293419227968,5.145495167151399,2.414346552365561,Iris-virginica
+111,6.332266883807901,2.603003964159341,5.083037945557536,1.9022317470072114,Iris-virginica
+112,5.633632883837093,3.0079347277820934,4.100760585940514,1.3173301554661472,Iris-versicolor
+113,5.597988735842257,2.9902020245949177,4.110499325790578,1.2739190711377775,Iris-versicolor
+114,4.894204190024241,3.452031631838202,1.6103207281514575,0.2,Iris-setosa
+115,5.09815503216039,3.509381322573804,1.3848408705016053,0.3023122322619217,Iris-setosa
+116,5.430088659624572,3.422513690020149,1.9622263247088552,0.2,Iris-setosa
+117,7.7,2.800238960910536,6.7,1.9620222115103254,Iris-virginica
+118,5.043854518301584,3.5101188339482703,1.361829771755183,0.3062959180104136,Iris-setosa
+119,6.346163660155211,2.790449438404169,5.117843451854854,1.4963255796944206,Iris-virginica
diff --git a/iris/tab_ddpm/5_1/13/test.csv b/iris/tab_ddpm/5_1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/13/train.csv b/iris/tab_ddpm/5_1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/13/val.csv b/iris/tab_ddpm/5_1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/14/synth.csv b/iris/tab_ddpm/5_1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f684923f08912b46664f245123929db1c73766bb
--- /dev/null
+++ b/iris/tab_ddpm/5_1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.491168579616134,2.40345574465007,3.692861237701617,1.0314684898442572,Iris-versicolor
+1,6.444729044290971,2.921732481394532,4.322248918641654,1.3162322555463,Iris-versicolor
+2,6.001825805411469,2.6479803617587545,5.047295299282938,1.5367316821550199,Iris-versicolor
+3,4.925382876987388,2.4120542161677463,2.9379902817309875,1.025896961266525,Iris-versicolor
+4,4.596603354190254,3.396178028022255,1.3656099962232884,0.3068371055679401,Iris-setosa
+5,4.601732820996158,3.609323981269567,1.0,0.2,Iris-setosa
+6,6.44221260182939,3.0478981338611435,5.506070353215803,1.8047457687465973,Iris-virginica
+7,6.325460798380011,2.8049676754593484,5.1133211580696365,1.514682933361262,Iris-virginica
+8,4.5889820628446945,3.314766979956152,1.400503155658835,0.2,Iris-setosa
+9,5.0107121322878445,3.335563007700322,1.4034071126613505,0.2,Iris-setosa
+10,6.00762505304736,2.69692274099008,5.097590067669402,1.6042172040800784,Iris-versicolor
+11,6.308105731016142,2.723606382452648,4.918005278655069,1.7712250914434002,Iris-virginica
+12,5.880059032937358,3.002889917906656,4.324545141807242,1.3592007562591963,Iris-versicolor
+13,5.20169797636752,3.51253575107406,1.5097033404208857,0.2,Iris-setosa
+14,5.498413983271485,2.595348279961858,4.41338764981465,1.0969766845374143,Iris-versicolor
+15,4.4,2.8946188467862495,1.4014745306000844,0.2,Iris-setosa
+16,6.330732397521659,2.911488669235876,5.592565166523301,1.7852363858595124,Iris-virginica
+17,5.987631873929066,3.40257199766236,4.473683322080246,1.5826609433394074,Iris-versicolor
+18,6.015124714469346,3.006784552439767,4.799195408153672,1.8009350843501952,Iris-virginica
+19,6.312888715571008,2.8986113292401545,5.605627173322281,1.799806505539697,Iris-virginica
+20,6.702132126523523,3.3075116773575988,5.7008641318046065,2.0789800348115346,Iris-virginica
+21,4.899629324312454,2.398815878308843,3.1733850873751814,0.9811326469711774,Iris-versicolor
+22,5.896112405376881,2.7428281296379264,4.81788006386391,1.4211608442177832,Iris-versicolor
+23,6.780922812487937,3.1130491035712002,4.4107899917682465,1.397509827706208,Iris-versicolor
+24,5.250400564684559,3.869495924117097,1.8984931284162787,0.4334336870362947,Iris-setosa
+25,6.291429710842456,2.3074239378533767,4.427046053909662,1.3039288882466389,Iris-versicolor
+26,6.433120257752553,3.0685697008460533,5.49369549498615,1.8044737603157692,Iris-virginica
+27,6.00742498246742,2.7103293003770452,5.102505161768205,1.6013634814055695,Iris-versicolor
+28,6.68487934606991,3.2941783660993025,5.748294465262099,2.0859798847233115,Iris-virginica
+29,6.077722164569205,2.9979116959661134,4.614738133001641,1.3953116442156037,Iris-versicolor
+30,5.86984853704935,3.00534764757278,4.222878257131299,1.5024848571604268,Iris-versicolor
+31,6.0374547490973,2.2000002870015263,5.019120841423472,1.5027464803377695,Iris-virginica
+32,5.767459193716223,2.6658005679852144,5.084466324790206,1.910792477616556,Iris-virginica
+33,6.522360503398257,2.973902628822282,5.429840914932293,1.8043868826872589,Iris-virginica
+34,4.600427893513068,3.2188111135407635,1.3985498035548631,0.2,Iris-setosa
+35,6.330155133569349,2.2930419566419484,4.380140713593702,1.2975581823101612,Iris-versicolor
+36,6.2380962105871545,3.267888225227768,4.525861695401664,1.5395956180996753,Iris-versicolor
+37,5.101909285522265,3.647383512294212,1.4889571590819186,0.4187597837895447,Iris-setosa
+38,6.793267804170044,3.2638824398053896,5.67655409487577,2.202350558789866,Iris-virginica
+39,6.293632211507914,2.637101334029313,5.023273833173754,1.8933315171637293,Iris-virginica
+40,5.469075303401564,3.9872816743484263,1.3174961699568397,0.3639673404885694,Iris-setosa
+41,6.118231414116745,2.628967337517669,5.586147336105167,1.4270584734263854,Iris-virginica
+42,5.065216816492495,3.634477552059994,1.6129816429235353,0.2,Iris-setosa
+43,5.952807920974657,2.2,5.009149133160065,1.48796293361024,Iris-virginica
+44,5.394390178837942,3.8927290382193913,1.696518940950624,0.38919690413204144,Iris-setosa
+45,5.5173157450238435,2.6025925171498856,4.4521479589330495,1.1309685727214758,Iris-versicolor
+46,5.552142841012485,2.6319094718590397,4.407778133531904,1.2586594891024963,Iris-versicolor
+47,6.318392721307783,2.9056169634351954,5.592268959071404,1.780873936753268,Iris-virginica
+48,6.2780239080364835,2.4964602820730644,5.009342310396163,1.8948547162660572,Iris-virginica
+49,6.287592385533271,2.2945028296353316,4.383746465393274,1.3111638390010767,Iris-versicolor
+50,4.9889914259664385,3.585379553390578,1.3931154940279322,0.2,Iris-setosa
+51,4.5998432773812965,3.439405717900173,1.4007824822705874,0.3015021015960744,Iris-setosa
+52,4.4,2.902103720363466,1.410451831811883,0.2,Iris-setosa
+53,6.61831657219221,3.0094462485271367,4.369055446977265,1.3912173481956907,Iris-versicolor
+54,4.903433097492927,3.5300262768377824,1.3400268454789113,0.2769777791050433,Iris-setosa
+55,5.060684247125972,3.5723726463082026,1.4379067126909606,0.34444101452279374,Iris-setosa
+56,5.49756193093449,2.6035797569953134,4.3972585440072915,1.141299299073816,Iris-versicolor
+57,5.7950285780259705,2.7536945200448506,5.098185931139137,2.382988046710586,Iris-virginica
+58,5.017207329912549,3.319920794104637,1.4029539386819667,0.2,Iris-setosa
+59,5.3761988477011,3.9022683286782334,1.8524843488768776,0.39109339907939605,Iris-setosa
+60,7.699998458788721,2.787349390034079,6.699998354642485,1.9725371116657677,Iris-virginica
+61,6.013088870786838,2.993400210523304,4.808207211305207,1.8021372880832542,Iris-virginica
+62,6.679043311511576,3.1019528220805777,4.4261206774074315,1.398465599049025,Iris-versicolor
+63,5.460064943984135,2.9795781566829898,4.4528238698277205,1.4957244976376878,Iris-versicolor
+64,5.904174732451849,3.207278867033001,4.753759802625156,1.8020301595960566,Iris-versicolor
+65,5.505712428966985,2.597741621374555,4.336697267834883,1.196646554020174,Iris-versicolor
+66,5.79434898673058,2.7177428175950222,5.085944088567719,1.8977107350372633,Iris-virginica
+67,6.735703926557435,3.2625593595017457,5.720607198892517,2.1053435638615303,Iris-virginica
+68,5.481360921081575,2.39996833802579,3.734739220099037,1.0851187732534373,Iris-versicolor
+69,6.006629991032976,2.6925541295485083,5.080536255512693,1.5932450606486501,Iris-versicolor
+70,6.681968243038987,3.2966290237798708,5.638524902315406,2.092271752134287,Iris-virginica
+71,5.500631263566883,2.3914472849533457,3.730942195620214,1.0637863187740293,Iris-versicolor
+72,4.921264152099628,2.419404568799124,3.2829505974583033,1.0558101593604787,Iris-versicolor
+73,5.180011274556314,3.4788559418195755,1.5105512844921989,0.2,Iris-setosa
+74,6.951425456011453,3.1945336296910685,5.703671676814415,2.305831369975018,Iris-virginica
+75,4.603766864723223,3.208466976328181,1.3717562011272395,0.2,Iris-setosa
+76,4.8554404433153415,2.9544233235188186,1.4039044246816856,0.2,Iris-setosa
+77,5.005468416827499,3.505930144820381,1.3157700712786116,0.3017165898174443,Iris-setosa
+78,4.4,2.904344706588216,1.4018588728270096,0.2,Iris-setosa
+79,7.699999023977771,2.7783154359996,6.7,1.9896987331694729,Iris-virginica
+80,5.09531430496142,3.840788490585306,1.5901308078576748,0.2,Iris-setosa
+81,4.5902548708785815,3.6043699685933737,1.0,0.2,Iris-setosa
+82,5.0204599501837945,3.5035994043125998,1.3109041345057852,0.2971837352282212,Iris-setosa
+83,5.911782383191628,2.9897773242425445,5.100881924023637,1.8020322242155657,Iris-virginica
+84,5.111269639899262,3.786560377898947,1.6989522832326216,0.31988437428973193,Iris-setosa
+85,6.061249468068426,3.369318255653473,4.514453827690987,1.5986862387366942,Iris-versicolor
+86,5.986286044235369,2.7074342089319474,5.0817421619733345,1.6010628897722867,Iris-versicolor
+87,5.2272799078320045,3.428279125425269,1.3994830528875168,0.2,Iris-setosa
+88,4.4,2.9039730956371805,1.4058808168810313,0.2,Iris-setosa
+89,5.0767402880896375,3.504297579648969,1.361003005258642,0.32547522052951017,Iris-setosa
+90,5.775294636381212,2.5591731076868234,5.0048832489281025,1.9624376029085493,Iris-virginica
+91,6.264873185241725,3.4082381680193,5.593093611568315,2.393259368150187,Iris-virginica
+92,5.30106596962206,2.460217516332855,3.163308513350308,1.107589696906845,Iris-versicolor
+93,4.976410836701172,3.5065699953176863,1.2986920785624725,0.2882015717162778,Iris-setosa
+94,6.109597346574033,3.0736072460372417,4.554973890051688,1.497601912226554,Iris-versicolor
+95,5.136845047621155,3.8446789877655854,1.646421754103593,0.37264767101702323,Iris-setosa
+96,6.330953378728689,2.2940491631461364,4.408269767082521,1.288889646208004,Iris-versicolor
+97,5.902054314467087,3.007751976303696,5.1008171694480655,1.7967017510425491,Iris-virginica
+98,5.995668611151406,2.6996627907995423,5.12848416830302,1.596679795877199,Iris-versicolor
+99,6.315936863893883,2.797737560488273,5.111256161927919,1.49222461096136,Iris-virginica
+100,4.908771889293615,3.113598420587774,1.5192423462130458,0.1,Iris-setosa
+101,5.1040795876815634,3.795188352446693,2.009147552720466,0.39739689284954527,Iris-setosa
+102,5.65135402682548,4.399998549309618,1.4978522709885125,0.37326655403934617,Iris-setosa
+103,6.009734428889028,3.3858048571416477,4.509188774983279,1.5917679756012637,Iris-versicolor
+104,6.001257086996722,2.9979893326334937,4.8013382371114,1.8037643012445832,Iris-virginica
+105,6.736178954413288,2.986582375220274,5.438895230254423,2.0716163194439785,Iris-virginica
+106,4.622697580284625,3.181267098479335,1.3717276517690227,0.2,Iris-setosa
+107,5.1055500066378,3.538439604531236,1.481284896585279,0.2,Iris-setosa
+108,5.202074655806607,2.667924915054865,3.833097782736065,1.3861138950166785,Iris-versicolor
+109,5.985084571528925,3.3789641615691393,4.5044548628566945,1.6082977250442796,Iris-versicolor
+110,5.726463822448608,2.981681991445379,4.142595485812722,1.3063038149569772,Iris-versicolor
+111,6.294982610887904,2.886717035236967,5.697814190948779,1.8131787942707023,Iris-virginica
+112,6.420065697031478,2.7027451492651453,5.290434038877672,1.899627699619033,Iris-virginica
+113,4.684234000446057,3.4510794019123123,1.3723898724314103,0.28757608939056956,Iris-setosa
+114,5.1615299301245114,3.511509674515149,1.4533549585238428,0.2,Iris-setosa
+115,5.164765628778495,2.665308004676625,3.8118202325831136,1.3972285075318056,Iris-versicolor
+116,4.636849911828729,3.409222720803556,1.404636411224993,0.2970219562330195,Iris-setosa
+117,4.972656657501837,3.601829926415266,1.370814363595093,0.2,Iris-setosa
+118,6.456512741479321,3.0188153592808127,5.465821744559052,1.8157319157168739,Iris-virginica
+119,6.681930317089694,3.2616455081569105,5.591067308611687,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/5_1/14/test.csv b/iris/tab_ddpm/5_1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/14/train.csv b/iris/tab_ddpm/5_1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/14/val.csv b/iris/tab_ddpm/5_1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/15/synth.csv b/iris/tab_ddpm/5_1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..52675dae222457b27fa3330c07927beeb41d1f68
--- /dev/null
+++ b/iris/tab_ddpm/5_1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.664399915480662,2.986377361012843,4.174311197895637,1.3164402491560354,Iris-versicolor
+1,6.363112397266142,2.8862010066316754,4.269486193059072,1.2936593139104284,Iris-versicolor
+2,4.819695333801584,3.3975166537288812,1.5949740063337101,0.2,Iris-setosa
+3,4.905220667639872,2.4052244798162645,3.394322250968843,0.9153473856631598,Iris-versicolor
+4,4.592682430194745,3.1966209186083945,1.38456892677302,0.2,Iris-setosa
+5,5.518562790840984,2.632965794463776,4.297995722584749,1.2712552604693066,Iris-versicolor
+6,5.85183681949508,3.0077218920127398,4.247225258902005,1.508011047036955,Iris-versicolor
+7,6.280201668141014,2.2996705700281996,4.3620207424888,1.3031779591213926,Iris-versicolor
+8,7.005850618935275,3.0075520394924515,5.7616974200549915,2.0893003678635,Iris-virginica
+9,7.292628607161024,2.901120873951326,6.3058659841258065,1.7925010086424251,Iris-virginica
+10,5.107758110105922,3.787585149741829,1.6813137253400876,0.4441538527526924,Iris-setosa
+11,6.267687961472248,2.724341845431376,4.860394564728395,1.7873083987774283,Iris-virginica
+12,4.87080447587112,3.096459702349111,1.491297731816448,0.1,Iris-setosa
+13,6.860401148176981,3.19675187504802,5.734286255570118,2.2457964761828526,Iris-virginica
+14,7.699998724251225,2.7769782183900245,6.69999894504374,1.9736461115938946,Iris-virginica
+15,4.998831953456962,3.6059038923481386,1.367467662593746,0.2,Iris-setosa
+16,5.487337612096489,2.4027432391881356,3.6044682885077597,0.9894071008700924,Iris-versicolor
+17,5.619024184985082,2.783371794462565,4.113087204490619,1.3108459127445389,Iris-versicolor
+18,6.182372094632304,2.6393792925168165,5.5445568299735655,1.4513601887176772,Iris-virginica
+19,5.310230881370564,3.58201594437714,1.40470165743661,0.2,Iris-setosa
+20,5.37698074296966,3.8906434389261184,1.9656379487680484,0.5085550724162232,Iris-setosa
+21,5.982003591315865,2.7036053518582133,5.093951442226065,1.591072501731454,Iris-versicolor
+22,5.579909792697834,2.552681764844071,4.082634451132305,1.2637392969125714,Iris-versicolor
+23,6.719062531666945,2.996014209728605,5.012578158517466,1.7011999853573274,Iris-versicolor
+24,6.306092990946573,2.6651576900749054,4.913099977610123,1.8019734864397567,Iris-virginica
+25,5.509059694635567,2.3877533320854485,3.5611856304342124,1.1114110930338919,Iris-versicolor
+26,4.796964218601928,3.3978334669517576,1.6074397514273011,0.2,Iris-setosa
+27,5.953280779285293,3.305609930106373,4.651115624290916,1.6863146317267426,Iris-versicolor
+28,6.731851745216718,3.2663998088794597,5.740728706439187,2.499999487961318,Iris-virginica
+29,5.874136285261444,3.2085903690183994,4.744599774644438,1.811760920942218,Iris-versicolor
+30,5.38559824182985,3.894109909430894,1.694919622099044,0.3865489169265628,Iris-setosa
+31,4.504659093431493,2.3024744868825695,1.30775417821671,0.3123529741065299,Iris-setosa
+32,5.492260575131734,4.216172193666906,1.3834354512273035,0.2,Iris-setosa
+33,4.885174784563416,3.110219365386489,1.486923182149646,0.10000022053302605,Iris-setosa
+34,6.388422922909001,2.671505013270749,5.286087398043566,1.9089360759174692,Iris-virginica
+35,4.603884629630257,3.6002336174317806,1.000000587219672,0.2,Iris-setosa
+36,5.04753339423681,3.47750195203801,1.3376930536704879,0.2680078967243197,Iris-setosa
+37,6.4808835512293,3.039065318891443,5.520598157743188,1.7842227983470895,Iris-virginica
+38,5.069622427123698,2.508723848351861,3.091588601905583,1.272477779169812,Iris-versicolor
+39,6.476940859323452,2.9953987631121923,5.4933358936363454,1.8000120877299592,Iris-virginica
+40,4.903263987716138,3.0084413136080546,1.3742293908561012,0.2,Iris-setosa
+41,4.900118994024611,2.3947987020243335,3.74501383178169,1.0421893897111285,Iris-versicolor
+42,6.001174124353511,3.3836773467106673,4.534042642558169,1.6001109443214367,Iris-versicolor
+43,5.827474129091158,2.7317054608231635,5.1009479997228615,1.890828717901998,Iris-virginica
+44,6.410729853535813,2.7484616618226725,5.4115137824244055,1.8890604396090676,Iris-virginica
+45,6.685556910118426,3.274813236637184,5.672737079350134,2.1137051300607617,Iris-virginica
+46,6.5050182342575775,2.9442706212110927,4.348335266316386,1.359000515628492,Iris-versicolor
+47,5.809934230756343,2.800930306927718,5.121131379721842,2.397311308151096,Iris-virginica
+48,6.3407849058030745,3.2217197836024964,4.503951910034277,1.5140127678269546,Iris-versicolor
+49,5.07724716256353,2.4831279581357935,3.033407828669806,0.9923852382550863,Iris-versicolor
+50,7.6999984615205435,2.814630408069025,6.6999986173454396,1.9939780548999935,Iris-virginica
+51,4.4000006332482755,2.9064129361230893,1.404453430363971,0.2,Iris-setosa
+52,5.23316475544449,3.4257126650786085,1.4004313558278045,0.2,Iris-setosa
+53,7.6999985860987366,2.8064357619914095,6.699998842787242,2.0072102158648972,Iris-virginica
+54,5.675439826274403,4.4,1.4838988496229986,0.3893493051247946,Iris-setosa
+55,4.773531794553847,3.443224041519775,1.3511428114383293,0.3052231457626359,Iris-setosa
+56,6.60183187294785,3.149137113435045,4.431041933804532,1.4419563244182998,Iris-versicolor
+57,5.420076240830718,3.388291077986597,1.825548538465208,0.2,Iris-setosa
+58,6.2507573081772305,2.3593319193328437,4.551250767838628,1.356992135381667,Iris-versicolor
+59,5.798996461660835,2.7996607120326336,5.102865331255423,2.409518335084443,Iris-virginica
+60,6.288096672162243,2.494327886940345,4.857030467764841,1.4917753844402952,Iris-versicolor
+61,4.963746213626528,3.5649626477004124,1.4027983300886586,0.2,Iris-setosa
+62,5.805292891190847,2.7670552611658104,5.151832383535495,1.8816508377695906,Iris-virginica
+63,6.576686886217026,3.2025597647106765,5.586422705476392,1.9665092738193468,Iris-virginica
+64,5.711744403710351,2.500619541114173,5.0119412122050795,2.0028662671310737,Iris-virginica
+65,6.298256757354832,2.7840504521563787,5.0779398354344805,1.5037012572262962,Iris-virginica
+66,7.7,2.7909378635367967,6.7,1.9929918098729438,Iris-virginica
+67,5.875728406379028,2.98438450230826,5.095527573166748,1.7970352949971118,Iris-virginica
+68,5.45571622474181,3.3816470428703997,2.0746813681756016,0.2,Iris-setosa
+69,6.03076310140995,3.3443577901262067,4.562101180281242,1.6166194946330572,Iris-versicolor
+70,6.2154008914404155,3.029169184876849,4.537625393136421,1.4174017598173616,Iris-versicolor
+71,6.022038141229781,2.701558732582925,5.134777401001337,1.6050515261316867,Iris-versicolor
+72,6.7292520573825065,3.3002664711439507,5.728398096267042,2.1034096862904548,Iris-virginica
+73,6.2882206015729185,2.4788704860696846,4.849652167556369,1.4900317938582015,Iris-versicolor
+74,6.712975003503508,3.2914920704868607,5.658445409772353,2.4999993558203446,Iris-virginica
+75,6.7819161251614775,3.321846283918988,5.680395303757324,2.5,Iris-virginica
+76,4.4,3.223384674227416,1.2967843647182438,0.2,Iris-setosa
+77,6.006042605545622,3.394348937336199,4.536011975261287,1.6153898717290105,Iris-versicolor
+78,7.244408248288904,2.8894473885080862,6.262063222818248,1.8151709717122162,Iris-virginica
+79,5.678369309146624,4.399999077841092,1.4900015705624463,0.46560569458800016,Iris-setosa
+80,5.496838614016998,4.212088978198595,1.401387400642503,0.2,Iris-setosa
+81,6.313133074742256,2.836021670425555,5.546350109560611,1.8152363579559576,Iris-virginica
+82,6.464220480232129,2.998071373995236,5.458908182926903,1.805073653824773,Iris-virginica
+83,6.305930538008616,2.4695141605344446,4.821386154521375,1.48705450929767,Iris-versicolor
+84,5.481942236066008,3.0088745670976182,4.527752590535658,1.502499311635304,Iris-versicolor
+85,6.341417865223224,3.3922967924347858,5.637216939280556,2.3867998908582853,Iris-virginica
+86,7.7,2.7826186017355736,6.7,2.0027992227119538,Iris-virginica
+87,5.659562112244446,4.399998997897409,1.4838446675733725,0.3818316265723898,Iris-setosa
+88,6.030118734801761,2.2,5.000475582868201,1.5011553504937811,Iris-virginica
+89,6.006759624323954,2.6956896884370365,5.119805144164786,1.6084008286278992,Iris-versicolor
+90,5.102509548343926,3.782915280781455,1.6633672822154253,0.395735339164079,Iris-setosa
+91,5.97965807139155,2.967110836804344,5.20369464034567,1.7786573186126566,Iris-virginica
+92,5.4200996450120975,3.9309084454858816,1.2980937949803866,0.4397590356130172,Iris-setosa
+93,6.359314240275989,2.968345468012866,5.504311822975439,1.818370597867588,Iris-virginica
+94,4.600702095404835,3.647335799728854,1.0000005321087304,0.2,Iris-setosa
+95,5.728894113653974,4.399999227122611,1.519308793630076,0.39027254704781733,Iris-setosa
+96,4.994778334408336,3.299817908455711,1.3352770258872946,0.2,Iris-setosa
+97,5.489120056883655,2.410604437976396,3.7560827454900636,1.1199681764251865,Iris-versicolor
+98,5.50882833984721,4.195339360166108,1.3917533020630821,0.2,Iris-setosa
+99,4.607435680256425,3.1726026393728253,1.4078772700400852,0.2,Iris-setosa
+100,6.315635653125782,2.524732656213527,5.019225005093236,1.8861693290052648,Iris-virginica
+101,5.616194561938968,2.6805837818084317,4.18268978748187,1.2953593112071256,Iris-versicolor
+102,5.118902649352538,3.2934168092373963,1.7636138678668531,0.4754411985659424,Iris-setosa
+103,5.976857752077522,2.705939347669345,5.073746683842629,1.587374502088725,Iris-versicolor
+104,5.477880977394429,4.159414711542146,1.4062139021450129,0.2,Iris-setosa
+105,6.714353412705411,2.996729087436917,5.0179418292185725,1.7169905568142316,Iris-versicolor
+106,6.597736295698649,3.320463608736347,5.681577653558002,2.2492572980027528,Iris-virginica
+107,4.580095320350265,3.662447012977995,1.0,0.2,Iris-setosa
+108,5.196720235100294,3.5045829527144057,1.5053344995288198,0.2,Iris-setosa
+109,6.791091676817582,3.2301758132362304,5.776723793287383,2.26212135563459,Iris-virginica
+110,6.367332902439478,2.8664114196036476,4.264107135586961,1.287705381632241,Iris-versicolor
+111,5.807256648266371,2.816127461511165,5.0941369741751865,2.403087106606616,Iris-virginica
+112,6.274403727472619,2.505287893046483,4.918011481788868,1.5192226894397143,Iris-versicolor
+113,6.0157543584802315,3.4254408535631917,4.547052374641263,1.6191884997069852,Iris-versicolor
+114,5.51629761448588,2.4425270441346556,4.132678427259872,0.9724745324998643,Iris-versicolor
+115,5.497508729631275,2.38321375181541,3.6933028129352663,1.0070383925051987,Iris-versicolor
+116,6.989942546360315,2.9899174428122013,5.684440433640223,2.1079827247986405,Iris-virginica
+117,6.099074174844308,2.5980051160973505,5.645940431093082,1.3965543443497253,Iris-virginica
+118,5.116132680473632,3.819390175865519,1.7610203150424035,0.4353320429625829,Iris-setosa
+119,4.502228227787671,2.3069697335056,1.3088820900041316,0.30080382372097697,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/15/test.csv b/iris/tab_ddpm/5_1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/15/train.csv b/iris/tab_ddpm/5_1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/15/val.csv b/iris/tab_ddpm/5_1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/16/synth.csv b/iris/tab_ddpm/5_1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1112183ff6b7828118469f441abfdc8bd7eaccd0
--- /dev/null
+++ b/iris/tab_ddpm/5_1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.880222206024774,2.994842048957552,1.3817712836094427,0.2,Iris-setosa
+1,5.46858664128131,3.007267770690427,4.491991099506574,1.51160970189578,Iris-versicolor
+2,6.8537220076296475,3.0137803867111868,5.534943099175131,2.129459607423124,Iris-virginica
+3,6.666810194445865,3.115292888999297,4.443992063267701,1.4418374314811186,Iris-versicolor
+4,6.611800544738181,3.2168442366298233,5.6203064781775955,1.9980608691459345,Iris-virginica
+5,5.806722518377362,2.7543016077135625,5.121200806700613,1.8792924458526894,Iris-virginica
+6,6.672968069999647,3.1095707122138294,4.429767479949029,1.4030059592974944,Iris-versicolor
+7,4.87381178409784,3.0065950782960633,1.4051537315229101,0.2,Iris-setosa
+8,4.630015533501738,3.417154272951187,1.3845398120438364,0.32802178407467,Iris-setosa
+9,5.142080040652697,3.427181969766222,1.486978482845034,0.2,Iris-setosa
+10,5.008954145756005,2.4620939388226923,2.893625581325043,1.0062729596392015,Iris-versicolor
+11,6.704981501407997,3.2947032702749466,5.716525836876705,2.4999995042120142,Iris-virginica
+12,6.008641372920604,2.2000003201142286,4.96742063888729,1.4981204387420113,Iris-virginica
+13,5.444112795305342,3.0028473846354173,4.496077259746878,1.4972462853179258,Iris-versicolor
+14,4.9788087056086106,2.4263908295138186,3.206072745369764,0.9878782351340294,Iris-versicolor
+15,5.052841660403429,3.329575040738454,1.4066986628208689,0.2,Iris-setosa
+16,5.4713652479856165,2.977477210185064,4.306077123032623,1.4422612546086004,Iris-versicolor
+17,6.655417366479232,3.275569813763918,5.688401845081496,2.499999167445798,Iris-virginica
+18,5.552894262730034,2.6635562163715805,4.2463999462177595,1.2852050281521958,Iris-versicolor
+19,4.4,3.095666365434787,1.3231729216947998,0.2,Iris-setosa
+20,5.503407644578357,2.398107724730965,3.572265616901107,1.0928148701578757,Iris-versicolor
+21,4.947651011197636,2.4292806455264024,3.3933929436127137,1.0060927259054164,Iris-versicolor
+22,5.1247084043136235,3.8020536599225077,1.6884578860835502,0.44116089278253445,Iris-setosa
+23,5.796674229896039,2.699687985104959,5.097712157498333,1.897389740988477,Iris-virginica
+24,5.30918635094585,3.733705101495833,1.497123407044985,0.2,Iris-setosa
+25,5.864289925728477,3.004875764865229,4.162753490465526,1.4961187257306838,Iris-versicolor
+26,4.4,3.2101182488428046,1.2842078869008777,0.2,Iris-setosa
+27,6.710694814121649,3.1016703917293715,4.392402092692875,1.3975345517018236,Iris-versicolor
+28,5.004378373633245,3.239919727589485,1.3512612051457316,0.2,Iris-setosa
+29,6.390872118862216,3.0439661366396242,5.495050510512922,1.8153850406374714,Iris-virginica
+30,5.810541457784282,2.7315481095166416,5.101523048508953,1.9009336997220732,Iris-virginica
+31,5.075491538982311,3.762025427466138,1.6157354448501107,0.2,Iris-setosa
+32,4.400000479730272,2.9280305651172096,1.3879473113077723,0.2,Iris-setosa
+33,6.75984494476716,3.2242641462619916,5.680984571009821,2.2307733754892776,Iris-virginica
+34,6.373560716048672,2.9969898546067886,5.517472830150544,1.792094665168848,Iris-virginica
+35,5.50854511613786,2.6172098977506444,4.360294962035059,1.236936101798769,Iris-versicolor
+36,6.306243234605102,2.782646030185812,5.119975230012611,1.4788622791801675,Iris-virginica
+37,4.586165131647367,3.6050384802231266,1.0000003889755487,0.2,Iris-setosa
+38,4.856422266788446,3.1274518028838316,1.4856924402646663,0.10000011308555869,Iris-setosa
+39,5.141078594992361,2.500745181277122,3.3490909022053468,1.2111570942887682,Iris-versicolor
+40,5.108114510267737,2.493918078696976,3.010098782592058,1.094460071555043,Iris-versicolor
+41,5.923686928323101,2.9954904788176338,4.183352961056534,1.4968791271733894,Iris-versicolor
+42,6.822114186501001,3.001919097293034,5.483132192600301,2.085200192740408,Iris-virginica
+43,5.812124220932847,2.796951404631261,5.113888618383556,2.38662117041034,Iris-virginica
+44,7.7,2.7196328564600107,6.7,2.0792130710161265,Iris-virginica
+45,5.920183135395664,3.2487308777448787,4.763409710850668,1.774648247755308,Iris-versicolor
+46,7.699999095435364,2.8164877915386395,6.7,1.970436103613576,Iris-virginica
+47,4.847337123416119,3.4180904595718173,1.5967995818980625,0.2,Iris-setosa
+48,5.488676767474495,2.3985740694472946,3.8551836721064188,1.0594266942602406,Iris-versicolor
+49,5.111054056587439,3.306930259826974,1.790750885743254,0.5195391017777564,Iris-setosa
+50,7.699998920091484,2.8004825353523723,6.7,1.9854258598981966,Iris-virginica
+51,5.993129004316665,2.2000003240205035,4.98626660947857,1.4818705135942036,Iris-virginica
+52,4.673323009456628,3.263724410748561,1.421639971785985,0.2,Iris-setosa
+53,5.777333749705041,2.69274640472759,5.090811131847736,1.9051900239714257,Iris-virginica
+54,4.908723705674994,3.2655511200125025,1.3943040668630937,0.2,Iris-setosa
+55,6.722626432699084,2.9912535384423733,5.018123118641576,1.7068532858268912,Iris-versicolor
+56,5.139043749464247,3.3963180924647594,1.4471663517047346,0.2,Iris-setosa
+57,5.991411601906442,3.4177591165741954,4.54235308904671,1.578763812200841,Iris-versicolor
+58,6.008455622393671,2.2,4.992706356391084,1.502758756079166,Iris-virginica
+59,5.874298364289904,2.984616491693551,5.095533346724417,1.803003110440309,Iris-virginica
+60,6.219481384497586,2.8438438669803174,4.967209972883148,1.7035919890665827,Iris-virginica
+61,5.460259819502833,2.4119381451213893,3.638903211602633,1.0244527264573522,Iris-versicolor
+62,6.725120628735271,3.2966553735280257,5.675925488736512,2.5,Iris-virginica
+63,5.791045838107351,2.7069185182815017,5.093806936583347,1.887128919942523,Iris-virginica
+64,5.882657753702469,2.9852231623813306,5.097246841329296,1.816503342940531,Iris-virginica
+65,4.589370915332601,3.604270572914835,1.0000004132365423,0.2,Iris-setosa
+66,5.150484282212978,3.401742758717589,1.4062364009629482,0.2,Iris-setosa
+67,6.24609666132346,3.247770766610247,4.521426655064148,1.5102515445505358,Iris-versicolor
+68,6.311085366024947,2.7315493780831677,4.8569265780893955,1.7648061544952953,Iris-virginica
+69,6.090581686383735,2.606456313388862,5.600819828113301,1.3932249000256518,Iris-virginica
+70,4.9562648651289845,3.392358316842528,1.5431381200829657,0.2,Iris-setosa
+71,6.2292926466008565,3.4284281739827596,5.661757737512827,2.4046190510202208,Iris-virginica
+72,5.1070051077354455,3.78933110540159,1.6198246124846047,0.2,Iris-setosa
+73,5.4670938697972815,2.411368453565813,3.550649438925096,1.086006823105524,Iris-versicolor
+74,5.481699460995151,2.39613760303209,3.7797599443145353,1.0603088853978246,Iris-versicolor
+75,5.115431317676372,3.4017059097851776,1.5111816524916368,0.2,Iris-setosa
+76,5.8822841147603615,2.7974901867030337,5.119008974127293,2.398320565723786,Iris-virginica
+77,5.3210162188595005,3.609719349334653,1.5179174044586985,0.2,Iris-setosa
+78,5.845585255978595,2.7555174683241477,5.126285833830156,2.247607771634226,Iris-virginica
+79,5.801425303402139,2.700605638216097,5.083230780538148,1.8783518084057858,Iris-virginica
+80,4.929947209358883,2.425647497150058,3.174849744119737,1.0353408250601075,Iris-versicolor
+81,6.635735783535829,3.1109708451638363,4.422250413064474,1.4294323492372236,Iris-versicolor
+82,7.232019384906911,2.9477657093513074,6.14416794323316,1.9107353114414367,Iris-virginica
+83,5.024435818486763,3.3256782714678663,1.4017429659599971,0.2,Iris-setosa
+84,5.418736971077359,3.920523436419457,1.2850594991240785,0.4486019051818194,Iris-setosa
+85,6.078129493979617,2.990433799091329,4.578678599832724,1.3855381068501638,Iris-versicolor
+86,5.102641064192928,3.804486860168351,1.600156503017246,0.2,Iris-setosa
+87,5.30788921350541,3.6995240201804744,1.5067186896279101,0.2,Iris-setosa
+88,5.882755840512553,2.9966542892178425,5.117957933540764,1.8192479272978384,Iris-virginica
+89,4.648835755463498,3.571584654700984,1.0000007281816332,0.2,Iris-setosa
+90,6.695718368789449,3.1039288877164957,4.399153853326745,1.386639130106304,Iris-versicolor
+91,4.585811466125216,3.2047942529254776,1.3769064380228015,0.2,Iris-setosa
+92,5.636735615228559,4.4,1.504945885311924,0.3687660232609119,Iris-setosa
+93,5.589953565341674,2.9937820896194407,4.140195943034167,1.298436651907246,Iris-versicolor
+94,7.068506711843374,3.0138112534423183,5.8357786668416045,2.131985258968737,Iris-virginica
+95,5.99479117409516,3.4320219248014614,4.541155079260377,1.6423366788004874,Iris-versicolor
+96,7.699998826103583,2.7744611490743583,6.699998720185662,1.9970083861496126,Iris-virginica
+97,5.70067525998201,2.9440697795465076,4.212010156719474,1.461442780947,Iris-versicolor
+98,4.9115402657111735,3.0100987590934114,1.4012048734827927,0.2,Iris-setosa
+99,5.008135503483764,3.316119000604932,1.3816903837837118,0.2,Iris-setosa
+100,5.789718471155003,2.6754914753545678,5.083982264332116,1.9031222710569389,Iris-virginica
+101,5.093823680545575,3.3854779831146495,1.4884681628288625,0.2,Iris-setosa
+102,4.495217900450842,2.293964446419537,1.3051432667195042,0.27271063231191317,Iris-setosa
+103,5.368475433385598,3.4036287995938554,1.6943360470992495,0.2,Iris-setosa
+104,5.404621261519482,3.41756612328029,1.6519265246588744,0.2,Iris-setosa
+105,6.696359087045387,3.002503935910064,4.991763974299853,1.6976504882488768,Iris-versicolor
+106,5.6057119761562415,2.7681206539304766,4.2259867408028144,1.2877367733789755,Iris-versicolor
+107,5.62152739523338,3.004543800461655,4.481156597112152,1.4915224734501762,Iris-versicolor
+108,6.636080128949161,3.0338432637423995,4.392126706678846,1.4039176656275654,Iris-versicolor
+109,4.400000474307326,3.1918882082866187,1.3088093510369354,0.2,Iris-setosa
+110,6.284591818350763,2.888137008747873,5.613409660746147,1.80642610646843,Iris-virginica
+111,5.340251283358919,2.9760763110391792,4.445518258298219,1.4855671403558022,Iris-versicolor
+112,5.782372581509143,2.6922404171479,5.104371081898773,1.9007657822105144,Iris-virginica
+113,6.26872200726323,3.407711314536367,5.648320282208504,2.4036849852929603,Iris-virginica
+114,4.4,2.8937021344220684,1.4049452814664793,0.2,Iris-setosa
+115,5.2095548025752745,3.8356017805444136,1.9112781192162827,0.4346832167048359,Iris-setosa
+116,4.606577864746161,3.3822217217828046,1.4043248580261305,0.2818331582610838,Iris-setosa
+117,7.043233096163895,3.0832258647194,5.829515273497254,2.2093225724073804,Iris-virginica
+118,5.256681686106559,2.903093656131557,4.193238864374875,1.4520391257815093,Iris-versicolor
+119,6.631217204111614,3.1349888463052134,4.424355426817467,1.4400702776760974,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/16/test.csv b/iris/tab_ddpm/5_1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/16/train.csv b/iris/tab_ddpm/5_1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/16/val.csv b/iris/tab_ddpm/5_1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/17/synth.csv b/iris/tab_ddpm/5_1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..41f4d3a00671df78691a74845cf5421652bb073b
--- /dev/null
+++ b/iris/tab_ddpm/5_1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.077257104168554,2.5011539582296356,3.1881685846410854,1.1128453745570692,Iris-versicolor
+1,6.472739935223155,3.1772892683844347,4.540549875357551,1.4754351814974231,Iris-versicolor
+2,5.354013823001005,3.8732671974368214,1.6803396436080682,0.3927596991316705,Iris-setosa
+3,5.1982915484423,3.4669795269215475,1.4780670008588594,0.2,Iris-setosa
+4,6.427891311990618,3.089042225657966,5.5049019125296486,1.813817667434629,Iris-virginica
+5,4.59507685294365,3.5949470586437866,1.0000008013486155,0.2,Iris-setosa
+6,5.172126074589281,2.49792808882641,3.0285311983320997,1.1338313876229051,Iris-versicolor
+7,5.771923195475061,2.728243525619509,5.104880618071818,1.8924665127447533,Iris-virginica
+8,5.089221083510699,3.7454976092531584,1.6105502247277,0.3960152669995105,Iris-setosa
+9,6.284642653908433,2.872884115526823,5.602470501928484,1.7908542252020367,Iris-virginica
+10,7.69999908455062,2.8043410662897896,6.6999987897181965,2.00243372754192,Iris-virginica
+11,6.283117284933833,2.8860374991630233,5.665883989757693,1.8037587196628284,Iris-virginica
+12,6.478916483504702,3.1820550670562384,4.498046852104574,1.47054812548744,Iris-versicolor
+13,6.201301831488801,3.0191786065065136,5.318714270771264,1.7611586405171122,Iris-virginica
