diff --git a/iris/tab_ddpm/0/0/synth.csv b/iris/tab_ddpm/0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1ffcdc6d4de99c7660918144ba034f307196144b
--- /dev/null
+++ b/iris/tab_ddpm/0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.716478422727229,2.6418054552737864,6.899998524814931,2.273402863041435,Iris-virginica
+1,6.269339173786657,2.703422502814796,4.8956883609381325,1.7681960063534967,Iris-virginica
+2,6.493149794253555,2.7956554601825294,4.568282666430132,1.4900765374550684,Iris-versicolor
+3,5.818860970838654,2.70335072118379,5.108709943439955,1.8994840750840172,Iris-virginica
+4,5.427728619242116,3.0,4.521797359675625,1.4953794288892297,Iris-versicolor
+5,6.087402350842554,2.587031475837024,5.472951548846428,1.399275015515404,Iris-virginica
+6,5.002405516869399,3.6102146330725953,1.3884667356873948,0.20109469763063664,Iris-setosa
+7,5.995673895431733,2.212954774433686,4.000687598230258,1.0146083836369457,Iris-versicolor
+8,6.617171648599095,2.80582165367273,4.6584218239908575,1.4953945603295222,Iris-versicolor
+9,5.0681280721056385,3.438996638122578,1.3982039163412605,0.1971315721402899,Iris-setosa
+10,5.347391535769914,3.0,4.501301692685487,1.5199947442762467,Iris-versicolor
+11,5.108429157658288,3.7833565784997956,1.5782752396497646,0.19821952393853665,Iris-setosa
+12,5.5411499426953945,2.4963458616217364,4.018006822634743,1.2776781090987281,Iris-versicolor
+13,5.196896634939602,2.6713728975454596,3.845033553996273,1.3731646055903286,Iris-versicolor
+14,5.542209155877699,2.3936024652268695,3.706611388098402,1.0043053933008863,Iris-versicolor
+15,6.5849709736699324,3.0,4.430173206719352,1.4103841221917037,Iris-versicolor
+16,5.49612477810577,2.508619456907746,4.016243738151582,1.30750530927875,Iris-versicolor
+17,5.515376071715468,4.2,1.4197718320342874,0.19928933913642705,Iris-setosa
+18,5.591706224441456,2.4763848921212555,3.8686873408354923,1.096112687311614,Iris-versicolor
+19,7.645183179647616,2.923357633265645,6.63930465507225,2.0390958677149738,Iris-virginica
+20,4.768626934984916,3.0,1.3863588420205917,0.26448514159856734,Iris-setosa
+21,5.809875991101572,2.698806971181477,5.099332316010815,1.8945488939144521,Iris-virginica
+22,4.522719892124698,3.217494228579219,1.3590664410947546,0.19789726188433485,Iris-setosa
+23,5.905704584552158,2.243505596918267,3.982940679963579,1.0257786470894872,Iris-versicolor
+24,4.917967767715675,3.0812217791519814,1.5070826312480297,0.1,Iris-setosa
+25,6.0010804986658,3.3990153545634367,4.511926858302052,1.5980121952797437,Iris-versicolor
+26,5.8769820170421,3.181445658600772,4.758378833088338,1.7476418296263017,Iris-versicolor
+27,6.482559013723762,3.1835720864076467,5.207910034035251,2.1516810020149375,Iris-virginica
+28,6.251090030114033,3.399304871350174,5.523000411067351,2.4025252258901584,Iris-virginica
+29,5.107279764962655,3.2973561069842385,1.6757948869380332,0.4810590219943065,Iris-setosa
+30,6.692496136594081,2.5166054753159686,5.800881295922881,1.8190652616134062,Iris-virginica
+31,6.0961555549724435,2.7930526720699196,4.6893182661394235,1.2112397380833348,Iris-versicolor
+32,4.78082683173995,3.0,1.3882470335507597,0.3740991982102456,Iris-setosa