+14,6.457191322162075,3.020107860519345,5.497129869839229,1.7924893452837898,Iris-virginica
+15,4.579665982030159,3.2121612501159493,1.3977231394472858,0.2,Iris-setosa
+16,6.2727223360958035,2.675488073502649,4.93455498233124,1.819330819560499,Iris-virginica
+17,5.754321898834313,2.7860161329858473,5.09192874610512,2.4134543654503275,Iris-virginica
+18,5.709633951889251,4.4,1.5210730346081147,0.49933576694201426,Iris-setosa
+19,5.330476338055329,2.8793294569638253,4.192268006507547,1.4445326272448034,Iris-versicolor
+20,6.005943536301642,3.004326425625222,4.755434256429676,1.8079830102536536,Iris-virginica
+21,5.816852726476168,2.823746938502599,5.1086050249079,2.4042670985589445,Iris-virginica
+22,5.090087406610453,3.749246718926553,1.5849612331886465,0.46492401627171115,Iris-setosa
+23,4.592591659032929,3.60929273673802,1.000000396082731,0.2,Iris-setosa
+24,5.657951388743017,4.3999977836757,1.4958312911509148,0.3882750890136717,Iris-setosa
+25,5.81999990240107,2.727512000501469,5.113879835941023,1.882079884117082,Iris-virginica
+26,4.985263590787792,3.5746950512892037,1.4009527946743343,0.2,Iris-setosa
+27,5.2610139201277315,3.510871442149182,1.5506679221036768,0.2,Iris-setosa
+28,5.992659568448866,3.401778800577675,4.438356651874776,1.5524946169674305,Iris-versicolor
+29,6.442701768234857,2.911115174555206,4.353625104726299,1.3250399190293567,Iris-versicolor
+30,5.400577007192324,3.919375099757243,1.706615752710135,0.39542398874218776,Iris-setosa
+31,5.880202653219904,3.165661197378435,4.841920887317839,1.7635808347085233,Iris-versicolor
+32,5.21705603083939,3.4253833466248476,1.413537661826053,0.2,Iris-setosa
+33,5.920703594284181,3.007311548586202,4.205107540819919,1.5031602205948114,Iris-versicolor
+34,5.0704935262624256,3.3740291237983073,1.4169713392703935,0.2,Iris-setosa
+35,5.476241390690908,3.006253928257601,4.536731289403044,1.5019551272744716,Iris-versicolor
+36,5.501379369229355,4.204897696522914,1.3919159531410852,0.2,Iris-setosa
+37,6.692576362528353,3.1130771137797253,4.400289155935017,1.4028139478015773,Iris-versicolor
+38,5.724990024338216,4.399998904293433,1.4832068787845554,0.3519261007759271,Iris-setosa
+39,6.004137681929404,2.7261736428233685,5.101137364908881,1.607915576861325,Iris-versicolor
+40,7.023397248288354,3.0504741316118933,5.767395726068857,2.1739799093080925,Iris-virginica
+41,5.098970139421987,3.288022577076174,1.7918525098802824,0.4419371665779367,Iris-setosa
+42,7.7,2.7722470676727604,6.7,2.056641733412263,Iris-virginica
+43,5.264603207727634,3.605391953964566,1.4959151839226679,0.2,Iris-setosa
+44,5.694831631160556,4.4,1.4949667385117784,0.4627437053532835,Iris-setosa
+45,7.319050188461606,2.9036987751967756,6.331478491931575,1.785348532577995,Iris-virginica
+46,4.741877220656421,3.3918905564479913,1.532488504980566,0.2,Iris-setosa
+47,5.144304220074592,3.4650345163498995,1.5060145163458492,0.2,Iris-setosa
+48,4.995317415294376,3.5956216698131094,1.403044458860484,0.2,Iris-setosa
+49,4.600284301251549,3.5894732950843733,1.0000004521121126,0.2,Iris-setosa
+50,6.5024312941143485,3.162380334281181,4.4303810285024685,1.475731422783459,Iris-versicolor
+51,5.98890397188145,2.2,4.984040351431464,1.5087603576018838,Iris-virginica
+52,4.968244635311983,2.44599190813548,3.101013576369744,1.0631898120027956,Iris-versicolor
+53,5.508399448167728,2.4019112334750417,3.450381676113504,0.9125986147696801,Iris-versicolor
+54,5.703454575711808,4.4,1.520174264372344,0.38781221108205705,Iris-setosa
+55,5.877963976501932,2.997464586461151,4.297723011707186,1.4983941047262275,Iris-versicolor
+56,4.621976252670407,3.5991074522968716,1.0000004730017569,0.2,Iris-setosa
+57,5.498032518523086,4.191835778738831,1.403377112809868,0.2,Iris-setosa
+58,5.502855230171297,2.997544073125341,4.509929182024854,1.4760943976334944,Iris-versicolor
+59,5.1002889977806,3.3129024927094397,1.6884121201153197,0.4963346288709188,Iris-setosa
+60,6.491813977410166,3.1948701353626103,4.48402188485016,1.5049501090273723,Iris-versicolor
+61,6.499106218091816,2.952823207005837,4.346118823469804,1.3475898537943594,Iris-versicolor
+62,4.58694280212088,3.6428250403255826,1.0,0.2,Iris-setosa
+63,6.636378070654639,3.066742319645853,4.430169396190994,1.413082031259038,Iris-versicolor
+64,5.096491925040565,3.3133504060983454,1.691754308559893,0.5681828595860503,Iris-setosa
+65,5.403670165239777,3.3961959900288567,1.6918606558052265,0.2,Iris-setosa
+66,5.504311120345155,2.3900011262367844,3.6678090650004553,1.1095987434587686,Iris-versicolor
+67,4.601121863020294,3.6045024166933435,1.0000004530280433,0.2,Iris-setosa
+68,6.8104144918797855,3.1952897657450383,5.591806690257731,2.2544421747564414,Iris-virginica
+69,4.919680078106036,3.495375291759319,1.3256166904033022,0.3236165757722269,Iris-setosa
+70,6.694181011404109,3.3120094722302227,5.743329803161186,2.5,Iris-virginica
+71,5.314819887713872,3.7101114028338507,1.497522052094222,0.2,Iris-setosa
+72,6.673751463128573,3.2654265285108464,5.731969610202404,2.0856959799337997,Iris-virginica
+73,5.686942642929023,3.049648596507203,4.561977554718889,1.5243177027812378,Iris-versicolor
+74,6.3099906256240095,2.2987513562688573,4.411190765872199,1.3006409847344707,Iris-versicolor
+75,5.524097860706673,2.418193374184699,3.855836164039376,0.9548909913248507,Iris-versicolor
+76,5.025235703424598,3.2404456331602676,1.32676509742587,0.2,Iris-setosa
+77,4.913320536589429,2.999760200030732,1.4017043218173326,0.2,Iris-setosa
+78,6.088767374936681,2.6054703215728323,5.591921752098116,1.379113677811482,Iris-virginica
+79,5.525718242188212,2.988764266602057,4.447141769411887,1.4954533486424808,Iris-versicolor
+80,6.3344800971601565,2.9114589590814477,5.559940642665137,1.78973259527982,Iris-virginica
+81,5.417950240417741,3.007175104365838,4.511107745715103,1.5036119207206744,Iris-versicolor
+82,6.226874734974414,2.501880515934782,4.987321034300142,1.9061040644375014,Iris-virginica
+83,5.363644281852406,3.882662502697731,1.3173647456500523,0.405180068632371,Iris-setosa
+84,5.103144056066423,3.391169800656374,1.4970848634639236,0.2,Iris-setosa
+85,5.743875067519454,2.6448065206007403,5.09127611631782,1.9341026723742771,Iris-virginica
+86,5.389552641636807,2.980324014809621,4.4286743014342935,1.4954997952981666,Iris-versicolor
+87,5.990978768161633,2.7231215867149308,5.095302961296537,1.6055369785818927,Iris-versicolor
+88,6.503646380627741,2.970932923664029,5.5447630804859385,1.805133793669989,Iris-virginica
+89,7.334682072575736,2.9030329345611428,6.313375753403204,1.795103045978435,Iris-virginica
+90,4.593521118853933,3.210722175868794,1.4050638554499004,0.2,Iris-setosa
+91,5.027477646976885,3.5724339985704456,1.416049965021609,0.2,Iris-setosa
+92,5.6116548963616335,2.9962409395677807,4.097024672082989,1.3004672256830698,Iris-versicolor
+93,6.35571797232861,2.658396242328026,5.196905034926981,1.898474404792723,Iris-virginica
+94,5.374133376896965,3.4109538608324104,1.6767501659215578,0.2,Iris-setosa
+95,5.1105627777363365,3.8074635869158526,1.5701088340465277,0.2,Iris-setosa
+96,6.360667649926194,2.79755682726347,5.093867284555966,1.505164692562214,Iris-virginica
+97,6.371618349643114,2.886804299570287,4.316870613611515,1.2880210840111652,Iris-versicolor
+98,4.4,2.8891313648909382,1.400640764483734,0.2,Iris-setosa
+99,5.714295353529492,2.500294110655671,5.0111227995854355,1.993243802758508,Iris-virginica
+100,5.794602531776484,2.704004552611957,5.123656770624346,1.8965655233273466,Iris-virginica
+101,6.1249309175362825,2.6027079505250494,5.633911306064516,1.3921204990352303,Iris-virginica
+102,5.703267281715412,4.399998036432105,1.4908905992326555,0.42453486745983154,Iris-setosa
+103,7.351484202235657,2.8797356561259213,6.345297234805939,1.8023465824986165,Iris-virginica
+104,6.512328262442743,2.9910619857398726,5.520401883244821,1.8058030874514106,Iris-virginica
+105,5.7923656260677765,2.8105258020658113,5.0903865049231705,2.4035502424857857,Iris-virginica
+106,5.459576783706025,2.9951996460879706,4.528164654585311,1.5090315399126901,Iris-versicolor
+107,7.69999857026705,2.8136734471646103,6.6999983404354895,2.0172872922034992,Iris-virginica
+108,5.4417273657048355,2.9939885014673107,4.524143101578899,1.4976629879384171,Iris-versicolor
+109,4.914442524769723,2.3948710481681927,3.357397021177154,1.0607677369121093,Iris-versicolor
+110,5.704865747228698,2.4900740694662225,4.996775676690824,2.004889349828888,Iris-virginica
+111,4.582084668863489,3.270490259109944,1.4002277113620254,0.2,Iris-setosa
+112,6.680402050240875,3.3014509008525503,5.705019055120423,2.1084957766711465,Iris-virginica
+113,5.411093211479874,3.0057651384992816,4.481908613189328,1.5023562350225619,Iris-versicolor
+114,5.227741646361964,3.8375770271712817,1.8219899795297958,0.3841162451188098,Iris-setosa
+115,5.168365896906299,3.7793827070182466,1.6208293484440897,0.3962411903557461,Iris-setosa
+116,5.794246472777458,2.712360600827253,5.095060694171665,1.8828255267286604,Iris-virginica
+117,5.142770668765246,3.8272346879408476,1.5699327116983022,0.2,Iris-setosa
+118,6.915481415917194,3.1966425733857684,5.7065312182437316,2.3068652972419557,Iris-virginica
+119,6.024019076442432,3.3819312799853813,4.499191134084896,1.562123654923007,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/17/test.csv b/iris/tab_ddpm/5_1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/17/train.csv b/iris/tab_ddpm/5_1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/17/val.csv b/iris/tab_ddpm/5_1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/18/synth.csv b/iris/tab_ddpm/5_1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9cd48b58e84282dfe4241409228bfdae706a5d82
--- /dev/null
+++ b/iris/tab_ddpm/5_1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7698894711935176,6.699998929434531,2.0055878708434247,Iris-virginica
+1,4.836146860803446,3.3981034552975835,1.583446065295226,0.2,Iris-setosa
+2,5.2299050392457245,2.725523720010934,4.037924247112811,1.3973438871596624,Iris-versicolor
+3,6.747107301868669,3.0992716471060247,4.3927067051438025,1.3791106564076185,Iris-versicolor
+4,4.595857954079413,3.2143806225495934,1.3948702909201622,0.2,Iris-setosa
+5,5.097309895541175,3.3142540933798084,1.3194333249252501,0.2,Iris-setosa
+6,5.484619928243268,4.210313093384273,1.3924117388111763,0.2,Iris-setosa
+7,5.181308994893588,3.3869873004922604,1.4067410093600843,0.2,Iris-setosa
+8,5.007722471646353,3.3167685222961025,1.4065279520713392,0.2,Iris-setosa
+9,6.441705547409501,3.0874676069243603,5.5120899635371226,1.7926280488356268,Iris-virginica
+10,6.94493873190578,3.2186134725047206,5.7183283063426,2.3173677091656186,Iris-virginica
+11,5.424048620741983,4.027786605567279,1.4291910420658416,0.2,Iris-setosa
+12,7.699997794484599,2.791884092645255,6.699997379289723,1.9899001157179919,Iris-virginica
+13,5.562843873777465,2.9999554269293713,4.099708960258695,1.3038256265482342,Iris-versicolor
+14,5.498501396304323,2.3861062030741897,3.628185200218075,1.0654280557621192,Iris-versicolor
+15,6.293011524819889,2.9072464246068366,5.5738191649031945,1.8120674231960285,Iris-virginica
+16,7.313800804016969,2.908696426640026,6.325856418321161,1.7819640718720822,Iris-virginica
+17,6.275544663112344,2.5200171340472113,4.873878796281387,1.4997256242134416,Iris-versicolor
+18,6.422531195775269,3.3615058296044458,5.62484911921343,2.346600420837254,Iris-virginica
+19,6.99702887457549,2.991577887498152,5.597544351540855,2.1358105461641506,Iris-virginica
+20,5.717617126352697,2.4966738742005536,4.993550661062356,1.9907186545222864,Iris-virginica
+21,6.350197988807208,3.4008397142465316,5.597611811986302,2.3696886344142767,Iris-virginica
+22,6.712688132812317,3.281186851625799,5.644479325246431,2.4999991829818318,Iris-virginica
+23,5.421881552795308,3.909661857888931,1.2909557003075587,0.4070245306022486,Iris-setosa
+24,4.995337952984212,3.2113270191326624,1.2076140010531928,0.2,Iris-setosa
+25,6.575559383158713,2.979931281041521,4.356575352086985,1.3772591006471189,Iris-versicolor
+26,5.137038681721065,3.430859456468808,1.4873643146233708,0.2,Iris-setosa
+27,5.1993013663097765,3.528331589208639,1.5091055994321336,0.2,Iris-setosa
+28,6.756060584721941,3.0109930032921786,5.493961240420251,2.1029078987611816,Iris-virginica
+29,6.3511188741086535,2.932665295091578,5.582133980619824,1.8089231824285064,Iris-virginica
+30,6.3384806786785886,3.408436495724791,5.587500073509682,2.392620270927158,Iris-virginica
+31,6.6681824445844375,3.319058794625856,5.773139133691265,2.5,Iris-virginica
+32,5.117644062708822,3.7988401847858366,1.9037807888254863,0.4046509938136973,Iris-setosa
+33,6.3149982146961605,2.5109540237370873,4.912560044572509,1.5184183420228736,Iris-versicolor
+34,5.843793974452915,3.0089225667192614,4.209274630010025,1.4880955377756975,Iris-versicolor
+35,5.337647813933051,2.5679017310286603,4.267265282326266,1.1320869383949257,Iris-versicolor
+36,6.445684860768328,3.1196239538667307,5.500994041992645,1.8522326017046669,Iris-virginica
+37,6.719623587547997,3.053716307833062,4.700471372947366,1.4945017326006802,Iris-versicolor
+38,4.7945428465884525,3.4070340456179427,1.607454720587244,0.2,Iris-setosa
+39,5.2254458620565725,2.7509387776285363,4.049322621363053,1.409905658488472,Iris-versicolor
+40,4.8257916979788655,3.3914756601091316,1.6256197100923204,0.2,Iris-setosa
+41,5.805586639631163,2.7111935204680733,5.108288159968701,1.8938886490503137,Iris-virginica
+42,6.34733226137925,3.376696320366063,5.612952693118209,2.3858704406767473,Iris-virginica
+43,4.737835573007626,3.2575373359050324,1.4074176654144308,0.2,Iris-setosa
+44,6.438843775182847,3.013160836528458,5.498004455938659,1.7960570273752725,Iris-virginica
+45,5.101301100920492,3.794504940037058,1.7893548627104465,0.3876302656300384,Iris-setosa
+46,5.580602236226848,2.9955425817147243,4.099795345632584,1.2820945424915802,Iris-versicolor
+47,4.970657705883295,3.1677034431688726,1.2193126295158294,0.2,Iris-setosa
+48,4.608697722899623,3.1996275299135144,1.4043157598244278,0.2,Iris-setosa
+49,6.58667608332354,3.126462708668376,4.437815389915058,1.4487395742327465,Iris-versicolor
+50,5.524741086705841,2.402712392309607,3.851460758474839,0.9940483708163956,Iris-versicolor
+51,5.04033247527885,3.3404198397885323,1.5026453368927815,0.2,Iris-setosa
+52,5.117299966078957,3.7853366733079494,2.202809710363468,0.40380231335337846,Iris-setosa
+53,4.612143450630678,3.599746674854744,1.0,0.2,Iris-setosa
+54,5.403152996064774,2.4244290072749166,3.7916622504689945,1.089095822988467,Iris-versicolor
+55,5.206972740758037,2.737111726233952,3.9931553340311687,1.4180020389170942,Iris-versicolor
+56,6.597755756184283,3.0046137773836374,4.395578615746763,1.4021949139639416,Iris-versicolor
+57,6.4420678437595775,2.9131266955378257,4.306704143800799,1.3246156134226947,Iris-versicolor
+58,4.591896262548926,3.65622473394819,1.0,0.2,Iris-setosa
+59,5.089122648296349,3.8331333799956737,1.6159709492586454,0.2,Iris-setosa
+60,6.722034153229311,3.001124753971295,5.004175338430621,1.6867969331461183,Iris-versicolor
+61,6.091909784186498,3.0027894531948243,4.576293682414042,1.3976277700109452,Iris-versicolor
+62,5.279896700012112,3.551464947043064,1.4783832099449883,0.2,Iris-setosa
+63,7.327237627475082,2.9061678129703084,6.315119018064304,1.8008836847798955,Iris-virginica
+64,5.006566908709821,3.278700664052544,1.3570255245777811,0.2,Iris-setosa
+65,4.4,2.882558045860152,1.4046767646822629,0.2,Iris-setosa
+66,4.4,2.9045820429248206,1.3915819976341541,0.2,Iris-setosa
+67,6.6024132420294555,2.9983718419587047,4.430860628891556,1.4128516045204427,Iris-versicolor
+68,6.924599124141903,3.1576266571798572,5.71193303994277,2.292265205675083,Iris-virginica
+69,5.097463198518588,3.667747615635649,1.478703606513255,0.3967141059147883,Iris-setosa
+70,6.417880433999514,2.7822845662379465,5.403735684274905,1.8726931512117184,Iris-virginica
+71,6.692482893727412,2.9947651790298946,4.998472882503806,1.7081274475018682,Iris-versicolor
+72,6.666569658094085,3.2988637599095636,5.744710161706803,2.49999937459315,Iris-virginica
+73,6.5416828297323075,2.9650020201126126,4.390378394679274,1.3718760824369018,Iris-versicolor
+74,6.703395680603304,3.341737445923425,5.695901816523831,2.5,Iris-virginica
+75,5.983231110767052,2.200000317577405,5.018709380882191,1.4942947989576816,Iris-virginica
+76,6.793500007261276,3.2467467534643766,5.621188900859687,2.197676953861234,Iris-virginica
+77,7.311610998032293,2.896376418397163,6.300551824789263,1.8163997801931278,Iris-virginica
+78,5.001377095153971,3.475114820111307,1.293815992266119,0.29356672370378956,Iris-setosa
+79,5.787973059771955,2.6941803818726973,5.088029119103408,1.8874298492964456,Iris-virginica
+80,6.302934656003852,2.2937038357802537,4.429695180827408,1.2935254674264467,Iris-versicolor
+81,4.4000007124206455,3.193998430743509,1.2580701283997446,0.2,Iris-setosa
+82,5.987196460391043,3.00313640722692,4.806617243337737,1.8010479433514655,Iris-virginica
+83,5.739708615720823,2.6028449908622457,5.085749214942539,1.954435998177369,Iris-virginica
+84,4.955198158640735,2.4259191057016642,3.320736353173566,1.0528951523889822,Iris-versicolor
+85,4.573968407228715,3.211224673949641,1.4025569381757899,0.2,Iris-setosa
+86,5.015809301837023,3.618148183086709,1.3871422102211715,0.2,Iris-setosa
+87,7.699998004880377,2.797366276577307,6.699998214508688,2.019028593261835,Iris-virginica
+88,6.474923574106309,3.0210039675995883,5.523382344021635,1.794751858321412,Iris-virginica
+89,4.491914333667827,2.2954940877562153,1.3063508214022068,0.29473619627695824,Iris-setosa
+90,5.490823911392868,2.595270812563231,4.369821215264141,1.2442694908626726,Iris-versicolor
+91,5.158059704839345,3.384195093928831,1.3879586993482813,0.2,Iris-setosa
+92,5.1915356620372215,3.4541222972518564,1.4574927806928228,0.2,Iris-setosa
+93,4.40000059774946,2.981829011705475,1.3619026552122397,0.2,Iris-setosa
+94,5.0591357739679665,3.4971707710979323,1.3894940964982274,0.294599630223743,Iris-setosa
+95,5.090788931261038,2.4870656855704274,3.0472804843763597,1.0433490036409747,Iris-versicolor
+96,6.347050477129194,2.878930129090967,4.279884884591765,1.2804987090005635,Iris-versicolor
+97,4.508318870699392,2.2892155492242,1.295792083192035,0.29428614356270294,Iris-setosa
+98,5.333247310376512,2.760155327839066,4.065669063478034,1.3657896503131635,Iris-versicolor
+99,4.488443271649649,2.286940255211279,1.2899523161420987,0.2805432801166351,Iris-setosa
+100,4.724197155966959,3.3780816865471572,1.492270095252922,0.2,Iris-setosa
+101,4.9542325549672945,2.436872301134156,2.944826949670726,1.046727408744015,Iris-versicolor
+102,7.699998313943791,2.7892330115144777,6.699998254064983,1.982557892452079,Iris-virginica
+103,5.774861868461452,2.701632594388694,5.099483460185593,1.893762641309694,Iris-virginica
+104,5.773548347196494,2.700329187257171,5.092105675279309,1.898706665288329,Iris-virginica
+105,5.481428750089157,2.597273094743309,4.389729369234726,1.148519616089819,Iris-versicolor
+106,5.013443370531326,3.5824042767539566,1.4059197512599597,0.2,Iris-setosa
+107,5.815413748428368,2.7274930121846372,5.128469488846999,1.903466894050878,Iris-virginica
+108,5.354956963388231,3.865304725410101,1.3493050975610672,0.4167059835769485,Iris-setosa
+109,7.024162103469548,3.095366093797206,5.767979240380196,2.2554107128245,Iris-virginica
+110,4.400000463161407,2.916763928832313,1.3936453706715735,0.2,Iris-setosa
+111,5.802357408648644,2.6896226504346843,5.098587845474601,1.8973728969271173,Iris-virginica
+112,5.159958626569353,3.3558145362844507,1.390647670989644,0.2,Iris-setosa
+113,5.9739510593388045,3.012289914507131,4.8599938029789165,1.8033441243671973,Iris-virginica
+114,6.295529234731556,2.775398879195166,5.0974703402304415,1.4884586039089311,Iris-virginica
+115,5.805549777465986,2.6992379717855846,5.103225753771497,1.8953389435336274,Iris-virginica
+116,5.574826073624801,2.638601015304662,4.385968951640932,1.2667693004431324,Iris-versicolor
+117,4.588431451134538,3.3859034937344443,1.4036179109610698,0.3031258512856281,Iris-setosa
+118,6.684113829120503,3.2725607959810574,5.7461378916382975,2.5,Iris-virginica
+119,5.112052300367641,3.3742537451062975,1.408622269248509,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/18/test.csv b/iris/tab_ddpm/5_1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/18/train.csv b/iris/tab_ddpm/5_1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/18/val.csv b/iris/tab_ddpm/5_1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/19/synth.csv b/iris/tab_ddpm/5_1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c10dd04f1fddb180eb04d3be560b9248a2af1b4e
--- /dev/null
+++ b/iris/tab_ddpm/5_1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.020134436957769,2.996085211302784,4.8490990695419,1.7817690267084445,Iris-virginica
+1,5.403146626560195,3.9085917538638117,1.2763150420470581,0.4523374299956871,Iris-setosa
+2,6.105531497193601,2.584519237740917,5.6006051940166675,1.385164754901072,Iris-virginica
+3,5.897569795557534,2.9950320223486493,5.101858157724346,1.793891384480481,Iris-virginica
+4,7.699998850950779,2.821107318811203,6.7,2.006973057374277,Iris-virginica
+5,6.291788175271983,2.8177835889341694,5.110031669083063,1.5219146629091844,Iris-virginica
+6,5.044240174939815,3.346593112088545,1.433150719673869,0.2,Iris-setosa
+7,6.28531032347617,2.8963806695538254,5.580981112540919,1.804252779388868,Iris-virginica
+8,6.609443517531308,3.0231525415876535,4.459389892409016,1.4126904950890071,Iris-versicolor
+9,6.410124623685344,2.6783699271176666,5.298310880549001,1.8971370300821846,Iris-virginica
+10,4.903012076029615,3.099604691172448,1.5282428889285007,0.1,Iris-setosa
+11,6.01908013750324,3.3928225953355837,4.4793932886089225,1.612541459949969,Iris-versicolor
+12,4.836283427015571,3.397168401125474,1.587417095645305,0.2,Iris-setosa
+13,6.030226465607875,2.6888597469777467,5.096153867004511,1.5777266375863543,Iris-versicolor
+14,6.763842959356992,3.312919275987825,5.78537768831055,2.5,Iris-virginica
+15,5.112207958062837,3.514121269596974,1.3857538068745359,0.3018259923892368,Iris-setosa
+16,6.185199284261677,3.0075464553904063,4.598334301740814,1.4103002626649175,Iris-versicolor
+17,5.650390408497753,2.5131200712988644,4.998423695381346,2.0011078483355065,Iris-virginica
+18,6.578257392564545,2.9809749337389326,4.42033393472229,1.3863085866900133,Iris-versicolor
+19,6.739727946197147,3.285181784070905,5.709937216568461,2.4999993636334947,Iris-virginica
+20,5.75285871650242,2.697103256841845,5.094625258431919,1.90332308571305,Iris-virginica
+21,6.092304869898663,2.600496219784955,5.610803028531029,1.4005203995053692,Iris-virginica
+22,5.737141805673476,4.399998916856064,1.515933177703826,0.3967337665396051,Iris-setosa
+23,4.726067673983483,3.2289556728128734,1.4048129681532886,0.2,Iris-setosa
+24,7.699998997724109,2.8065287733081092,6.7,1.9782215764802418,Iris-virginica
+25,6.017851834624285,2.200000353044099,4.963367066711444,1.5058042539996712,Iris-virginica
+26,5.7962836085732095,2.803893655750712,5.092483245183242,2.3971334913233906,Iris-virginica
+27,4.400000547874062,3.2065391270997563,1.313751343685479,0.2,Iris-setosa
+28,5.578650355912892,2.648389469419431,4.273184754796056,1.2704999246920297,Iris-versicolor
+29,6.70659869608134,3.336220358272227,5.75318002916297,2.5,Iris-virginica
+30,5.871957609711342,3.0001544821799473,5.073906372581654,1.813478921121904,Iris-virginica
+31,6.650011500935959,3.277264145292394,5.653921212403403,2.0389588911967653,Iris-virginica
+32,5.993026389513657,2.200000321183111,4.98569985172548,1.4961710068571477,Iris-virginica
+33,4.608260376947838,3.599418733961848,1.0,0.2,Iris-setosa
+34,7.7,2.8078224224683646,6.7,2.0019344186795887,Iris-virginica
+35,5.020797741291347,2.475371733353871,2.8930346526094137,1.0718425614220286,Iris-versicolor
+36,6.916899495835436,3.027981019440129,5.588952645139848,2.167180607704145,Iris-virginica
+37,4.996156017540761,3.500929879172407,1.298029043148337,0.29608805929798643,Iris-setosa
+38,5.865190038719617,2.866503852173941,5.155783605994651,1.8564795770610536,Iris-virginica
+39,5.391433970146903,3.855273259937644,1.6891796475315146,0.3880764824811162,Iris-setosa
+40,5.450279198848304,2.9197149357556222,4.439510872385434,1.472377072244948,Iris-versicolor
+41,5.788187462542039,2.7845940747833553,5.157293451386854,2.3967623499942414,Iris-virginica
+42,5.04298737501095,3.498507727123369,1.3436341389091548,0.291683649610695,Iris-setosa
+43,5.116350484540843,3.543122826712904,1.375606817782072,0.3168589237582409,Iris-setosa
+44,5.848701829176443,3.0255813436247743,4.422683894920076,1.512889457441811,Iris-versicolor
+45,5.207979741494667,3.4806275326908542,1.5409741282849414,0.2,Iris-setosa
+46,5.102420938237352,3.2987596595612425,1.8438140602695459,0.4333623216294228,Iris-setosa
+47,5.220979774606316,3.4113064072208736,1.3968593876712028,0.2,Iris-setosa
+48,4.608203435277384,3.397556830630805,1.4044690844376435,0.30562107123053517,Iris-setosa
+49,5.20769313179428,3.3916417548906206,1.3832675005249344,0.2,Iris-setosa
+50,5.732683365993946,2.5578099924575444,5.018901801982745,2.146342608014556,Iris-virginica
+51,6.354634934577917,2.5265029036185185,5.028133098477076,1.8917250298964203,Iris-virginica
+52,5.212895961713859,3.4683702785258066,1.5323061939022287,0.2,Iris-setosa
+53,5.498101125138751,3.0039539068594516,4.466821710988075,1.4932090762236936,Iris-versicolor
+54,6.732825564314586,2.989782007938198,5.019570502517557,1.7041733886982904,Iris-versicolor
+55,6.309234862260956,2.5263671336580504,5.005856348674551,1.8905188323456494,Iris-virginica
+56,4.594227187419574,3.400293367859335,1.3859179633598149,0.2984028631834502,Iris-setosa
+57,5.708629309284913,2.993551366488299,4.469411736148647,1.4950104170412912,Iris-versicolor
+58,5.538451916596634,2.6142582570578994,4.375934513689357,1.2637683892121847,Iris-versicolor
+59,4.779158726869398,3.3786451555611823,1.6121442907126777,0.2,Iris-setosa
+60,6.40101052498771,2.8970023686731463,4.303848418540465,1.3007204825626415,Iris-versicolor
+61,7.7,2.7892889715985874,6.7,2.0675315225982254,Iris-virginica
+62,6.006556099438457,3.398931725622852,4.551252763813518,1.6147680987683681,Iris-versicolor
+63,5.068415229265871,3.4991198331606435,1.3750974609975253,0.28846132406489855,Iris-setosa
+64,6.404637559583345,2.6902900139645287,5.304578179851821,1.905390187809369,Iris-virginica
+65,7.133262331881216,2.9714818579322633,5.9216744685146345,2.0883172680906172,Iris-virginica
+66,4.4,3.176883761291795,1.2966788052604008,0.2,Iris-setosa
+67,5.004128277306592,3.4836638771453394,1.322349286612181,0.2970827703890725,Iris-setosa
+68,6.514502463437033,3.0155552966274644,5.003817386975332,1.7535789801059969,Iris-versicolor
+69,6.088762605400576,2.9985818478761623,4.6191491299791005,1.4095342097550865,Iris-versicolor
+70,6.786501830223184,3.0050121334750166,5.472445311963854,2.1005624895766255,Iris-virginica
+71,5.728305981935451,2.4864450117758694,5.001186620635834,1.9920730104076683,Iris-virginica
+72,5.694747001215398,4.4,1.505713287753273,0.3991784362718933,Iris-setosa
+73,7.3481188499666725,2.907537594391969,6.341611085404388,1.7861280639175816,Iris-virginica
+74,6.321630306930973,2.535738133748851,4.995683728526268,1.8874428711231566,Iris-virginica
+75,4.917134646100763,2.410914965038026,3.0756621034699827,1.0057181137181548,Iris-versicolor
+76,6.333452513434759,3.165455986821317,4.57622971705238,1.4913624923576743,Iris-versicolor
+77,6.316660291579581,2.858973358882208,5.594571897964462,1.7631018390423963,Iris-virginica
+78,5.988000576253024,3.400514248079211,4.4759520535802695,1.6124594562200634,Iris-versicolor
+79,5.815441876055566,2.9945648401981417,4.193228256691145,1.4319804015250264,Iris-versicolor
+80,7.699998896316413,2.791166435814353,6.699998615690023,2.003286440875657,Iris-virginica
+81,6.369961094962461,3.2081577700443664,4.508441252840977,1.5057226306542517,Iris-versicolor
+82,4.500776033919581,2.3024060603093206,1.3106381856917073,0.30397209819266613,Iris-setosa
+83,5.123166153769488,2.5816197965590484,3.1447053240510523,1.3064729106861817,Iris-versicolor
+84,5.723750362146424,3.000170730171435,4.489099715112994,1.4827199203214345,Iris-versicolor
+85,4.609081121877201,3.5971268176193614,1.0000004565215153,0.2,Iris-setosa
+86,5.179321387547221,3.8642551250613733,1.8287911220102304,0.39673369717162504,Iris-setosa
+87,5.293257963939531,2.897723901876699,4.245748795939492,1.4491330267711175,Iris-versicolor
+88,5.094675364251572,3.7861626821565193,1.6471551952440637,0.5558736294164881,Iris-setosa
+89,5.523601695964679,2.393132016547056,3.842131199897265,1.0600208591801783,Iris-versicolor
+90,6.733370451318145,3.3182162495706766,5.732983012055726,2.5,Iris-virginica
+91,5.178535356484984,3.533378508146181,1.507757035248026,0.2,Iris-setosa
+92,5.523458692416527,3.001599336417987,4.519813604834644,1.4925571908021336,Iris-versicolor
+93,5.553256172671287,2.608206507494807,4.2900931689880375,1.2257502331149923,Iris-versicolor
+94,6.320814892896587,3.4243278562654718,5.590938737492808,2.4022428636778215,Iris-virginica
+95,6.619719635620866,3.1397043289543634,4.40335471914483,1.424709377573905,Iris-versicolor
+96,5.757899829871204,2.707767977208074,5.105703015068875,1.8982011439634103,Iris-virginica
+97,4.497191750097538,2.2997739926893757,1.2995452171227797,0.3066859783079022,Iris-setosa
+98,5.486868276679816,2.400634363626762,3.670714229732643,1.0556239509691228,Iris-versicolor
+99,4.888332200243064,3.094379715915731,1.5083193308321468,0.10000010372833394,Iris-setosa
+100,5.008271979783257,3.5189665679383726,1.304728926443589,0.2930800226901986,Iris-setosa
+101,5.521459226629511,2.9808857730747103,4.552707560266651,1.5073183477704677,Iris-versicolor
+102,5.170286169953562,3.8508956858874765,1.5826468382391703,0.2,Iris-setosa
+103,6.091146622230858,2.6105226654282543,5.581743972354613,1.3962180437679241,Iris-virginica
+104,5.798598595517527,4.4,1.5051234043028223,0.5248373057931993,Iris-setosa
+105,5.998313698182145,3.4030274411764116,4.453405868739928,1.6039351215671764,Iris-versicolor
+106,5.095094607542219,3.7205661547409976,1.5119922900843792,0.3992559442005761,Iris-setosa
+107,7.3122141076623555,2.918426302359482,6.307136553736791,1.781119509654829,Iris-virginica
+108,6.296488592163325,2.890685928354061,5.613012990202234,1.7904932992241103,Iris-virginica
+109,5.477084055099263,2.4049936291152703,3.5563294900224225,0.9736422019448365,Iris-versicolor
+110,4.626180765583197,3.607228030480807,1.0,0.2,Iris-setosa
+111,5.130468494907097,3.433081065510979,1.4950837364490177,0.2,Iris-setosa
+112,6.3542219515753136,2.859973287250626,5.547467840273789,1.8305728529004723,Iris-virginica
+113,4.902393242680755,2.9956664098347736,1.3856160474919186,0.2,Iris-setosa
+114,5.25726911277878,3.6937354476449062,1.5111083017357085,0.2,Iris-setosa
+115,6.338986255941111,2.900821032438688,5.592188241229656,1.7990000578165395,Iris-virginica
+116,5.595177043703119,2.99723909645969,4.495795863396687,1.5008577745922242,Iris-versicolor
+117,6.382824362883649,2.6932519329904445,5.2918027743304235,1.894071663435074,Iris-virginica
+118,4.6029818159977705,3.399886908856503,1.4015528867625506,0.29439172872400204,Iris-setosa
+119,4.887681401425515,3.005361330204715,1.3939058073088588,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/19/test.csv b/iris/tab_ddpm/5_1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/19/train.csv b/iris/tab_ddpm/5_1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/19/val.csv b/iris/tab_ddpm/5_1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/2/synth.csv b/iris/tab_ddpm/5_1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..45d1f0ea3e447bff55ca4284efc9d10f0300c051
--- /dev/null
+++ b/iris/tab_ddpm/5_1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.987523989349138,2.2000004060224803,4.973293893031398,1.5142666704211634,Iris-virginica
+1,4.596036659966005,3.630362845160415,1.0000003911680657,0.2,Iris-setosa
+2,6.3410932429053375,2.799253487302622,5.113534508171993,1.5002971849535205,Iris-virginica
+3,6.750563667350107,2.9948583581301005,4.993566036514575,1.6719495942670741,Iris-versicolor
+4,6.302042677997605,3.3946065181672176,5.691948851175175,2.3874325485744343,Iris-virginica
+5,6.433146641072527,3.2085047160497404,4.501886534698687,1.5001590994436553,Iris-versicolor
+6,4.9740840888151805,3.22807088737582,1.3299889591296314,0.2,Iris-setosa
+7,5.104822941657874,3.392942625209107,1.492652575853103,0.2,Iris-setosa
+8,6.7131069549450615,3.2843460553981125,5.6630229622609285,2.4999993970883394,Iris-virginica
+9,5.526157260957511,3.012056196425466,4.52275453198291,1.519717132591568,Iris-versicolor
+10,5.764852344388521,4.399998603226644,1.5203076688766382,0.48107988020368025,Iris-setosa
+11,6.325852859167682,2.808832608681852,5.13358585851619,1.4869702675281122,Iris-virginica
+12,5.907928263759887,3.00623335951877,4.176968120773948,1.504475128986644,Iris-versicolor
+13,6.306759941567026,2.802028421064805,5.083179349013465,1.5053816937672193,Iris-virginica
+14,5.779533316683877,2.683553664762967,5.091841826762666,1.9156440034762559,Iris-virginica
+15,5.715920211463697,4.4,1.4965648783549865,0.44055224319558794,Iris-setosa
+16,6.223939238847656,2.7194617780991672,5.285727541894541,1.4751883759492657,Iris-virginica
+17,5.529326400554137,4.184791899925957,1.4007484170035813,0.2,Iris-setosa
+18,7.7,2.8077308812695025,6.7,2.0089018761279047,Iris-virginica
+19,5.091811460790206,3.7124674471402592,1.5012795928016813,0.4241654397168257,Iris-setosa
+20,7.130020867335811,3.0519865159770276,5.9525029882679235,2.1579430165105093,Iris-virginica
+21,6.134530709854407,2.8090357857942125,5.10749732051777,1.6543951641596373,Iris-virginica
+22,7.699998948592762,2.776927346912019,6.699998676139894,2.0336736328606344,Iris-virginica
+23,5.79178433044175,2.7883335324796863,5.0988751236483525,2.409842510617759,Iris-virginica
+24,5.518972476110538,2.6381863764669116,4.26616050752935,1.2675957937874431,Iris-versicolor
+25,5.100595853392197,3.8353080496640652,2.073153279037573,0.3849336185387118,Iris-setosa
+26,7.321619345754092,2.8972282500172364,6.279639234359383,1.8205905456744407,Iris-virginica
+27,5.025563206181699,3.3419728602667726,1.4363860036137575,0.2,Iris-setosa
+28,5.093329578686054,3.7783457905012146,1.8160221041395863,0.3979316044264187,Iris-setosa
+29,5.464163135299657,3.0028995707967225,4.499831406963629,1.4965536302890092,Iris-versicolor
+30,4.400000500625967,3.1983433356291338,1.301072010542686,0.2,Iris-setosa
+31,4.584994575518507,3.2117594582391704,1.3856732000557734,0.2,Iris-setosa
+32,5.5201949081915656,2.3936997354178264,3.8217164498540974,1.019132607693078,Iris-versicolor
+33,4.59465650047712,3.6109221177424673,1.0000004392336024,0.2,Iris-setosa
+34,7.7,2.7742782351919493,6.7,1.9970837587678918,Iris-virginica
+35,4.400000983009412,3.2288510159843837,1.3079812515049365,0.2,Iris-setosa
+36,4.601268672680602,3.199611869433902,1.4007518312366722,0.2,Iris-setosa
+37,6.009670149173214,2.9992494266733796,4.800416884739497,1.8115244971607223,Iris-virginica
+38,6.697133996868934,3.1187531098499184,4.414793406168569,1.3941834038912766,Iris-versicolor
+39,5.2674021488138,3.8676384315757923,1.6730025206594639,0.3833552448671561,Iris-setosa
+40,5.433894023176171,3.0040890684205124,4.511453964146063,1.5054333234199537,Iris-versicolor
+41,5.402413349516792,3.9383530818704755,1.3120282440659246,0.386087652323474,Iris-setosa
+42,7.7,2.7732901582890594,6.7,1.9993242703455847,Iris-virginica
+43,6.424719344505844,3.1941653228771125,4.489847315474563,1.484963513798256,Iris-versicolor
+44,5.5788572948208,2.984615477092856,4.068439301651716,1.2992925994751554,Iris-versicolor
+45,4.968081668501565,2.440521250651899,3.3130316810539204,1.102263670668514,Iris-versicolor
+46,5.994143070695427,2.6756420010328217,5.13555782611581,1.5994570032415518,Iris-versicolor
+47,6.007355345705903,3.3840374940141986,4.553715856136226,1.6714840946546825,Iris-versicolor
+48,6.859819493986881,3.2094082869673595,5.739887092313957,2.2876650467125477,Iris-virginica
+49,5.054120334423011,3.43930906788265,1.3969014544445595,0.2477806413202195,Iris-setosa
+50,5.8487577062553955,2.9773552642209165,4.129991108379094,1.4862094291616508,Iris-versicolor
+51,5.392152771172486,3.895391402721833,1.285817673469545,0.3802103676305105,Iris-setosa
+52,4.822291577078451,3.4301710975639175,1.592994184603271,0.2,Iris-setosa
+53,5.717438707228527,2.951981960455592,4.410662692834414,1.4560883926296795,Iris-versicolor
+54,5.115199557278717,3.309916742006352,1.698337770906453,0.43164126873688163,Iris-setosa
+55,6.801563115726133,2.998914088122567,5.520991066811354,2.0996328397318877,Iris-virginica
+56,5.432416148580659,3.397406792604226,1.6967569632575012,0.2,Iris-setosa
+57,5.4952890062485205,2.6050510398588935,4.432144969555709,1.2556647216514334,Iris-versicolor
+58,5.1672418750645175,2.662159650333936,3.566798177637259,1.3772326393229266,Iris-versicolor
+59,6.342297624662035,3.4134542656190328,5.625127920902435,2.4010198932595683,Iris-virginica
+60,6.8535411199099725,3.1965862083798493,5.691111602372375,2.2835232695198515,Iris-virginica
+61,5.887021569790462,3.0185659335635786,4.331613259829646,1.512331711049427,Iris-versicolor
+62,6.108643711648911,3.2614910334974008,4.616444703979843,1.6263166755775962,Iris-versicolor
+63,6.011864226365199,2.716967531338514,5.098191206014282,1.6114607690092344,Iris-versicolor
+64,5.201026680065701,3.4972551707605684,1.511841898809553,0.2,Iris-setosa
+65,4.4,2.916521934789102,1.4007843920321486,0.2,Iris-setosa
+66,5.064653386009731,3.7300402283422875,1.673935829325933,0.3761181023386907,Iris-setosa
+67,5.400265972441357,3.002531573621938,4.493839250835596,1.508031103790028,Iris-versicolor
+68,5.9106795857985635,3.2012204910213136,4.82995758343354,1.777321514090272,Iris-versicolor
+69,6.891731272040932,3.2065244790306378,5.657247405335087,2.311316610564417,Iris-virginica
+70,5.056227973161247,3.3001249374218395,1.3216098083428525,0.2,Iris-setosa
+71,5.9930253585393585,3.3926356810490086,4.478032247933979,1.6024113669585018,Iris-versicolor
+72,5.7177341618900375,2.5035012526591895,5.001514168628579,1.9985639568827984,Iris-virginica
+73,5.011757408784335,3.22330165890271,1.2194473493390192,0.2,Iris-setosa
+74,6.751336175841742,3.3044318355848206,5.630110528896773,2.5,Iris-virginica
+75,5.768489470453727,2.683070446854938,5.106769553945093,1.8981660791437844,Iris-virginica
+76,5.161726227813779,2.634530059708161,3.6014617551901895,1.3561457617560777,Iris-versicolor
+77,5.615829079735922,3.000371352895794,4.077009575749575,1.3039680335387054,Iris-versicolor
+78,4.502317467221032,2.3036208794958797,1.2835654049677532,0.2767141158788687,Iris-setosa
+79,5.787376171630666,2.6988826582413723,5.092486804205702,1.894125289948681,Iris-virginica
+80,4.4,3.2134020221816515,1.2911194451348549,0.2,Iris-setosa
+81,5.357939258707882,3.8847288740764014,1.7095748225269034,0.4036571271625758,Iris-setosa
+82,4.5985754805268515,3.601822946565561,1.0,0.2,Iris-setosa
+83,5.508553318555458,2.3948853776348216,3.7403332593911838,1.1139281163551953,Iris-versicolor
+84,4.987416362542137,3.4857885001008926,1.2663895655540296,0.30029081921306355,Iris-setosa
+85,5.8772708665530216,2.9700213739222314,5.108786616315658,1.8142114139418457,Iris-virginica
+86,5.490726811722515,2.993788930077692,4.246001646737838,1.3687482152534185,Iris-versicolor
+87,5.227839868284362,2.720597653631074,4.05797586191932,1.4124752426420393,Iris-versicolor
+88,6.341732356424087,2.4686949784847614,4.787130529168684,1.4631041924304111,Iris-versicolor
+89,6.391456554842793,3.0903876691741052,5.461974223800613,1.7991846085805214,Iris-virginica
+90,5.545215493019486,2.735724753967012,4.161587708273334,1.2981960153391279,Iris-versicolor
+91,4.905781960592255,2.395038346460137,3.52197518655226,0.9980066573386257,Iris-versicolor
+92,5.108371553692093,3.30106129319192,1.2899188782676612,0.2,Iris-setosa
+93,5.864602185721394,2.6789260534359003,5.0033546347991935,1.477981211487682,Iris-versicolor
+94,6.453298159354326,2.914750442303422,4.285293090370835,1.3108435299219185,Iris-versicolor
+95,6.015796762421839,2.7019003393479633,5.091232947353881,1.6028543389607692,Iris-versicolor
+96,6.639790125096356,3.0763192781566744,4.4041064741752365,1.4314958183749056,Iris-versicolor
+97,6.079069361718369,2.603161768243025,5.63408924835525,1.4003751182305668,Iris-virginica
+98,4.597051514476403,3.60317500225605,1.000000396995926,0.2,Iris-setosa
+99,5.148969954815528,2.484123302926164,3.167774921035689,1.1344883805320438,Iris-versicolor
+100,5.097712998183515,3.5064793819224853,1.3987068669880347,0.29997969362555055,Iris-setosa
+101,4.60706531991899,3.6069676245776936,1.000000592675684,0.2,Iris-setosa
+102,5.440957098378091,3.0069933640448103,4.503892127361383,1.5005441581362056,Iris-versicolor
+103,6.715661779605433,3.1126531657926555,4.404224520428544,1.3981719731307187,Iris-versicolor
+104,6.353980910108235,2.8943788115368516,4.282844146403951,1.2989805178492484,Iris-versicolor
+105,5.769452420977217,2.8170322999092527,5.100477419913596,2.3938510923634855,Iris-virginica
+106,4.4,2.9199594951552923,1.393180422939341,0.2,Iris-setosa
+107,5.0750017863954495,3.7872615594747248,1.6839098363156102,0.3884681731828892,Iris-setosa
+108,5.560413392640193,2.477682809793029,4.03293723513624,1.260364142885653,Iris-versicolor
+109,5.181893449441418,3.4709986221067344,1.501899481710058,0.2,Iris-setosa
+110,5.387832514811424,3.901850459053039,1.680791217474433,0.3977348664616639,Iris-setosa
+111,7.7,2.800859206377235,6.7,2.0103552472612383,Iris-virginica
+112,5.69929982268144,3.0060688246601392,4.462141333506777,1.4966214214396807,Iris-versicolor
+113,4.77147069001531,3.3883946626240737,1.5945530190595267,0.2,Iris-setosa
+114,4.9670785812856915,3.159306393851195,1.2423877746928154,0.2,Iris-setosa
+115,4.4,2.872702384180374,1.4001589733199047,0.2,Iris-setosa
+116,5.003669234958277,3.205496791216882,1.1915373938489013,0.2,Iris-setosa
+117,6.305424374518595,2.5284933876579863,4.9727922254032615,1.8801319783550583,Iris-virginica
+118,6.287543759110458,2.803814790922764,5.0905568542830215,1.494796145336152,Iris-virginica
+119,5.26055431702062,3.5662404186054055,1.4996622228792809,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/2/test.csv b/iris/tab_ddpm/5_1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/2/train.csv b/iris/tab_ddpm/5_1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/2/val.csv b/iris/tab_ddpm/5_1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/20/synth.csv b/iris/tab_ddpm/5_1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..958ff372296393adf06dc1ab7281f3c989a4a46f
--- /dev/null
+++ b/iris/tab_ddpm/5_1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.908384666242598,3.2010017725082647,4.794906730928726,1.8108320863811833,Iris-versicolor
+1,5.440961899732006,2.987569446635441,4.479515259349956,1.4970190922123852,Iris-versicolor
+2,6.299571096201589,2.931277605792468,5.588216163727927,1.7999531590638935,Iris-virginica
+3,6.44466907018765,2.9838141207290674,5.528931236460125,1.7920291841574782,Iris-virginica
+4,5.229348900567559,2.7182967567762715,4.0122705366531,1.4018879416607022,Iris-versicolor
+5,7.7,2.813627840845366,6.7,2.051004330773737,Iris-virginica
+6,5.636474431779795,3.002053527934359,4.14683553327694,1.3372107041058483,Iris-versicolor
+7,6.6728980775619045,3.3089158244519,5.702598255265818,2.5,Iris-virginica
+8,5.600900221002707,3.010646604928794,4.096099259308218,1.3086072323784494,Iris-versicolor
+9,5.110560886136466,3.3067203779021446,1.6998635641850266,0.5334354874018951,Iris-setosa
+10,6.625044014572395,3.240857701612947,5.618269569508038,1.9919705386508457,Iris-virginica
+11,6.0061351272618655,3.007284363150542,4.86324056968006,1.77241850054076,Iris-virginica
+12,6.289378527632887,2.3062084832859187,4.397422381564662,1.3142638246588036,Iris-versicolor
+13,5.540128681570933,3.0017200681395693,4.482265937391333,1.5068883635144334,Iris-versicolor
+14,5.912272843167747,3.0067382390796236,5.092358779086037,1.79571052682956,Iris-virginica
+15,4.800815389609545,3.400369850079761,1.582279583236156,0.2,Iris-setosa
+16,6.017775608488307,2.2,4.990028203716039,1.5008955391114243,Iris-virginica
+17,5.442910774248594,3.0132616597872897,4.507682238799917,1.5052811642046215,Iris-versicolor
+18,7.7,2.805886868901042,6.7,1.982989913560302,Iris-virginica
+19,6.284227327956012,3.3912889627561995,5.617609732596146,2.4040506749445103,Iris-virginica
+20,5.385112530494127,2.804350011836828,4.078024447087769,1.4133529872885047,Iris-versicolor
+21,5.389401796660261,3.9246247170945803,1.2877417949450418,0.450134878369167,Iris-setosa
+22,5.155177906082157,3.3840803950576084,1.4213705316671805,0.2,Iris-setosa
+23,4.90053810079478,3.0898446505692005,1.487847522101154,0.1,Iris-setosa
+24,5.013589100306775,2.487286779143739,3.1746541089869726,1.0519029071701718,Iris-versicolor
+25,6.359935234250572,2.863267397170893,4.301852974910167,1.3006705431884844,Iris-versicolor
+26,5.778991080653781,2.697073223453617,5.086128561803692,1.9176161353405274,Iris-virginica
+27,4.733298658968625,3.3689758199771545,1.505080683703462,0.2,Iris-setosa
+28,5.1934963826771705,3.3930083381736322,1.398871845230092,0.2,Iris-setosa
+29,6.684853011013797,3.278610607275309,5.714467652782674,2.5,Iris-virginica
+30,5.916372442966696,3.188087489346754,4.764899890485099,1.7603616845628143,Iris-versicolor
+31,5.996389594751993,3.0123362089131134,4.788811683555003,1.7942018420478607,Iris-virginica
+32,6.2203080503100585,2.308561422505133,4.342412271721826,1.2922398606277683,Iris-versicolor
+33,5.88285146448358,3.0102634769955543,5.082367714062343,1.7833185981491289,Iris-virginica
+34,7.7,2.741815358423197,6.7,2.0284488313754023,Iris-virginica
+35,5.100290879804115,3.783463990080755,1.5990210753230045,0.2,Iris-setosa
+36,5.492041496040543,4.203585107083538,1.3865556445823364,0.2,Iris-setosa
+37,7.699998729552724,2.7925746004285212,6.699998620485905,2.024096202577359,Iris-virginica
+38,7.7,2.7940139781481634,6.699998264727466,1.9638792450542237,Iris-virginica
+39,6.312023867124136,3.390034293560448,5.575695814961517,2.4053630226822267,Iris-virginica
+40,6.686874825402798,3.297074286716416,5.775407164840488,2.5,Iris-virginica
+41,5.504928034935514,2.4032131502134626,3.7368988106923204,1.050600216470738,Iris-versicolor
+42,6.159193720999532,2.993522596796662,4.549005101585244,1.3803011969518744,Iris-versicolor
+43,6.287777075127963,3.2038103133985745,4.454607310539121,1.4868614341298398,Iris-versicolor
+44,5.390998263073418,3.4068985535780114,1.6594198867133585,0.2,Iris-setosa
+45,5.958271085857618,3.327609403204957,4.686820330788908,1.715233249492208,Iris-versicolor
+46,4.987284621406229,3.635362930508842,1.40140426724473,0.2,Iris-setosa
+47,5.811970863981075,2.7190039403392814,5.092451038577273,1.8906190687537572,Iris-virginica
+48,4.4,3.2289818358872253,1.3021780309610522,0.2,Iris-setosa
+49,5.195360057867149,3.4119965362387448,1.4026436999360932,0.2,Iris-setosa
+50,7.699998990953016,2.8144442242801517,6.7,1.994164108363583,Iris-virginica
+51,7.7,2.8119718506727547,6.7,2.002582687935599,Iris-virginica
+52,5.826529768290035,2.7997615863546788,5.119787936355883,2.411348669573125,Iris-virginica
+53,5.998868703465646,2.708475614891805,5.089530838360588,1.6019555963031793,Iris-versicolor
+54,5.775743560770802,2.709163006003244,5.09906536109748,1.8953728370798444,Iris-virginica
+55,4.585742137296427,3.215027945038145,1.402234419115609,0.2,Iris-setosa
+56,6.108509823195192,2.604819107944495,5.586870362305873,1.4116186201515803,Iris-virginica
+57,5.425031936810578,3.399007845814232,1.683217585891089,0.2,Iris-setosa
+58,7.3509794820890875,2.8930294421078653,6.292283449462066,1.7745151471410472,Iris-virginica
+59,6.740779369206683,3.293258995695864,5.716691651900169,2.118478016327026,Iris-virginica
+60,6.558229132845272,2.9692828371835707,4.378615614312853,1.3765886471588358,Iris-versicolor
+61,6.685206103893661,3.292407434848599,5.743048303418098,2.499999526769509,Iris-virginica
+62,5.101236837465543,3.48113863573635,1.3716904739981735,0.3061609289679497,Iris-setosa
+63,5.908853913783759,3.220327335880749,4.815480529585586,1.799898452702879,Iris-versicolor
+64,7.7,2.806145081773287,6.7,2.021258239824512,Iris-virginica
+65,7.699998549447515,2.8067804922721886,6.699998831788343,1.985596529073752,Iris-virginica
+66,7.699999044322037,2.767663220165363,6.699998860597016,1.9906759497021338,Iris-virginica
+67,6.356967793884785,2.656107933300063,5.223903894614892,1.9059011155793075,Iris-virginica
+68,4.972336466121089,3.1321368980419324,1.263067623042248,0.2,Iris-setosa
+69,4.492514273168288,2.289568873665629,1.3052054550988967,0.30538561976095036,Iris-setosa
+70,7.294412146390223,2.8583443899335927,6.326773827891655,1.8055522307578058,Iris-virginica
+71,5.62271270030469,2.994753208682763,4.129108860077807,1.2988662617051503,Iris-versicolor
+72,4.907031740665403,3.1061049759899704,1.4905054022823458,0.1,Iris-setosa
+73,4.627364112290049,3.591523796127439,1.0000005212551166,0.2,Iris-setosa
+74,5.105172045198703,3.2694744693086184,1.6886891155762953,0.44619005432709097,Iris-setosa
+75,5.756305011744614,2.721226738270835,5.1291899917570785,1.89752217978589,Iris-virginica
+76,7.141715400694402,2.9843477459061143,5.982850222066095,2.0733468857691357,Iris-virginica
+77,4.884370519173624,3.108013718660876,1.4815250065325725,0.10000009918761968,Iris-setosa
+78,5.479183047276155,3.0116700434652466,4.478486721019261,1.5054237405018491,Iris-versicolor
+79,7.7,2.8013946407579975,6.7,2.0406494006627955,Iris-virginica
+80,6.55507526387497,3.1545434656345304,4.435453918804644,1.4450345658008288,Iris-versicolor
+81,6.004927126359143,3.397476017999864,4.4828286952843195,1.5945858655870044,Iris-versicolor
+82,6.304804431416989,2.5072889051282163,4.992761712040153,1.9127697381001592,Iris-virginica
+83,5.275071278716007,3.6055190714504963,1.49777319862149,0.2,Iris-setosa
+84,5.525996194689724,2.6071372755115303,4.455732354149039,1.2015255864477086,Iris-versicolor
+85,7.237590542271877,2.8770027596828287,6.252368487621051,1.792793869034544,Iris-virginica
+86,5.110552848444882,3.344706146545968,1.3667902678059567,0.2,Iris-setosa
+87,5.985570151283902,2.9990713983845265,4.755916538687383,1.805738160938724,Iris-virginica
+88,4.894691669555656,2.4055306877236315,3.488327893084609,0.9573026466188189,Iris-versicolor
+89,5.206616564018843,2.615874193114817,3.7155020769679545,1.3156693150857408,Iris-versicolor
+90,4.608108524547445,3.599360890473533,1.000000445123372,0.2,Iris-setosa
+91,5.383424400585753,3.4984044407830117,1.6417088058767235,0.2,Iris-setosa
+92,6.660652320828589,3.25518719275385,5.713170104121936,2.499999430648971,Iris-virginica
+93,6.4083884723611995,2.959961386501499,5.523107126854714,1.7917470602510472,Iris-virginica
+94,6.957192890102158,3.2058852911455618,5.695799750690358,2.2626145819570986,Iris-virginica
+95,6.786394512628955,3.2803025324034505,5.688027390897261,2.1657330501132757,Iris-virginica
+96,4.6105885330725,3.2252991048528092,1.3668722811735712,0.2,Iris-setosa
+97,5.933192249659005,3.276535118059739,4.716654712940422,1.7581856972060177,Iris-versicolor
+98,5.6672074364401555,2.7639236026029,4.229772924387329,1.331109334668116,Iris-versicolor
+99,5.920184500445654,3.1808388285367872,4.740444321134629,1.7783124256595546,Iris-versicolor
+100,5.813542609830091,3.0166217245196036,4.20985128709669,1.4926207181506823,Iris-versicolor
+101,5.1008000355142205,3.797886455910648,1.9444513342419136,0.4479780621279057,Iris-setosa
+102,5.835816374200414,2.7163905811352933,5.107937869304126,1.8969631860291982,Iris-virginica
+103,6.327952048377278,2.7708157537720406,5.0948016981033275,1.507053147634915,Iris-virginica
+104,5.097765396247711,3.303199771540142,1.7195876007889455,0.4959222462778099,Iris-setosa
+105,6.323966453128104,2.769402517732518,5.149560209950662,1.489680924609649,Iris-virginica
+106,5.11499199236194,2.489456738331983,3.1473021912796515,1.0836843640043359,Iris-versicolor
+107,7.699997517310894,2.790038940333876,6.699997383386267,2.000707035408864,Iris-virginica
+108,5.9450574669508525,3.017893736461491,4.957095656189933,1.803403361728865,Iris-virginica
+109,5.14346369648913,2.464339647279925,2.9251181980825423,1.0250192717362925,Iris-versicolor
+110,5.688761312633403,3.0411105108616434,4.575906101270946,1.5416295297018627,Iris-versicolor
+111,5.156591885923779,2.5937020665402075,3.409763290047984,1.3286806638019284,Iris-versicolor
+112,5.212032667840034,2.730409714816553,4.0541534823679894,1.4048252361630433,Iris-versicolor
+113,5.186458411053456,2.6993708067242475,3.9865011128957946,1.3974836671193966,Iris-versicolor
+114,5.157262310648216,2.5999948133946873,3.3879482900281346,1.3251912024011787,Iris-versicolor
+115,6.479161452557045,3.391397276478298,5.664217133900313,2.2340217777180755,Iris-virginica
+116,4.865697324466942,2.9713971416005305,1.37545332739482,0.2,Iris-setosa
+117,5.500326174058128,4.156921296447392,1.4082516639387956,0.2,Iris-setosa
+118,5.108193174731235,3.290318088444835,1.7879894718175569,0.3816573434172311,Iris-setosa
+119,5.632883775420939,3.023829987498096,4.13791916086962,1.2999825396881703,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/20/test.csv b/iris/tab_ddpm/5_1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/20/train.csv b/iris/tab_ddpm/5_1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/20/val.csv b/iris/tab_ddpm/5_1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/21/synth.csv b/iris/tab_ddpm/5_1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..59041d12ab632a71854588b33c0c7b82e23dd855
--- /dev/null
+++ b/iris/tab_ddpm/5_1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.345298081012683,2.785186749635254,4.983100696551133,1.834249289949945,Iris-virginica
+1,5.388060191257801,3.5294421569868404,1.5687311413157297,0.2,Iris-setosa
+2,6.000098361292485,2.6936199055777066,5.081389732814115,1.5958732583406363,Iris-versicolor
+3,4.4,2.9041894260045895,1.4001613630218182,0.2,Iris-setosa
+4,7.308628886739657,2.8751280978640494,6.33150877800488,1.831795529976119,Iris-virginica
+5,6.135379081664268,2.6789828449238957,5.468644224526536,1.448502042097427,Iris-virginica
+6,4.8127260407988794,3.3796963567010945,1.5853695178115284,0.2,Iris-setosa
+7,6.385489044048614,2.653026012571129,5.257791399155726,1.9115975631709474,Iris-virginica
+8,5.204481219764684,3.4254397259103513,1.3824541486159485,0.2,Iris-setosa
+9,5.108891067318203,3.3138805101570177,1.8115750718757349,0.49806007060510205,Iris-setosa
+10,6.312108359081794,2.9204635164924735,4.358985793731636,1.3131024208660813,Iris-versicolor
+11,5.725657856017208,2.903754380182521,4.2618178261487465,1.3358469811730234,Iris-versicolor
+12,6.827443629681695,3.207103692954862,5.663955139927908,2.281443241333029,Iris-virginica
+13,5.9973827701944185,3.007770023386316,4.861690171052219,1.7803997388882038,Iris-virginica
+14,6.527645312525914,2.949342379243736,4.3522042774163925,1.3534942696201724,Iris-versicolor
+15,6.326670830207602,2.7888337762219013,5.151844351401944,1.4949205377094246,Iris-virginica
+16,5.311738209725986,3.6737499818585397,1.4955058851311838,0.2,Iris-setosa
+17,4.9540787924691285,2.4317482690350114,3.351035981803305,0.9884217142314143,Iris-versicolor
+18,4.980602763004135,3.186879990159335,1.1843193044226834,0.2,Iris-setosa
+19,7.7,2.824329144182895,6.7,1.9767654594906574,Iris-virginica
+20,4.87477666552016,3.1055392028620057,1.5101759271404718,0.10000013686299504,Iris-setosa
+21,6.670927437060088,3.266507979939443,5.6571349465846525,2.073605720302319,Iris-virginica
+22,5.024473233448606,3.5021848969721185,1.3484985043925852,0.3155002710429185,Iris-setosa
+23,4.597666130095866,3.1971021466793244,1.3806640616017065,0.2,Iris-setosa
+24,5.748698443186734,4.4,1.504610039381727,0.3921986895008993,Iris-setosa
+25,5.10244788268827,3.708729270394872,1.515076454796185,0.44286635501222604,Iris-setosa
+26,4.662825555068041,3.4509149800468646,1.3711512993626613,0.24939075608965053,Iris-setosa
+27,5.806682406770108,2.7083609010549634,5.097640144839712,1.8757784275078337,Iris-virginica
+28,5.932879828525909,3.0018177226126728,5.157601343534291,1.8021626657170313,Iris-virginica
+29,5.880602532288199,3.2062943214466957,4.7584134797448305,1.8116437889667658,Iris-versicolor
+30,4.400000471073716,2.9138954278360845,1.3831267274102272,0.2,Iris-setosa
+31,4.4,3.1235179988400548,1.3209639278696166,0.2,Iris-setosa
+32,5.7714319898991455,2.8154329215564284,5.09432801928754,2.417226923667585,Iris-virginica
+33,4.784613195556475,3.394252006918026,1.608136602002779,0.2,Iris-setosa
+34,5.124821319543169,3.512493358854047,1.403615967727409,0.29410116607626513,Iris-setosa
+35,5.02724783274325,3.3029037085978894,1.3163508538541646,0.2,Iris-setosa
+36,5.209316496577981,3.4533532349947524,1.5390433819396065,0.2,Iris-setosa
+37,5.813182476188199,2.7626099220861953,5.088901690329394,1.8876262184239487,Iris-virginica
+38,5.363726352372996,3.912170982683299,1.4837616470104935,0.2,Iris-setosa
+39,6.91048619645624,3.022271289004567,5.590688266594378,2.1279652382879104,Iris-virginica
+40,5.357280439051114,3.4013659314291265,1.672947838811556,0.2,Iris-setosa
+41,6.370253726456506,2.8933029069046383,4.313414518618493,1.2912571825507668,Iris-versicolor
+42,5.388515243411137,3.9010081996931687,1.68672656182991,0.38385763787454086,Iris-setosa
+43,5.104301511190693,2.4927520886320793,2.8231778661111098,1.0677655125591048,Iris-versicolor
+44,5.750332947631541,2.5605908833564017,5.044475686637465,1.9690296801281373,Iris-virginica
+45,6.415478589597755,2.9097003395928476,4.282959283387537,1.3187436402954082,Iris-versicolor
+46,5.348037589920823,2.4290256948961266,3.362168381564899,0.9859755805788379,Iris-versicolor
+47,5.105027598630694,3.7867922300117396,1.6028194186744826,0.2,Iris-setosa
+48,7.7,2.7836057292659286,6.7,2.0487959518650736,Iris-virginica
+49,5.713809787914241,2.529198690530057,5.0077118552742945,2.0536639254750657,Iris-virginica
+50,4.97467863746973,3.193088344816668,1.2345334743560865,0.2,Iris-setosa
+51,5.53835108366026,2.9999633376927597,4.497478826285163,1.494136398431247,Iris-versicolor
+52,5.370706336210449,2.9843826332334333,4.481529747552608,1.4926422114820022,Iris-versicolor
+53,6.44616630234921,3.199475607870863,4.468534419652378,1.4788023330869762,Iris-versicolor
+54,4.606924722535824,3.5822721097790176,1.0000004745835538,0.2,Iris-setosa
+55,7.331785427722652,2.889389751590918,6.321812546721311,1.7732237610310506,Iris-virginica
+56,4.90969955852427,2.396461853321752,3.348254244623721,1.0242529978113895,Iris-versicolor
+57,4.504617680561882,2.2948343296003255,1.3084696236940694,0.31905912348162013,Iris-setosa
+58,4.495070735816984,2.3108119958870725,1.2925002207686855,0.29304055997046363,Iris-setosa
+59,5.093472974416351,3.8104273988088972,1.6700389987500066,0.41467058703177007,Iris-setosa
+60,5.754683789109803,2.6808118880456746,5.06573992264738,2.3050369060271083,Iris-virginica
+61,4.892229231635362,3.006883432848206,1.4057621033883578,0.2,Iris-setosa
+62,4.686071281671928,3.3753041756098243,1.496454223392187,0.2,Iris-setosa
+63,6.299693481827794,2.6924662277048363,4.846095916095106,1.8052496649499392,Iris-virginica
+64,5.125792684069509,3.805467831628828,1.7295885327666858,0.4672989752998802,Iris-setosa
+65,5.492880820906539,2.3987697588764387,3.591602941377742,1.0753697712457597,Iris-versicolor
+66,6.30064624430536,3.3952581129334263,5.623593450873147,2.399603385216581,Iris-virginica
+67,5.901777836896107,3.197653941619805,4.75951317642808,1.7785881206182212,Iris-versicolor
+68,5.908072855829189,3.206386449487063,4.793292778533693,1.8032220569565867,Iris-versicolor
+69,5.3065984242819795,3.776379354514094,1.621177098165055,0.2683451358787646,Iris-setosa
+70,5.021154346057518,3.583582955581923,1.4005905415778788,0.2,Iris-setosa
+71,4.838227105239581,3.423491430478077,1.632882051506326,0.2,Iris-setosa
+72,6.278133172490144,2.301413144985607,4.4037625510911855,1.3125775363034713,Iris-versicolor
+73,5.876899071657054,2.9897578202686144,5.096848102597088,1.7894137194976012,Iris-virginica
+74,5.178452311896112,3.792881054614796,1.5946975349131767,0.2,Iris-setosa
+75,5.987395299310171,3.0107063561940857,4.5636891359502,1.4159126860993734,Iris-versicolor
+76,6.67458923845891,3.289495244654394,5.754894645690618,2.499999311534819,Iris-virginica
+77,7.077717926829187,3.0714661595581734,5.783738884329378,2.183852538970866,Iris-virginica
+78,6.303244184168581,2.821541992222638,5.089828738430734,1.5090496006738885,Iris-virginica
+79,6.717971103413986,3.297146967660203,5.6702164085665405,2.1586599112937077,Iris-virginica
+80,7.105562722513101,2.993440046291852,5.917118383530057,2.062395343371092,Iris-virginica
+81,5.776816530425099,2.7814351037093834,5.087841696932668,2.40309407289093,Iris-virginica
+82,6.257815505595145,2.7937058475695022,4.916029247872253,1.736980717593261,Iris-virginica
+83,7.7,2.795787901766326,6.7,2.013805336210536,Iris-virginica
+84,6.6491289080189295,3.303167224696823,5.589787254741362,2.4999994489310593,Iris-virginica
+85,5.822237535415449,2.7885784402496085,5.0945718421032735,2.3943677064242106,Iris-virginica
+86,5.607187547702674,3.0022959245377816,4.470099873989036,1.4860213168153122,Iris-versicolor
+87,6.290742345680892,2.3035665672526524,4.394033330022202,1.2939132464993846,Iris-versicolor
+88,5.664653900020832,3.0155402222775307,4.113190176334355,1.3173833216916098,Iris-versicolor
+89,6.279468534638622,2.5207181501089386,5.004492914935741,1.8832381898794825,Iris-virginica
+90,6.5435203582808095,2.9642215871223274,4.397497909190872,1.3667239296403089,Iris-versicolor
+91,5.11126174434178,3.3044207191567154,1.6927120013966863,0.474077243492094,Iris-setosa
+92,4.627735306436496,3.402391716029035,1.399912409845726,0.29949037528006733,Iris-setosa
+93,5.496562864820252,4.204821754674521,1.3945977384506172,0.2,Iris-setosa
+94,5.483250550007202,2.4229732520076652,3.850030569126928,1.086071903480082,Iris-versicolor
+95,4.856485195805966,3.4142814974647573,1.6173281936623984,0.2,Iris-setosa
+96,5.104241930931879,3.57847559159569,1.4278964777096672,0.34087728139741186,Iris-setosa
+97,7.7,2.765714603046624,6.7,2.0513456420661886,Iris-virginica
+98,5.47447036753916,2.3811075732878586,3.753816873668643,1.081793771891288,Iris-versicolor
+99,6.114517577357934,2.998797976221369,4.599271128743487,1.3996586350981914,Iris-versicolor
+100,4.830623675101662,3.185962136823186,1.2825236550515087,0.2,Iris-setosa
+101,6.099156548709867,2.599419144315483,5.637668304597519,1.4026805102772244,Iris-virginica
+102,6.680115413918891,3.271824987612211,5.667778524112284,2.5,Iris-virginica
+103,6.332432334743206,3.417281476579568,5.584330278989318,2.392044117538748,Iris-virginica
+104,6.410134658267161,2.7000016247084617,5.2775754795287755,1.8914278122594113,Iris-virginica
+105,6.03129317417288,2.2000003518853464,4.980486642839855,1.4848434322091015,Iris-virginica
+106,6.588141617237462,2.917879544105701,5.484508884467739,1.969964517921456,Iris-virginica
+107,5.478078950370154,4.216682747388107,1.3920017933744306,0.2,Iris-setosa
+108,6.481058929946937,3.022687071553238,5.503566697426731,1.7954460472572693,Iris-virginica
+109,5.523332475175093,2.401675019956335,3.9036789033507038,1.1104562809870657,Iris-versicolor
+110,6.242882340130164,2.796166437100242,5.0503984048167645,1.597516290570043,Iris-versicolor
+111,6.316807184704308,2.4909914574126373,4.9317933287552185,1.5033235764588353,Iris-versicolor
+112,5.6640602938229,4.4,1.5131579586467658,0.4784339540691813,Iris-setosa
+113,5.810819773763809,2.724262707837079,5.1166477205613745,1.88630391697126,Iris-virginica
+114,6.065293972009393,3.008650332809115,4.476627081038597,1.40889481162935,Iris-versicolor
+115,5.2934384239657355,3.4703570767556617,1.5809189791129359,0.2,Iris-setosa
+116,5.020336206822216,3.5105619583777288,1.3192815027936002,0.30012784862411346,Iris-setosa
+117,5.297606632469441,3.4141260867620256,1.6392339734235,0.2,Iris-setosa
+118,4.4,2.92346324486846,1.3790386795724077,0.2,Iris-setosa
+119,4.993973335274972,3.214447159422546,1.1868524814848747,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/21/test.csv b/iris/tab_ddpm/5_1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/21/train.csv b/iris/tab_ddpm/5_1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/21/val.csv b/iris/tab_ddpm/5_1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/22/synth.csv b/iris/tab_ddpm/5_1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2d1175e73c30f0043cb538ab9f679347afb97b70
--- /dev/null
+++ b/iris/tab_ddpm/5_1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.301015989526182,2.7986447096201235,5.080444250278757,1.505976378498141,Iris-virginica
+1,5.612905183314456,2.99562142787016,4.4832868573950995,1.4919499051450689,Iris-versicolor
+2,5.120143448433477,3.7727937727827627,1.636235643962905,0.5172764513943464,Iris-setosa
+3,5.860863853378828,3.1963927661874014,4.857765357924562,1.7865428420380758,Iris-versicolor
+4,6.264333950021708,2.3051323284467666,4.346353436383007,1.2929061632086956,Iris-versicolor
+5,6.298197179185754,2.88226213815208,5.590580908656263,1.7915916633035802,Iris-virginica
+6,5.148332701775505,3.8400422299603107,1.7474207298498934,0.42659134017468453,Iris-setosa
+7,5.498173469404784,4.199105390679859,1.4027877105604396,0.2,Iris-setosa
+8,6.390078399956347,2.883929270736513,4.2746522127554085,1.28077481283084,Iris-versicolor
+9,6.3594664330361566,3.0872402860865114,5.504377613004339,1.7911609004588072,Iris-virginica
+10,5.746224156614023,2.9947620813198097,4.4398805197203846,1.489914358352027,Iris-versicolor
+11,5.080802738307428,3.7541826063592203,1.56850424966057,0.4416083582130577,Iris-setosa
+12,5.44202673334851,2.9903339762600334,4.489225020206497,1.5016981418897457,Iris-versicolor
+13,6.106475997593044,2.598417715627983,5.618161912126039,1.3879795215038908,Iris-virginica
+14,5.038893080754476,3.503544338161574,1.318460937584864,0.30117146408601314,Iris-setosa
+15,6.000955877543376,2.690478218116627,5.1808089639937,1.5778035432580373,Iris-versicolor
+16,5.177494645378575,3.474300151952478,1.4902084544604197,0.2,Iris-setosa
+17,6.707270767791305,3.1073932988261506,4.394968566243929,1.4104012677579445,Iris-versicolor
+18,6.6098385963916195,3.006984285080724,4.412834768318252,1.4011785989378995,Iris-versicolor
+19,6.267119591329033,2.3101625254188454,4.386205686785405,1.3069160235629964,Iris-versicolor
+20,6.391049318578533,2.926389016653332,5.4738350147215264,1.7420376945270366,Iris-virginica
+21,5.189562671133585,2.6866812910413813,3.8654978159078395,1.4009563485637047,Iris-versicolor
+22,6.977021165671973,3.0164569743403717,5.693646405005925,2.148119640141021,Iris-virginica
+23,5.905451266257867,2.994678323089638,5.094109448050421,1.7893162948253645,Iris-virginica
+24,5.523487421962206,2.3932274746885662,3.769343581711257,1.0343715080138791,Iris-versicolor
+25,6.006575007409,2.693824027263574,5.09161362865971,1.544541463786015,Iris-versicolor
+26,6.416933015587559,2.7276303450492567,5.353182960179831,1.8884410534692013,Iris-virginica
+27,5.013452449880116,3.310960616494765,1.3362567676689199,0.2,Iris-setosa
+28,6.754861278704358,3.3054366379497697,5.8583638697465314,2.5,Iris-virginica
+29,4.588292314960948,3.4112697468510036,1.3740501699738936,0.3064839217608618,Iris-setosa
+30,5.490945409379062,4.189377918053487,1.3895034441252139,0.2,Iris-setosa
+31,5.547467247856772,2.999617495836529,4.534369826535569,1.5228139820909201,Iris-versicolor
+32,5.985385763776946,2.694675350069581,5.129656108789918,1.6065671925307217,Iris-versicolor
+33,5.224716093169223,3.4358008574864285,1.5635061859466617,0.2,Iris-setosa
+34,6.725907650762887,3.2818986944926865,5.71041536590852,2.070581962860942,Iris-virginica
+35,5.555840277375253,2.9968717304714665,4.102418742123121,1.28835222124532,Iris-versicolor
+36,6.117917754669691,2.9869484200717715,4.320938305123108,1.4387931760979955,Iris-versicolor
+37,6.3436550090465245,2.636772309410988,5.1332064887730855,1.9136899349152485,Iris-virginica
+38,6.857777533571991,3.0061365879919117,5.5427167790645635,2.1067687944014755,Iris-virginica
+39,4.951008243241458,3.5077580214768376,1.5734445652085898,0.2,Iris-setosa
+40,5.490948833246704,2.41298888536127,3.8490678541400705,1.0749797326695498,Iris-versicolor
+41,5.50483021418706,3.0021689524493174,4.512960818782595,1.4967019763382403,Iris-versicolor
+42,5.721871804578456,4.4,1.5027018411122814,0.5015024243732699,Iris-setosa
+43,5.126306723225164,3.68986031286067,1.4953900561111437,0.2,Iris-setosa
+44,5.512569770240542,2.6138385453179573,4.411084480698134,1.1556239857875443,Iris-versicolor
+45,5.4784653890686785,2.9992824359421633,4.487426937285489,1.5051957262068176,Iris-versicolor
+46,5.210009385970614,3.5203664297001236,1.5001232329316143,0.2,Iris-setosa
+47,5.502509572822278,2.4034687918852446,3.8486160403764478,0.9920382653309268,Iris-versicolor
+48,5.3830870051394015,3.4065925202923046,1.7361413111996518,0.2,Iris-setosa
+49,6.412097176327234,2.969338143665223,5.513265298232975,1.7847394674860344,Iris-virginica
+50,5.933348419185326,3.269961681919213,4.725824702358802,1.7255566995433658,Iris-versicolor
+51,6.273454043646412,3.3877528256803298,5.629089182129176,2.3941985805684163,Iris-virginica
+52,5.685218937279309,2.489661080046586,5.004047546374918,1.9887946446077178,Iris-virginica
+53,5.023125537667999,3.319996324862622,2.3009837835708997,0.38868409750620025,Iris-setosa
+54,5.014944546171363,3.2046347014797942,1.1862400116224903,0.2,Iris-setosa
+55,5.782867861520225,2.6475405994548398,5.079686172960879,1.9271367310139658,Iris-virginica
+56,7.699998970999069,2.7938850636306856,6.699998939424395,2.0064319782275404,Iris-virginica
+57,4.629295988331448,3.1825836884318006,1.3974889725862332,0.2,Iris-setosa
+58,6.080023967990904,2.9772013588421027,4.497564350022535,1.3953484697425025,Iris-versicolor
+59,6.665659445888812,3.318113318066636,5.693151698706002,2.4999994845681255,Iris-virginica
+60,5.819188722342001,2.723987319628464,5.097816622494298,1.8919202894852905,Iris-virginica
+61,5.892721258738497,3.005899480320053,4.2201996558698855,1.5087926955425406,Iris-versicolor
+62,5.099985394707898,3.7850287629105623,1.5896460504877397,0.2,Iris-setosa
+63,7.699998324936912,2.7912128722133533,6.6999982755312555,1.99722045507998,Iris-virginica
+64,6.658042781534951,3.2626505633895646,5.675033842088056,1.9884973697776167,Iris-virginica
+65,6.6893169747612555,3.2798469218139683,5.652364317852563,2.5,Iris-virginica
+66,6.277522196395007,2.5123405871315465,5.00279705140325,1.876515565500391,Iris-virginica
+67,5.584973293754955,2.850954905718571,4.368632440816455,1.4062638717076987,Iris-versicolor
+68,5.095399289223298,3.50880397995842,1.402381513783622,0.32522203692441765,Iris-setosa
+69,5.303982255321691,3.731642242534821,1.504838178586007,0.2,Iris-setosa
+70,6.015041597587855,2.674509712823749,5.079033869180064,1.57424197247596,Iris-versicolor
+71,4.504977317832182,2.3106350382686665,1.2941550366104284,0.29811063579075414,Iris-setosa
+72,5.793821852665729,2.810972751284524,5.174087549829695,2.3994213702600984,Iris-virginica
+73,4.498004185316967,2.31360907767459,1.2731641161544651,0.29308237505288837,Iris-setosa
+74,4.9718725813476885,3.1945519511946974,1.2329484239322426,0.2,Iris-setosa
+75,4.905233871010622,3.0761322430229456,1.4966825967208963,0.10000010552373101,Iris-setosa
+76,6.679610492063764,2.994423629722761,5.001091593383875,1.6884507661667474,Iris-versicolor
+77,6.8916418328114535,3.1962225696167046,5.708465835930392,2.297290925027342,Iris-virginica