+33,5.004481608031573,3.0,1.5960734694322247,0.19200856903405672,Iris-setosa
+34,5.019881218371946,2.0000004844393118,3.6186114657079913,0.871249440277608,Iris-versicolor
+35,7.615117405831437,3.0,6.494568362425973,2.093683711036588,Iris-virginica
+36,6.824785790240449,2.79870718127877,4.809890875948791,1.4026587978403695,Iris-versicolor
+37,5.030623340861395,2.0,3.655458767810065,1.0233534058508795,Iris-versicolor
+38,6.503304537416566,3.205915317039499,5.074756364353681,2.010971231898495,Iris-virginica
+39,5.018559201619113,2.0000011739786028,3.4880514798020936,1.0158204837929639,Iris-versicolor
+40,4.620314774234816,3.229129163103339,1.4085135750530506,0.20116857930548546,Iris-setosa
+41,5.051682518782904,3.334823138192807,1.617659461176641,0.4319904695046872,Iris-setosa
+42,6.910936962967601,3.0794094213310617,5.109669408391689,2.2875355819584033,Iris-virginica
+43,6.017734050129337,3.40245525577583,4.468639680870104,1.5893974071966102,Iris-versicolor
+44,6.346746470227345,3.2757337813945835,4.715637570352008,1.5914128168294268,Iris-versicolor
+45,5.724392846973941,2.8003567511834904,4.522777286341518,1.3020459965547249,Iris-versicolor
+46,6.208018577945662,2.7753836969956844,4.836080418570762,1.7956289541030879,Iris-virginica
+47,4.7746439102541185,3.0,1.3876296482410093,0.30570985727538513,Iris-setosa
+48,6.252548082974376,2.747599252269676,4.83806513329768,1.8099982899128986,Iris-virginica
+49,6.207838967338415,3.4018988601218205,5.38930585012039,2.291193118505532,Iris-virginica
+50,7.704927775854435,2.578968890831931,6.9,2.287563600096831,Iris-virginica
+51,4.989924998879491,3.397298284768817,1.618274857091967,0.38106359509501964,Iris-setosa
+52,5.001557060804395,3.3942255271783117,1.5995728531318316,0.33860426890576584,Iris-setosa
+53,6.292105522130189,3.395930566123303,5.576009982004036,2.393189384171753,Iris-virginica
+54,7.601826135313406,3.0,6.59688884963094,2.087941674749195,Iris-virginica
+55,5.452981689583288,3.0,4.512271239652089,1.4801831733409192,Iris-versicolor
+56,4.9553095384595744,2.0,3.4314590656872523,0.9414837442725296,Iris-versicolor
+57,6.897921671829758,3.203338664312698,5.774946226922712,2.290018055114684,Iris-virginica
+58,5.029892924362252,3.5664877000310673,1.4004979321848565,0.2011565094227166,Iris-setosa
+59,5.771161459061014,2.8791477669763905,4.530369067556219,1.3865794492852592,Iris-versicolor
+60,5.205153472654045,2.62713331377495,3.76434496281413,1.3690373450152926,Iris-versicolor
+61,4.800672583336548,3.400794528312003,1.7901020600055015,0.20008844702487993,Iris-setosa
+62,5.103939017642756,3.311488384354654,1.6597115867521828,0.4419427151004489,Iris-setosa
+63,6.30173670236997,3.400788335668888,5.566200348195226,2.3988482848432904,Iris-virginica
+64,5.9966335103442905,2.872374821418117,4.4772357282873125,1.4777785220861976,Iris-versicolor
+65,4.578369522968221,3.1468267838603325,1.4447433095956455,0.19856307936833473,Iris-setosa
+66,5.503928240917063,2.409923840258036,3.7041283545969703,0.981008074083418,Iris-versicolor
+67,6.224497391724709,3.4006209809686383,5.406426792891821,2.3177120947768266,Iris-virginica
+68,4.992870081666775,3.0,1.5942819714461758,0.20066435695760032,Iris-setosa