+78,5.35433556256988,3.40762957422794,1.7760784096462285,0.2,Iris-setosa
+79,4.4,3.1811665012795904,1.2725090777683938,0.2,Iris-setosa
+80,5.022512213667447,3.5164398462916187,1.3269862149517055,0.30954037753559294,Iris-setosa
+81,5.254171232943179,2.8703601793787845,4.2539953082027955,1.450795934195256,Iris-versicolor
+82,7.7,2.7914814805021892,6.7,2.0824245628343125,Iris-virginica
+83,4.980056508631027,3.1989195569023114,1.2412712013327858,0.2,Iris-setosa
+84,6.387409199163191,2.584806192696973,4.936892961097804,1.5158571616772492,Iris-versicolor
+85,7.699998203831372,2.768825395221431,6.699998495226168,1.9861420986650398,Iris-virginica
+86,5.723947804531941,2.765925837107353,4.2292238924581325,1.3160266592478034,Iris-versicolor
+87,6.778869496207997,3.283815199081151,5.727614207087654,2.2209056313620548,Iris-virginica
+88,6.022668778386376,2.2,4.99970270516289,1.4905606389353265,Iris-virginica
+89,4.4000004920042555,3.186939912767554,1.3085351035149348,0.2,Iris-setosa
+90,4.712085606203977,3.170386106571524,1.3575126839342262,0.2,Iris-setosa
+91,6.475452063250811,3.1992077597484885,4.471634159790364,1.4841115845386175,Iris-versicolor
+92,5.897431126449523,2.9988487294126314,4.204730649106033,1.4999407797876556,Iris-versicolor
+93,4.619255177808166,3.207761187684649,1.3881565924900556,0.2,Iris-setosa
+94,6.303224765201562,2.8601459574123425,5.101238767252595,1.5324537726158491,Iris-virginica
+95,5.557430075114209,2.6384637348761455,4.221946731344983,1.2630339766049294,Iris-versicolor
+96,4.9813446777992,3.1911849967669874,1.206877059898696,0.2,Iris-setosa
+97,4.711482039589208,3.4218927710920597,1.3689565269224917,0.3202628499701372,Iris-setosa
+98,6.47670225175326,2.990227628117163,5.515011073107305,1.803237583943219,Iris-virginica
+99,6.618703970533645,3.014952831945651,4.395685806701513,1.4031241897971607,Iris-versicolor
+100,7.7,2.824457520510488,6.7,1.9921559602050705,Iris-virginica
+101,4.903595772092271,3.0890869180521214,1.4980007692363808,0.1,Iris-setosa
+102,4.603259757163162,3.577210953620434,1.0000003878599335,0.2,Iris-setosa
+103,5.8588042324446254,3.0078165081980126,4.221888798674825,1.5018153278569284,Iris-versicolor
+104,5.104764350997568,3.808498566954603,1.5936239932827578,0.2,Iris-setosa
+105,5.095761097745701,3.7923751502108414,1.6000614534681776,0.2,Iris-setosa
+106,6.318543909433768,2.503622454765385,4.9174519995081045,1.5046234848697149,Iris-versicolor
+107,6.279931944511007,2.4590160829096384,4.998000261922647,1.9093121602623047,Iris-virginica
+108,5.56540020284518,3.010227142103683,4.1149074461146045,1.3012642429499648,Iris-versicolor
+109,4.926383178143544,2.410803237410047,3.3221026820518293,1.0890069727032898,Iris-versicolor
+110,6.8171305598587635,3.003099064626833,5.541422410153927,2.1029798206167167,Iris-virginica
+111,5.689815178442578,4.399999089117364,1.4960818559068214,0.4165287675250992,Iris-setosa
+112,6.004380131626235,2.200000274849428,5.016815150090497,1.504799873926579,Iris-virginica
+113,6.845572876339456,3.0310518096175745,5.593130144411504,2.13246696227785,Iris-virginica
+114,6.5059455601459675,3.344714920417779,5.603457066142693,2.291619989457498,Iris-virginica
+115,6.704257103316452,3.285871000983329,5.66423042361352,2.499999479076683,Iris-virginica
+116,6.572960655792673,3.372739571598576,5.682171829486829,2.182966264485155,Iris-virginica
+117,5.5267569552264755,2.641784209509142,4.3787108528046375,1.2625621420266517,Iris-versicolor
+118,5.775562900815073,2.701639794238966,5.105004497492653,1.8923221399953767,Iris-virginica
+119,4.887035118857151,3.0941694224402387,1.4947288937813707,0.10000009444632105,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/22/test.csv b/iris/tab_ddpm/5_1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/22/train.csv b/iris/tab_ddpm/5_1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/22/val.csv b/iris/tab_ddpm/5_1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/23/synth.csv b/iris/tab_ddpm/5_1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..19797c09f33873e2a99c1c53e142d1c635c52868
--- /dev/null
+++ b/iris/tab_ddpm/5_1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.014984169627121,2.7041236866521148,5.093916495936915,1.597541889385818,Iris-versicolor
+1,6.703012227346521,3.10560118156354,4.3828382052999375,1.401012661783362,Iris-versicolor
+2,6.022618899835056,3.4030652238462213,4.508776533163195,1.6096317912951015,Iris-versicolor
+3,4.400000587567016,3.1871957402987046,1.3033696543824504,0.2,Iris-setosa
+4,7.332046236388822,2.895907503370754,6.3414729746130964,1.7855240844464917,Iris-virginica
+5,5.913798429156505,3.216216576268734,4.79461690046657,1.816000006973245,Iris-versicolor
+6,5.504147929442175,4.196161244921687,1.3978105295230947,0.2,Iris-setosa
+7,5.891958927917721,2.9921090552317597,5.093118259909151,1.7881150702030992,Iris-virginica
+8,5.6873106740070805,2.492090832064403,5.02365883354929,1.9930143011139219,Iris-virginica
+9,5.019933722400192,2.4578828019466212,3.218209967717188,0.9741879879858534,Iris-versicolor
+10,5.108047134448199,3.670081113403596,1.512544449232163,0.4389155307690824,Iris-setosa
+11,5.419661144435584,3.0096181999378504,4.556202654246287,1.4905595385674355,Iris-versicolor
+12,5.1497279447733595,3.3474804931837694,1.3518784619443267,0.2,Iris-setosa
+13,5.239044140658855,3.5575606222531952,1.5303705251924349,0.2,Iris-setosa
+14,6.674063355370319,2.9876748413294347,4.999081304920582,1.6997045536478002,Iris-versicolor
+15,6.030066068575236,2.2,4.998507792242594,1.5050579108919537,Iris-virginica
+16,6.676941474307882,3.29022000665169,5.681718677538241,2.089640691124956,Iris-virginica
+17,4.4,3.2100666527595823,1.286873959603296,0.2,Iris-setosa
+18,6.697862761441896,3.0031149349651343,4.997933757420659,1.722567541900379,Iris-versicolor
+19,6.312667476148688,2.5936268088148196,4.950499032900638,1.8520032661664665,Iris-virginica
+20,6.501763133546535,2.9501675160608696,4.338561894739872,1.3561925888060882,Iris-versicolor
+21,5.885711408607469,2.9980077110423653,4.207617790182903,1.4970012634765213,Iris-versicolor
+22,4.901158506381885,3.0076192766460688,1.397806152329983,0.2,Iris-setosa
+23,4.400000525666728,3.2096575075345926,1.2815025056763147,0.2,Iris-setosa
+24,5.364539416777617,2.6082828152957123,4.119341982657263,1.2787296505682517,Iris-versicolor
+25,6.672640052001561,3.288316586280029,5.686836284293828,2.080068196642409,Iris-virginica
+26,6.60152926080277,3.1599680022350882,4.404717409474401,1.4390969390802186,Iris-versicolor
+27,6.577128052121266,2.995823208490917,4.364656051933213,1.379869498530528,Iris-versicolor
+28,5.104132091363183,3.498291408322991,1.385670929693163,0.30994896078838935,Iris-setosa
+29,5.887102014429707,3.0004759128869045,5.128497870286507,1.7943745892722571,Iris-virginica
+30,4.4,3.1910670058258948,1.2926008133546414,0.2,Iris-setosa
+31,5.067854485657687,3.4950244148705787,1.3399881580307365,0.2977940041978317,Iris-setosa
+32,4.6036808823760795,3.409137478901147,1.4085945575545522,0.3101127705440896,Iris-setosa
+33,6.752631711920513,3.1064490320808504,4.344168757693029,1.3862870515556098,Iris-versicolor
+34,6.746722719461691,3.294705343327929,5.73885829702451,2.499999509244341,Iris-virginica
+35,6.285760529086999,2.7249443262734028,4.889594068620581,1.8058156524718545,Iris-virginica
+36,5.015603628276958,3.52341149354531,1.3216828322167684,0.3070580935203562,Iris-setosa
+37,4.636260943042597,3.175891389064732,1.4028890949151323,0.2,Iris-setosa
+38,6.920804573342934,3.1762811895391527,5.667371105528616,2.2853439809521263,Iris-virginica
+39,5.102993240347662,3.4032320601087513,1.4949491149354983,0.2,Iris-setosa
+40,5.693192667750649,4.3999992855533705,1.4892105811365677,0.3738069536232983,Iris-setosa
+41,4.4000005904340025,3.169104158067616,1.3130461576423946,0.2,Iris-setosa
+42,5.105977057077756,3.5903690063853846,1.452003904124785,0.34799468005599943,Iris-setosa
+43,5.0388315353307,3.5856876305348497,1.5825918737864546,0.2,Iris-setosa
+44,4.6383866307972745,3.408566771226285,1.3990294193227308,0.3038625533058561,Iris-setosa
+45,6.00271838647621,2.968291869557864,4.910611241534078,1.7792601794105456,Iris-virginica
+46,5.894722099000942,3.1994240927833397,4.799444889439987,1.7987614812747565,Iris-versicolor
+47,5.541750541705363,2.9145948080191717,4.12468500160415,1.3087835912155787,Iris-versicolor
+48,4.500382529656268,2.3083733806558118,1.3051241864316965,0.2954438677032992,Iris-setosa
+49,5.52122844630932,4.196003839479571,1.4001911416618524,0.2,Iris-setosa
+50,5.884818559112724,2.9824103411976064,4.2028143725525435,1.4896746244409416,Iris-versicolor
+51,5.918349586366556,2.996424591328413,5.091760963633321,1.810246622018036,Iris-virginica
+52,6.3806057060346015,2.6821319453611205,5.251227639398844,1.8944365676114323,Iris-virginica
+53,4.4959060931425325,2.295093582034163,1.280295802778201,0.28521929892044495,Iris-setosa
+54,6.321251080270832,2.465043032928825,5.020181771847394,1.9043880304421301,Iris-virginica
+55,5.85194757020382,2.9992576220088334,5.039243734720994,1.798331210430148,Iris-virginica
+56,6.273475426374004,2.5777044993601805,5.033304460702461,1.8699371952634332,Iris-virginica
+57,4.600745985401251,3.4004057865778625,1.3938215214119676,0.31080367575299683,Iris-setosa
+58,4.502929629623024,2.304810907291603,1.2918528068461193,0.2864586216237391,Iris-setosa
+59,5.971471203054831,2.703924193002227,5.086558535990836,1.6098796750536264,Iris-versicolor
+60,5.732706066170776,2.5429940785529066,5.01850547344452,1.978933427025115,Iris-virginica
+61,4.905021948911935,3.117674135399651,1.506070474155015,0.10000013406105723,Iris-setosa
+62,6.314166636599759,2.8214837489510747,5.077944844994968,1.481039448265988,Iris-virginica
+63,7.7,2.7809410152596614,6.699998806636203,2.008868414231938,Iris-virginica
+64,6.118505419664364,2.649221878073424,5.050036838541559,1.607395958171467,Iris-versicolor
+65,6.002180004987671,2.999775598669825,4.759310447941048,1.798377133696175,Iris-virginica
+66,5.1250250616318445,2.492982119677065,2.843758637664918,1.0764734163881877,Iris-versicolor
+67,5.094751686784551,3.795477008366864,1.600932011403537,0.2,Iris-setosa
+68,6.40414624180021,3.1411178340250934,5.502520830329991,1.8023638018445416,Iris-virginica
+69,5.008640806433171,3.608675546643637,1.39429130000423,0.2,Iris-setosa
+70,6.458374064959043,2.7070792287142584,5.3645295635361325,1.9013569123662761,Iris-virginica
+71,5.686613039863175,2.512011434581024,5.006450212214411,2.0056370414214517,Iris-virginica
+72,6.235426401291759,2.9945598255345462,4.604399162457986,1.4036268037145694,Iris-versicolor
+73,6.696787726053166,3.099125357384879,4.40529716670064,1.4132205080472717,Iris-versicolor
+74,4.864075338367622,2.383984117807448,3.390434552632298,1.075878204067762,Iris-versicolor
+75,6.387224541068421,2.9031033787431517,4.304165709759642,1.336912069679089,Iris-versicolor
+76,6.908629623875639,3.128433337752304,5.749526986601239,2.2745167079670656,Iris-virginica
+77,4.500941321438078,2.290623443717828,1.2881772366679813,0.3099765118780559,Iris-setosa
+78,6.637743288138173,3.018533042245819,4.391594947573078,1.3991046327172016,Iris-versicolor
+79,5.453440572878384,2.9949956150253634,4.545066876006978,1.4865097493773332,Iris-versicolor
+80,5.957701975750459,3.208445787206269,4.810382769490559,1.7615878742114592,Iris-versicolor
+81,6.090585992736517,2.6046191396234035,5.5844209349805105,1.4059712020047654,Iris-virginica
+82,6.37555973604622,2.950453849494051,5.571726309147235,1.8117456187176906,Iris-virginica
+83,5.503648854803569,2.4780965750458757,4.083040663553106,1.2259954897179495,Iris-versicolor
+84,5.57303122190356,3.002307516853303,4.155341865922436,1.2977907537831272,Iris-versicolor
+85,6.421655427312218,3.0758179026850048,5.462518274700981,1.8020428833557665,Iris-virginica
+86,4.586549567997981,3.1769205682410337,1.400300208557501,0.2,Iris-setosa
+87,4.800316218545614,3.3986239963229083,1.5818010321564946,0.2,Iris-setosa
+88,5.894625009935923,3.1988703407453114,4.8377076360095925,1.808392341306822,Iris-versicolor
+89,7.076363662071821,3.0196810792015625,5.848157989278109,2.122837707844312,Iris-virginica
+90,6.3038709706365506,2.5071543256631377,5.012127374529557,1.9025880197067897,Iris-virginica
+91,6.727122797878421,2.988062714594196,5.497329207791414,1.9968994048695317,Iris-virginica
+92,5.7896737336771915,3.0046997917156717,4.322363625843594,1.495881478197048,Iris-versicolor
+93,6.00339837471696,2.2,5.024533899305203,1.4931610794909984,Iris-virginica
+94,5.107778034629811,3.7915832141716845,1.697459394831478,0.4994370151886936,Iris-setosa
+95,4.600264785765516,3.3926243935505718,1.3899543239917076,0.2962106601006483,Iris-setosa
+96,6.242237120332901,2.9629452779201615,4.475803826722757,1.3512455535819388,Iris-versicolor
+97,5.655413194175673,2.731380935917685,4.220415508757722,1.3075102689522637,Iris-versicolor
+98,6.671362529719388,3.3025550212954156,5.701343648691022,2.5,Iris-virginica
+99,6.332902403198388,2.6978891347789276,4.923802723451529,1.7946007123158378,Iris-virginica
+100,5.955872378526073,3.0176564810774953,5.116010753343931,1.789251833033496,Iris-virginica
+101,6.392599203199441,2.5966671538166315,5.192909437663739,1.9032456342269308,Iris-virginica
+102,6.294523821567071,2.64952511078843,4.893468885523337,1.8151724489831782,Iris-virginica
+103,6.176589663833546,3.0444292974232297,4.640871528268273,1.4320868795091382,Iris-versicolor
+104,5.400174589219012,3.937744679535929,1.3162093527862901,0.3892540963631044,Iris-setosa
+105,6.661764196625888,3.2569312095146117,5.656322231126537,1.998364772589138,Iris-virginica
+106,6.814821826483977,3.3566347983398286,5.758557678673833,2.5,Iris-virginica
+107,4.400000559329532,3.2018899841732025,1.3085638843354244,0.2,Iris-setosa
+108,7.367754694222366,2.8879943448198517,6.346401778188373,1.7991825487517557,Iris-virginica
+109,6.318062270334891,2.7890615615428946,5.081795845685328,1.504591835266871,Iris-virginica
+110,5.044229406689213,3.3164325978576663,1.3408948577989968,0.2,Iris-setosa
+111,5.436460135391782,3.9230751543001814,1.8693874735223075,0.4365657291275603,Iris-setosa
+112,5.230508511581672,3.447122758929525,1.4068744172900884,0.2,Iris-setosa
+113,6.011205190138586,2.710867528472875,5.114885348464574,1.6022922613550685,Iris-versicolor
+114,6.689303032650585,3.3339681805552246,5.727475590527402,2.5,Iris-virginica
+115,5.047771994372897,3.3923589527425304,1.4881758135321543,0.2,Iris-setosa
+116,5.665809325584818,2.510137465603496,4.969770160076701,1.9969875991723125,Iris-virginica
+117,5.4920608403699465,4.15679432058554,1.4019864334222354,0.2,Iris-setosa
+118,5.190608228807727,2.6827475144987707,3.73797056737783,1.3892798412738254,Iris-versicolor
+119,5.502267476741428,2.995401258332038,4.479104979982753,1.4942553973582144,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/23/test.csv b/iris/tab_ddpm/5_1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/23/train.csv b/iris/tab_ddpm/5_1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/23/val.csv b/iris/tab_ddpm/5_1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/24/synth.csv b/iris/tab_ddpm/5_1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8294acf7eb5770e061e4cbfbd36f08b7cf2dd8b7
--- /dev/null
+++ b/iris/tab_ddpm/5_1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.639380579000651,3.4340104081409852,1.4011010291745838,0.2966073215788056,Iris-setosa
+1,5.3215455428185745,2.932401060787935,4.371674844193654,1.4694380698598513,Iris-versicolor
+2,6.798117477144746,3.002873328876418,5.530906841041435,2.1206300101098443,Iris-virginica
+3,7.6999986809657734,2.767813840363468,6.699997975408784,1.9887938326787227,Iris-virginica
+4,5.385252992397978,2.9987335648078193,4.470046354986298,1.4981275023867577,Iris-versicolor
+5,4.997261827130678,3.5644121689411787,1.394386280408649,0.2,Iris-setosa
+6,5.7142341991015995,2.5103539218371633,5.004338794566996,1.9877366554049751,Iris-virginica
+7,7.077636351800205,3.007874150301774,5.8973966322417155,2.1196335403100885,Iris-virginica
+8,6.673031152851833,3.0704022494175036,4.359888064082718,1.4075409561290564,Iris-versicolor
+9,5.780645336088292,2.9677438865697736,4.206572544586352,1.3606470706967786,Iris-versicolor
+10,5.4709951389923335,2.399381296310918,3.694572826675974,1.0199136673541713,Iris-versicolor
+11,5.4981466748498935,2.931823220184929,4.072256475447121,1.293647206413162,Iris-versicolor
+12,5.396088749359494,3.3926322795513957,1.8231624758913751,0.2,Iris-setosa
+13,5.760228796432194,3.020091825003511,4.149711906081568,1.3381934091149184,Iris-versicolor
+14,6.280150219918612,3.4096964955935096,5.604290059349784,2.3874516746879215,Iris-virginica
+15,5.819386281477914,2.987084267908101,4.237720502284313,1.4444776618935713,Iris-versicolor
+16,6.4012640826034,2.9218850688454903,5.56989662798449,1.77833909148292,Iris-virginica
+17,5.4753902154119745,2.5096487501269835,4.115560853037458,1.1545555644912973,Iris-versicolor
+18,5.11910830051077,3.408559518242172,1.4345262686336835,0.2,Iris-setosa
+19,6.008663466148036,2.986345588002292,4.8645915557752835,1.7864019386457792,Iris-virginica
+20,4.4,3.2063187197947696,1.2965334159957684,0.2,Iris-setosa
+21,5.774243653605839,2.786646055014684,5.095706129789336,2.3972583137330874,Iris-virginica
+22,6.4547097300402605,3.195859013516084,4.50697939114343,1.4872718784625452,Iris-versicolor
+23,4.4,2.8284865396619785,1.4052564667703973,0.2,Iris-setosa
+24,5.1011706607580045,2.46463197030202,3.072358281673342,1.1270194989715527,Iris-versicolor
+25,5.3826220775128135,3.888186485079816,1.3746694193593616,0.20580512148523145,Iris-setosa
+26,4.990600333731666,3.1795963407372447,1.186946789925417,0.2,Iris-setosa
+27,5.108665675115907,3.732743790847375,1.6471496314313248,0.38256820026769045,Iris-setosa
+28,6.847228377513308,3.2263084688551116,5.663842186181403,2.250502947942493,Iris-virginica
+29,4.4,3.2154373399703036,1.280573172030651,0.2,Iris-setosa
+30,5.133674065392616,2.5808100757110797,3.1478850673165244,1.3133719390871692,Iris-versicolor
+31,4.903670483494796,3.101439995995249,1.4907624218769904,0.1000000967645046,Iris-setosa
+32,6.347222016112358,2.9115626719672782,5.549961598521196,1.7884772627940966,Iris-virginica
+33,5.066055922595756,3.7542496057898407,1.499986382518521,0.2,Iris-setosa
+34,6.768070234514807,3.315487488971406,5.814055280677819,2.5,Iris-virginica
+35,4.980980502628309,3.605505687139213,1.4034595897548796,0.2,Iris-setosa
+36,5.50712649681675,2.421420541325705,3.8966945872238163,1.0894566214073036,Iris-versicolor
+37,5.623313394374251,4.399998666369777,1.4936169919026039,0.43267439825069093,Iris-setosa
+38,6.0160630379709055,3.0491957280134256,4.278545760808865,1.550000082749605,Iris-versicolor
+39,5.9965506858789634,2.695153376672419,5.113541367598893,1.611474262374634,Iris-versicolor
+40,6.472303088905454,3.0622226964797012,5.511135354690657,1.798677382408274,Iris-virginica
+41,5.880050547531637,2.8151239710836515,5.091886776254163,1.8661203666199515,Iris-virginica
+42,6.296379861064283,2.8182425545733185,5.083258683378759,1.5104905537909818,Iris-virginica
+43,5.489197760242341,2.4086808458644136,3.746074195223283,0.9450300571747628,Iris-versicolor
+44,6.098346002891336,2.6350928366489685,5.044894863216102,1.603127731587241,Iris-versicolor
+45,6.385413207473297,2.949710388041284,4.365743173743902,1.3833886750139055,Iris-versicolor
+46,5.105046431100612,3.326301463030734,1.8182796028002792,0.3924444238802659,Iris-setosa
+47,4.400000617631531,3.1800109388844318,1.3118026499955668,0.2,Iris-setosa
+48,6.322434501352417,2.901809490879937,5.583986078856751,1.784061042565427,Iris-virginica
+49,7.699998806309933,2.7998708237378853,6.699998915020591,1.9866278665693817,Iris-virginica
+50,5.101494409077974,3.501756811149358,1.4079975013404393,0.2983383487989363,Iris-setosa
+51,5.0780301114215955,3.491400815775683,1.3732421170363172,0.3060945905548236,Iris-setosa
+52,5.084161302749286,3.63688624529386,1.474858284698474,0.4140567201196382,Iris-setosa
+53,5.817817411827393,2.7232762394503762,5.097785211437051,1.9014639548421877,Iris-virginica
+54,5.8889946305930705,3.1850539576563763,4.800142431135817,1.8067425579908105,Iris-versicolor
+55,5.968106708381328,2.8180782517226897,5.266387418863749,1.8548401937820869,Iris-virginica
+56,5.495491725400371,2.403129285960644,3.789449033427198,1.0236142264585197,Iris-versicolor
+57,5.468976490170245,2.97432998722444,4.198458666865116,1.3649155810756062,Iris-versicolor
+58,5.995382463918407,2.200000379792535,4.985318594977364,1.498836800770165,Iris-virginica
+59,5.104266093306939,3.3064062648917716,1.7851462494078654,0.483430458249329,Iris-setosa
+60,5.021271120052511,3.482951070200621,1.3119441351966308,0.2901368492054416,Iris-setosa
+61,6.626681942783689,3.1406255844959206,4.426173401798488,1.4374584381766287,Iris-versicolor
+62,5.225100541745606,2.4576219521525475,3.2674089140063494,1.1054849048854272,Iris-versicolor
+63,6.354860688511228,3.2324915381512525,4.546568331980947,1.5167147573219626,Iris-versicolor
+64,4.4,3.1980491013226704,1.2851631025761845,0.2,Iris-setosa
+65,5.356088796298974,3.787719217170909,1.32605573851168,0.3743601230859228,Iris-setosa
+66,5.0967309916355,3.3136187483344615,1.7234399189451481,0.562235891852488,Iris-setosa
+67,5.551322137607719,2.59275823595763,4.233481525697484,1.278881729441688,Iris-versicolor
+68,6.703248343075727,3.1004090251126106,4.443995508576621,1.4246982501542498,Iris-versicolor
+69,4.983946271445657,3.1968360398958544,1.2189850648601082,0.2,Iris-setosa
+70,5.492266437148803,2.3957677488957696,3.776513667044723,0.9521587744812459,Iris-versicolor
+71,5.093313636669034,3.3062710534874338,1.698374396651867,0.5028797508981173,Iris-setosa
+72,5.384021509914271,3.8939078602835604,1.2908912792700389,0.43573953891836037,Iris-setosa
+73,6.695261098009214,3.303108250700403,5.649997188280478,2.5,Iris-virginica
+74,7.7,2.7926343314654556,6.7,2.0054574163943832,Iris-virginica
+75,7.6999986470601165,2.7935501457192644,6.7,2.0104328093579475,Iris-virginica
+76,6.36138854366721,3.0960427841264986,5.471884866146148,1.792274069916894,Iris-virginica
+77,6.002364757143699,3.4066250460768708,4.505727160788142,1.6051253172614852,Iris-versicolor
+78,5.1687687474331065,3.4302441333618265,1.4103793238269537,0.2,Iris-setosa
+79,5.789322949706402,2.712449358285418,5.111346333343829,1.8918155415344065,Iris-virginica
+80,4.400000484389972,2.9074880149403577,1.3983484579700554,0.2,Iris-setosa
+81,6.6672711648579694,3.2733284355631285,5.745788003615261,2.3263708168197037,Iris-virginica
+82,5.090645520925925,3.6211978279437744,1.4774997250133448,0.38170724806125556,Iris-setosa
+83,5.512568157151303,2.403239949488522,3.508323165117132,1.1093518655257741,Iris-versicolor
+84,7.699998919751935,2.78653427266839,6.699998897661421,1.9985266875448762,Iris-virginica
+85,5.71424005875359,3.0016483322867584,4.1379259509669355,1.3484476493578588,Iris-versicolor
+86,4.8124766685064895,3.4025289648180626,1.5535350191081774,0.2,Iris-setosa
+87,5.1792325546235,2.6728394747856203,3.997512269100973,1.386726768188823,Iris-versicolor
+88,5.622542500775458,3.011837577512859,4.44338367350773,1.4917855692963549,Iris-versicolor
+89,4.903070397261189,2.995287822831942,1.3843164887794284,0.2,Iris-setosa
+90,6.026849081345447,2.706120081905282,5.110648732218236,1.5838608562963101,Iris-versicolor
+91,5.3920376321559855,3.8495226094570074,1.3167563582099582,0.3926034520591879,Iris-setosa
+92,6.05010154463085,2.973536409926431,4.849709403169766,1.796377428658622,Iris-virginica
+93,5.103687268729453,3.394946496002917,1.500721625832324,0.2,Iris-setosa
+94,5.888415517723964,2.975248365304,5.126075453459003,1.787243357209691,Iris-virginica
+95,5.190332687645233,2.6986886687572986,3.4477058744173057,1.3989943696826899,Iris-versicolor
+96,6.468913334146019,2.9970608418145415,5.506363404155089,1.8087137001330078,Iris-virginica
+97,5.124505182013457,3.3089377889510843,1.679207924461357,0.38474182006604574,Iris-setosa
+98,5.5158403175989825,3.0022841203146076,4.46243212471891,1.4849073991831807,Iris-versicolor
+99,6.684477502802542,3.2784781283911335,5.671171511951068,2.499999503423651,Iris-virginica
+100,5.2447396718480785,3.454522789274959,1.5829940516113403,0.2,Iris-setosa
+101,6.2391779831455425,2.850109025668469,5.721228324937313,1.7338377062703965,Iris-virginica
+102,4.9125587458896804,3.375898088496902,1.535259997268675,0.2,Iris-setosa
+103,5.694108696207013,2.465971245692907,4.995697525773729,1.9989699275219404,Iris-virginica
+104,6.728452067449737,3.3103824979585097,5.734263720830637,2.4999994976153603,Iris-virginica
+105,6.679383487270788,3.0913318314311096,4.393871407915077,1.389843953931038,Iris-versicolor
+106,5.763438751829791,2.7979244308281213,5.088916930975807,2.4039687506777923,Iris-virginica
+107,5.497284718337973,2.399326995591376,3.7185783015128298,1.0130545321401732,Iris-versicolor
+108,6.3343202917622365,2.523833714770701,5.023667086191165,1.924869092981667,Iris-virginica
+109,4.820884577399932,3.4174756891668903,1.60919143213026,0.2,Iris-setosa
+110,5.120851242737851,2.5038048785695217,2.994980954809445,1.0223188510181291,Iris-versicolor
+111,4.621325704945421,3.3975314516586255,1.3898758708963754,0.2958190347945423,Iris-setosa
+112,7.699998729393913,2.8072134378277123,6.699998527026271,1.987404546722388,Iris-virginica
+113,4.900612154285833,2.3889917508726035,3.2712312096528113,1.0243859814545253,Iris-versicolor
+114,4.4,2.889523999424458,1.4068823432171504,0.2,Iris-setosa
+115,5.517609132164912,2.6159667539499174,4.39194942245332,1.211579842487066,Iris-versicolor
+116,5.748932772953761,4.4,1.509870536675336,0.38614014084914117,Iris-setosa
+117,4.4,3.1949233579506653,1.3124250657683145,0.2,Iris-setosa
+118,5.451842782768073,2.405830917279043,3.608804457427616,1.1243001641755828,Iris-versicolor
+119,5.634270515038054,2.740712209765153,4.21807025984756,1.3075923717128182,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/24/test.csv b/iris/tab_ddpm/5_1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/24/train.csv b/iris/tab_ddpm/5_1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/24/val.csv b/iris/tab_ddpm/5_1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/25/synth.csv b/iris/tab_ddpm/5_1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..439b45c0e4289819aa60c5c5049cef2927d70340
--- /dev/null
+++ b/iris/tab_ddpm/5_1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.146166074000989,3.426835567344096,1.4974457836888209,0.2,Iris-setosa
+1,6.322733334143103,2.276472129017967,4.4223688702952995,1.30176237719011,Iris-versicolor
+2,4.579668943218854,3.5980259114083437,1.0,0.2,Iris-setosa
+3,7.01170005269253,3.086745326183176,5.702893998238568,2.232886281439492,Iris-virginica
+4,6.074309898857422,2.957363538559585,5.006826374948084,1.7580952716237346,Iris-virginica
+5,6.451178393732621,2.921546886230543,4.315972047263876,1.3259063493146555,Iris-versicolor
+6,6.967923274990356,3.0090424049896263,5.6836894388089085,2.0968509632829564,Iris-virginica
+7,5.116252112693863,3.401856474292497,1.4649338454733214,0.2,Iris-setosa
+8,5.101946049270182,3.841760368685207,2.0349929599635135,0.4451435429698225,Iris-setosa
+9,5.793989696502904,2.7918506380284667,5.086292445226647,2.407224820294169,Iris-virginica
+10,5.204750429101382,3.4294211503400294,1.4092578331219348,0.2,Iris-setosa
+11,6.291278490351594,2.2993569094894304,4.417417372218758,1.284133976547728,Iris-versicolor
+12,6.715213544834748,3.100053580319091,4.432587730858212,1.4005430015222038,Iris-versicolor
+13,7.7,2.7733850531351605,6.7,2.0257545478899495,Iris-virginica
+14,6.701331234176207,3.28887368453773,5.72763441436083,2.5,Iris-virginica
+15,6.682779389472457,2.998383373997663,4.981146792149947,1.6973547329396093,Iris-versicolor
+16,6.834300458362077,3.2219975702493326,5.6774664984815075,2.277895303884554,Iris-virginica
+17,6.791038516961577,3.2878549406622724,5.825547881012106,2.5,Iris-virginica
+18,6.321765318610171,2.482472031985493,4.84511652722458,1.4653832978400563,Iris-versicolor
+19,6.848351756773177,3.202575530605224,5.705685491207671,2.217092992091881,Iris-virginica
+20,6.402751950092713,3.0856694491594294,5.503202956815346,1.8156727379908102,Iris-virginica
+21,6.725834913898727,3.3010335912625988,5.69120806761974,2.101153963611726,Iris-virginica
+22,5.681839088715863,2.982184135203148,4.178798321860313,1.3370980209662657,Iris-versicolor
+23,6.702783502024303,3.282511180628357,5.830078102996598,2.5,Iris-virginica
+24,4.565266464270556,3.371101811578261,1.3941522971572875,0.30610615684854187,Iris-setosa
+25,7.7,2.8203724787167905,6.7,1.9991140791519328,Iris-virginica
+26,5.354298005543,2.9831520192468677,4.473762044704114,1.4893506072410716,Iris-versicolor
+27,5.481399611913031,2.4019820199799176,3.8274311693493006,1.0162927879626036,Iris-versicolor
+28,5.467035119313616,4.175287228331531,1.4005412231456773,0.2,Iris-setosa
+29,7.7,2.811723092977834,6.699998646910833,1.9969835292974347,Iris-virginica
+30,7.3115237729668685,2.8846751674271682,6.277354674026437,1.7982788456862706,Iris-virginica
+31,6.304294507938945,2.919567578010157,5.553045528523166,1.7946900024660861,Iris-virginica
+32,5.064434326799282,3.5158223098495336,1.3654524467211258,0.30194934830241354,Iris-setosa
+33,5.109610168417202,3.4005442866822158,1.5053858490673904,0.2,Iris-setosa
+34,6.2971212374716306,2.3014842963795417,4.434584498220584,1.3155058854436845,Iris-versicolor
+35,6.865003560442243,3.00987164517347,5.553954244985337,2.131426201755069,Iris-virginica
+36,5.3734005080505804,3.9121025513029766,1.3013623384364847,0.3857172270549025,Iris-setosa
+37,5.117127454390036,3.3042672588486615,1.8304243892231422,0.5198457034542892,Iris-setosa
+38,6.332703290488738,2.2977259784756483,4.391977023248243,1.2998559190226573,Iris-versicolor
+39,5.790948096732068,2.7186630843274195,5.091104762652238,1.8896991355986157,Iris-virginica
+40,7.699998932205872,2.7745998040239925,6.7,2.027753464829595,Iris-virginica
+41,6.52191886386968,3.1447950998368865,4.449370120105845,1.4651241671749988,Iris-versicolor
+42,5.121441623335916,3.494698662863794,1.5127604481166586,0.2,Iris-setosa
+43,6.301527082871909,2.506773885754141,4.909976131474724,1.5162864749672853,Iris-versicolor
+44,5.290398415974314,3.64283357644428,1.5026490345319736,0.2,Iris-setosa
+45,7.699998803574255,2.8199058519058506,6.6999986757173415,2.0155632088274364,Iris-virginica
+46,5.059341336768214,3.7709752260984994,1.6235686345299907,0.2,Iris-setosa
+47,4.823733070213444,3.3844858717908597,1.5874750630326735,0.2,Iris-setosa
+48,5.205612246282306,2.733302458589686,4.023178324008448,1.4117609921683998,Iris-versicolor
+49,5.3336106121022056,3.507890260887064,1.6128674406660024,0.2,Iris-setosa
+50,5.071225680352365,3.674684179652589,1.6745740056642253,0.37247467090306335,Iris-setosa
+51,6.296532539168556,2.784994501172374,5.121620018442932,1.5160012679559882,Iris-virginica
+52,4.86576272503726,3.0834464873302294,1.4881744684317206,0.1000001165450464,Iris-setosa
+53,6.674832211831284,3.2779479472797335,5.658026405510734,2.0810438605875627,Iris-virginica
+54,5.012843261286859,3.3075509969205967,1.4058966510337474,0.2,Iris-setosa
+55,6.7415064938953675,3.2890056407490014,5.7366307097361195,2.5,Iris-virginica
+56,6.3426168414702815,2.922685014392332,5.579612687264714,1.8067762262816631,Iris-virginica
+57,5.495239351750914,4.2143018071853175,1.3738203725384848,0.2,Iris-setosa
+58,6.572992024669492,3.129868774509079,4.449270780438118,1.4578009082111343,Iris-versicolor
+59,5.4994651378885155,4.187744281162587,1.3919876336924886,0.2,Iris-setosa
+60,5.092098774647592,3.509539110687214,1.3864595841054035,0.30435938548415986,Iris-setosa
+61,6.690540049903352,3.2900344070103236,5.658871738030299,2.499999039122663,Iris-virginica
+62,5.374133344541744,3.8840239054617847,1.2818581465198475,0.39974434271713966,Iris-setosa
+63,6.689020341189609,2.999041214855223,4.993122146352442,1.7062009027018303,Iris-versicolor
+64,6.283985303569174,2.7843092732464743,5.0992673163962,1.487952025031132,Iris-virginica
+65,6.72920399887312,3.3189397278617205,5.7659557493425035,2.4999993248465042,Iris-virginica
+66,6.391113948722178,3.100092428415668,5.494557737859513,1.7930067424317315,Iris-virginica
+67,4.630273657170602,3.592032835385403,1.0,0.2,Iris-setosa
+68,6.783703945133265,3.2947205777679263,5.701971283401103,2.499999479826158,Iris-virginica
+69,6.288599111317529,2.5251725477860494,5.007501312682928,1.8792975655059017,Iris-virginica
+70,5.263443098947627,3.631572627890177,1.5017729708352205,0.2,Iris-setosa
+71,6.706023256178338,3.099123143491288,4.405509964118459,1.4086308092746176,Iris-versicolor
+72,5.12120009054385,3.3060273751383797,1.9235677908579767,0.5398559409291848,Iris-setosa
+73,5.3705067821509775,3.8801271196582765,1.697927107050929,0.3887444585046347,Iris-setosa
+74,4.887872617894746,3.0856944811163025,1.4954618894747693,0.10000014772429137,Iris-setosa
+75,6.2286997818893415,2.53299200744569,4.958447576445171,1.520159118510377,Iris-versicolor
+76,5.214452530688512,3.4241529846983783,1.3940505129895395,0.2,Iris-setosa
+77,6.399230230524736,3.091027572824778,5.526336984946948,1.7704435913728196,Iris-virginica
+78,5.863600802610587,2.8851975391603784,5.150873952532727,1.8343770794028988,Iris-virginica
+79,6.499477120713763,3.1710842795090413,4.505622469837834,1.4762715624132865,Iris-versicolor
+80,6.278157540252874,2.510625311655229,4.9112324939980265,1.5034773988184256,Iris-versicolor
+81,6.71521827906929,3.2842512664810717,5.732418156208382,2.5,Iris-virginica
+82,6.300980714712779,2.527261645213167,4.982957378093721,1.8987761894826782,Iris-virginica
+83,4.913920726972953,2.3933868354709054,3.104819861582887,1.0032786488488972,Iris-versicolor
+84,6.0981450321474915,2.601860480013069,5.644226464239791,1.3796207234889564,Iris-virginica
+85,6.523674281228859,2.9768323366032607,4.356536412515726,1.3775715308506011,Iris-versicolor
+86,6.155792773469429,3.306198788905961,4.545538001082311,1.5770192344095935,Iris-versicolor
+87,4.9515976020684445,3.2772734202221794,1.4206706666620277,0.2,Iris-setosa
+88,7.699999059600062,2.804071828275483,6.7,2.057581256045275,Iris-virginica
+89,6.990625482077245,3.0057397326222386,5.633291454787425,2.106520609772003,Iris-virginica
+90,5.994685535945573,3.3753805991380244,4.571226921326487,1.6117756943933224,Iris-versicolor
+91,5.09340359344959,3.731971672593945,1.6115971986529758,0.5016514165834214,Iris-setosa
+92,6.751376653581587,3.303376927920359,5.764073253713078,2.5,Iris-virginica
+93,5.406005874141499,3.8860537306130216,1.319273080863057,0.37865033222463373,Iris-setosa
+94,6.31719653577838,3.402348336388701,5.612237519488033,2.391346645008473,Iris-virginica
+95,5.493751150963948,4.192390682210343,1.3709294697720105,0.2,Iris-setosa
+96,5.137629637631336,3.7627282470583,2.0171845462580698,0.37371280558826825,Iris-setosa
+97,4.900828175292652,3.0120864803531204,1.3960548963307935,0.2,Iris-setosa
+98,5.889485884524854,2.9917145274565735,5.038289847656675,1.8112733974305124,Iris-virginica
+99,5.233935368847771,3.5238298060979383,1.5090520256751214,0.2,Iris-setosa
+100,6.6816535711488765,2.9894898839409887,5.4460456025990185,1.9870590566990995,Iris-virginica
+101,5.502334150295269,3.0103274440749517,4.5116517859936405,1.5100669672494225,Iris-versicolor
+102,5.491902964467506,2.4046500309248358,3.7277921433299817,1.0778355141902516,Iris-versicolor
+103,5.988819852280071,2.7357466205167382,5.0932211914976815,1.5943779390907291,Iris-versicolor
+104,5.304409298472016,3.8299120719981676,1.6511980916054794,0.36943152767255594,Iris-setosa
+105,5.969576529564039,2.2000003317310033,4.978560199682517,1.4930495215212571,Iris-virginica
+106,5.094808763258678,3.7983761877397613,1.7071639138957597,0.3687821791077882,Iris-setosa
+107,4.995839459402709,3.286898105653529,1.4060865488407714,0.2,Iris-setosa
+108,4.90654681070723,3.004995346693427,1.3945054723223476,0.2,Iris-setosa
+109,5.468685719412237,4.174532187316806,1.4052951101557885,0.2,Iris-setosa
+110,5.182168994114988,3.4089165363787526,1.4022285433942834,0.2,Iris-setosa
+111,5.302549748489788,3.5939875095370195,1.5035703000974614,0.2,Iris-setosa
+112,5.692769371176818,3.009406867269201,4.511205996266852,1.5026704268657889,Iris-versicolor
+113,5.717126640516978,2.5389133233987287,5.026927649670107,1.9796014559069963,Iris-virginica
+114,6.2824922681041775,2.8768176703389474,5.621278859073678,1.8012879662911179,Iris-virginica
+115,6.699268453536802,2.9861365794861086,5.006288771924231,1.7188823389959995,Iris-versicolor
+116,5.430483632229716,2.956311865271017,4.39734742554315,1.4682482972589757,Iris-versicolor
+117,5.2635637166225635,2.76634717623066,4.078648720064011,1.4112187056782703,Iris-versicolor
+118,5.493517341765955,2.9990665546621202,4.500790477471549,1.502938060704573,Iris-versicolor
+119,5.888027203901314,3.0066207466805066,5.071511834677385,1.8082735147599283,Iris-virginica
diff --git a/iris/tab_ddpm/5_1/25/test.csv b/iris/tab_ddpm/5_1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/25/train.csv b/iris/tab_ddpm/5_1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/25/val.csv b/iris/tab_ddpm/5_1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/26/synth.csv b/iris/tab_ddpm/5_1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a9daa7eb298b951c3e80fd98a3947d10f0045675
--- /dev/null
+++ b/iris/tab_ddpm/5_1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.43250211444088,2.4149662095082585,3.5004608281741207,1.0864173199209777,Iris-versicolor
+1,6.683713397488399,3.304956266793944,5.710818978921538,2.098695163813121,Iris-virginica
+2,5.426689870124222,2.997821170989244,4.514376915665793,1.4997862096851293,Iris-versicolor
+3,4.4,2.890379447854105,1.4014002997746056,0.2,Iris-setosa
+4,6.38096768732063,3.378348800418262,5.608250926027718,2.3948281252451666,Iris-virginica
+5,6.675487262105027,3.3054910697188595,5.71448112503951,2.4999992956754844,Iris-virginica
+6,6.3316803403679005,3.392355645452649,5.596571300484687,2.3879713820108597,Iris-virginica
+7,4.400000529613647,3.184520012546186,1.3189996421131047,0.2,Iris-setosa
+8,5.902227688180324,2.9931991625039074,5.164702532097838,1.7923425562387898,Iris-virginica
+9,5.0997568241228475,3.694986616349934,1.528812953535585,0.3916491931029348,Iris-setosa
+10,4.40000048098214,3.0797009136721853,1.3278432280689727,0.2,Iris-setosa
+11,6.287225574134041,2.29802870974211,4.388295792747545,1.3118912690461486,Iris-versicolor
+12,5.09722336522748,3.306105633022011,1.6942624434608238,0.4450787775504711,Iris-setosa
+13,4.978397037391893,2.4375201900063974,3.278027377203124,1.0681436764080232,Iris-versicolor
+14,5.196540180875234,3.5102775871382863,1.4961094210465506,0.2,Iris-setosa
+15,5.521861930875283,4.192044576150245,1.3926545168502251,0.2,Iris-setosa
+16,5.074582537643841,3.4162402581046214,1.4554704056054,0.32708579471693455,Iris-setosa
+17,4.595557863509912,3.380970085647828,1.400356752040988,0.3140698874014848,Iris-setosa
+18,5.240342685158277,2.8060703865314696,4.041831170202919,1.4443628660528813,Iris-versicolor
+19,4.735279059437778,3.36255593446364,1.5410471646264163,0.2,Iris-setosa
+20,7.699999036392805,2.795574461730649,6.699997789480908,1.9966772896514657,Iris-virginica
+21,5.085442740306233,3.788580024529007,1.599486550624343,0.2,Iris-setosa
+22,5.047334037663879,3.4857808302762883,1.3145547364848418,0.2851917330715668,Iris-setosa
+23,6.424557687453392,3.104322835983515,5.503011154750756,1.8084853477689473,Iris-virginica
+24,6.591445367216681,3.042440295571374,4.423594013879476,1.3939185322651237,Iris-versicolor
+25,6.861694798408802,3.2196522395852574,5.70454259021651,2.3089461941287563,Iris-virginica
+26,5.7039059973734645,2.3638871182773054,4.0304710984898255,1.1734293444564654,Iris-versicolor
+27,4.579435461980658,3.200051762218779,1.4044696230543674,0.2,Iris-setosa
+28,5.4095691404446775,3.881067347362374,1.2988479834793523,0.3855475733625806,Iris-setosa
+29,4.60598108067635,3.601537331346757,1.0,0.2,Iris-setosa
+30,6.132854983065215,2.674987248774748,5.037245779056767,1.5552147877272566,Iris-versicolor
+31,6.184681130716419,2.6256903717993714,5.4947384764281155,1.4621271062214865,Iris-virginica
+32,5.75238246988846,4.4,1.5007512385156496,0.6714737716618886,Iris-setosa
+33,5.752772412700783,4.399999212532164,1.4947381447348107,0.3996059688229614,Iris-setosa
+34,6.48179759922425,2.9334237811735853,4.3559749161193,1.3359165273914775,Iris-versicolor
+35,6.086195300640284,2.597752447699987,5.589939802400128,1.4019094577212967,Iris-virginica
+36,4.670316749169118,3.221936387397439,1.390421721012289,0.2,Iris-setosa
+37,5.823857317133668,2.8208030398412727,5.1177383663631835,2.4112195140387165,Iris-virginica
+38,5.3964977976569255,3.870753339891001,1.2846746448490802,0.3841725497408356,Iris-setosa
+39,6.40679216988435,3.1363285016555604,5.486379340868512,1.8239653574855097,Iris-virginica
+40,6.784051019194114,3.261146602991441,5.6665974371011725,2.2079239992798367,Iris-virginica
+41,5.979846284648065,2.2,4.986911891486876,1.4781670430471965,Iris-virginica
+42,4.608891372049549,3.4016975317590483,1.3856076166044529,0.3066437188841974,Iris-setosa
+43,7.699999017578063,2.7461130489723558,6.699998405938135,1.9557949750867398,Iris-virginica
+44,7.69999865436085,2.7968443202860307,6.699998485240431,1.9814466100496981,Iris-virginica
+45,5.084423034884193,3.747151319177012,1.5592093637046807,0.2,Iris-setosa
+46,7.7,2.7788088469200423,6.7,1.9598926988020802,Iris-virginica
+47,4.997444656710787,3.1857061442332095,1.2028825758832764,0.2,Iris-setosa
+48,6.004245595232037,3.4052060980955527,4.537358947894133,1.6172442891334002,Iris-versicolor
+49,5.868839455442443,3.0013182994825027,5.136937024671879,1.8033377987462875,Iris-virginica
+50,6.787879435758587,3.310541864389736,5.752656575385937,2.5,Iris-virginica
+51,4.960117341904502,2.432621881858949,3.162573013207547,1.0265352165279154,Iris-versicolor
+52,6.296723856061663,2.443106491462876,4.7749687974931465,1.4671037990382958,Iris-versicolor
+53,6.541544648833952,2.9620240477462616,4.344356162947238,1.3458405525314208,Iris-versicolor
+54,4.856746021072714,2.3861638686117237,3.299483934768157,1.0342534183709526,Iris-versicolor
+55,4.728163035209726,3.3931310525592715,1.5772445156980126,0.2,Iris-setosa
+56,4.4,2.884922797793952,1.4032150878720366,0.2,Iris-setosa
+57,5.530416629462926,2.630343023898761,4.289855209514327,1.2589396359284688,Iris-versicolor
+58,6.931835893347784,2.9892979124032837,5.632011814091547,2.1367696610641542,Iris-virginica
+59,5.49945063885544,2.387184941917439,3.5746190827736593,0.9997587227509213,Iris-versicolor
+60,4.883479286608951,3.1190953846200955,1.4930626035822852,0.1,Iris-setosa
+61,6.21276712005093,2.851304363930553,4.853589146786822,1.7750672579375333,Iris-virginica
+62,6.525687046451859,3.1497685259878727,4.494999453860921,1.4769743666305022,Iris-versicolor
+63,7.26496743352998,2.923399872575958,6.212165058988756,1.8398877500577042,Iris-virginica
+64,4.870566707799811,2.399214365190609,3.1792869568695186,0.8968667291136274,Iris-versicolor
+65,6.383690793304474,2.751191292994309,5.331137642140146,1.8893047647209937,Iris-virginica
+66,6.682166043818013,3.3064883994814256,5.679898273776487,2.125149598595211,Iris-virginica
+67,4.4942817681468625,2.3028628703416754,1.3084856937578233,0.31084025994724596,Iris-setosa
+68,4.788453895622785,2.3872618267578796,3.4127346667801524,0.9676671886773206,Iris-versicolor
+69,6.351946083200255,2.972366146891139,5.533786143712555,1.796748036399922,Iris-virginica
+70,7.0816041479364005,2.9988859709827134,5.861599567757147,2.0758673312498743,Iris-virginica
+71,5.097642098930225,3.2883657409995957,1.6910492510785147,0.5978278427952481,Iris-setosa
+72,6.685676537479346,3.0012614055359412,5.009805041962722,1.7342341518451938,Iris-versicolor
+73,6.009382731679121,3.4095451831441244,4.515045130428347,1.6023593433974024,Iris-versicolor
+74,4.607827636259649,3.602684333514188,1.0000006498230747,0.2,Iris-setosa
+75,5.000485564679487,3.1966436367174236,1.2049822546878841,0.2,Iris-setosa
+76,5.0935551089229305,3.412342798815917,1.5080675297316901,0.2,Iris-setosa
+77,5.935120896995617,2.9876488403451718,4.2684435108994565,1.4830230170552128,Iris-versicolor
+78,4.5794467309916485,3.1950600104760594,1.4030299323417363,0.2,Iris-setosa
+79,4.895753376789321,3.1113006722713434,1.5065151725259966,0.10000011296965106,Iris-setosa
+80,6.932949280041321,3.1892488331403577,5.741700009388039,2.305907048761391,Iris-virginica
+81,5.037782667781546,3.5684433771706,1.4101990130742708,0.2,Iris-setosa
+82,4.904036383201565,3.0968035935613427,1.4896053836801328,0.10000015887958641,Iris-setosa
+83,5.09830150025116,3.71054711031027,1.515097445702369,0.40131881477390363,Iris-setosa
+84,5.528691549876254,4.186951310142789,1.4006317077302657,0.2,Iris-setosa
+85,6.132437894991307,2.638332613849015,5.489665096337025,1.4476771708036709,Iris-virginica
+86,6.331550614406947,2.8002405656758604,5.099087826356952,1.4927865244190028,Iris-virginica
+87,6.294236426153241,2.2993380767213494,4.442203607738723,1.300828838889714,Iris-versicolor
+88,5.107188290645979,3.776339408225097,1.6837299848153273,0.41624478076388144,Iris-setosa
+89,5.753183859096383,2.69384217299591,5.085907639437146,1.9034686189477008,Iris-virginica
+90,5.6658654096994026,2.513913669071634,5.011595012490054,1.999391075898659,Iris-virginica
+91,4.901546893185824,3.083589004820723,1.4947084644648019,0.1,Iris-setosa
+92,7.7,2.7357424151766354,6.7,2.0185100463779606,Iris-virginica
+93,5.023018503855227,2.466484468978817,2.8746270994721894,1.091217069987687,Iris-versicolor
+94,6.659970023476593,3.2421424622966835,5.6880233785637255,2.0484111583034412,Iris-virginica
+95,5.766178775781535,2.7800129284372197,5.10849148491507,2.4056282244531757,Iris-virginica
+96,6.308230509836284,2.805727483877775,5.122423953135853,1.5080532313224446,Iris-virginica
+97,5.670351943570002,3.0127131238962424,4.189484101700947,1.3218005876992767,Iris-versicolor
+98,5.26141661759467,2.7038589661606682,4.07277790725619,1.354393400932488,Iris-versicolor
+99,6.247550689946908,2.8380447785495075,5.585678568119029,1.8094157567988798,Iris-virginica
+100,6.273557954480988,2.785148497185305,5.017825070840629,1.5737469650084726,Iris-virginica
+101,4.400000460177185,2.8999963773053645,1.4000568016088166,0.2,Iris-setosa
+102,6.2504080192627605,2.86029162434043,5.644105635073861,1.7835860990805488,Iris-virginica
+103,5.808675867921145,2.4914518895086855,4.992212003117097,1.9931988409525596,Iris-virginica
+104,6.004682442476153,2.689586708542405,5.097039746536823,1.5800224787310735,Iris-versicolor
+105,6.080497356358557,2.621349584345919,5.581702285021081,1.4094315128985342,Iris-virginica
+106,6.027959326902883,2.694336014222064,5.099899625693701,1.5740506695087046,Iris-versicolor
+107,4.900962467318399,3.0916777719121598,1.4991688210087881,0.1,Iris-setosa
+108,5.894148231176836,3.0032222383335854,5.077300276662452,1.783862139955629,Iris-virginica
+109,5.282206533302558,3.4441290904792394,1.619353660034674,0.2,Iris-setosa
+110,5.119916480727259,3.411687428632984,1.5199980065550867,0.2,Iris-setosa
+111,6.448333015819384,3.1931114574126993,4.487669861845411,1.486920641857513,Iris-versicolor
+112,6.27257172189656,2.3073617682417527,4.410966427459916,1.2882623201620025,Iris-versicolor
+113,6.008163438196259,3.3952045791045578,4.475370234732437,1.5950857065476447,Iris-versicolor
+114,6.319543092151296,2.9039900012388196,5.634886751202477,1.8101071841427518,Iris-virginica
+115,4.995191398014088,3.1959648328045382,1.2033611980982724,0.2,Iris-setosa
+116,5.7950768208284185,2.7150203749195216,5.099761707229606,1.8875490905114702,Iris-virginica
+117,5.076744676860182,2.4797934380439983,3.050725129000739,1.0604631132327906,Iris-versicolor
+118,5.034359326795382,2.481681077620475,2.7733694254639185,1.0376678392882468,Iris-versicolor
+119,4.682752823211706,3.339951414658219,1.4977711567026981,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/26/test.csv b/iris/tab_ddpm/5_1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/26/train.csv b/iris/tab_ddpm/5_1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/26/val.csv b/iris/tab_ddpm/5_1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/27/synth.csv b/iris/tab_ddpm/5_1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c10432a2b1b91a1cd944c11dd4784b284806cbb6
--- /dev/null
+++ b/iris/tab_ddpm/5_1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.640688443200995,3.279176870963214,5.7108051363510315,2.053248336786019,Iris-virginica
+1,4.875348206629996,2.9997938501753834,1.4043713623355587,0.2,Iris-setosa
+2,5.183423028810033,3.4864118467798924,1.5033928719883294,0.2,Iris-setosa
+3,5.720845241777077,3.004282179726053,4.137121269728463,1.362326717984186,Iris-versicolor
+4,4.913723771232123,3.093094945865599,1.492238559637116,0.1,Iris-setosa
+5,7.06998800049511,3.006006418504227,5.844747913377903,2.1081636800881545,Iris-virginica
+6,4.400000502222665,2.875513776506317,1.3929794271600284,0.2,Iris-setosa
+7,6.2828932230253285,2.3022935223379726,4.453058762605307,1.30940490206706,Iris-versicolor
+8,5.0544300829178646,3.51151206906068,1.4025602843207492,0.2956747919813334,Iris-setosa
+9,4.886942669081868,3.0963559761745136,1.4968158982430795,0.10000010521855253,Iris-setosa
+10,4.7895528471960604,3.3949672470188923,1.5819713770648554,0.2,Iris-setosa
+11,4.597624672336588,3.626255098407386,1.0000004216354135,0.2,Iris-setosa
+12,5.5175066788255105,3.0014804490021074,4.516660219329366,1.4881309660355726,Iris-versicolor
+13,4.599865546281911,3.1941546749989245,1.4031890629427142,0.2,Iris-setosa
+14,6.4077512200353075,2.5414011174432756,4.605170184888346,1.396812439600486,Iris-versicolor
+15,6.374492732013197,2.9873136011939327,5.58758537712885,1.815929714607921,Iris-virginica
+16,6.3049423142315755,2.528507821263473,4.970047219063025,1.892559079404627,Iris-virginica
+17,6.0143690168380335,3.405818722587511,4.507309601625159,1.6252188649356119,Iris-versicolor
+18,4.4,3.1794690498596623,1.3154841565536426,0.2,Iris-setosa
+19,5.091825331528304,3.30199208757261,1.6824710466003323,0.3997368021216858,Iris-setosa
+20,5.089619459862596,3.808340447374111,1.6300093972370122,0.2,Iris-setosa
+21,6.381816210329036,2.625223428789178,5.2147301714985,1.908699805690854,Iris-virginica
+22,5.2447348831554645,3.5214885708467416,1.5180665492841614,0.2,Iris-setosa
+23,5.913160973112565,3.2361487223143692,4.726878977583585,1.749453755584621,Iris-versicolor
+24,5.908377164067148,3.212427081177033,4.753615975068069,1.8030626122843552,Iris-versicolor
+25,6.013710458970615,2.200000327211993,4.995454904515264,1.4852959417118186,Iris-virginica
+26,5.913567714436665,2.999568640628502,4.205385932339533,1.4958763440584586,Iris-versicolor
+27,4.845932880097701,2.399107483104512,3.2678697333453317,0.9706304231952665,Iris-versicolor
+28,5.637571849666999,3.005074953415289,4.14673440328377,1.293737957928219,Iris-versicolor
+29,6.770853299160625,3.3028238711933615,5.7755654086029775,2.5,Iris-virginica
+30,6.289873084908257,3.4117520133932615,5.581307811218738,2.3974058671350282,Iris-virginica
+31,6.416885020008564,2.7048744384123586,5.284797642215281,1.9170061895268578,Iris-virginica
+32,5.57783528158788,2.98562199854484,4.059807908902659,1.3035663724857078,Iris-versicolor
+33,4.589673472491292,3.3972527019589815,1.394747502472585,0.31014875571011946,Iris-setosa
+34,5.102671441365438,3.8110118301436833,1.607202232156301,0.2,Iris-setosa
+35,5.408463506098175,3.9248293501331233,1.2953817625849426,0.39298394480572585,Iris-setosa
+36,5.414459670737272,2.9914681235285454,4.482598084379347,1.5016957944897622,Iris-versicolor
+37,5.513881152591577,2.5959181791576684,4.439583324062166,1.0972195788132968,Iris-versicolor
+38,6.831146102249332,3.3677717714222473,5.733816649927973,2.5,Iris-virginica
+39,6.677818472023568,3.001988875940619,4.976656296703885,1.7075480191125103,Iris-versicolor
+40,5.087957193058402,3.412110974812723,1.5186476107329332,0.2,Iris-setosa
+41,5.918034867510191,3.214332736606187,4.788580790123512,1.781356945447301,Iris-versicolor
+42,4.994318787610368,3.5224632115587506,1.3199577815162251,0.3023368946308453,Iris-setosa
+43,7.699998360312791,2.8269384197360696,6.699998767710558,1.9933961311002852,Iris-virginica
+44,4.567057236328938,3.2391320597561317,1.3523861783819888,0.2,Iris-setosa
+45,5.995740104122468,3.4029329450711825,4.467301490762022,1.5766468017713007,Iris-versicolor
+46,7.699998501778358,2.79906067075868,6.699998284889391,2.0126535457825123,Iris-virginica
+47,5.991667803254334,2.7069379395018363,5.099533881841141,1.5959292365423707,Iris-versicolor
+48,5.099404249404734,3.6486349301460503,1.472807418049739,0.4354474111345886,Iris-setosa
+49,7.6999989173571945,2.7853893105364085,6.699998851898875,1.9950763176290496,Iris-virginica
+50,5.381311750222338,3.9853710018360067,1.4006145077522882,0.2,Iris-setosa
+51,7.086465600323971,3.000683659291312,5.820024784272395,2.1049412915215586,Iris-virginica
+52,4.949043044326755,2.4275833224527372,2.9299889310788485,1.0231001878022805,Iris-versicolor
+53,6.1046806108997185,2.614909259458499,5.610466605753862,1.4228270557854958,Iris-virginica
+54,4.605705931479398,3.385800215121022,1.3966481895432676,0.31209456748157327,Iris-setosa
+55,7.699998281124078,2.8181341153606874,6.699998406680519,2.023032216164882,Iris-virginica
+56,4.956520324719652,3.1137255294619886,1.2892268639283586,0.2,Iris-setosa
+57,5.172414589685068,3.4253651917351715,1.386138503152125,0.20688223183497656,Iris-setosa
+58,4.593063246621588,3.6195194198975944,1.0,0.2,Iris-setosa
+59,6.426771956674997,3.076405507637154,5.486974798433925,1.8098200412436458,Iris-virginica
+60,6.455910861039504,3.0376225770221126,5.498671072749738,1.800332897005285,Iris-virginica
+61,6.684181254669089,3.2751954953768174,5.710364915958072,2.4999994081793644,Iris-virginica
+62,6.680766528794168,3.103166336107284,4.374362252636734,1.400120550084696,Iris-versicolor
+63,5.625817219381897,4.4,1.4997041338709947,0.3725116834247211,Iris-setosa
+64,5.434787275979296,3.3749083345352675,2.045404119994826,0.2,Iris-setosa
+65,5.74758843102153,2.61052662510843,5.057261272594473,1.9630852320167826,Iris-virginica
+66,6.3671313231644975,2.6274042638883404,5.132418057985889,1.9040905648183646,Iris-virginica
+67,7.2910878885484065,2.895402037831589,6.29144494048653,1.7924652675132764,Iris-virginica
+68,5.6768921081390085,4.399998905671698,1.497482733013422,0.4382290071533217,Iris-setosa
+69,5.103223378429029,3.5513624534850643,1.3948959688357279,0.303791008762072,Iris-setosa
+70,6.697160162263269,3.0062979241375802,5.008697814981976,1.7011992801274083,Iris-versicolor
+71,5.106951509748391,3.8066816231395517,1.661700774823828,0.37493300140073227,Iris-setosa
+72,5.1614806878781545,2.655834284631427,3.6258705096003205,1.3822833188438586,Iris-versicolor
+73,6.690309613003791,3.3123133772613875,5.716323976294229,2.5,Iris-virginica
+74,5.800957120547684,2.696047888031224,5.141664057091989,1.8960974434074893,Iris-virginica
+75,6.29740859848015,3.4169409100554162,5.606087591457191,2.376747095783295,Iris-virginica
+76,6.297596981886158,2.912013752111897,5.617484079428045,1.788537595528981,Iris-virginica
+77,5.396756159852404,3.9024390846247594,1.991661384399538,0.45584863982639107,Iris-setosa
+78,6.367702020237909,2.9068618588661117,5.551054641541197,1.7955607752181661,Iris-virginica
+79,4.4000007458320995,2.888553110265762,1.405286977174726,0.2,Iris-setosa
+80,5.159772803977527,3.337712618176117,1.8378252291498693,0.39736594336959896,Iris-setosa
+81,6.0024468466118615,2.9923623012248997,4.536156255186588,1.3588816773834607,Iris-versicolor
+82,5.499933485430923,2.581999631780328,4.374998907457352,1.1829089788949574,Iris-versicolor
+83,5.670829880271101,4.39999899664464,1.4962555010044643,0.39529361675250524,Iris-setosa
+84,5.507497392900482,4.209582775722713,1.3892976798222012,0.2,Iris-setosa
+85,5.965755117721023,2.999217866539988,4.380983776779462,1.3788078990394594,Iris-versicolor
+86,6.017209446530785,2.9758384216498897,5.357303592067605,1.7863875813456758,Iris-virginica
+87,4.909482511928261,3.028232415996038,1.3786005456351058,0.2,Iris-setosa
+88,4.400000479714424,2.9460265619058115,1.392931091603785,0.2,Iris-setosa
+89,6.297317549008823,2.7946007109836892,4.245797542383587,1.2825887288267717,Iris-versicolor
+90,6.9213251788104815,3.19301136179536,5.689023181456166,2.294356787104444,Iris-virginica
+91,6.682452907891162,3.2943819697228696,5.6565828355539285,2.4999982597747015,Iris-virginica
+92,6.4868203987692885,2.903280088904514,5.003449541028825,1.6195868146924843,Iris-versicolor
+93,5.8839157772530255,3.000727058658631,5.088136810247769,1.792850204492703,Iris-virginica
+94,4.59463880799604,3.5668506185068103,1.0000008716980042,0.2,Iris-setosa
+95,4.508553685141513,2.30143378921056,1.3067531333488716,0.303775915787799,Iris-setosa
+96,6.292543370387736,2.3001085062923035,4.375251710390946,1.3025040434446202,Iris-versicolor
+97,6.365735806729363,2.709339066902129,5.270130383401577,1.8788227187000153,Iris-virginica
+98,4.4,2.86731462057396,1.3973026944365445,0.2,Iris-setosa
+99,5.3125222469823745,3.5903708314750244,1.538267501042017,0.2,Iris-setosa
+100,7.7,2.7967636370444056,6.7,1.9911708903272671,Iris-virginica
+101,6.41281457310912,2.9179038542822946,4.2696559273464665,1.3183207120016913,Iris-versicolor
+102,6.454827624740981,2.9389397273885947,4.326658984699411,1.3405566113888758,Iris-versicolor
+103,5.018893391498681,3.5924102349368257,1.398361194451014,0.2,Iris-setosa
+104,6.320202029498226,2.483098047174072,5.005386989747697,1.894361132274898,Iris-virginica
+105,5.813681751097456,2.7391230442783887,5.083821534383558,2.3483782597589786,Iris-virginica
+106,5.101917582516568,3.8054036196923664,2.0174832240242515,0.4242221861695824,Iris-setosa
+107,5.170027727049984,3.4852112177863046,1.4113351768701927,0.2,Iris-setosa
+108,6.308270892110569,2.5222986805043703,4.913321956261264,1.5049646738754565,Iris-versicolor
+109,5.093852870519578,3.2991577313249287,1.8414250234896068,0.493497923653539,Iris-setosa
+110,6.301293572584035,2.8468649182926202,5.570157077868137,1.8194618715982493,Iris-virginica
+111,5.429271869153961,3.9683347747192306,1.2931004367770698,0.44524466373130256,Iris-setosa
+112,6.450401070859128,3.040561860152822,5.508720553383289,1.787806271548298,Iris-virginica
+113,5.69678756882651,4.4,1.4997916460205123,0.39675470247698785,Iris-setosa
+114,4.605571504183621,3.189490440346907,1.405865925526964,0.2,Iris-setosa
+115,5.013700414895173,2.454168827987195,3.1493144953256476,1.0879252978451257,Iris-versicolor
+116,6.289223923156871,2.304332449980688,4.435150734700322,1.302384694535383,Iris-versicolor
+117,5.428914738685999,3.397250417874764,1.8859569248921455,0.2,Iris-setosa
+118,6.311274609593483,2.529428645417811,4.920986695268832,1.525424522602263,Iris-versicolor
+119,4.79761715889411,3.449984569524129,1.3627857507240047,0.32792399161967734,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/27/test.csv b/iris/tab_ddpm/5_1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/27/train.csv b/iris/tab_ddpm/5_1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/27/val.csv b/iris/tab_ddpm/5_1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/28/synth.csv b/iris/tab_ddpm/5_1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5d7963860eff7d7356a52879e0e2d124ea150955
--- /dev/null
+++ b/iris/tab_ddpm/5_1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.469985321760772,4.0774967638768835,1.3462120688996975,0.2561312722218845,Iris-setosa
+1,6.212729846924105,3.013115363589734,4.585353103523496,1.4150866336267505,Iris-versicolor
+2,5.922614955944018,3.002604394674303,5.010905845920783,1.793230213644988,Iris-virginica
+3,4.989768660715641,3.299419718670166,1.3880859275172317,0.2,Iris-setosa
+4,5.31654611049548,3.454346037863139,1.5936964930885889,0.2,Iris-setosa
+5,6.330492123593485,2.3078109979994847,4.351546886752076,1.3015493014656458,Iris-versicolor
+6,5.135463474392503,3.3985031333565314,1.4961540448447006,0.2,Iris-setosa
+7,6.50386485142607,3.02028138120418,5.48578771815763,1.7940630791325158,Iris-virginica
+8,6.016748575970567,3.376157226759266,4.521337509307916,1.6037617040821344,Iris-versicolor
+9,5.510030953456088,2.399171698153055,3.7260147482891233,1.0291603522154857,Iris-versicolor
+10,5.918615074556202,3.1858708285329396,4.853832004616467,1.79600189827947,Iris-versicolor
+11,5.487171279740417,4.199203838832695,1.4005698346269242,0.2,Iris-setosa
+12,5.961643039819402,3.0009497870569413,5.029216923014023,1.801709228167649,Iris-virginica
+13,6.72911579279734,3.3334213277403557,5.699743156970751,2.5,Iris-virginica
+14,6.0111419087629265,3.3972573056696214,4.515709493100701,1.6248578798794417,Iris-versicolor
+15,6.018806379480007,2.9982431085736936,4.878431492218447,1.8016068714230642,Iris-virginica
+16,4.845043518837617,3.418172965304951,1.5933068271163404,0.2,Iris-setosa
+17,5.06784732339896,2.4849056112052397,3.250197478862577,1.1132066185261067,Iris-versicolor
+18,6.191087038806458,2.6951660339510086,5.392929596266374,1.435798083714363,Iris-virginica
+19,6.469414665790804,3.041093522687471,5.526968287616343,1.7960142429910255,Iris-virginica
+20,6.025517412696627,2.2,4.973967855313112,1.4654155864259586,Iris-virginica
+21,7.341320870858152,2.902137019379832,6.299995314326509,1.7797038596002137,Iris-virginica
+22,7.287956880792436,2.9063294650948843,6.278037243807735,1.8123824129626345,Iris-virginica
+23,7.7,2.764882459730644,6.7,1.9989096574766978,Iris-virginica
+24,5.510061942121455,3.0121753303859644,4.55707905866062,1.5058014863623168,Iris-versicolor
+25,5.777618617295498,2.6990707430954433,5.090558871932748,1.8958745906564036,Iris-virginica
+26,5.0874858734110795,3.3795633380860273,1.4229542332355543,0.2,Iris-setosa
+27,5.486097395918139,2.402161567468561,3.7829729542022763,0.9640610450004427,Iris-versicolor
+28,5.762748990870149,2.5085568197847437,5.010661172217943,1.9912179831026662,Iris-virginica
+29,6.295131846540354,3.4074695574100033,5.630779879033169,2.394962561131427,Iris-virginica
+30,6.31126754349891,2.516961436737605,4.9250822682651245,1.5145512024227545,Iris-versicolor
+31,4.400000553200548,3.141259103544985,1.3476688125298155,0.2,Iris-setosa
+32,7.7,2.773915688379148,6.7,2.027143988469404,Iris-virginica
+33,6.464305575157486,3.043157743169766,5.485251427998042,1.782607969311518,Iris-virginica
+34,5.553692277356849,2.399257245473522,3.6352903848535676,1.0062539074588894,Iris-versicolor
+35,5.088246120631958,3.7934942060133685,1.6820293082982065,0.40873469526067835,Iris-setosa
+36,5.110997509213107,3.8198517710681683,1.6056133132444579,0.2,Iris-setosa
+37,5.263014395031406,3.569502066144293,1.5059599306469698,0.2,Iris-setosa
+38,5.559191877830662,3.00278116938763,4.151338184224975,1.3114422106091852,Iris-versicolor
+39,6.0002430804986,2.997946843302778,4.813539315067784,1.7954236900575569,Iris-virginica
+40,6.0009788017400245,2.7060759055729586,5.154682981030803,1.6301735041304588,Iris-versicolor
+41,5.789109627765218,2.9953366086502897,4.226125830591352,1.5029873798921807,Iris-versicolor
+42,6.523885412946296,2.951162018164758,4.348289146628371,1.385178382346301,Iris-versicolor
+43,5.41686860994843,3.9445853731861997,1.2919159458545408,0.4199882735089649,Iris-setosa
+44,5.139254841607486,3.3281909443658355,1.3252620137154463,0.2,Iris-setosa
+45,4.629477581056552,3.597906866976791,1.000000498178423,0.2,Iris-setosa
+46,5.0011957959639295,3.487103141660697,1.3033288361943636,0.3053268132854362,Iris-setosa
+47,5.47539300695667,2.50151278590884,4.069575328456638,1.1091607363170262,Iris-versicolor
+48,5.970239231352161,2.696153770977033,5.088249369749477,1.5825102197940464,Iris-versicolor
+49,5.98487518672908,3.39052215160578,4.46582811670632,1.6431892870657756,Iris-versicolor
+50,5.388070361619759,3.3972411524753148,1.6676803985765694,0.2,Iris-setosa
+51,4.4,2.8947313538436394,1.4014120464793156,0.2,Iris-setosa
+52,4.904743497721326,3.0839100820525585,1.4980823928304543,0.1,Iris-setosa
+53,4.4,2.89071670967909,1.3981514596556068,0.2,Iris-setosa
+54,6.3343777164455295,2.2925249818819857,4.392950704899016,1.292567280020964,Iris-versicolor
+55,6.627930810417089,3.0204975676901986,4.4060902567465305,1.3849933023203707,Iris-versicolor
+56,5.236290037298306,2.7703327511133597,4.046015722701311,1.4212875339587983,Iris-versicolor
+57,7.7,2.7725798657962004,6.7,1.9979244030314804,Iris-virginica
+58,5.6810255152097175,2.500529243568597,5.000284571794214,1.9961955574568806,Iris-virginica
+59,7.69999887575507,2.8119994132539685,6.6999986460585506,1.9833311742111892,Iris-virginica
+60,6.309799414500671,3.4153148914397318,5.60915024000971,2.400285334385953,Iris-virginica
+61,6.766183869647127,3.2897987427470463,5.663249164561745,2.5,Iris-virginica
+62,5.059778406634496,3.4994727586468266,1.3621968685967034,0.2913542488447576,Iris-setosa
+63,5.933852787884522,2.9973882841305994,5.125132435556143,1.8036272384899055,Iris-virginica
+64,6.6859849073033475,3.3159864085218747,5.6960064476162415,2.5,Iris-virginica
+65,5.768578647349573,4.399999012600166,1.4852034431183767,0.4310891362918185,Iris-setosa
+66,4.503956558880738,2.306425254526962,1.2915286085453621,0.3046968831025186,Iris-setosa
+67,6.6945253380939835,3.284886841764514,5.658126536968173,2.5,Iris-virginica
+68,7.288028595497924,2.902103461926274,6.287716898973935,1.8058518452254884,Iris-virginica
+69,4.9076698234564695,3.0986638366074204,1.484513540720899,0.1,Iris-setosa
+70,4.4,3.2047770542742153,1.3016894161790493,0.2,Iris-setosa
+71,5.102239672344948,3.6797491146235664,1.5263653124436294,0.3952041486242268,Iris-setosa
+72,7.7,2.8306372235647768,6.7,2.0006899172781303,Iris-virginica
+73,5.375165092626843,3.8665029161877147,1.3077752949423203,0.49868869563520923,Iris-setosa
+74,5.372953794927127,3.808364887530694,1.3054232094895195,0.3628753800567913,Iris-setosa
+75,4.8865645182227295,3.017898547353857,1.4029417066129146,0.2,Iris-setosa
+76,5.3512966963633,3.4100519598944277,1.6541657648074368,0.2,Iris-setosa
+77,5.638035707219646,2.9987507015316326,4.494043829276717,1.4757029936603525,Iris-versicolor
+78,5.944293711661153,3.0213185356821115,4.2185733186842835,1.5056959921403241,Iris-versicolor
+79,5.3761658064738445,3.8659833948057067,1.3053377883576205,0.3979261232862168,Iris-setosa
+80,4.599886437492714,3.225378721565626,1.4031519268892017,0.2,Iris-setosa
+81,4.784173192312682,3.3793456638275945,1.594002575546881,0.2,Iris-setosa
+82,5.796142534649634,2.6910012330035733,5.0958313322731525,1.897352134918127,Iris-virginica
+83,4.810736804607344,3.4143097324079514,1.5920501080734302,0.2,Iris-setosa
+84,4.857270956951412,2.3867702668248785,3.261294361258499,0.9838775527155674,Iris-versicolor
+85,5.6433394853527155,2.8207098049293493,4.214322680254764,1.2896020526879712,Iris-versicolor
+86,5.490239291644725,4.166139738845444,1.400461559487753,0.2,Iris-setosa
+87,5.212677808997858,3.429134742291663,1.3754499749116127,0.2,Iris-setosa
+88,5.2865197505770505,3.6051300833961544,1.5079684841837993,0.2,Iris-setosa
+89,5.087725734928393,3.383388862779529,1.517927608656894,0.2,Iris-setosa
+90,6.015780547257422,3.3917707558378263,4.501178152322545,1.5594485488060332,Iris-versicolor
+91,6.690011790411408,3.306464490780891,5.710578508732249,2.5,Iris-virginica
+92,5.520383276564405,2.608408751960778,4.386489267896446,1.1848565622803047,Iris-versicolor
+93,4.400000539771549,2.8891252683342192,1.406077922513934,0.2,Iris-setosa
+94,6.670932175206944,3.275658597233699,5.633448185219087,2.4999994122121736,Iris-virginica
+95,5.633067769189816,2.4860325150193807,4.982604590384268,1.992663352776681,Iris-virginica
+96,5.181940867809736,2.6806997042024507,3.5425216178266634,1.3887723895453772,Iris-versicolor
+97,4.4,3.143564029462466,1.306643171834559,0.2,Iris-setosa
+98,5.583537554823121,3.00153232700086,4.169522977337629,1.3400883013008191,Iris-versicolor
+99,6.004466610081693,2.6761527337598787,5.084458491893096,1.6101843639444702,Iris-versicolor
+100,4.6229419572665345,3.4062206099904633,1.387019602708319,0.31755588427302855,Iris-setosa
+101,6.393320740963112,2.9111612188343035,4.312205912774928,1.313848128702732,Iris-versicolor
+102,6.508489450765822,3.357568107747069,5.624099110290147,2.303506895308336,Iris-virginica
+103,4.4000007467039755,2.916239046225646,1.4031690271612403,0.2,Iris-setosa
+104,6.000110216326529,2.684039666799024,5.095855956227845,1.6355624813455842,Iris-versicolor
+105,5.637381565405924,2.5021162879441543,4.983149675996839,1.997817964795701,Iris-virginica
+106,4.9754670554341285,3.1931697809497326,1.2878185961108843,0.2,Iris-setosa
+107,5.230307193171204,3.4603595742826925,1.5407135939804482,0.2,Iris-setosa
+108,4.606711988800557,3.608734019872165,1.0000004847582693,0.2,Iris-setosa
+109,6.720283537423707,3.0855360178890128,4.377770175464855,1.4061265704113743,Iris-versicolor
+110,5.012681582089583,3.321279075990094,1.3757263161133928,0.2,Iris-setosa
+111,4.983410460080025,3.1686022000982725,1.1896093300637407,0.2,Iris-setosa
+112,4.91004282716813,3.102807653915897,1.5032137463058355,0.1,Iris-setosa
+113,5.9724987306524255,2.995040369976174,4.95380475660668,1.8001388341264941,Iris-virginica
+114,5.79099513675424,2.792755695665234,5.1491975040231726,2.412397706109247,Iris-virginica
+115,6.718478970968157,3.291322511218695,5.678899222383387,2.135058662153435,Iris-virginica
+116,6.488279400540458,3.002879862505659,5.51022509743416,1.7906871708387033,Iris-virginica
+117,5.1625913433660635,2.5051691679542722,3.0788883131493074,1.0849052992052197,Iris-versicolor
+118,6.99997728478146,2.9962567658646404,5.810840742082043,2.0960999268441207,Iris-virginica
+119,5.903629701782933,2.9996819087937863,5.126572888300192,1.786798610146311,Iris-virginica
diff --git a/iris/tab_ddpm/5_1/28/test.csv b/iris/tab_ddpm/5_1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/28/train.csv b/iris/tab_ddpm/5_1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/28/val.csv b/iris/tab_ddpm/5_1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/29/synth.csv b/iris/tab_ddpm/5_1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3fa076111a0b52e7482674cb299a8fac1ed349a5
--- /dev/null
+++ b/iris/tab_ddpm/5_1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.493081152780898,2.996782192784559,5.486806870445022,1.8140806919870915,Iris-virginica
+1,5.499135362111551,2.598829483694483,4.437962284700261,1.1865256667503195,Iris-versicolor
+2,5.14820168102574,3.4580220144411107,1.4889113960984215,0.2,Iris-setosa
+3,5.050634344635922,3.2787283117716233,1.2696427614591839,0.2,Iris-setosa
+4,5.784031875762313,4.4,1.4984940469915509,0.4461092253958337,Iris-setosa
+5,5.770468178394723,2.986107081689152,4.2129879665017045,1.35505899685194,Iris-versicolor
+6,4.496676423224482,2.3070010194871124,1.2954523718233661,0.266434249729442,Iris-setosa
+7,6.6717145347989195,2.9855826198471904,5.004181828643522,1.7058644587522238,Iris-versicolor
+8,4.580790266871597,3.6133755359318513,1.0,0.2,Iris-setosa
+9,6.3921151548603605,2.898926888114005,4.3142597664581634,1.3046221075052402,Iris-versicolor
+10,5.6323871918130415,3.0120101026640373,4.111626647029128,1.291082882903246,Iris-versicolor
+11,5.093274407595967,3.3900121596411794,1.5188393625627201,0.2,Iris-setosa
+12,5.355601287694417,2.9222146972167784,4.348994936017811,1.4505340836836962,Iris-versicolor
+13,5.827600423427609,4.4,1.5474538907373883,0.4230496243575843,Iris-setosa
+14,6.320216162153508,2.5102597881736535,4.9147455309320245,1.5143790655339087,Iris-versicolor
+15,5.0916234078716585,3.759880617514028,1.6188521876758277,0.43418299135991606,Iris-setosa