+69,6.296917660568386,2.484518817245485,4.996641537696884,1.8948293028999261,Iris-virginica
+70,6.309644785780022,3.3965050655437863,5.628880279100722,2.3994197000945174,Iris-virginica
+71,6.945113283523317,3.209364527365258,5.86799499003944,2.087986448303334,Iris-virginica
+72,5.870161831771649,3.2053476090531556,4.800808609470133,1.8248067795400131,Iris-versicolor
+73,6.350321498970576,3.2906989361348753,5.9741393558747715,2.499999763026546,Iris-virginica
+74,4.586131079943295,3.5753981086122235,1.0000004551365917,0.1977158370565919,Iris-setosa
+75,4.3,3.0,1.0898336311967194,0.1,Iris-setosa
+76,5.093087701791849,3.5344119437780566,1.3947674109853114,0.20039694729004598,Iris-setosa
+77,4.390228847934141,2.8923214985123806,1.3846718511262242,0.1970082655610077,Iris-setosa
+78,4.956463212127112,2.0,3.5303875451538698,0.8803136256337595,Iris-versicolor
+79,4.300000469757842,3.0,1.0967869929903435,0.10000009893849161,Iris-setosa
+80,4.396456980287258,2.884330672928939,1.4076149162530303,0.19991641749763722,Iris-setosa
+81,5.995310938738145,3.40411287483705,4.510762271552808,1.6102286799521157,Iris-versicolor
+82,4.976286606137736,2.0,3.5670670923598973,1.0129675645494922,Iris-versicolor
+83,5.1379095018393235,3.428360495302291,1.4082523063535777,0.20386598422291063,Iris-setosa
+84,5.938530461209687,3.202476534645437,4.785663758226197,1.771181215292795,Iris-versicolor
+85,5.568608459334122,3.0,4.504828126376983,1.4958127941804387,Iris-versicolor
+86,5.098487353808225,2.4801221656120767,2.939149248456199,1.10187660659856,Iris-versicolor
+87,6.64915349985181,2.905169827037555,4.818730290541402,1.5594983812157872,Iris-versicolor
+88,6.708010365626673,3.0955597761170814,4.719981756193092,1.5015293005889592,Iris-versicolor
+89,5.035052558409455,3.082759459485776,1.6957888538590469,0.20749605535257423,Iris-setosa
+90,6.270598555837738,3.3030630763664672,4.680140679439468,1.5903753022623754,Iris-versicolor
+91,6.19447425706398,3.395747015125572,5.418044224755915,2.3029216981984852,Iris-virginica
+92,7.691662252815082,3.0,6.112166594666803,2.29477609449268,Iris-virginica
+93,5.09276884644159,3.3032563512556776,1.697800738353974,0.539228588517208,Iris-setosa
+94,6.495631255913736,3.0,5.809562354664311,2.1829467943680414,Iris-virginica
+95,4.61097216409838,3.151207700710842,1.4539760563790265,0.20022476340162618,Iris-setosa
+96,4.822205255313316,3.0,1.4296110318897013,0.10000009618847656,Iris-setosa
+97,4.3000004986815625,3.0,1.0983120682584986,0.1,Iris-setosa
+98,6.90423337507433,3.0903431240245265,5.099639799080779,2.3001902163565324,Iris-virginica
+99,6.062978450037217,2.89478036323718,4.638725638512111,1.4310837380042727,Iris-versicolor
+100,5.63460416033235,3.7568792889245537,1.5873132783232942,0.3582214671708243,Iris-setosa
+101,5.805296968966401,2.6907089497408516,5.118832503424479,1.8785927446869548,Iris-virginica
+102,6.406273719300794,3.1961781981366375,5.301775517119327,2.3067478056462,Iris-virginica
+103,5.085695824015022,2.508011101261929,3.00537395545423,1.1280723073003527,Iris-versicolor
+104,6.586728781526869,3.0,4.388576215292369,1.4058176391206785,Iris-versicolor