+16,4.910154841336719,3.0928715404190243,1.4831815750025166,0.10000009058253433,Iris-setosa
+17,7.7,2.7887880952472246,6.7,2.013497832882541,Iris-virginica
+18,5.082290671372367,3.3990591787156172,1.5066120623169332,0.2,Iris-setosa
+19,4.400000466876619,3.1762656220114134,1.328737727154627,0.2,Iris-setosa
+20,5.1829024713524365,3.506170788882137,1.4480434198357357,0.2,Iris-setosa
+21,5.905793170803516,3.2049018896845074,4.802920993619475,1.8041441508719844,Iris-versicolor
+22,5.71907763238811,3.0005799698771263,4.507192573691882,1.5075064373728988,Iris-versicolor
+23,5.8946476114791775,2.9941213779097637,5.094204543888724,1.7913693387536098,Iris-virginica
+24,5.80641994375151,2.806806321241,5.121011527797712,2.411178844969849,Iris-virginica
+25,6.923327372932173,3.028339042578543,5.571007177085882,2.1559945831696496,Iris-virginica
+26,6.282062612818214,2.7887036673261,5.054987463911923,1.5045875855453248,Iris-virginica
+27,5.435485405554995,3.003470646423977,4.466274595958317,1.4978877465693763,Iris-versicolor
+28,6.317442234340144,2.2937143721268147,4.404292277995747,1.3050859084962092,Iris-versicolor
+29,6.499168313789817,3.0146787111696924,5.490798352914358,1.7925737377941628,Iris-virginica
+30,5.02038281979554,3.442445982970436,1.3970929435313206,0.2,Iris-setosa
+31,5.440137626806427,4.054885905692038,1.3777407397568582,0.2897446022035004,Iris-setosa
+32,5.4767980874553475,4.155931802090077,1.339109788317788,0.2,Iris-setosa
+33,6.288689405989942,2.905422083193105,5.588383860152121,1.8005236360760526,Iris-virginica
+34,6.887931266924945,3.2171653569113263,5.709773472635067,2.29369480696341,Iris-virginica
+35,4.885406770999465,3.1029411773229345,1.510668796771858,0.1,Iris-setosa
+36,6.0454970650655975,3.2956069151184697,4.600562383093636,1.6625140524287831,Iris-versicolor
+37,6.4820261894858024,2.97944908281705,5.4991954688349844,1.8063450327944675,Iris-virginica
+38,4.8556079650803134,2.9986670000327633,1.4001577604762474,0.2,Iris-setosa
+39,6.297137083952011,2.299670953231905,4.36787298180253,1.3034785571430263,Iris-versicolor
+40,5.652523729291963,4.399998776819901,1.4790733896022517,0.36183777684709656,Iris-setosa
+41,5.100816554975562,3.5138885835684985,1.4093543128108734,0.3207819171050744,Iris-setosa
+42,6.37032894597515,2.6302041737669253,5.13804013945102,1.905618096128571,Iris-virginica
+43,5.050140675130336,3.505257914170631,1.3165538902953053,0.297310281076524,Iris-setosa
+44,6.284232624713208,2.8853877696973047,5.621089289382909,1.7894088136645554,Iris-virginica
+45,6.674903120397485,3.088711597556806,4.4223971345331705,1.409976183192718,Iris-versicolor
+46,5.491242093188943,2.994279480042636,4.483812182810327,1.4974818633262221,Iris-versicolor
+47,7.336421365880804,2.9181428742733218,6.337927800589685,1.794950302507177,Iris-virginica
+48,5.486576146739327,2.976367686043618,4.092752837241475,1.2823708885131997,Iris-versicolor
+49,5.798630982801104,4.4,1.4969087499434939,0.4464497423877545,Iris-setosa
+50,6.330711446338706,3.2262316459967315,4.525790054375039,1.5167078622682955,Iris-versicolor
+51,5.838570932266566,2.88194041867699,5.134788077597049,1.8370438128896955,Iris-virginica
+52,4.928261550216913,3.4860484763531567,1.5732715722237869,0.2,Iris-setosa
+53,6.6494344618241055,3.043695705970554,4.415431639796306,1.4034150729456973,Iris-versicolor
+54,5.794456259119809,2.728243258510516,5.106102717771445,1.8817923899627431,Iris-virginica
+55,5.514647503866422,2.391853182070743,3.8438965548920905,1.0951497728525839,Iris-versicolor
+56,6.309681345794792,2.303693853425348,4.406343774801685,1.3067017866997654,Iris-versicolor
+57,6.693837477183935,3.00307727323775,5.010228331709142,1.681760085044344,Iris-versicolor
+58,5.434992006987349,2.4089914787498916,4.03574390923401,1.1732768395703117,Iris-versicolor
+59,4.590209498514293,3.6442898539215927,1.0000003712717065,0.2,Iris-setosa
+60,6.025249755406012,2.972285604515779,4.523508315082716,1.3745228151034057,Iris-versicolor
+61,5.16479390939088,3.469935636684596,1.4925034001754454,0.2,Iris-setosa
+62,4.843517263444035,3.110085746151248,1.4874900020495958,0.1,Iris-setosa
+63,5.0110439250690835,2.4515727020107327,3.197599036517688,1.0425759747038557,Iris-versicolor
+64,6.699459913679172,2.9938489077757784,4.992173422902788,1.6786412973296472,Iris-versicolor
+65,5.824641263544216,2.804337733101847,5.09488620480401,2.4079658676950753,Iris-virginica
+66,6.513112160078164,3.0005806321957276,5.478811334404503,1.8176579680974836,Iris-virginica
+67,5.1457251628140375,3.326114702184668,1.8672923598023135,0.49170105021738475,Iris-setosa
+68,5.097909587163602,3.298241341667587,1.9268426709579056,0.5435342179153042,Iris-setosa
+69,6.003256824878544,2.70324655764652,5.093289793773703,1.5892210008449386,Iris-versicolor
+70,6.736429830088543,3.103616572857148,4.3915617068005615,1.4175052273753084,Iris-versicolor
+71,4.601407444916885,3.5936798013756928,1.0000005587431853,0.2,Iris-setosa
+72,6.971873929068309,3.040820770305831,5.687361412003602,2.165007358918753,Iris-virginica
+73,5.1046993270867445,3.302460414331646,1.8379958665470646,0.4978470616416383,Iris-setosa
+74,5.8087897571749165,2.7026086403101854,5.12384935913849,1.9014101349459585,Iris-virginica
+75,7.699998572781278,2.820811699971637,6.7,1.9985357093689025,Iris-virginica
+76,5.085201502714414,3.7827012111568674,1.9325617147609073,0.39800290205870226,Iris-setosa
+77,5.421312887907534,3.910761198698709,1.6967555291656744,0.43623790465230816,Iris-setosa
+78,5.640871099387719,4.399999223804882,1.4954098718926714,0.3860643768813573,Iris-setosa
+79,6.382664654216241,2.896011784775415,4.288794452814463,1.287896006884329,Iris-versicolor
+80,6.062367845418302,3.3747243928969892,4.488205419772824,1.5470379160455756,Iris-versicolor
+81,6.330112949939144,2.289529623168391,4.40300810272244,1.3159116781201983,Iris-versicolor
+82,6.892915104191642,3.1907726099068996,5.690766793668968,2.266659157591423,Iris-virginica
+83,4.400000586444652,3.090655169642258,1.365364472742673,0.2,Iris-setosa
+84,4.4,3.1849020598259163,1.3213370121851797,0.2,Iris-setosa
+85,5.393871768128018,3.9000798606246194,1.4311893526457464,0.2,Iris-setosa
+86,5.1630901140519105,3.3856430071840373,1.3923177891259866,0.2,Iris-setosa
+87,6.308994038944712,2.301880943460999,4.356601203362025,1.2938768136908487,Iris-versicolor
+88,5.4278852790205185,3.0026883075116517,4.531700821534402,1.5069309799759736,Iris-versicolor
+89,6.00887605290411,2.2,4.997947467008104,1.4990759991583353,Iris-virginica
+90,6.322168564216782,2.2984814933776927,4.4215222216111885,1.2993233788427847,Iris-versicolor
+91,6.116521300547428,2.6084156972744683,5.638605548853896,1.4115556678208554,Iris-virginica
+92,4.87660868220206,2.4040690143725447,3.2731101905288327,1.0515521162925316,Iris-versicolor
+93,4.80737626511894,3.3961636701850364,1.584973387316457,0.2,Iris-setosa
+94,5.960877891607566,2.9641625771920808,4.451469844988625,1.3701517496168287,Iris-versicolor
+95,6.737487053343541,3.305530494010622,5.746991811008245,2.0681290381462087,Iris-virginica
+96,5.379697586646982,3.9280848407023456,1.7608498883089672,0.3829804391632011,Iris-setosa
+97,6.2903964475488685,2.590162402787321,5.041519224230472,1.8721971301495883,Iris-virginica
+98,5.166793430094964,2.668117587106555,3.732319913334651,1.3729363563587906,Iris-versicolor
+99,6.689684866127864,3.2905264093101723,5.696346222802398,2.1064386300446745,Iris-virginica
+100,4.98103381683277,3.200914163759562,1.2095736748190147,0.2,Iris-setosa
+101,4.92514843903626,3.0343056657368805,1.360132994837558,0.2,Iris-setosa
+102,5.678707759388193,2.9608458534645217,4.217931528126267,1.3526338871436923,Iris-versicolor
+103,5.911856770595491,2.9841166573762776,5.0503927023779065,1.8100636710010445,Iris-virginica
+104,4.597343840011806,3.6017025434976997,1.0,0.2,Iris-setosa
+105,7.7,2.8053170297562953,6.7,1.986276808309663,Iris-virginica
+106,6.313973703750347,2.313574742218962,4.4695756956960775,1.3155501837646193,Iris-versicolor
+107,6.773890977680701,2.9864509235108465,5.520316165905811,2.101048757574372,Iris-virginica
+108,4.597873889698917,3.2226030497751963,1.402825934561432,0.2,Iris-setosa
+109,5.81497519540797,2.7936360949952,5.1585174601346955,2.4025198679207422,Iris-virginica
+110,5.134168397946818,3.3739409089014907,1.403966278274253,0.2,Iris-setosa
+111,6.303743884594643,2.298094724675991,4.383058963339829,1.2925233869658106,Iris-versicolor
+112,5.408919411702413,2.9872510859959407,4.4860557226604145,1.4951345488342844,Iris-versicolor
+113,4.989516999276851,3.5736920819904534,1.3750241318448748,0.2,Iris-setosa
+114,6.500005882304364,2.9917114578241217,5.493818878812268,1.8142025609417933,Iris-virginica
+115,5.4813832467927135,2.400885887809024,3.584117300952447,0.9949729762263445,Iris-versicolor
+116,6.724861183371279,3.244498173129189,5.708231083030943,2.135924405589649,Iris-virginica
+117,6.25337246575387,2.8089840485461766,4.958709409540158,1.6996866667385004,Iris-virginica
+118,5.881425655294844,2.993078665236105,4.1699852733177805,1.5056166884316446,Iris-versicolor
+119,5.2060727047824,3.3933594678314902,1.4017097697368248,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/29/test.csv b/iris/tab_ddpm/5_1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/29/train.csv b/iris/tab_ddpm/5_1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/29/val.csv b/iris/tab_ddpm/5_1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/3/synth.csv b/iris/tab_ddpm/5_1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc73054a29145d5852c6ad306037c9c44a9db472
--- /dev/null
+++ b/iris/tab_ddpm/5_1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.68034398952308,3.2740577025599187,1.4385135004648115,0.2,Iris-setosa
+1,4.501546944413228,2.3066234832735217,1.292318180760117,0.29729374731511593,Iris-setosa
+2,6.478999000095092,3.0482244028168344,5.485114152149377,1.8033253974401036,Iris-virginica
+3,4.400000695812495,2.9095089921302764,1.3735855855801744,0.2,Iris-setosa
+4,6.298573910176888,2.898327996489957,5.663565460401311,1.7985575010474646,Iris-virginica
+5,5.470743302589224,2.418046140751531,3.5182071207619425,1.0330378579565804,Iris-versicolor
+6,4.4,3.2000165345017813,1.296638721919928,0.2,Iris-setosa
+7,6.294127487669742,2.8892076554769064,5.039574242149228,1.6389341258265577,Iris-versicolor
+8,5.511303514654011,2.3960317930111277,3.821946159752814,0.9924996912049042,Iris-versicolor
+9,7.164861692092806,2.91087787771316,6.17362605406466,1.7982386645401975,Iris-virginica
+10,5.679484541432181,4.399998667474604,1.4972831884712836,0.4416599780505843,Iris-setosa
+11,6.004811419873149,2.719309694146386,5.084561370667587,1.616296792906736,Iris-versicolor
+12,5.51394068282722,2.4014919584883083,3.7651847862646086,0.983193645519171,Iris-versicolor
+13,4.913702446082976,3.489404579458751,1.3155414511330288,0.2997788475454164,Iris-setosa
+14,6.154230764327192,2.6847111266406016,5.496966210239211,1.514391135178665,Iris-virginica
+15,5.3834050119116865,3.9104043558165635,1.2959261665578719,0.4374781628470003,Iris-setosa
+16,4.594431847721139,3.359688430272045,1.3938771723853154,0.28006121530824907,Iris-setosa
+17,5.617221486255453,2.9788684148945372,4.112994513661265,1.3168966478625894,Iris-versicolor
+18,6.447851396160208,3.127612997827039,5.547422106444195,1.8415755434492802,Iris-virginica
+19,5.5164269529361585,4.228929463646379,1.407724256463547,0.2,Iris-setosa
+20,6.222688443273126,3.0321514207098303,4.527717674781488,1.4007790828254072,Iris-versicolor
+21,6.306408849423885,2.4361555760468785,4.830525745789769,1.4823441693669264,Iris-versicolor
+22,5.499453040118551,4.187553260378404,1.3661588801127205,0.2,Iris-setosa
+23,5.261539172700114,3.5074909431993815,1.5147075649313122,0.2,Iris-setosa
+24,5.161638267753632,2.660253783230734,3.4960753064009964,1.3785110527870672,Iris-versicolor
+25,5.393375710716893,3.876320947392299,1.9828066417702757,0.4632021843325729,Iris-setosa
+26,6.556492752420993,2.9781977588700284,4.375007369477484,1.3687295892115805,Iris-versicolor
+27,5.466095249629202,3.0082012278504595,4.4515238200883385,1.4947609115448448,Iris-versicolor
+28,5.415469102115061,2.991191150923503,4.49376064495853,1.507926069109334,Iris-versicolor
+29,6.299745470673819,3.4120298236276176,5.585063989047603,2.3982953234604247,Iris-virginica
+30,5.7917463398851154,2.6946603642818876,5.114347769841092,1.9190529267287981,Iris-virginica
+31,4.4,3.1964867107943524,1.2986417900716285,0.2,Iris-setosa
+32,5.075028696468899,3.5157176310335925,1.3822758002692024,0.31396529898391984,Iris-setosa
+33,5.1118368367053355,3.396225084088195,1.4917067804036108,0.2,Iris-setosa
+34,5.1107508341623955,3.3297015642333028,1.6842755426134408,0.43046815445257985,Iris-setosa
+35,6.003509332817679,2.200000407409977,5.003706969995745,1.503535066735086,Iris-virginica
+36,4.608929605777468,3.5927339981216804,1.0000004093124433,0.2,Iris-setosa
+37,5.864043846440828,2.9930879793011864,4.210899110815661,1.359414917318616,Iris-versicolor
+38,6.286059289382717,2.507117991476426,4.918400856169658,1.5087315375843402,Iris-versicolor
+39,6.782199942687178,3.2483535010553415,5.728804552261913,2.316750606458109,Iris-virginica
+40,5.576975271060775,2.9972692248772352,4.520352574600593,1.5098893644635516,Iris-versicolor
+41,6.0866217975677435,3.002894466266436,4.600504217817044,1.406442154767092,Iris-versicolor
+42,5.42742658122396,2.979239581549422,4.423736682096989,1.4840528224933864,Iris-versicolor
+43,5.624128963384681,3.0112834481368074,4.119730080525905,1.3033511596497975,Iris-versicolor
+44,5.483612558839637,4.202638455695271,1.391832341171098,0.2,Iris-setosa
+45,5.724784074220502,4.399997676487509,1.501890758997501,0.45829832462941644,Iris-setosa
+46,6.3277965455429035,2.856194501669905,4.277463329937078,1.2800528792900718,Iris-versicolor
+47,5.545802117844924,3.068483979264506,4.595356036555826,1.537647627578183,Iris-versicolor
+48,5.244297137183973,3.5852462989593823,1.4926634103490741,0.2,Iris-setosa
+49,4.4,3.1849840191426657,1.2759608456248677,0.2,Iris-setosa
+50,6.001032251249883,3.4118346785258664,4.501880861219176,1.5990868627611607,Iris-versicolor
+51,6.01035520955784,2.705459018641942,5.098131752168608,1.5640382456617448,Iris-versicolor
+52,7.7,2.7875140133279674,6.7,2.0215014837252485,Iris-virginica
+53,6.709190389714684,3.119538872864518,4.417005016432205,1.395858529432378,Iris-versicolor
+54,5.620747412459933,2.6907336266822615,4.256333138340094,1.2954438089525586,Iris-versicolor
+55,6.3758045094864215,2.640606808500028,5.2112025442499705,1.9033688343773847,Iris-virginica
+56,5.353840052515278,3.8903436756097793,1.2836324110091752,0.37327574594155644,Iris-setosa
+57,5.056014229563163,3.3877411741547516,1.5117334630844026,0.2,Iris-setosa
+58,5.018005657520972,3.521400961801192,1.33250650577159,0.3047319419599977,Iris-setosa
+59,6.690107133837308,3.1053070877557207,4.408176076579217,1.391229757826116,Iris-versicolor
+60,5.392504423915589,3.392417677215329,1.6818392712096284,0.2,Iris-setosa
+61,5.385821389231448,3.4011361302708156,1.688352520363029,0.2,Iris-setosa
+62,5.121408637301288,3.4295698055108077,1.5143377132363915,0.2,Iris-setosa
+63,5.377757823142268,3.8985674096241434,1.3045300567096965,0.4149086480893885,Iris-setosa
+64,5.097936865845764,3.8115892629742762,1.616851214110904,0.2,Iris-setosa
+65,5.647348553026078,3.003231098227384,4.486988523286117,1.4979219226069773,Iris-versicolor
+66,5.233637372566802,3.5473853665304436,1.4959837988549318,0.2,Iris-setosa
+67,7.699998883466025,2.8173607974564288,6.699998598366222,1.9965326573891848,Iris-virginica
+68,7.7,2.7750034937283106,6.7,2.0056994721347996,Iris-virginica
+69,5.2285830124298665,3.5821788039618845,1.499676470568949,0.2,Iris-setosa
+70,4.55689464984325,3.5871726505100816,1.0,0.2,Iris-setosa
+71,5.098631585417197,3.76877815270953,1.5897568532284134,0.39880756057645994,Iris-setosa
+72,6.312479729856506,2.3065720550917708,4.365789276856396,1.311523891810172,Iris-versicolor
+73,5.934915613798817,2.972339409438752,4.992613653341734,1.8186164538915606,Iris-virginica
+74,6.274096552076138,2.836166659645038,5.622853534698172,1.7400005399714595,Iris-virginica
+75,4.597606835647596,3.6018710312995115,1.0,0.2,Iris-setosa
+76,6.037796209736663,2.9907820084972387,4.599500613785572,1.399823955799545,Iris-versicolor
+77,6.266816808557309,3.2619751729907005,4.496793993205358,1.5486572420174356,Iris-versicolor
+78,4.595627271621514,3.4005579365658516,1.3814169835075156,0.3116952679489345,Iris-setosa
+79,4.990980803884226,3.271013291444073,1.2654354398833059,0.2,Iris-setosa
+80,6.492905990503648,3.0205309626873316,5.500675304813765,1.7926903249686112,Iris-virginica
+81,4.501313393794824,2.291010957781457,1.2999443367592298,0.29798012097915433,Iris-setosa
+82,6.009771323633639,3.3979061213979227,4.493751329754647,1.599902827737991,Iris-versicolor
+83,7.7,2.8493820457167973,6.7,1.988227192561,Iris-virginica
+84,7.7,2.819288563854323,6.699998418280954,2.0189697306870755,Iris-virginica
+85,4.907180457959395,3.1107822496307906,1.4902541328015262,0.10000015450195063,Iris-setosa
+86,5.382111476433571,3.8899924137845647,1.3068485678305766,0.39889819517831304,Iris-setosa
+87,4.8796724182224,2.385483341886031,3.198889859362386,0.9854393274533437,Iris-versicolor
+88,6.327731434215244,2.6744635729304487,4.898744407599866,1.8431802848926697,Iris-virginica
+89,6.309788483739233,2.2969474081307504,4.454237115702245,1.2789156463217106,Iris-versicolor
+90,6.31670152044204,2.3174627185940295,4.495751074924078,1.3244045791654195,Iris-versicolor
+91,5.477873144031527,2.602910083926235,4.33741360813245,1.1829658672433516,Iris-versicolor
+92,5.448405680026616,2.61297002534851,4.149060358514952,1.2856364243312834,Iris-versicolor
+93,4.61517764537267,3.1867778134925895,1.393135486917524,0.2,Iris-setosa
+94,5.346137286024726,3.8143571037127844,1.5056884840343772,0.2,Iris-setosa
+95,5.895373060305466,2.9474056528624177,5.099123861179464,1.81169486076195,Iris-virginica
+96,6.356433864007929,3.405524276381622,5.642660872862615,2.384356694136509,Iris-virginica
+97,6.349616101201465,3.218724822391596,4.522740475738202,1.5139444678638085,Iris-versicolor
+98,4.981849822339038,3.165972476519294,1.2027335471950944,0.2,Iris-setosa
+99,5.381168792335336,3.4235042790811674,1.6607793857885311,0.2,Iris-setosa
+100,5.51560405387391,4.201654729486491,1.4046853101370684,0.2,Iris-setosa
+101,5.392264253929643,3.4084246766623814,1.6886736416614359,0.2,Iris-setosa
+102,6.305559222601694,2.4944760747097012,4.904968975710123,1.5092716619094977,Iris-versicolor
+103,7.336198117165127,2.901679987013909,6.307910793031864,1.7936280393470636,Iris-virginica
+104,6.9043950148057425,3.082524168610159,5.589024297126131,2.2040826162954588,Iris-virginica
+105,4.5989511661481375,3.2021558959576986,1.4028513774579663,0.2,Iris-setosa
+106,5.9111433557057165,2.9909865614030147,5.1360122134973745,1.7939490350153138,Iris-virginica
+107,4.610047511661483,3.1954727030550476,1.388775148448215,0.2,Iris-setosa
+108,5.5846456394669355,2.8625382665704304,4.088907468592867,1.4310048180464447,Iris-versicolor
+109,4.780435983154791,3.3894254380342623,1.5933659632174593,0.2,Iris-setosa
+110,5.472202072147711,2.5904313115134636,4.446022921533728,1.061513463979635,Iris-versicolor
+111,6.293964424544657,2.4534396585512606,4.8632752537811905,1.4800321884788634,Iris-versicolor
+112,6.352947616312093,3.0497743774828825,4.52634234568227,1.4033413394588001,Iris-versicolor
+113,6.279188213041781,3.404868843342103,5.575020732770576,2.409532553801951,Iris-virginica
+114,7.113632444775255,3.006060772588481,5.910214032627671,2.1080949328186986,Iris-virginica
+115,6.493111575429802,2.947435674799779,4.278868622264056,1.327508707465244,Iris-versicolor
+116,4.906456574328208,3.0956446069411023,1.495548828588304,0.1,Iris-setosa
+117,5.226222038491127,2.730599399550016,3.9416666872171966,1.402179329573532,Iris-versicolor
+118,4.4,3.2126380814654407,1.287548755513608,0.2,Iris-setosa
+119,6.288151480466447,2.3003784692768137,4.361314720746753,1.278079477375848,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/3/test.csv b/iris/tab_ddpm/5_1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/3/train.csv b/iris/tab_ddpm/5_1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/3/val.csv b/iris/tab_ddpm/5_1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/4/synth.csv b/iris/tab_ddpm/5_1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7f8311336d0b9c5138a443f73559defc0dcf9c01
--- /dev/null
+++ b/iris/tab_ddpm/5_1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.897751000158334,3.2112634405187963,4.817341858783813,1.7596927179746438,Iris-versicolor
+1,6.122607129258124,2.6145816328240574,5.587340246748242,1.3873584809106407,Iris-virginica
+2,4.625892752250292,3.5885866486721296,1.0000006875195582,0.2,Iris-setosa
+3,6.741797732228048,3.0038473888196173,5.4906053495650085,2.096620050344509,Iris-virginica
+4,5.9103031078457615,3.0014184901542986,5.116326686732704,1.7929867294834436,Iris-virginica
+5,5.987404863797778,2.706918215177402,5.093140908916728,1.6012306690376372,Iris-versicolor
+6,6.378065789484515,2.519498620421355,4.932402764299374,1.5191178788168034,Iris-versicolor
+7,6.65835780392821,3.301313414789697,5.598608516722621,2.5,Iris-virginica
+8,4.947039150243321,3.4639275283554585,1.2434903463238867,0.3001312354948158,Iris-setosa
+9,5.69642975906441,2.9968496529953814,4.42652651488751,1.4887783960107523,Iris-versicolor
+10,5.014525857412544,3.5956110063631175,1.4045272220880902,0.2,Iris-setosa
+11,6.413927208874456,2.918081804209766,5.582168519438303,1.753412616862748,Iris-virginica
+12,6.72793048148158,3.124196427236016,4.424654141297876,1.4007174014831307,Iris-versicolor
+13,4.904358585831113,2.9913743778833073,1.4016800818666646,0.2,Iris-setosa
+14,5.926479782626078,3.0068870532744434,4.228033694876911,1.4877210743806453,Iris-versicolor
+15,5.0036455731762866,3.480282358590089,1.318099271399428,0.3031867638402606,Iris-setosa
+16,5.987981421211206,2.7030984410494003,5.082742844268906,1.596833425859082,Iris-versicolor
+17,6.691963623809509,3.293607363477735,5.705965514184777,2.0838292087627663,Iris-virginica
+18,5.65182773654317,2.71088940621456,4.176738401885012,1.3030366505809714,Iris-versicolor
+19,5.714102672879746,4.399999269816,1.5009089730173797,0.3887884216887919,Iris-setosa
+20,4.607760562511285,3.218246741561782,1.3939477042492419,0.2,Iris-setosa
+21,6.501334832975596,2.943721819916667,4.348700013895646,1.3612862722781336,Iris-versicolor
+22,5.51181778516779,4.21076092258342,1.3875587716547697,0.2,Iris-setosa
+23,5.350806667181452,3.3999664046419156,1.685419765367314,0.2,Iris-setosa
+24,5.3542170195062,2.9882214092154973,4.476150962366807,1.5047014958373603,Iris-versicolor
+25,5.895712785123832,3.207326926319001,4.777654578852242,1.7825438124231778,Iris-versicolor
+26,5.135644109868839,3.390452883293712,1.5177316477423448,0.2,Iris-setosa
+27,5.01964574716151,3.2931635246121584,1.2877418093589728,0.2,Iris-setosa
+28,6.386340230481059,2.6005547224749104,5.181927140196714,1.9181670211157817,Iris-virginica
+29,5.605175652392198,2.4279014588067747,4.091804954780305,1.1143766265733452,Iris-versicolor
+30,4.9036253769396385,3.1165757792273574,1.5002484261734907,0.1,Iris-setosa
+31,4.50071116208798,2.2996590030495563,1.3300706103695157,0.2977702655966989,Iris-setosa
+32,6.486761842176707,2.9390702285340637,4.31334870785697,1.349286097708663,Iris-versicolor
+33,6.387357751072246,2.8981435699990667,4.298196887337627,1.2947151779458028,Iris-versicolor
+34,5.660135846916775,4.3999991495847235,1.528206894379036,0.39232480993470187,Iris-setosa
+35,6.291439274609663,2.5292322829800873,4.889550445790879,1.510697817299023,Iris-versicolor
+36,7.7,2.768187460414378,6.7,1.994036970912014,Iris-virginica
+37,6.345700069695616,3.426430560769499,5.618257155382593,2.4020421627078576,Iris-virginica
+38,4.741606457882499,3.3716127969182033,1.5400802649392797,0.2,Iris-setosa
+39,6.2991894470458565,2.808181817065395,5.158738221055069,1.49142986014874,Iris-virginica
+40,7.126164758213578,2.993141584468415,5.96780704075413,2.0718408551976517,Iris-virginica
+41,6.313082255141999,2.9043254683639406,5.585436528005006,1.7876633170842096,Iris-virginica
+42,5.507790284584091,2.3973789163251826,3.7233231564329534,1.0601895931560084,Iris-versicolor
+43,5.612622523068171,3.0038034656873593,4.129264845879756,1.297024498147296,Iris-versicolor
+44,5.083299325338326,3.791098344537256,1.5593639504055294,0.35102365906002475,Iris-setosa
+45,5.096333962712038,3.743970126417508,1.5766749852433564,0.2,Iris-setosa
+46,4.4,2.8995226124332376,1.4037870098696723,0.2,Iris-setosa
+47,6.364994170611584,3.237341349228711,4.490629599089871,1.4902573891933781,Iris-versicolor
+48,5.313953025924245,3.4410091211392886,1.6200233478169475,0.2,Iris-setosa
+49,7.2396157638032985,2.9053059371162964,6.276329798285103,1.8076465359246037,Iris-virginica
+50,6.327211920366335,2.572675313413406,4.986561483491288,1.8793465104870601,Iris-virginica
+51,5.433682840622352,3.9750662718095247,1.3284264279351836,0.3657238365760195,Iris-setosa
+52,5.992612721997737,3.0010315990802217,4.753516631180096,1.805656293160712,Iris-virginica
+53,4.914852099443264,3.1012595808745695,1.508035081299482,0.10000012189599655,Iris-setosa
+54,6.294323216480867,2.3006100325343226,4.408957831248281,1.301279246434336,Iris-versicolor
+55,5.987214876367506,3.3875883819095027,4.472317407740451,1.599107021284013,Iris-versicolor
+56,6.418919735799673,3.081940088518431,5.499300707977813,1.7923642514189555,Iris-virginica
+57,4.7693095045532905,3.372232908794825,1.576471415815531,0.2,Iris-setosa
+58,5.014511031537241,3.225716501896131,1.235534099375326,0.2,Iris-setosa
+59,5.526470522458085,2.3978083118365685,3.489661831990571,1.1005236967924819,Iris-versicolor
+60,6.006856076619034,2.2000003563787107,5.013214045896179,1.5147755701605239,Iris-virginica
+61,5.403840345883902,3.8824555978998503,1.6909799246418462,0.38959825315034224,Iris-setosa
+62,4.639539135677055,3.407896613364809,1.3907092747829626,0.30678425880727933,Iris-setosa
+63,5.7862613192076005,2.6711360036500187,5.105976133148228,1.9238677088522773,Iris-virginica
+64,5.505801115372251,2.4037665711454776,3.6984956354470127,1.0725333072861225,Iris-versicolor
+65,5.286189981918318,3.6567946734927386,1.4184583520960257,0.36652568287190107,Iris-setosa
+66,7.699996774814463,2.80430424074709,6.699997114018297,1.9781140682038827,Iris-virginica
+67,6.292758617099643,2.300953267534862,4.431681580096136,1.3056924551467661,Iris-versicolor
+68,5.409234598896759,3.891207476173565,1.8463025607110746,0.46547499175371587,Iris-setosa
+69,5.794332517584834,2.8109567286921586,5.086554207258043,2.3947495108159726,Iris-virginica
+70,5.289921485031561,3.869360128134203,1.618367876452297,0.3962795728516738,Iris-setosa
+71,5.550868563561161,4.182377839668726,1.400679871898734,0.2,Iris-setosa
+72,5.041283864499756,3.3070829501788563,1.3502886346016547,0.2,Iris-setosa
+73,4.605753355659861,3.193532243447602,1.3837024466186492,0.2,Iris-setosa
+74,5.216534358088676,3.4968598977015697,1.4980220090951661,0.2,Iris-setosa
+75,5.10433012674983,3.716757929241597,1.5608316104904083,0.39694496613114916,Iris-setosa
+76,6.624073605570539,3.007540950324075,4.370395027835025,1.404703310687061,Iris-versicolor
+77,5.202477577974497,2.7062472637571595,3.8860394967874905,1.4031411790569999,Iris-versicolor
+78,6.482863552353966,3.15078839195443,5.540738968181233,1.8380225559915273,Iris-virginica
+79,5.029790899386949,3.329170160782086,1.3346452483508988,0.2,Iris-setosa
+80,5.637196267756172,2.985393740462246,4.484839945440347,1.4849228528823675,Iris-versicolor
+81,7.112113986981607,3.000525189167863,5.936527426921049,2.0788475564548485,Iris-virginica
+82,6.290717841861325,3.392896964118823,5.573822761988694,2.3958248340940616,Iris-virginica
+83,5.215570284831542,3.485970264092855,1.496895988126676,0.2,Iris-setosa
+84,6.889629245646468,3.2063403279813043,5.7207650518386055,2.2970699677294095,Iris-virginica
+85,6.319760858282339,2.556709804964992,4.987326705980185,1.8761479008176944,Iris-virginica
+86,6.719548922836838,3.287287882304576,5.730079150215806,2.4999995471855727,Iris-virginica
+87,5.6987569458195395,4.4,1.4996087869781312,0.3424446120923056,Iris-setosa
+88,6.314950760249962,2.9113046229459902,5.5989799637062045,1.8116987674630314,Iris-virginica
+89,6.288315593641127,2.7800383187521556,5.15947642899712,1.5119033039143914,Iris-virginica
+90,5.796985603263977,2.703475981145217,5.1143087248758565,1.9000077028641127,Iris-virginica
+91,5.463096330357008,2.386588433389791,3.8005387521253082,1.059360480277184,Iris-versicolor
+92,6.390766843556863,2.9178176910088105,4.288463602518275,1.2834195229863214,Iris-versicolor
+93,5.488522982949794,4.201364002318686,1.4054456482892477,0.2,Iris-setosa
+94,5.59890217143387,2.694248407357164,4.221330375378376,1.2903674333556512,Iris-versicolor
+95,5.068411047198673,3.3884640128167987,1.4548889720214995,0.2,Iris-setosa
+96,7.1602000510613,2.9984507564054756,5.911131047792322,2.0771881250651387,Iris-virginica
+97,5.592000830076068,2.996749713812691,4.485318094543138,1.5053893674081098,Iris-versicolor
+98,5.012287985559342,2.4729838720209583,3.331679185586965,1.086563541312695,Iris-versicolor
+99,5.50432748952341,2.6156439791575723,4.35750951838031,1.211604606716718,Iris-versicolor
+100,4.613245367866747,3.401739099507929,1.405261992033134,0.2860892198057501,Iris-setosa
+101,6.067023789014727,2.5917000352241417,5.590481825799201,1.4161306827750986,Iris-virginica
+102,4.602096220703269,3.413067222756491,1.3932419967710232,0.30598154726247534,Iris-setosa
+103,4.612288380681817,3.5989016255142934,1.0000006376558506,0.2,Iris-setosa
+104,5.509710101225307,4.216957782577654,1.3865953233926698,0.2,Iris-setosa
+105,4.4,2.907646153183416,1.4021569014604018,0.2,Iris-setosa
+106,5.1057244982448005,3.4939160247140895,1.3904797106516331,0.31578850287339,Iris-setosa
+107,5.0849669821935795,3.76208092920434,1.5662613798907297,0.4754675452266567,Iris-setosa
+108,5.70319683385554,2.502011883877858,4.999385325834378,2.0083994221118755,Iris-virginica
+109,6.701567059726916,3.304615059128599,5.7139437984677866,2.1177187886854103,Iris-virginica
+110,6.3936605428091475,2.8805967823584884,4.285510533057758,1.2828570098209426,Iris-versicolor
+111,6.690580852318913,2.9942873243759527,4.994548697320026,1.7003425082968078,Iris-versicolor
+112,4.58995714994656,3.1999307741929672,1.4049169755300364,0.2,Iris-setosa
+113,5.99801260735903,2.2000003292826853,4.984380498145923,1.488786420186674,Iris-virginica
+114,6.679978342290447,3.0076300987228284,4.986561696692251,1.7217743312530358,Iris-versicolor
+115,6.122120563717018,2.591283418514929,5.648799624475432,1.399247203424284,Iris-virginica
+116,6.657326008857835,3.298812266124587,5.711887031665664,2.4999992464039886,Iris-virginica
+117,6.303652093617221,2.647069547450695,4.909560651896236,1.8216759717402304,Iris-virginica
+118,7.7,2.822340114671723,6.7,2.0434298450566355,Iris-virginica
+119,5.495329935911759,2.3974200879805507,3.797493026049745,1.0376688703605714,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/4/test.csv b/iris/tab_ddpm/5_1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/4/train.csv b/iris/tab_ddpm/5_1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/4/val.csv b/iris/tab_ddpm/5_1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/5/synth.csv b/iris/tab_ddpm/5_1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..64093b1367857823df452c053a57dd9e08181f3c
--- /dev/null
+++ b/iris/tab_ddpm/5_1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.594113079744875,3.0027169110810465,4.27320990514608,1.4941763713276448,Iris-versicolor
+1,4.501829535088845,2.292976681461917,1.3179764341148394,0.28608182895000805,Iris-setosa
+2,5.142773289222013,3.4393794556278827,1.496748805184934,0.2,Iris-setosa
+3,4.795130298260919,3.3997869136173877,1.586923797625146,0.2,Iris-setosa
+4,4.7769831407109,3.3925070234431263,1.5918910245934854,0.2,Iris-setosa
+5,6.414149843175066,2.6592075574685996,5.246728915313016,1.9069755884975936,Iris-virginica
+6,5.601311536338218,2.6675853260618205,4.305113089093021,1.2780220890355671,Iris-versicolor
+7,6.886136832991815,3.1954688200379175,5.717968976099214,2.3027158151331575,Iris-virginica
+8,6.908360892804108,2.995305131209773,5.585943751652882,2.0991107634269994,Iris-virginica
+9,5.974232340176443,3.43690977268405,4.520133618832118,1.6137493193296049,Iris-versicolor
+10,4.605359859057002,3.5900743103824575,1.0000004351600187,0.2,Iris-setosa
+11,4.607922756422305,3.40143178170092,1.3881833722256944,0.30434431330152806,Iris-setosa
+12,6.307299203844267,2.472487271235719,5.005251919081089,1.8994825700678533,Iris-virginica
+13,5.118789734940099,3.7709773944219362,1.5879644631990648,0.2,Iris-setosa
+14,5.316302113801321,3.4775012405367978,1.6243954173695634,0.2,Iris-setosa
+15,5.093837567371263,3.665969140543771,1.4991753338219294,0.44766314013562847,Iris-setosa
+16,5.727157729822598,4.4,1.4904697551642636,0.38870287001092874,Iris-setosa
+17,4.818936349111886,3.3969471297602323,1.6108413168221498,0.2,Iris-setosa
+18,6.451416448020362,2.9953457358187197,5.503794858369145,1.790198186181397,Iris-virginica
+19,6.670888720237424,3.1401003243148584,4.441791492586969,1.4084580408264094,Iris-versicolor
+20,6.688681751875513,2.99342333044975,4.998098790821947,1.7103823423532991,Iris-versicolor
+21,5.693123554270229,2.787296036380206,4.177469760118721,1.298317168607861,Iris-versicolor
+22,4.4,3.184180277182312,1.3121276553883408,0.2,Iris-setosa
+23,5.11948505417334,3.5121883460183008,1.4839247280767593,0.2,Iris-setosa
+24,7.7,2.817191978910398,6.699998764865428,1.994526494610865,Iris-virginica
+25,4.400000616205765,3.207921674033378,1.2803329710673288,0.2,Iris-setosa
+26,5.425521760746871,3.896995145797767,1.3156549021653432,0.36265053939290426,Iris-setosa
+27,4.926151137836373,3.557290527053947,1.3936636865070144,0.2,Iris-setosa
+28,6.348045843803475,3.2154674608427873,4.458302534278367,1.508343294751453,Iris-versicolor
+29,5.810090926825937,2.787803696439689,5.112767203601002,2.3983418787959767,Iris-virginica
+30,6.2889817283503415,2.814853876394371,5.091790248908675,1.4963444713767255,Iris-virginica
+31,6.295412807548665,2.6121612643969856,4.932639924798967,1.857159417824048,Iris-virginica
+32,4.964495938307968,3.503132911485321,1.2956421704811418,0.2988876311895694,Iris-setosa
+33,6.001796109195581,3.386621111047826,4.445900968369294,1.5731080917330638,Iris-versicolor
+34,6.749330364991315,2.9777213645173055,5.455338518195598,2.058236579810323,Iris-virginica
+35,4.400000618904283,3.1833232047102142,1.3268988574228038,0.2,Iris-setosa
+36,4.5870391534541595,3.3817323109415374,1.4007379464787522,0.30180817641783586,Iris-setosa
+37,6.693460129726095,3.260957455134184,5.684389845006074,2.1820807934698747,Iris-virginica
+38,4.617037541045932,3.3965429331677406,1.4089905490923669,0.2951766804658616,Iris-setosa
+39,5.495008058329293,2.3847655617358674,3.7938067640392372,1.085444519753792,Iris-versicolor
+40,5.511310550597716,2.4999390886086976,4.04529849462141,1.1133190331790077,Iris-versicolor
+41,6.304040722016845,2.3031425186560703,4.4078633587252725,1.297767395981214,Iris-versicolor
+42,6.392972654433514,2.747595386836031,5.350152703507626,1.8862004458090254,Iris-virginica
+43,6.380202719666892,3.082354644628898,5.515511119100374,1.8127454991381624,Iris-virginica
+44,6.68944220488366,3.001968513939929,5.013171566823518,1.7174542894154996,Iris-versicolor
+45,6.316228238995739,3.0263891468891124,4.539202251378141,1.4370881873789243,Iris-versicolor
+46,5.409099864249468,3.4002308496915448,1.9396669802018955,0.2,Iris-setosa
+47,5.200873255217858,3.474058946129963,1.487516985514116,0.2,Iris-setosa