+105,6.709727521131466,2.478215436347234,5.802123064082542,1.8051545155530189,Iris-virginica
+106,5.904185341870708,3.203476503838198,4.785164611079164,1.7795530816095502,Iris-versicolor
+107,7.700514420636675,3.0,6.086841277078888,2.2895242608966497,Iris-virginica
+108,6.25421548018239,3.280022413105097,6.008269927954382,2.4999997041718593,Iris-virginica
+109,4.617286550454398,3.090357056528486,1.515724105869569,0.20093185968160865,Iris-setosa
+110,6.256274568090646,2.7043176972211787,4.883082764025814,1.7928487935512585,Iris-virginica
+111,6.109232628879224,2.8113951702068753,4.726382808271252,1.2115919049742423,Iris-versicolor
+112,6.63213552758265,3.140806578782948,4.732808917788042,1.527820374668126,Iris-versicolor
+113,4.909375543105195,3.1189520329113245,1.5183819277157122,0.1,Iris-setosa
+114,6.6944201062895,3.093009155244092,4.69580253883436,1.4924867692768886,Iris-versicolor
+115,4.808095077392239,3.395550019950676,1.8796927077583017,0.19930461793491094,Iris-setosa
+116,5.252533187345728,2.75901550981383,4.014778721619001,1.4154283333654505,Iris-versicolor
+117,6.689414592766133,2.8518732321682947,4.755552750402496,1.5167757963736592,Iris-versicolor
+118,6.486970252486822,3.0,5.828870999569069,2.177632461455343,Iris-virginica
+119,5.0141590541025,3.627457426702613,1.3745866916865546,0.20384066476548407,Iris-setosa
diff --git a/iris/tab_ddpm/0/0/test.csv b/iris/tab_ddpm/0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/0/train.csv b/iris/tab_ddpm/0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/0/val.csv b/iris/tab_ddpm/0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/1/synth.csv b/iris/tab_ddpm/0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..751eb1c539f58c1cbd3ef8ace4b429e5a63ecb05
--- /dev/null
+++ b/iris/tab_ddpm/0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,3.0,1.0990243900711387,0.1,Iris-setosa
+1,4.300000817232972,3.0,1.106800949893505,0.10000011790505879,Iris-setosa
+2,4.837671658889382,3.009148006082577,1.4512533732440864,0.1000001062061005,Iris-setosa
+3,5.49535595551139,4.199999046314722,1.3939012995055622,0.1994330187242474,Iris-setosa
+4,5.709220820519948,2.859021606000839,4.208011878941029,1.2714352866990795,Iris-versicolor
+5,4.802250219285802,3.0,1.386919361211505,0.3158339562619629,Iris-setosa
+6,5.72685257662262,2.7955253655743997,4.505314816145851,1.3194611803197256,Iris-versicolor
+7,5.813002631921769,2.7031364782526217,5.115250073636068,1.9027037918462617,Iris-virginica
+8,6.086251874857866,3.380483867311505,4.552234608458198,1.5950255018797674,Iris-versicolor
+9,5.058656391602582,2.508618758819534,2.8588901038936774,1.066071079264786,Iris-versicolor
+10,6.651975843865598,3.0798648159741386,4.68179799151386,1.4697079090862855,Iris-versicolor
+11,5.586234330744363,2.899392207884443,3.483903537710235,1.2813121624149053,Iris-versicolor
+12,7.224311595184841,3.19099586638838,6.005153788307738,1.7995820456668334,Iris-virginica
+13,6.685176960708166,3.0,4.998889874128016,1.7144944459454883,Iris-versicolor
+14,4.3977783851642664,2.898704172825477,1.3856820296821963,0.19844305430865233,Iris-setosa
+15,5.123765562401545,3.292071923181324,1.727976196524987,0.39436483930252547,Iris-setosa