+48,5.07648043462798,2.502115778975079,2.9841561206988185,1.1292469508538154,Iris-versicolor
+49,4.571272846200915,3.5844950352528175,1.0,0.2,Iris-setosa
+50,5.7084238290796705,2.5121539867308305,5.000745352373929,1.9847744403764227,Iris-virginica
+51,5.515209568487197,4.203418521384878,1.3980410866553512,0.2,Iris-setosa
+52,5.442073749838017,2.9886241304286036,4.429602696014208,1.5115621937716037,Iris-versicolor
+53,5.3489910598227155,3.898792875380623,1.6475101093369562,0.4690429354646986,Iris-setosa
+54,5.342042279403444,3.7950132254157585,1.4918214817225306,0.2,Iris-setosa
+55,6.719895202531742,2.996090015428222,5.0245277134443045,1.7297461047016096,Iris-versicolor
+56,5.091335056049669,3.7926777562849106,1.696680159625337,0.3840208073008423,Iris-setosa
+57,6.929292770288378,3.2040909101639405,5.642939328084664,2.3144662944923065,Iris-virginica
+58,6.175704110334297,2.7044074025542026,5.042880365220204,1.5867313790710278,Iris-versicolor
+59,4.906372548716337,3.000840277481204,1.3616186820170708,0.2,Iris-setosa
+60,5.157769554198573,3.370953522522395,1.3828728744143892,0.2,Iris-setosa
+61,7.239017711718587,2.905665450910421,6.280228087673189,1.7973429694281626,Iris-virginica
+62,6.37046022408681,2.905983511803975,5.553496090137405,1.810187608240289,Iris-virginica
+63,4.8235356142613215,3.4147052343585846,1.6076066919721808,0.2,Iris-setosa
+64,4.874964735700731,2.9809672723145226,1.3903145255950862,0.2,Iris-setosa
+65,5.825697360981872,2.7296595051541734,5.099052854708207,1.8747894632034816,Iris-virginica
+66,6.037279909700232,2.6883277784436035,5.111876615115623,1.5976468312992316,Iris-versicolor
+67,5.907340379945228,2.9756187644995533,5.146245786792214,1.7983406247284142,Iris-virginica
+68,6.301976929155953,2.813609297012573,5.073077996108457,1.5093645785492225,Iris-virginica
+69,6.422657174060992,2.910085338674928,4.289062568349365,1.2950594516032388,Iris-versicolor
+70,5.8115551754347585,2.8214632738685386,5.105040601617778,2.4033241309525777,Iris-virginica
+71,5.864639288099182,3.20732227720319,4.800674846519336,1.8037902921204008,Iris-versicolor
+72,6.275453409758973,2.2935496353770333,4.433747011253559,1.3141363227276899,Iris-versicolor
+73,5.012166280035494,3.214438975605442,1.1895132051107684,0.2,Iris-setosa
+74,5.39864449488761,3.8446928985794133,1.3060296019905433,0.38538003471532944,Iris-setosa
+75,4.400000683659842,3.187142122822644,1.2934847042749364,0.2,Iris-setosa
+76,5.645755956691736,2.9861172665845315,4.44955443480547,1.4897092303058659,Iris-versicolor
+77,6.730574983904092,3.1073469255531534,4.396499435260488,1.4011329714221485,Iris-versicolor
+78,5.07276734183189,3.7780999096893626,1.6095436463570092,0.2,Iris-setosa
+79,6.22005771502864,2.6636973462640734,5.368588829193873,1.4984301934526982,Iris-virginica
+80,5.044114475072852,3.2063107902216723,1.177810821521451,0.2,Iris-setosa
+81,5.72193429747844,2.6570373412499424,5.08286311466168,1.9175296175228267,Iris-virginica
+82,5.504443219256983,2.6171565257277343,4.414361916733338,1.2662069486122194,Iris-versicolor
+83,5.453878801857866,3.01067885283838,4.436687386402193,1.502276394791394,Iris-versicolor
+84,5.617026625369939,3.0038852874527513,4.124194151186453,1.3014669208027279,Iris-versicolor
+85,5.000356676261182,3.368139648646058,1.523959512615493,0.2,Iris-setosa
+86,5.100277179070076,3.305269467445369,1.925809844439439,0.45854756423096693,Iris-setosa
+87,5.021702828973909,3.4700473380817507,1.3166075174789167,0.2690752080082831,Iris-setosa
+88,6.9710404186714205,3.0669597902679895,5.719927281804008,2.192811407607383,Iris-virginica
+89,4.836682849988835,3.4052486927126115,1.5844181530629176,0.2,Iris-setosa
+90,5.198791376660868,2.6898561335714626,3.9645144938754564,1.4020605113981974,Iris-versicolor
+91,6.667127882892787,3.0854104860335823,4.389451157750231,1.4093535731138633,Iris-versicolor
+92,6.387010859756438,2.9235824135236403,4.32913774113177,1.3210969997773365,Iris-versicolor
+93,6.273088332526862,2.712577698813188,4.886764159446057,1.785722255301438,Iris-virginica
+94,4.9938348975831355,3.494503847185778,1.313676963369586,0.31084472237218175,Iris-setosa
+95,5.492373160873898,2.392825539674974,3.7855305885659627,1.01428314807193,Iris-versicolor
+96,5.873432610322386,2.99463788978584,4.214627198638388,1.4891562434740748,Iris-versicolor
+97,5.777294717837082,2.6461254624709984,5.074696852081779,1.9548275444693464,Iris-virginica
+98,6.486009787315113,2.9615421338683783,5.454374081701927,1.7312003864144616,Iris-virginica
+99,6.154644570591088,2.985628834431762,4.595541841026202,1.3857235004970516,Iris-versicolor
+100,5.847613312014027,2.979191256250936,4.217110765991276,1.48412694602086,Iris-versicolor
+101,5.385716797011386,3.9136061302292653,1.2891559048875705,0.4114124656585551,Iris-setosa
+102,5.497259863952393,2.62283627570492,4.321911852716128,1.2562095835090628,Iris-versicolor
+103,5.115102915669384,3.4485504348473137,1.5332602390146601,0.2,Iris-setosa
+104,6.333122644862499,2.46252419523419,4.813625650480537,1.4760100955523776,Iris-versicolor
+105,6.641767149646914,3.0102010491748765,4.441794942547243,1.4163087245221413,Iris-versicolor
+106,5.525308994185876,4.211028843175253,1.39818332085653,0.2,Iris-setosa
+107,5.717551113026783,4.399998918819943,1.4804834278343322,0.3724575634986257,Iris-setosa
+108,4.400000521118853,3.1841652049158378,1.316380036881926,0.2,Iris-setosa
+109,5.105546006833216,3.3988963070279,1.5080460747363347,0.2,Iris-setosa
+110,5.999834459768212,2.9941534989509804,4.835781897524824,1.8003072150732273,Iris-virginica
+111,5.147104804912375,3.4618918595699975,1.5453140078757073,0.2,Iris-setosa
+112,5.481891862720489,4.203644667126685,1.4036396613894537,0.2,Iris-setosa
+113,5.517897639624176,2.4069796833934594,3.840087341387612,1.1489972803674298,Iris-versicolor
+114,5.806993917833436,2.7107605565373603,5.096558586518009,1.8932445509813194,Iris-virginica
+115,4.988073566247656,2.444966717752088,3.1315481150859705,1.1322461481180244,Iris-versicolor
+116,6.081669005157251,2.6024792747671115,5.591260358411331,1.4013962670049889,Iris-virginica
+117,6.433609130727526,3.224298077128318,4.479527858382814,1.49063241111915,Iris-versicolor
+118,7.154963197762814,2.947562976042141,6.058343464932449,1.9586251579018292,Iris-virginica
+119,5.9323996263322325,3.2539872366926144,4.678774812053442,1.7466705950790198,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/5/test.csv b/iris/tab_ddpm/5_1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/5/train.csv b/iris/tab_ddpm/5_1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/5/val.csv b/iris/tab_ddpm/5_1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/6/synth.csv b/iris/tab_ddpm/5_1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..91d3f36dcf9db522743892594f43caba5fc8d1b5
--- /dev/null
+++ b/iris/tab_ddpm/5_1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.365543898754243,2.8665500214716024,4.311056601971325,1.294101592270254,Iris-versicolor
+1,6.87494416164555,3.1993280475491774,5.71046923147637,2.2953967850016976,Iris-virginica
+2,6.264334767779527,2.704853741887631,4.923359877634753,1.774633915786288,Iris-virginica
+3,5.480675121798751,3.0105624902239483,4.482156864260583,1.500940333050632,Iris-versicolor
+4,6.381314482881567,2.89381070772384,4.317860741021242,1.2839190447642437,Iris-versicolor
+5,6.32738847967938,2.5060011888820135,4.910887423570461,1.5120769609853735,Iris-versicolor
+6,5.017350600668918,3.590373045172946,1.3955852565753588,0.2,Iris-setosa
+7,7.7,2.791119992956254,6.7,1.9962566746752177,Iris-virginica
+8,6.290643232631538,2.807646232130974,5.114261382410822,1.5059346357443841,Iris-virginica
+9,6.733211280362789,3.2860199696792685,5.689546567431406,2.1121130761956404,Iris-virginica
+10,5.3857038379926445,3.8913712871115833,1.2933633786356529,0.43918154922479913,Iris-setosa
+11,4.867852872620833,2.9901124748817316,1.3870063993847932,0.2,Iris-setosa
+12,6.807157894303692,3.0390800498553707,5.537347455470255,2.1505106393451925,Iris-virginica
+13,6.514256537719855,3.177712529503582,4.560654711555331,1.466224312593392,Iris-versicolor
+14,6.710146387081684,3.3097341541981353,5.709361824782745,2.080106978889187,Iris-virginica
+15,5.908854762235519,2.7645198849077723,5.1917775069533985,1.8816767743861473,Iris-virginica
+16,5.104602864704841,3.307083250530792,1.6888940418796996,0.5338238649291214,Iris-setosa
+17,5.335279638634879,3.5050126094267693,1.5856609023382733,0.2,Iris-setosa
+18,6.3991284067185354,2.8884175109450547,4.300196654374214,1.3077385460808097,Iris-versicolor
+19,5.42168247922017,3.9336352521797453,1.8796795536937796,0.38660303245698246,Iris-setosa
+20,6.6432988672631925,3.0613768104126344,4.40840852039511,1.4103712882465373,Iris-versicolor
+21,5.795557133034216,2.791621296070399,5.1120804563467965,2.4018367652620807,Iris-virginica
+22,6.875912024068053,3.0377176880371244,5.584465047606924,2.160437972133327,Iris-virginica
+23,4.98693247895326,3.3816699640557566,1.4034245429653411,0.2,Iris-setosa
+24,4.9354999782018485,3.1288216652287137,1.327686137683912,0.2,Iris-setosa
+25,7.3649619404870945,2.9035269023735384,6.35940347714225,1.7543060887821018,Iris-virginica
+26,6.693043357655382,2.9972238580049586,5.007819572213324,1.7008829434559998,Iris-versicolor
+27,5.19821246084668,3.3930804007826096,1.3791737715172399,0.2,Iris-setosa
+28,6.219536977822158,2.8613201413860536,4.962803698727122,1.6334670316853295,Iris-virginica
+29,5.0896182892699064,3.3029262362352494,1.7473214987028476,0.46000228120148906,Iris-setosa
+30,6.072279379688928,2.6109513635701758,5.665063932190384,1.4000927770080989,Iris-virginica
+31,5.100953187246749,3.2988770226702533,1.6884950160965693,0.4603159897829369,Iris-setosa
+32,5.907980946308329,3.2088989260156384,4.8133537866390075,1.8171901605754666,Iris-versicolor
+33,6.300774522077063,2.516009759082873,5.002764049610786,1.894112782641196,Iris-virginica
+34,5.801447863496905,2.7952130139070803,5.111133011699545,2.4095982617538843,Iris-virginica
+35,5.1053004652158505,3.3329880953473565,1.6825584868909726,0.40914588850474554,Iris-setosa
+36,6.372778969211457,3.0849338063190936,5.474760605594531,1.8028490959652888,Iris-virginica
+37,6.697342304112375,2.99091586578721,4.990970440393668,1.6882505850582383,Iris-versicolor
+38,6.613555558615527,3.0032700023705057,4.38948020858196,1.4011212173515852,Iris-versicolor
+39,5.00167837532914,3.2091075859756373,1.2164438612663793,0.2,Iris-setosa
+40,6.4853416478731685,3.010166900956843,5.47068514015724,1.7913751700292124,Iris-virginica
+41,6.785814833561775,3.3206999430947834,5.702041082465113,2.5,Iris-virginica
+42,6.305357829074856,2.8566622227471177,5.621790154139668,1.806571402782398,Iris-virginica
+43,4.903050875689662,3.128046585424294,1.4925703743124217,0.1,Iris-setosa
+44,6.6622358235466725,3.076758129917076,4.389413835953231,1.4206447349239122,Iris-versicolor
+45,5.567525147214623,2.998665375821859,4.468655678515294,1.5059561261314571,Iris-versicolor
+46,5.291349874490512,3.6938634072210492,1.5166496419472923,0.2,Iris-setosa
+47,6.298110473587031,2.6150278094831156,4.905550601881104,1.85568579756563,Iris-virginica
+48,7.2983404352951755,2.9113532477630475,6.298281938700861,1.783546864842822,Iris-virginica
+49,6.293176490621997,3.403088842512353,5.595520569798095,2.398012619790036,Iris-virginica
+50,4.400000527377242,2.961327202073396,1.391029056983826,0.2,Iris-setosa
+51,5.369707559161559,3.8921846994757168,1.3087092666229996,0.3803317014811388,Iris-setosa
+52,5.743647966598772,4.4,1.5239545125846383,0.45418369732845365,Iris-setosa
+53,5.203274753992361,3.5255995366661392,1.4172449275732968,0.2,Iris-setosa
+54,5.7610534530931075,2.7954038205175373,5.113988797369874,2.393594946684916,Iris-virginica
+55,7.699999060841161,2.7625062541336236,6.6999988448445285,1.992564411997954,Iris-virginica
+56,5.685676443238497,4.4,1.4944515791956308,0.4759893559578146,Iris-setosa
+57,5.102163475653924,3.829287189588665,1.7418971791497668,0.3872424002113425,Iris-setosa
+58,6.094932892944049,2.5956212155907568,5.579487827405365,1.407708360456356,Iris-virginica
+59,5.226504305846636,2.7031944913165007,4.018536291991384,1.3996951657228986,Iris-versicolor
+60,5.119482266585828,3.2986267064218637,1.7979876211538675,0.38658577520750803,Iris-setosa
+61,5.7748987320874,2.6473556784912384,5.056192874706014,1.939228523057051,Iris-virginica
+62,6.409802968752063,3.061098811968811,5.4992792563482285,1.798736920665411,Iris-virginica
+63,5.15754639884068,3.4368152611592584,1.5011463559669602,0.2,Iris-setosa
+64,5.883296912483274,3.2046759685796293,4.794677120599466,1.8039056384278291,Iris-versicolor
+65,4.4,2.8668815758294515,1.4073232063899888,0.2,Iris-setosa
+66,6.332906506833297,3.1150519223958715,5.437757914583826,1.7856921020157384,Iris-virginica
+67,5.535555391782945,2.9918406657549186,4.098931030582935,1.2902918004223716,Iris-versicolor
+68,5.509440040299517,2.3938517932775003,3.7547874319119883,1.0551793755919885,Iris-versicolor
+69,5.385351650057899,3.8820879754059536,1.8054226116718033,0.3952880479332176,Iris-setosa
+70,4.931530733456365,3.0922920270979706,1.3297833754727604,0.2,Iris-setosa
+71,6.467083926120204,3.102564483472703,4.760153713965806,1.60068725678756,Iris-versicolor
+72,5.883287078144564,3.193086228199871,4.804091695006605,1.773202814008691,Iris-versicolor
+73,5.554372445404817,2.663374652969434,4.233017542797848,1.266554742059489,Iris-versicolor
+74,6.555911867549929,2.9021534389850956,5.47534958093526,1.9203801726906262,Iris-virginica
+75,4.90528404683775,2.412426679350835,3.0869009673940493,1.0162962011268557,Iris-versicolor
+76,6.32831768005708,2.724051922236153,4.895761410295352,1.8185559226476629,Iris-virginica
+77,5.736881065173761,4.4,1.541709929965426,0.6535764696201101,Iris-setosa
+78,6.01337319107211,2.9881515045012543,4.808110787456395,1.795270471317664,Iris-virginica
+79,6.687713299753268,3.0765644670869636,4.405662245718478,1.4085500567268041,Iris-versicolor
+80,5.09849038951708,3.2945467012819414,2.168949009875629,0.5411047849999528,Iris-setosa
+81,5.76765421343032,2.679096732087854,5.07016320213413,2.302014821360385,Iris-virginica
+82,5.356483528982665,2.9791986197314735,4.435790642156466,1.496457309548724,Iris-versicolor
+83,6.019224149742336,3.395879614561062,4.4694817360451715,1.5863797616736854,Iris-versicolor
+84,5.168932391242389,2.637207415684771,3.6460370759668086,1.3541140456124754,Iris-versicolor
+85,5.801583855180362,2.7225905139130617,5.109068686708233,1.8835881248560247,Iris-virginica
+86,6.532973230782959,3.0015122372249543,5.51330552125461,1.8225132133079778,Iris-virginica
+87,5.204122728495423,2.682432165995853,3.8363559035051864,1.381364669266263,Iris-versicolor
+88,6.726376452073788,2.992125960293386,5.487202085828592,2.046021541404223,Iris-virginica
+89,6.041216550114696,3.003709516006496,4.478214405759119,1.4022321659926793,Iris-versicolor
+90,6.31389913837149,2.7053592122324837,4.908536904045843,1.7994145687106646,Iris-virginica
+91,5.4036597392782095,3.882235806426332,1.7714947054774643,0.3860084040043359,Iris-setosa
+92,5.826756840437448,2.815522253037284,5.152680191769968,2.410460570368846,Iris-virginica
+93,4.901553624932453,3.0965324950755044,1.5056159231756527,0.10000013397392692,Iris-setosa
+94,6.503248699154783,3.02602744146273,5.5134208321380385,1.7699013692847552,Iris-virginica
+95,6.974909429365651,3.138289752643064,5.768524637941936,2.2852296733966213,Iris-virginica
+96,6.496774281550217,3.1711722980496155,4.473860055172022,1.475230502849533,Iris-versicolor
+97,5.984646599674272,2.20000035889644,4.998127855832298,1.4997718161612863,Iris-virginica
+98,6.298636621443836,2.2983532256123214,4.402443543130822,1.2991182932078036,Iris-versicolor
+99,5.242037431374849,3.3822880058044347,1.6391574864912337,0.2,Iris-setosa
+100,5.116606762613381,3.3169750283891926,1.6987126556577385,0.4159911711722398,Iris-setosa
+101,6.09753282523882,2.5909044981024967,5.663999792575799,1.408469698382718,Iris-virginica
+102,5.0855744815090045,3.279501731408138,1.6883812634714208,0.4851936849445876,Iris-setosa
+103,6.090344760434032,2.9949742533487895,4.591393543063441,1.407460271121612,Iris-versicolor
+104,5.914928434861328,3.00236798152185,4.217435478828137,1.4974739735921927,Iris-versicolor
+105,5.502133878851737,4.204757034473796,1.3944747918423372,0.2,Iris-setosa
+106,5.12406207504362,2.508881278271427,3.0884684148349444,1.044875986878822,Iris-versicolor
+107,5.110778226845668,3.315029825597547,1.7894259937072376,0.4102955653512768,Iris-setosa
+108,5.4924211267846825,4.1842958844031015,1.4015515153223363,0.2,Iris-setosa
+109,6.291491042083906,2.290674783676717,4.378238446306317,1.2916346486515267,Iris-versicolor
+110,5.4177096029475615,2.9994335643945305,4.478848896629026,1.4985397075161462,Iris-versicolor
+111,5.427479595172557,3.400183443971933,1.8455289974024103,0.2,Iris-setosa
+112,7.7,2.792990556645867,6.7,2.0038496038684657,Iris-virginica
+113,6.013968514185604,2.2,5.015218917255007,1.4948043580192252,Iris-virginica
+114,7.286838191401669,2.902312954919981,6.25497346964065,1.8092398722315957,Iris-virginica
+115,6.454802670680061,3.057443291368362,5.503662243838329,1.7937913455541539,Iris-virginica
+116,5.535061271211281,2.401421739297883,3.840859413082275,1.1181716472557435,Iris-versicolor
+117,6.50006264213609,3.0248808730931476,5.46650131226637,1.8069871565799929,Iris-virginica
+118,6.395086195171044,3.0227886655245655,5.545810906344107,1.8043976768208232,Iris-virginica
+119,6.425509883380207,3.0786738072815885,4.767871625425502,1.534183141013371,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/6/test.csv b/iris/tab_ddpm/5_1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/6/train.csv b/iris/tab_ddpm/5_1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/6/val.csv b/iris/tab_ddpm/5_1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/7/synth.csv b/iris/tab_ddpm/5_1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d88cfc2825f249201e7c6bbbd7cce97de59a1a30
--- /dev/null
+++ b/iris/tab_ddpm/5_1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.501664169807919,2.2974546201209285,1.2981313193706994,0.28859879463132365,Iris-setosa
+1,4.592850054925938,3.1941103207561605,1.4016598493290007,0.2,Iris-setosa
+2,6.867878107475382,2.997287889280753,5.500461648812218,2.106099059596976,Iris-virginica
+3,5.734185139174505,3.0090428575065733,4.1668480164428825,1.4469010109237697,Iris-versicolor
+4,5.960454514734779,2.2,5.004180492821212,1.5148869550624076,Iris-virginica
+5,7.7,2.788322236473523,6.7,2.0194943129023564,Iris-virginica
+6,5.084977385367212,3.5070633231072095,1.399797499302432,0.297953811030491,Iris-setosa
+7,5.5301275723463785,2.6252372089695424,4.316825290066864,1.2615234784404468,Iris-versicolor
+8,6.279168739766648,3.4294013465696245,5.582120172158231,2.404600750719667,Iris-virginica
+9,5.890871575940304,3.0029221262402936,5.107065010451314,1.7937680278838615,Iris-virginica
+10,4.400000625264054,2.9229054792424414,1.400572095767014,0.2,Iris-setosa
+11,4.908205831694026,3.1141233933991392,1.4898056236110986,0.1,Iris-setosa
+12,5.103240922012721,3.8036525038036264,1.6011265389443332,0.2,Iris-setosa
+13,4.617230801198407,3.6076258444826648,1.0000004109592333,0.2,Iris-setosa
+14,5.090227519278938,3.775407544414294,1.6846538354387322,0.45698247573328005,Iris-setosa
+15,6.10574206043444,2.5888148462261147,5.596251246778846,1.4023951793038525,Iris-virginica
+16,4.400000574953599,2.9159580813313313,1.4026774848815335,0.2,Iris-setosa
+17,6.682251130456623,3.265655540586085,5.719436269644267,2.49999932925068,Iris-virginica
+18,5.403488481076323,3.9083149282130436,1.295748758021954,0.3830390519834181,Iris-setosa
+19,5.818171594454818,2.722522300689225,5.1209641306236735,1.8802580288363353,Iris-virginica
+20,7.7,2.787399441982271,6.7,1.968381611123897,Iris-virginica
+21,7.025025706954429,3.0045584540017636,5.789496296474748,2.1410262344375606,Iris-virginica
+22,6.1565625152693695,2.9970640258363663,4.649936671560656,1.3871510948185224,Iris-versicolor
+23,4.879346594734641,3.0986985324208143,1.4930454207183437,0.10000009628707486,Iris-setosa
+24,6.332903312409458,2.632753609535123,4.931388708642292,1.826064960855777,Iris-virginica
+25,5.892503747662759,3.0000795349852347,5.114638982310134,1.7880641046500285,Iris-virginica
+26,6.317560414897121,2.8850392769236626,5.690970685768581,1.802051065096867,Iris-virginica
+27,7.29615084992203,2.883018473667765,6.285365282046701,1.8008222444077882,Iris-virginica
+28,5.0382556241736625,3.5104992122203638,1.3362068189134415,0.3248527216588163,Iris-setosa
+29,5.786467446124159,2.7133452448526074,5.090289177117355,1.908795846329548,Iris-virginica
+30,6.450109744719445,2.986409803530556,4.469957862345941,1.3819068950119442,Iris-versicolor
+31,5.507878056448496,4.208826004616181,1.3841389604740142,0.2,Iris-setosa
+32,5.50488841410987,2.3900687879115416,3.8268596754929254,1.0592909800569164,Iris-versicolor
+33,5.802448145370298,2.688927224915609,5.096773023934164,1.8965102747659344,Iris-virginica
+34,5.491017242468653,4.213432422234712,1.3940981397063215,0.2,Iris-setosa
+35,4.4,3.218457896688012,1.3239489047656794,0.2,Iris-setosa
+36,4.8603885621833385,2.9877284854958623,1.401400684047735,0.2,Iris-setosa
+37,5.169026752517422,3.4678870672039706,1.5114442938980657,0.2,Iris-setosa
+38,7.69999783887275,2.8189268855090144,6.699998282227007,1.9969316288101306,Iris-virginica
+39,4.492445003428295,2.306251492434273,1.2935838361675298,0.2780474983026187,Iris-setosa
+40,6.697212016813818,3.090330282946544,4.4129284485676665,1.4105241146272225,Iris-versicolor
+41,7.7,2.8099507767350222,6.7,1.9976711166080712,Iris-virginica
+42,5.191034599321183,3.395127704827081,1.3453503765464272,0.2,Iris-setosa
+43,5.597325716209202,2.9996037069348436,4.5034546978255845,1.4913114158714487,Iris-versicolor
+44,5.357253581875709,3.8144786010270417,1.310485494324117,0.3919671039279633,Iris-setosa
+45,5.017198506259267,3.6300530810914595,1.4018503620207323,0.2,Iris-setosa
+46,6.297980032970369,2.502667279376543,4.9879365225913235,1.9040564412999146,Iris-virginica
+47,5.231445933013606,3.411194502553281,1.407266984549853,0.2,Iris-setosa
+48,5.578621548859655,2.9949563043828675,4.134866553039806,1.303865878724014,Iris-versicolor
+49,6.908398492400197,3.1625068294879886,5.6629574291006985,2.294547299773602,Iris-virginica
+50,4.573823881119279,3.6069255258670823,1.0000004256926875,0.2,Iris-setosa
+51,6.227319435681188,3.003532843464547,4.601199704329568,1.3845840664213775,Iris-versicolor
+52,4.582553146749943,3.4065012653667224,1.3935392902666985,0.313021419220352,Iris-setosa
+53,6.336520874482462,2.4996473467349993,4.995207658731004,1.8995648990126885,Iris-virginica
+54,7.290593351842791,2.902201648641308,6.2652196238434605,1.7548638406382726,Iris-virginica
+55,5.882610245272343,2.994642109523745,5.0800918458275275,1.8050222812345913,Iris-virginica
+56,6.293323432082998,2.893211300545511,5.572001515328742,1.7826272638257425,Iris-virginica
+57,6.097528444657066,2.597399096968768,5.623272478225868,1.3678925571216842,Iris-virginica
+58,7.7,2.7656116819118104,6.7,2.0424134164704806,Iris-virginica
+59,5.783033998625549,2.7073500026136434,5.130240660189587,1.8959035555719363,Iris-virginica
+60,7.281358708595565,2.9255030212782227,6.269559250529963,1.8221907980179226,Iris-virginica
+61,5.494984361360721,2.3868257504083332,3.767742430533014,1.0670222330498116,Iris-versicolor
+62,5.82569910780424,2.7445259961541484,5.110762577622611,1.887092860026401,Iris-virginica
+63,5.492579934425938,2.390834695499323,3.9197470943397112,1.0152866067770479,Iris-versicolor
+64,5.622189892610401,2.910512556036931,4.1219607494380375,1.2966776505440678,Iris-versicolor
+65,5.032718904041682,2.470417924504594,2.7381540013056602,1.085668952883255,Iris-versicolor
+66,5.191415625704418,3.4756408486419463,1.5007057935694241,0.2,Iris-setosa
+67,6.013856864538414,2.696916000421918,5.118893282263008,1.6136260762265306,Iris-versicolor
+68,5.504667739649498,3.0012392362515574,4.535469719452272,1.4940307351784625,Iris-versicolor
+69,4.986313586594736,3.5953289908600086,1.4016643423212956,0.2,Iris-setosa
+70,5.09818676859922,3.8284689767283666,1.598252688559354,0.2,Iris-setosa
+71,6.021396668197489,3.353713611555299,4.519031740903316,1.6318908114574646,Iris-versicolor
+72,5.204478437949254,3.8056698673110185,2.2034476048072067,0.41174345355932973,Iris-setosa
+73,5.765326890986781,4.4,1.5352674553244807,0.746775549788272,Iris-setosa
+74,5.388615244842045,3.874794558206915,1.6706357790076054,0.4542929934123197,Iris-setosa
+75,5.983519692596196,2.2,4.993183315622122,1.4780348800716758,Iris-virginica
+76,4.608781905217765,3.598819778304495,1.0000003996572828,0.2,Iris-setosa
+77,6.293281858214736,2.2975946234182456,4.399595481825751,1.2911405458494338,Iris-versicolor
+78,6.026577064749801,3.3525585837410206,4.492980476067781,1.5950912822568202,Iris-versicolor
+79,4.400000458646648,2.9063021428725593,1.405723672964579,0.2,Iris-setosa
+80,6.6861283333743495,3.3049256442603934,5.597783637500868,2.499999370369662,Iris-virginica
+81,5.907640321155755,2.9805256295871225,5.096458926611992,1.8153132580673204,Iris-virginica
+82,5.777174100960426,2.691695605023794,5.098084598319287,1.907381049762887,Iris-virginica
+83,7.17040907153003,2.913468571675882,6.164451301431539,1.7764069552612314,Iris-virginica
+84,5.480022431471626,3.8500388961854664,1.8359655750062467,0.38976022345344696,Iris-setosa
+85,7.69999899490545,2.816766728879621,6.7,1.9649208709887782,Iris-virginica
+86,5.097400632621988,3.715545154215059,1.5887038620513116,0.2,Iris-setosa
+87,7.269650326755596,2.9204928308781217,6.215556900259331,1.891520833244314,Iris-virginica
+88,4.40000068432638,3.238851133495288,1.3045492649816062,0.2,Iris-setosa
+89,5.085407518260907,3.8127166603148734,2.1256757488599476,0.38924735164609947,Iris-setosa
+90,5.8936819140055015,3.1897588854452374,4.8126455763557106,1.7915901577750806,Iris-versicolor
+91,5.01508888665644,3.2708650774205634,1.2903283229852152,0.2,Iris-setosa
+92,4.604483041763931,3.606648207684642,1.0000003747206014,0.2,Iris-setosa
+93,6.122829703856881,2.989913809394063,4.632476238062478,1.3965219157032283,Iris-versicolor
+94,5.554518735941322,2.6789584733344376,4.185395856833144,1.2989002321861802,Iris-versicolor
+95,5.406139142925992,3.9087176625578506,1.2939197314758268,0.39453690653937434,Iris-setosa
+96,5.773358080862494,2.690378730505786,5.090020525797666,1.9291542649140339,Iris-virginica
+97,6.723268842947447,3.3222681797466658,5.709281016791995,2.5,Iris-virginica
+98,5.103435712036225,3.4133618216477,1.4924784212614184,0.2,Iris-setosa
+99,5.352716957992052,3.854280689396661,1.3383338282931747,0.3926647996762788,Iris-setosa
+100,6.685133736063684,3.2400772375632543,5.633013904008621,2.499999207383973,Iris-virginica
+101,5.104528726013016,3.3793230166004573,1.5041593818217651,0.2,Iris-setosa
+102,5.519798954833753,2.996736835322081,4.472541143511811,1.5001134418070137,Iris-versicolor
+103,7.341952991936032,2.8997947457748006,6.32007301551226,1.7925822062115362,Iris-virginica
+104,6.291776540682037,2.4738619140318745,4.869684766247907,1.4868018073711982,Iris-versicolor
+105,5.064913804311514,3.657653511684923,1.464553466737516,0.3923647821384053,Iris-setosa
+106,5.798391559124974,2.704478898984135,5.105851609299265,1.8822104542831744,Iris-virginica
+107,5.993573205259608,3.4157400339722583,4.518544953101608,1.6185625274881656,Iris-versicolor
+108,5.516256990843476,2.3955065436028637,3.901608907210071,1.1429547373064515,Iris-versicolor
+109,7.7,2.8310017973900923,6.7,2.0239003704636462,Iris-virginica
+110,5.88042507320307,3.1963192945412424,4.788868965199541,1.7870979425930844,Iris-versicolor
+111,5.100607722192249,2.500712028885328,2.953286331547945,1.0725746781946845,Iris-versicolor
+112,6.5312008643922335,3.3595748287430665,5.649626915523741,2.2578345188870763,Iris-virginica
+113,6.512358856412579,2.993950708821886,5.504985932377183,1.7873280670821803,Iris-virginica
+114,5.86298417190321,3.206609325893968,4.759073113780153,1.7995920405901238,Iris-versicolor
+115,6.107305853207898,2.6072003473487877,5.615027397858996,1.4236969377940336,Iris-virginica
+116,6.0065742895908,3.43510435681213,4.505392058788049,1.6122630145665855,Iris-versicolor
+117,5.915855737339611,3.0013440789126995,5.151474432244823,1.7953845617268664,Iris-virginica
+118,7.286952323101003,2.9063434959176537,6.254886189200988,1.818371064941069,Iris-virginica
+119,5.192164742346076,3.402841132266464,1.4038398359134252,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/7/test.csv b/iris/tab_ddpm/5_1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/7/train.csv b/iris/tab_ddpm/5_1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/7/val.csv b/iris/tab_ddpm/5_1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/8/synth.csv b/iris/tab_ddpm/5_1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..04b045298765462601301ea39bfd5f79fba6f99c
--- /dev/null
+++ b/iris/tab_ddpm/5_1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.297902549514509,2.701512421470683,4.88172501229231,1.7949539889336092,Iris-virginica
+1,5.41001338482084,3.010603558113264,4.549632882750488,1.4997796829751602,Iris-versicolor
+2,5.23610146964551,3.5372242379470378,1.510673730377203,0.2,Iris-setosa
+3,5.110655582239226,3.7874457529798273,1.608650427040214,0.2,Iris-setosa
+4,6.4203756594795465,2.905108208846939,4.295664938025797,1.3043524666460915,Iris-versicolor
+5,5.115826855892425,3.4339900568558814,1.497341339093032,0.2,Iris-setosa
+6,5.533306984001517,2.391813265440162,3.9835704931575613,1.0663245036961184,Iris-versicolor
+7,5.4053881613706425,3.9192639083959198,1.3139456103737426,0.4844146439367916,Iris-setosa
+8,5.70737689510802,2.784755730246096,4.22537975459445,1.3355575921463247,Iris-versicolor
+9,6.464409337061766,3.040025907578487,5.508794295353679,1.7763611956544867,Iris-virginica
+10,4.585443983624935,3.2111120347464426,1.4015883716858557,0.2,Iris-setosa
+11,7.3471390574264035,2.902661225268823,6.336568259221552,1.8081452825882371,Iris-virginica
+12,4.510866701523455,2.2979173311837,1.3013432416406743,0.3041229420832423,Iris-setosa
+13,6.6732266732875685,3.3208119971914107,5.679334826536025,2.4999991768843914,Iris-virginica
+14,5.022356809104794,3.5141397966003947,1.317214743034209,0.3024044255603416,Iris-setosa
+15,6.288008058057434,2.2928155564833492,4.405822051804889,1.3039719291227998,Iris-versicolor
+16,5.108852276494511,3.8039583632842797,1.707703415329141,0.4147775296584147,Iris-setosa
+17,5.072084478351577,2.502320650330672,3.1242553756034193,1.0719792522951788,Iris-versicolor
+18,5.882289834327453,3.2129215481959004,4.75116012736082,1.8017123036602327,Iris-versicolor
+19,4.978507801647865,3.2173750591786865,1.179038753542241,0.2,Iris-setosa
+20,6.033069002383028,2.2000003340729233,4.972429701267266,1.5230264482082927,Iris-virginica
+21,6.123347722970933,2.5992593805654924,5.6169397751105725,1.4075381972174072,Iris-virginica
+22,5.661493097891895,2.4845232898047294,4.9968583064916645,1.9856462432799153,Iris-virginica
+23,6.260701307356446,3.3839940321265995,5.687078431438718,2.3991911320022403,Iris-virginica
+24,4.607417851314862,3.644201219091216,1.0,0.2,Iris-setosa
+25,4.790245619892648,3.3983303538979595,1.6280919481375178,0.2,Iris-setosa
+26,5.384618702884524,3.423767175875184,1.6943866070965714,0.2,Iris-setosa
+27,4.839228605110383,3.417138113854868,1.6049556165920262,0.2,Iris-setosa
+28,6.688076944192701,2.9936095922700034,4.98700156645995,1.69966024678179,Iris-versicolor
+29,6.0518065856748455,2.4917148455162774,4.994340440445721,1.9428766113401916,Iris-virginica
+30,7.7,2.8085883102166225,6.7,2.017441601542163,Iris-virginica
+31,4.4,3.1997443000114343,1.2845355106986576,0.2,Iris-setosa
+32,4.81320179106419,3.3946903456762514,1.5936573508277843,0.2,Iris-setosa
+33,5.787862804950642,2.676152047561106,5.077194003239955,1.916333355424568,Iris-virginica
+34,4.938081500285767,2.424922343649583,3.186191136562413,1.1287510095596747,Iris-versicolor
+35,5.827031288825709,2.7373101354132,5.17400621374485,1.8878691993482222,Iris-virginica
+36,6.920188691550717,2.985491889438161,5.688885862396222,2.053927236049562,Iris-virginica
+37,5.273017963012501,3.606858102632829,1.4856099155979505,0.2,Iris-setosa
+38,6.2992837703861575,2.301120487705057,4.444149916851055,1.3020961580380201,Iris-versicolor
+39,5.043484095546093,3.3202205010174515,1.4029661235542625,0.2,Iris-setosa
+40,6.080240283536184,3.0073316133310595,4.629756710234415,1.4017523139461372,Iris-versicolor
+41,5.299858419258323,3.847965935152403,1.552439914118004,0.4043358070998127,Iris-setosa
+42,4.587217801139043,3.415334529164054,1.3825303899046293,0.3048991157488356,Iris-setosa
+43,5.974959711709456,2.7064783837355133,5.104746255553535,1.6172434563400173,Iris-versicolor
+44,5.872267644682817,2.999276212142532,5.0885820515034785,1.8093434873936742,Iris-virginica
+45,5.511043370345551,4.1681613132890085,1.4020208532002831,0.2,Iris-setosa
+46,4.9339960669700496,2.4161845307718455,3.6480796179375226,1.0220463183485455,Iris-versicolor
+47,6.287372556411941,2.7913563029730373,5.136410291094536,1.4895084024792344,Iris-virginica
+48,6.348151145097499,2.94255179229172,5.54142056970142,1.7857085189290063,Iris-virginica
+49,4.400000587351162,3.2014539286756905,1.336053029024031,0.2,Iris-setosa
+50,5.878739605925483,3.196562824091124,4.785630482391025,1.8104370925487272,Iris-versicolor
+51,5.006363727256771,3.5133366477583654,1.4034279252442083,0.2,Iris-setosa
+52,7.7,2.7995944410676152,6.7,1.9684840606049394,Iris-virginica
+53,5.079670279001251,3.3869492346745793,1.4417152478613817,0.2,Iris-setosa
+54,5.272144039607839,3.6244883425137178,1.5261690044927965,0.2,Iris-setosa
+55,6.294564360570697,2.299830449607251,4.4014837820362045,1.283559556038435,Iris-versicolor
+56,5.996509027687829,2.706338112249664,5.10869396410454,1.6044581321083493,Iris-versicolor
+57,5.232061643864601,2.6804113575386372,3.805427287674746,1.3660612470001916,Iris-versicolor
+58,7.260773462374208,2.9234982385252675,6.220987225342717,1.843816276074981,Iris-virginica
+59,5.895903402692941,3.2155513771756263,4.797841980623437,1.8132049751387624,Iris-versicolor
+60,5.07955713615741,3.3858609758640266,1.5322792677925212,0.2,Iris-setosa
+61,6.273322673413506,2.91090777347748,5.609173751103322,1.8020162157327928,Iris-virginica
+62,5.803602602460276,3.0138406747131388,4.109945225789835,1.435790546428962,Iris-versicolor
+63,6.686098707827581,3.0966567764135604,4.416681649566759,1.4034205068976437,Iris-versicolor
+64,5.029773678887007,3.508302031673702,1.3537596499669597,0.31085953502416885,Iris-setosa
+65,5.404389700928525,3.3912605066750623,1.9412790313518404,0.2,Iris-setosa
+66,5.460675174025202,2.9987219972084516,4.4064589041074615,1.5009744767517474,Iris-versicolor
+67,5.977549531603129,3.0087663008084746,4.7744112208394265,1.7875908407662326,Iris-virginica
+68,7.7,2.7573590942352793,6.7,2.0093663315499874,Iris-virginica
+69,7.7,2.7830517481661032,6.7,1.9842400698394165,Iris-virginica
+70,6.02698457150269,3.0105528072163446,4.7800004820875746,1.7870699841472448,Iris-virginica
+71,5.898768928229023,3.1907079339012596,4.825195806896321,1.8203176622890869,Iris-versicolor
+72,5.994456397576851,3.4024270193835884,4.524549251429835,1.602502875326491,Iris-versicolor
+73,4.607151628360043,3.581406742306646,1.0000005880744975,0.2,Iris-setosa
+74,4.771753746083754,3.3166870084648457,1.4786643137444655,0.2,Iris-setosa
+75,5.523256203682697,2.6031501001922157,4.403989381427502,1.2615818474568716,Iris-versicolor
+76,6.668441822033703,3.2856588204512933,5.646299621884741,2.049727179406036,Iris-virginica
+77,5.205228625683048,2.7248052506899354,4.035311290207611,1.420962002044218,Iris-versicolor
+78,5.985772903315334,2.200000333724326,5.005414951989495,1.4891508325136174,Iris-virginica