+16,5.016569935077634,2.000000514005505,3.3671025020340517,1.0054762686123067,Iris-versicolor
+17,4.89139643293513,3.021707882309732,1.4637033321501305,0.100000104657988,Iris-setosa
+18,6.060482434304021,2.8933753573431273,4.672399020732908,1.4115637261448384,Iris-versicolor
+19,6.482353688851778,3.205099612944512,5.163068116350505,2.028719583982289,Iris-virginica
+20,7.685965870022141,3.0,6.158822509376483,2.270943507969784,Iris-virginica
+21,6.333737481432123,3.288504772556533,5.9693159068187995,2.5,Iris-virginica
+22,7.711652503595988,2.591807220345405,6.89999884535005,2.311211375659494,Iris-virginica
+23,7.217847715175285,3.1925617925727976,6.018732898307907,1.8127142681879662,Iris-virginica
+24,6.562494264668566,3.0,5.795978410703977,2.229157476917965,Iris-virginica
+25,4.60838491769075,3.1119803683336458,1.5072207584134223,0.19941844486682336,Iris-setosa
+26,5.088556890004557,3.507823584841625,1.4025042214906347,0.2041841886565525,Iris-setosa
+27,6.895739440412762,3.1952239726004272,5.798394077273936,2.302390289112288,Iris-virginica
+28,7.899998900624486,3.8159870594290823,6.4293414982216355,1.9877209698259521,Iris-virginica
+29,5.879564996858251,3.2009715123279476,4.821592827433464,1.835680983108297,Iris-versicolor
+30,6.099357656329546,2.8168566868747633,4.6958289595706715,1.2057161008229398,Iris-versicolor
+31,5.812517527778302,2.7482037892456987,4.2659146667042185,1.0788778704591189,Iris-versicolor
+32,6.730023035335682,2.507182151918072,5.802633600242992,1.7994898513142807,Iris-virginica
+33,7.700344040863642,2.8236115451447565,6.701114357650411,1.9869100886231092,Iris-virginica
+34,6.222446097886439,3.4014071778133848,5.449354595243914,2.306034436803753,Iris-virginica
+35,5.405063327176071,3.89558447128212,1.3021404259839473,0.3731420549306796,Iris-setosa
+36,6.279429487784976,2.6369167569789074,4.8925201447759035,1.7960381885957952,Iris-virginica
+37,6.699537180502623,3.0,4.954238664409032,1.6850156570637251,Iris-versicolor
+38,6.066256821717254,3.3655756600776994,4.566203032335856,1.5999373610812986,Iris-versicolor
+39,4.575926965226104,3.6140021724585547,1.0,0.19755542057661177,Iris-setosa
+40,5.1780301167743845,3.4088978403931245,1.3789452458417686,0.19585135928728878,Iris-setosa
+41,4.7807960884631795,3.0,1.4031039011867803,0.1000001126946887,Iris-setosa
+42,6.0747392113358245,2.9013710899326988,4.669915168057436,1.4108195243923582,Iris-versicolor
+43,6.69715107052601,2.786535555282767,4.731320363046195,1.4422584272436803,Iris-versicolor
+44,5.705401334696067,2.898373864257714,4.105490128050514,1.2512012805037254,Iris-versicolor
+45,5.687697824526668,3.7900286799458143,1.7900026659823705,0.30622377170145915,Iris-setosa
+46,6.2653082592742635,3.396319173625678,5.466865019969198,2.340260253149912,Iris-virginica
+47,6.21596662329829,2.185690233900709,4.4849171536843535,1.5012110457020817,Iris-versicolor
+48,4.985717276934418,2.0000006152069565,3.4821073926119226,0.9451119495443249,Iris-versicolor
+49,4.790756707087571,3.3970584643947497,1.5931201214768203,0.19993773610949986,Iris-setosa
+50,5.893686479182619,3.1955655196185346,4.811295185057229,1.8106465081354555,Iris-versicolor