+79,6.890061617501199,3.1961129571659,5.69613732273649,2.29608644515012,Iris-virginica
+80,4.963511262853679,3.230003369945496,1.2920599862795803,0.2,Iris-setosa
+81,6.236963078509243,2.875407484537775,4.323494449160954,1.2784350780118774,Iris-versicolor
+82,5.759421869186661,3.149896396633158,4.726758441475057,1.7011809712554056,Iris-versicolor
+83,5.645084186278771,3.01165006712337,4.172859245204039,1.2988486611163552,Iris-versicolor
+84,6.735628860688666,3.332516383951664,5.785401577448297,2.5,Iris-virginica
+85,5.989741422027615,3.411013109233039,4.5346001479438875,1.589958478669799,Iris-versicolor
+86,4.590597681497332,3.188889635396798,1.4046613774025907,0.2,Iris-setosa
+87,7.295673283031152,2.9062430371922683,6.302529460879206,1.8052913068997916,Iris-virginica
+88,5.8885378657467475,3.0083816918225796,4.2094078422736585,1.4979587295264367,Iris-versicolor
+89,4.991921070912787,2.448166200495404,3.203718928801827,0.9949459583630602,Iris-versicolor
+90,5.15296376861078,3.533608972039661,1.4353214146809339,0.3067155553897421,Iris-setosa
+91,4.6715757780063445,3.437332961382589,1.3500730490216135,0.3389737440181349,Iris-setosa
+92,6.6366022968420815,3.0074599644999607,4.961926947266944,1.6608369474455391,Iris-versicolor
+93,6.68118722430088,3.117552694796505,4.4329655021882175,1.402850132254103,Iris-versicolor
+94,4.499538339405091,2.3070402167124513,1.2849398753052355,0.2969385256367863,Iris-setosa
+95,5.535477698845915,2.3925317208535724,3.855805548672464,1.0299707644822937,Iris-versicolor
+96,5.995953044157627,3.394158237757508,4.538040363655555,1.6301642258422424,Iris-versicolor
+97,5.392316985149353,3.404503099799385,1.6900666579068175,0.2,Iris-setosa
+98,5.096374132950704,3.413908384615664,1.5376111417982914,0.2,Iris-setosa
+99,5.098110561094063,3.652351691153265,1.561376117143529,0.2,Iris-setosa
+100,4.888685498315932,3.0134116126051707,1.3645943392483693,0.2,Iris-setosa
+101,5.251294102581637,3.873832902386927,1.800445708895954,0.4317973783513864,Iris-setosa
+102,4.909428156267647,3.0335608376881638,1.4159192178612983,0.2,Iris-setosa
+103,5.66843647331555,4.4,1.515778474096717,0.37453615224013026,Iris-setosa
+104,5.810131903826283,2.697333363713007,5.087465045857924,1.895613354970425,Iris-virginica
+105,6.6742316692754,3.079036585261979,4.411505412967489,1.4209748454171338,Iris-versicolor
+106,6.699777137265016,3.0063123620199756,4.996089970315082,1.705045776872244,Iris-versicolor
+107,5.0756917742857475,3.792345719317906,1.5744553917476298,0.2,Iris-setosa
+108,4.79691495747179,3.415063679496055,1.6008790845388177,0.2,Iris-setosa
+109,4.896706354103022,3.0886852968096723,1.4950887302958307,0.100000104583535,Iris-setosa
+110,6.311892436197451,2.885697637325014,5.6290370506912515,1.7830732220322252,Iris-virginica
+111,5.014390278777583,3.595203646677158,1.3879109781863563,0.2,Iris-setosa
+112,7.303656238118583,2.905815337467517,6.308827964486237,1.7783231958464114,Iris-virginica
+113,6.548752358148119,2.975577571495242,4.389705996428572,1.3680807574131932,Iris-versicolor
+114,4.4,3.1832825383219685,1.2933853716929145,0.2,Iris-setosa
+115,4.505778939001921,2.298316461606661,1.3087386269448082,0.2836273577463055,Iris-setosa
+116,6.412779932193144,3.0599681233677107,5.475731578703845,1.8030785472612159,Iris-virginica
+117,6.754985801487931,2.978376867269116,5.476583248799938,2.1001016697097064,Iris-virginica
+118,6.302662132847907,2.303788893432058,4.425048570357716,1.3106790434663529,Iris-versicolor
+119,6.409869678662863,2.9019125346042043,4.320767421884148,1.3047854138299593,Iris-versicolor
diff --git a/iris/tab_ddpm/5_1/8/test.csv b/iris/tab_ddpm/5_1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/8/train.csv b/iris/tab_ddpm/5_1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/8/val.csv b/iris/tab_ddpm/5_1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/9/synth.csv b/iris/tab_ddpm/5_1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1a2e50ed8bcc4f51224120670a355e1f747cac0e
--- /dev/null
+++ b/iris/tab_ddpm/5_1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.209542670538201,3.482059526434958,1.4940365077894369,0.2,Iris-setosa
+1,7.7,2.750117938680436,6.7,1.989404079707943,Iris-virginica
+2,4.6203341163790945,3.224583035226624,1.4054347484392649,0.2,Iris-setosa
+3,5.102834493103183,3.406062455214726,1.4966259362234051,0.2,Iris-setosa
+4,5.384490167296686,3.3894163254380634,1.7662067406523374,0.2,Iris-setosa
+5,5.558386803076046,2.988405179881958,4.075663440744068,1.2979711186580134,Iris-versicolor
+6,4.9021519434624725,3.1092587687057023,1.4925645754295238,0.10000011747945016,Iris-setosa
+7,5.037249586845396,3.654741118283273,1.4204624546029787,0.2,Iris-setosa
+8,5.121687934102842,3.80967554037719,1.6834738987540014,0.3853892884045136,Iris-setosa
+9,5.19686717847047,2.7354176497707754,4.065652796466217,1.413125575071456,Iris-versicolor
+10,6.269229563073248,2.3001249526592633,4.436693994350291,1.284507374435628,Iris-versicolor
+11,5.1913017812756586,3.3990071615653,1.3928655829242245,0.2,Iris-setosa
+12,5.882654571830086,3.1963355624374947,4.79438127538647,1.7967284503847658,Iris-versicolor
+13,5.502677510641718,4.22457252952894,1.4023005930255126,0.2,Iris-setosa
+14,7.699999064043296,2.805150302570752,6.699998877715139,1.960791471787794,Iris-virginica
+15,5.515430059037451,4.195837175819822,1.3850673103089068,0.2,Iris-setosa
+16,5.05571205841934,3.709064781705823,1.529611279736882,0.2,Iris-setosa
+17,6.709513469957676,3.0623644492302633,5.557238741428319,2.163834640474263,Iris-virginica
+18,7.699999093917521,2.8200620563827297,6.6999989688827215,2.00979531007128,Iris-virginica
+19,6.5415663925823715,2.965904790611345,4.35270435563097,1.3782075462776475,Iris-versicolor
+20,5.616120173730752,3.0001602684246507,4.5010051275188045,1.5017145760724468,Iris-versicolor
+21,5.089426049946849,3.7710857173427335,1.765577818721097,0.4064552401838025,Iris-setosa
+22,5.145755162170631,3.420665323789162,1.496736475392286,0.2,Iris-setosa
+23,5.787099852154718,2.692278620126109,5.094667218114239,1.8984262666156981,Iris-virginica
+24,4.896762310635623,3.399489015951149,1.5747851000931998,0.2,Iris-setosa
+25,5.081403793834149,3.526528862246172,1.4112061751996088,0.2,Iris-setosa
+26,7.207706875260836,2.9744509252606144,6.07156040645381,2.0073275852697012,Iris-virginica
+27,6.724177019191495,3.0045222210349656,5.022474394764952,1.7008901265303191,Iris-versicolor
+28,4.59059557110837,3.2271362850659244,1.4020963376006284,0.2,Iris-setosa
+29,5.775212104109069,2.8115531943539276,4.224079927300442,1.3396744234133804,Iris-versicolor
+30,4.597937964756025,3.3864963655762397,1.4006400106151649,0.2934706056316749,Iris-setosa
+31,6.828705777907576,3.0105282053975997,5.515943468879409,2.137460251849994,Iris-virginica
+32,5.087289612941313,3.3259214550549534,1.3536959610755206,0.2,Iris-setosa
+33,6.280638576194051,3.078243981603702,5.446956770442316,1.8032137880001389,Iris-virginica
+34,6.827004432131317,3.213375337155073,5.714492735989883,2.3018659240852237,Iris-virginica
+35,5.9717725123313885,2.9981816638273746,4.790860618590503,1.772776484693813,Iris-virginica
+36,5.4902438493173635,4.194868846043316,1.3781693348651387,0.2,Iris-setosa
+37,6.025655657739116,2.9817078418780314,4.789328111120152,1.7993655297425963,Iris-virginica
+38,6.34637431315227,2.8703793942548192,4.238091927386234,1.3005527202031095,Iris-versicolor
+39,5.123341393487803,3.7182940648779166,1.5108717778921925,0.3840815679681493,Iris-setosa
+40,6.398006974301081,2.8863445634275777,4.3785325588789,1.2953500024003388,Iris-versicolor
+41,5.917167459671091,3.2191766250291654,4.838074177243206,1.7827944173300745,Iris-versicolor
+42,5.8328723109695995,2.708925557087353,5.103657272737122,1.9026986211990786,Iris-virginica
+43,4.506546265384171,2.3038958335151762,1.3093822782520808,0.3054399158648647,Iris-setosa
+44,5.411613261475861,2.992823015057387,4.461544903489992,1.487275827699664,Iris-versicolor
+45,5.811994592039419,2.7159585146177934,5.097106656028693,1.8873311809991842,Iris-virginica
+46,5.3909938195711815,3.8798151893777293,1.7846920398163884,0.47558322422470956,Iris-setosa
+47,5.986663288446924,2.2,4.9975418127157765,1.5154868780316908,Iris-virginica
+48,5.935339684182559,3.002690592987935,5.033625125294777,1.777745901750639,Iris-virginica
+49,7.308447357318476,2.894275061770434,6.304156715335511,1.8028051695445588,Iris-virginica
+50,5.148480163497112,3.854941977442322,1.5737688730709147,0.2,Iris-setosa
+51,6.817076828358241,3.270341706081051,5.670110071846034,2.260977192863903,Iris-virginica
+52,6.343665757441046,2.2999789786588662,4.419408069789884,1.3177117084841155,Iris-versicolor
+53,6.522584481495166,2.968961479879541,4.328516227769061,1.360186727138893,Iris-versicolor
+54,5.993434501140792,2.9987162863573076,4.758626583864023,1.80597543349008,Iris-virginica
+55,5.378877733379737,3.410138183415907,1.6952283020165417,0.2,Iris-setosa
+56,5.269338919169021,3.4799429453145145,1.4005381982800027,0.2,Iris-setosa
+57,4.595404995235762,3.209494836115206,1.4048271141492403,0.2,Iris-setosa
+58,5.165371017352532,3.4795713864178435,1.494340955887249,0.2,Iris-setosa
+59,6.282596190050859,3.382442972108798,5.625014562386203,2.3984406412630994,Iris-virginica
+60,5.111007169979351,3.7604085362376827,1.5798568867093663,0.2,Iris-setosa
+61,5.99863981390703,2.2,5.006719000890977,1.4995340729026871,Iris-virginica
+62,5.7910257410666235,2.766032100350417,5.10514986242,2.384527198277487,Iris-virginica
+63,4.899738873459455,3.098787667319686,1.497510215087142,0.1,Iris-setosa
+64,5.490724823677257,2.403218388321864,3.6782317229690324,0.9762476438863114,Iris-versicolor
+65,6.8053559506700685,2.9985893640566412,5.486131361998056,2.0814966552634724,Iris-virginica
+66,5.384990959448698,3.8727371254301985,1.3052601642920916,0.49703577775990604,Iris-setosa
+67,5.846013456838467,2.7070710702808025,5.115396146581031,1.8935207880325844,Iris-virginica
+68,4.4,2.8926830770904637,1.401738889943752,0.2,Iris-setosa
+69,4.9104728940212325,2.4043219813258117,3.1579545953483805,1.1128760612723476,Iris-versicolor
+70,5.2598740065089125,3.5938168464115368,1.5092940307698228,0.2,Iris-setosa
+71,6.315068869707307,2.9402265279205366,4.38084896818915,1.3278147795163033,Iris-versicolor
+72,6.3198291909484725,2.9031409018938987,5.652038192914923,1.7933462171912358,Iris-virginica
+73,6.702714269577811,3.091684627457479,4.392088508139361,1.3835518582719104,Iris-versicolor
+74,6.66943649350845,3.2770194489830367,5.696736950947174,2.499998758971309,Iris-virginica
+75,5.3807904579868655,4.176119743826963,1.3988300233187692,0.2,Iris-setosa
+76,6.284774735791891,2.768186930722036,4.969500586519722,1.7002419531607564,Iris-virginica
+77,5.7953520171838075,2.6830975960525945,5.08943567795995,1.9112744181856829,Iris-virginica
+78,5.527477874319071,2.6521471898857047,4.303845161874812,1.260250334277335,Iris-versicolor
+79,6.297329417130307,3.396436991814428,5.5921448973666426,2.402461999419491,Iris-virginica
+80,7.132303816514507,3.000401552827873,5.935954561034364,2.093519856461615,Iris-virginica
+81,4.615295735840992,3.4136237147215533,1.404539519943286,0.31802353606373773,Iris-setosa
+82,6.006540250046964,2.2000002801972407,5.009601974452508,1.5184430284514454,Iris-virginica
+83,5.388867913581504,3.902088112683873,1.6771086267595443,0.3698523395083399,Iris-setosa
+84,5.571335973258769,2.6706250803846507,4.175501789990664,1.28716991111936,Iris-versicolor
+85,4.590316684345445,3.6073269687505385,1.0,0.2,Iris-setosa
+86,6.450644132030402,2.9326401373399125,4.308323847429538,1.3198388028562014,Iris-versicolor
+87,5.5867021286732435,2.985582636965972,4.127752261314775,1.2968370421585997,Iris-versicolor
+88,4.865529117145006,3.0929573589830732,1.5108988120476499,0.1,Iris-setosa
+89,6.915636028947789,3.2196723026822944,5.640267796732987,2.3058986451500205,Iris-virginica
+90,5.325750460147416,3.878126001931804,1.663830134863829,0.39117331516612086,Iris-setosa
+91,5.737685737638719,3.0132385000071804,4.3163714286645884,1.4977426665298081,Iris-versicolor
+92,4.593623952214483,3.598384493237744,1.0,0.2,Iris-setosa
+93,5.804040494064446,2.704261499941052,5.10481754274658,1.8995337283617009,Iris-virginica
+94,6.699522247314624,3.000530931046052,4.986499207226725,1.7063972451993004,Iris-versicolor
+95,6.500666508462131,3.0037125301732193,5.489088771244226,1.790316525621712,Iris-virginica
+96,5.255282549565745,3.6939650141768325,1.5000004252592403,0.2,Iris-setosa
+97,5.011085640535434,3.6051294295509857,1.4044115524004506,0.2,Iris-setosa
+98,5.498879357289337,2.39681267760204,3.6970550771778314,1.034744634263828,Iris-versicolor
+99,6.360232468245912,3.2054190385545,4.504213055535865,1.522849715594232,Iris-versicolor
+100,5.118425849997075,3.3010756687827527,1.9454600278413066,0.5266046450568042,Iris-setosa
+101,5.903879858724665,3.1865451705540626,4.777476833536189,1.811238977625569,Iris-versicolor
+102,6.010944960792336,2.7028748776261233,5.096276192425651,1.5687739648810084,Iris-versicolor
+103,6.684543359580467,3.2917959651295146,5.6141750339742575,2.104141089243512,Iris-virginica
+104,6.662371157527027,3.00186851321785,5.0228209812957365,1.7021866506779815,Iris-versicolor
+105,6.689125864622941,2.9978598541881185,5.001271672648178,1.6896482202421699,Iris-versicolor
+106,7.1088119524754685,3.0048574724888972,5.889587633000468,2.1221834903345234,Iris-virginica
+107,5.096121852697619,3.365604005574927,1.4097321530176325,0.2,Iris-setosa
+108,6.008789164319017,2.697227931949436,5.154727962238261,1.615059843107837,Iris-versicolor
+109,4.632553613870834,3.4091434539289596,1.3866612757539303,0.30283539517165825,Iris-setosa
+110,6.301230360462212,2.5020729454642043,5.0113470818435,1.9025678119409721,Iris-virginica
+111,5.442055677836041,3.3837666414965426,2.1711612330673304,0.2,Iris-setosa
+112,6.279771449801853,3.3990509567259446,5.616743117301975,2.392102154368599,Iris-virginica
+113,5.478669043629846,2.3958784589079385,3.644864208602599,1.095047294201221,Iris-versicolor
+114,6.69944897678594,3.098420277466657,4.401352712660963,1.3964937649737674,Iris-versicolor
+115,6.013727773456227,2.7005899162597826,5.080630210621893,1.5947645462345499,Iris-versicolor
+116,6.695946669713567,3.109609022768507,4.386279372928517,1.400050160648612,Iris-versicolor
+117,5.010824743168998,3.623776556470015,1.404442843936363,0.2,Iris-setosa
+118,6.296721864275657,2.5115243234383904,5.000935869476659,1.897999301388113,Iris-virginica
+119,5.679606352751051,4.4,1.5181252320848029,0.3941639339480204,Iris-setosa
diff --git a/iris/tab_ddpm/5_1/9/test.csv b/iris/tab_ddpm/5_1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/9/train.csv b/iris/tab_ddpm/5_1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/9/val.csv b/iris/tab_ddpm/5_1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/5_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/5_1/params.json b/iris/tab_ddpm/5_1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad9511be7bc223ac6a477bd52d511f1951fc0fb3
--- /dev/null
+++ b/iris/tab_ddpm/5_1/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:736f90396b11be64d38e50cf131306b3dc9b4746a61359007654bac099c45411
+size 331
diff --git a/iris/tab_ddpm/5_1/tab_ddpm_eval.ipynb b/iris/tab_ddpm/5_1/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..3a6a6c497ade67145863ab4f046cc5631f54c64a
--- /dev/null
+++ b/iris/tab_ddpm/5_1/tab_ddpm_eval.ipynb
@@ -0,0 +1,2050 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "e6e17fff",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:44.273972Z",
+     "iopub.status.busy": "2024-07-22T02:18:44.273177Z",
+     "iopub.status.idle": "2024-07-22T02:18:54.870741Z",
+     "shell.execute_reply": "2024-07-22T02:18:54.869509Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.609958,
+     "end_time": "2024-07-22T02:18:54.873295",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:44.263337",
+     "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... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 92%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "1840b8a8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:54.896689Z",
+     "iopub.status.busy": "2024-07-22T02:18:54.896181Z",
+     "iopub.status.idle": "2024-07-22T02:18:54.906134Z",
+     "shell.execute_reply": "2024-07-22T02:18:54.905247Z"
+    },
+    "papermill": {
+     "duration": 0.023951,
+     "end_time": "2024-07-22T02:18:54.908178",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:54.884227",
+     "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": "0dd91ade",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009489,
+     "end_time": "2024-07-22T02:18:54.927287",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:54.917798",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "4622f395",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:54.947649Z",
+     "iopub.status.busy": "2024-07-22T02:18:54.947357Z",
+     "iopub.status.idle": "2024-07-22T02:18:54.954459Z",
+     "shell.execute_reply": "2024-07-22T02:18:54.953560Z"
+    },
+    "papermill": {
+     "duration": 0.019561,
+     "end_time": "2024-07-22T02:18:54.956337",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:54.936776",
+     "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": "fe20e4f7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:54.976789Z",
+     "iopub.status.busy": "2024-07-22T02:18:54.976493Z",
+     "iopub.status.idle": "2024-07-22T02:18:54.981848Z",
+     "shell.execute_reply": "2024-07-22T02:18:54.980984Z"
+    },
+    "papermill": {
+     "duration": 0.01809,
+     "end_time": "2024-07-22T02:18:54.983792",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:54.965702",
+     "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/5_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 = 0.6\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "1e5d0938",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:55.005983Z",
+     "iopub.status.busy": "2024-07-22T02:18:55.005614Z",
+     "iopub.status.idle": "2024-07-22T02:18:55.012211Z",
+     "shell.execute_reply": "2024-07-22T02:18:55.011337Z"
+    },
+    "papermill": {
+     "duration": 0.020101,
+     "end_time": "2024-07-22T02:18:55.014186",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:54.994085",
+     "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": "b032a1f2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:55.034947Z",
+     "iopub.status.busy": "2024-07-22T02:18:55.034676Z",
+     "iopub.status.idle": "2024-07-22T02:18:56.378286Z",
+     "shell.execute_reply": "2024-07-22T02:18:56.377321Z"
+    },
+    "papermill": {
+     "duration": 1.356459,
+     "end_time": "2024-07-22T02:18:56.380588",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:55.024129",
+     "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": "2a3322ba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:56.402712Z",
+     "iopub.status.busy": "2024-07-22T02:18:56.402386Z",
+     "iopub.status.idle": "2024-07-22T02:18:57.400594Z",
+     "shell.execute_reply": "2024-07-22T02:18:57.399314Z"
+    },
+    "papermill": {
+     "duration": 1.012114,
+     "end_time": "2024-07-22T02:18:57.403016",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:56.390902",
+     "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": "11928a6d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:57.426675Z",
+     "iopub.status.busy": "2024-07-22T02:18:57.426069Z",
+     "iopub.status.idle": "2024-07-22T02:18:57.437466Z",
+     "shell.execute_reply": "2024-07-22T02:18:57.436558Z"
+    },
+    "papermill": {
+     "duration": 0.025655,
+     "end_time": "2024-07-22T02:18:57.439553",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:57.413898",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/5_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": "3ec71219",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:57.464538Z",
+     "iopub.status.busy": "2024-07-22T02:18:57.464209Z",
+     "iopub.status.idle": "2024-07-22T02:18:57.848396Z",
+     "shell.execute_reply": "2024-07-22T02:18:57.847304Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.400041,
+     "end_time": "2024-07-22T02:18:57.850998",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:57.450957",
+     "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": "1c8b0a5c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:57.877340Z",
+     "iopub.status.busy": "2024-07-22T02:18:57.876978Z",
+     "iopub.status.idle": "2024-07-22T02:18:59.537591Z",
+     "shell.execute_reply": "2024-07-22T02:18:59.536472Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.677447,
+     "end_time": "2024-07-22T02:18:59.540153",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:57.862706",
+     "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": "cfde20d7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:59.565542Z",
+     "iopub.status.busy": "2024-07-22T02:18:59.565107Z",
+     "iopub.status.idle": "2024-07-22T02:18:59.573652Z",
+     "shell.execute_reply": "2024-07-22T02:18:59.572769Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023797,
+     "end_time": "2024-07-22T02:18:59.575827",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:59.552030",
+     "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": "bd33b8fc",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:59.599278Z",
+     "iopub.status.busy": "2024-07-22T02:18:59.598981Z",
+     "iopub.status.idle": "2024-07-22T02:18:59.603554Z",
+     "shell.execute_reply": "2024-07-22T02:18:59.602628Z"
+    },
+    "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": 0.018776,
+     "end_time": "2024-07-22T02:18:59.605577",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:59.586801",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "012d4f23",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:59.629564Z",
+     "iopub.status.busy": "2024-07-22T02:18:59.628898Z",
+     "iopub.status.idle": "2024-07-22T02:18:59.744537Z",
+     "shell.execute_reply": "2024-07-22T02:18:59.743697Z"
+    },
+    "papermill": {
+     "duration": 0.130311,
+     "end_time": "2024-07-22T02:18:59.747007",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:59.616696",
+     "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": "91ef5b88",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:18:59.775907Z",
+     "iopub.status.busy": "2024-07-22T02:18:59.775571Z",
+     "iopub.status.idle": "2024-07-22T02:19:04.140722Z",
+     "shell.execute_reply": "2024-07-22T02:19:04.139915Z"
+    },
+    "papermill": {
+     "duration": 4.383027,
+     "end_time": "2024-07-22T02:19:04.143241",
+     "exception": false,
+     "start_time": "2024-07-22T02:18:59.760214",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:19:01.556804: 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 02:19:01.556863: 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 02:19:01.558440: 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": "30d37ba0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:04.167987Z",
+     "iopub.status.busy": "2024-07-22T02:19:04.167360Z",
+     "iopub.status.idle": "2024-07-22T02:19:04.173578Z",
+     "shell.execute_reply": "2024-07-22T02:19:04.172656Z"
+    },
+    "papermill": {
+     "duration": 0.020847,
+     "end_time": "2024-07-22T02:19:04.175703",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:04.154856",
+     "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": "14107ec6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:04.201609Z",
+     "iopub.status.busy": "2024-07-22T02:19:04.201202Z",
+     "iopub.status.idle": "2024-07-22T02:19:06.997514Z",
+     "shell.execute_reply": "2024-07-22T02:19:06.996682Z"
+    },
+    "papermill": {
+     "duration": 2.812088,
+     "end_time": "2024-07-22T02:19:06.999964",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:04.187876",
+     "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": "d78b2203",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:07.027657Z",
+     "iopub.status.busy": "2024-07-22T02:19:07.026672Z",
+     "iopub.status.idle": "2024-07-22T02:19:07.034481Z",
+     "shell.execute_reply": "2024-07-22T02:19:07.033475Z"
+    },
+    "papermill": {
+     "duration": 0.024116,
+     "end_time": "2024-07-22T02:19:07.036535",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:07.012419",
+     "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": "2402529c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:07.062013Z",
+     "iopub.status.busy": "2024-07-22T02:19:07.061240Z",
+     "iopub.status.idle": "2024-07-22T02:19:07.570101Z",
+     "shell.execute_reply": "2024-07-22T02:19:07.569285Z"
+    },
+    "papermill": {
+     "duration": 0.524229,
+     "end_time": "2024-07-22T02:19:07.572515",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:07.048286",
+     "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": "871ac15a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:07.601200Z",
+     "iopub.status.busy": "2024-07-22T02:19:07.600851Z",
+     "iopub.status.idle": "2024-07-22T02:19:07.606809Z",
+     "shell.execute_reply": "2024-07-22T02:19:07.605936Z"
+    },
+    "papermill": {
+     "duration": 0.02307,
+     "end_time": "2024-07-22T02:19:07.608840",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:07.585770",
+     "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": "b6f7f353",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:07.634317Z",
+     "iopub.status.busy": "2024-07-22T02:19:07.633971Z",
+     "iopub.status.idle": "2024-07-22T02:19:07.680762Z",
+     "shell.execute_reply": "2024-07-22T02:19:07.680023Z"
+    },
+    "papermill": {
+     "duration": 0.062041,
+     "end_time": "2024-07-22T02:19:07.682765",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:07.620724",
+     "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": "7e1cf27a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:07.709585Z",
+     "iopub.status.busy": "2024-07-22T02:19:07.709289Z",
+     "iopub.status.idle": "2024-07-22T02:19:07.715004Z",
+     "shell.execute_reply": "2024-07-22T02:19:07.714167Z"
+    },
+    "papermill": {
+     "duration": 0.021667,
+     "end_time": "2024-07-22T02:19:07.716932",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:07.695265",
+     "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": "9e531ed7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:07.741783Z",
+     "iopub.status.busy": "2024-07-22T02:19:07.741486Z",
+     "iopub.status.idle": "2024-07-22T02:19:07.745587Z",
+     "shell.execute_reply": "2024-07-22T02:19:07.744685Z"
+    },
+    "papermill": {
+     "duration": 0.018665,
+     "end_time": "2024-07-22T02:19:07.747609",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:07.728944",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "87600e23",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:07.771958Z",
+     "iopub.status.busy": "2024-07-22T02:19:07.771676Z",
+     "iopub.status.idle": "2024-07-22T02:19:07.777326Z",
+     "shell.execute_reply": "2024-07-22T02:19:07.776474Z"
+    },
+    "papermill": {
+     "duration": 0.020078,
+     "end_time": "2024-07-22T02:19:07.779315",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:07.759237",
+     "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": "599e1a3d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:07.803983Z",
+     "iopub.status.busy": "2024-07-22T02:19:07.803699Z",
+     "iopub.status.idle": "2024-07-22T02:19:07.810025Z",
+     "shell.execute_reply": "2024-07-22T02:19:07.809166Z"
+    },
+    "papermill": {
+     "duration": 0.020944,
+     "end_time": "2024-07-22T02:19:07.811998",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:07.791054",
+     "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": "0265dd12",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:07.838481Z",
+     "iopub.status.busy": "2024-07-22T02:19:07.838128Z",
+     "iopub.status.idle": "2024-07-22T02:19:07.848500Z",
+     "shell.execute_reply": "2024-07-22T02:19:07.847610Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.02583,
+     "end_time": "2024-07-22T02:19:07.850334",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:07.824504",
+     "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": "f61aaef8",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:19:07.875259Z",
+     "iopub.status.busy": "2024-07-22T02:19:07.874970Z",
+     "iopub.status.idle": "2024-07-22T02:23:04.557247Z",
+     "shell.execute_reply": "2024-07-22T02:23:04.556383Z"
+    },
+    "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": 236.697424,
+     "end_time": "2024-07-22T02:23:04.559707",
+     "exception": false,
+     "start_time": "2024-07-22T02:19:07.862283",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/50898 MLoss: 0.0 GLoss: 0.3453 Sum: 0.3453\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/50898 MLoss: 0.0 GLoss: 0.2989 Sum: 0.2989\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/50898 MLoss: 0.0 GLoss: 0.2871 Sum: 0.2871\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/50898 MLoss: 0.0 GLoss: 0.2748 Sum: 0.2748\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/50898 MLoss: 0.0 GLoss: 0.2686 Sum: 0.2686\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/50898 MLoss: 0.0 GLoss: 0.2632 Sum: 0.2632\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/50898 MLoss: 0.0 GLoss: 0.2589 Sum: 0.2589\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/50898 MLoss: 0.0 GLoss: 0.2531 Sum: 0.2531\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/50898 MLoss: 0.0 GLoss: 0.2463 Sum: 0.2463\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/50898 MLoss: 0.0 GLoss: 0.2448 Sum: 0.2448\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/50898 MLoss: 0.0 GLoss: 0.2428 Sum: 0.2428\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/50898 MLoss: 0.0 GLoss: 0.2365 Sum: 0.2365\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 13000/50898 MLoss: 0.0 GLoss: 0.2365 Sum: 0.2365\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 14000/50898 MLoss: 0.0 GLoss: 0.2336 Sum: 0.2336\n"
+     ]
+    },
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+     "name": "stdout",
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+      "Step 15000/50898 MLoss: 0.0 GLoss: 0.2308 Sum: 0.2308\n"
+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "Step 16000/50898 MLoss: 0.0 GLoss: 0.2308 Sum: 0.2308\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 17000/50898 MLoss: 0.0 GLoss: 0.2268 Sum: 0.2268\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/50898 MLoss: 0.0 GLoss: 0.2268 Sum: 0.2268\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 19000/50898 MLoss: 0.0 GLoss: 0.2215 Sum: 0.2215\n"
+     ]
+    },
+    {
+     "name": "stdout",
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+      "Step 20000/50898 MLoss: 0.0 GLoss: 0.2223 Sum: 0.2223\n"
+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "Step 21000/50898 MLoss: 0.0 GLoss: 0.2212 Sum: 0.2212\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/50898 MLoss: 0.0 GLoss: 0.2159 Sum: 0.2159\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/50898 MLoss: 0.0 GLoss: 0.2182 Sum: 0.2182\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/50898 MLoss: 0.0 GLoss: 0.2173 Sum: 0.2173\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/50898 MLoss: 0.0 GLoss: 0.2155 Sum: 0.2155\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/50898 MLoss: 0.0 GLoss: 0.2143 Sum: 0.2143\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/50898 MLoss: 0.0 GLoss: 0.2131 Sum: 0.2131\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/50898 MLoss: 0.0 GLoss: 0.2122 Sum: 0.2122\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/50898 MLoss: 0.0 GLoss: 0.2113 Sum: 0.2113\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/50898 MLoss: 0.0 GLoss: 0.2102 Sum: 0.2102\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/50898 MLoss: 0.0 GLoss: 0.2132 Sum: 0.2132\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/50898 MLoss: 0.0 GLoss: 0.2084 Sum: 0.2084\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/50898 MLoss: 0.0 GLoss: 0.2064 Sum: 0.2064\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/50898 MLoss: 0.0 GLoss: 0.2066 Sum: 0.2066\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/50898 MLoss: 0.0 GLoss: 0.2051 Sum: 0.2051\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/50898 MLoss: 0.0 GLoss: 0.2027 Sum: 0.2027\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/50898 MLoss: 0.0 GLoss: 0.2058 Sum: 0.2058\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/50898 MLoss: 0.0 GLoss: 0.2046 Sum: 0.2046\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/50898 MLoss: 0.0 GLoss: 0.2013 Sum: 0.2013\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/50898 MLoss: 0.0 GLoss: 0.1993 Sum: 0.1993\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/50898 MLoss: 0.0 GLoss: 0.2017 Sum: 0.2017\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/50898 MLoss: 0.0 GLoss: 0.2028 Sum: 0.2028\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/50898 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/50898 MLoss: 0.0 GLoss: 0.2019 Sum: 0.2019\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/50898 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/50898 MLoss: 0.0 GLoss: 0.1964 Sum: 0.1964\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/50898 MLoss: 0.0 GLoss: 0.1983 Sum: 0.1983\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/50898 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/50898 MLoss: 0.0 GLoss: 0.1966 Sum: 0.1966\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/50898 MLoss: 0.0 GLoss: 0.1968 Sum: 0.1968\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": "b4062de9",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016735,
+     "end_time": "2024-07-22T02:23:04.593663",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:04.576928",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "ac696d30",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:04.630059Z",
+     "iopub.status.busy": "2024-07-22T02:23:04.629674Z",
+     "iopub.status.idle": "2024-07-22T02:23:04.637765Z",
+     "shell.execute_reply": "2024-07-22T02:23:04.637027Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.027787,
+     "end_time": "2024-07-22T02:23:04.639741",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:04.611954",
+     "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": "679db02b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:23:04.673490Z",
+     "iopub.status.busy": "2024-07-22T02:23:04.672831Z",
+     "iopub.status.idle": "2024-07-22T02:23:21.362922Z",
+     "shell.execute_reply": "2024-07-22T02:23:21.362085Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.709531,
+     "end_time": "2024-07-22T02:23:21.365251",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:04.655720",
+     "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": "dcb1f947",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016756,
+     "end_time": "2024-07-22T02:23:21.399073",
+     "exception": false,
+     "start_time": "2024-07-22T02:23:21.382317",
+     "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": 281.172654,
+   "end_time": "2024-07-22T02:23:24.007359",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/5_1/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/5_1/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "epoch_scale": 0.6,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/5_1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:18:42.834705",
+   "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