+51,4.990208052114912,3.0,1.592896985912153,0.19809855482710131,Iris-setosa
+52,5.721599338373412,2.871067652838305,4.233510886523564,1.3000938798035484,Iris-versicolor
+53,6.104852192846126,2.6002233138667665,5.58968339829851,1.4212743013932627,Iris-virginica
+54,5.770247260428906,2.7876885884374483,5.093923913685111,2.40864748346299,Iris-virginica
+55,4.801508522296218,3.3979009252656667,1.6699590130036082,0.19952543055267513,Iris-setosa
+56,6.796623143748394,3.2020944688036304,5.837693690781854,2.2985903244266956,Iris-virginica
+57,5.685839973361103,3.0,4.1915661064529015,1.2360185715495262,Iris-versicolor
+58,5.812808676567269,2.7114145229198168,5.09021962478229,1.9331389134392423,Iris-virginica
+59,4.997560629303451,3.0,1.6033659079322262,0.20016066935420943,Iris-setosa
+60,4.986157098523086,2.0000006991124586,3.393407357251597,0.9406383003923847,Iris-versicolor
+61,6.807807891228861,3.089999798742969,5.0960137525098395,2.300431859555993,Iris-virginica
+62,4.8022664454808295,3.3988783243529914,1.889882111050567,0.20006186353522748,Iris-setosa
+63,4.719909858804209,3.3261235526117288,1.5921637416435344,0.20204147812828224,Iris-setosa
+64,4.3,3.0,1.1030733492638574,0.1,Iris-setosa
+65,5.479520190490664,3.0,4.525421831460863,1.5009643148921854,Iris-versicolor
+66,5.351225810058982,2.450328536095506,3.612815277688917,1.0649293737003203,Iris-versicolor
+67,5.080916231609673,2.4795372455429296,2.9617893350039113,1.091940090346848,Iris-versicolor
+68,5.2423824925277005,2.510702967949629,3.497424909973885,1.1181635122435976,Iris-versicolor
+69,4.586684581739787,3.1238471535977834,1.4614336572025581,0.1992944196991535,Iris-setosa
+70,5.002972162458915,3.0,1.7563755536971901,0.20027527365584416,Iris-setosa
+71,5.604637192821004,2.5034399408262,3.92203090184435,1.116890668327045,Iris-versicolor
+72,4.822343845328557,3.0,1.4036420099206788,0.28293609651767954,Iris-setosa
+73,5.478606974139247,3.0,4.508717661211871,1.503456012669887,Iris-versicolor
+74,5.526749304680304,2.4199834495234813,3.7329743296127487,1.0001239275576443,Iris-versicolor
+75,5.60341116985304,2.9080978630585235,3.643983302176157,1.3041845781544128,Iris-versicolor
+76,5.218901023840955,2.7061769580445563,3.9052140778516513,1.409032690932409,Iris-versicolor
+77,4.546998868220127,3.097254933836229,1.4808844041910794,0.19857566640644592,Iris-setosa
+78,4.986079214607206,2.00000050129143,3.3964317282479497,0.9302920673097573,Iris-versicolor
+79,6.503709439689389,3.197644406368924,5.141661383963839,2.0354697657824357,Iris-virginica
+80,4.300000576508289,3.0,1.1110902221716632,0.10000015219944625,Iris-setosa
+81,5.111141674959376,3.4088871560695817,1.3958117582193803,0.20038835828702695,Iris-setosa
+82,6.097107853005195,2.6040527835684055,5.560105997622301,1.3985196372170414,Iris-virginica
+83,6.004833112313355,3.394970641252106,4.491422245159828,1.5818147515655923,Iris-versicolor
+84,6.908509173513171,3.0965025399165684,5.101316810230622,2.3030822456171673,Iris-virginica
+85,7.691257496134578,3.0,6.076177848235742,2.282031021449452,Iris-virginica
+86,6.918762824333372,3.2010076206511506,5.716044167710347,2.296786000565649,Iris-virginica
+87,7.70150247957873,2.7954580309250163,6.713934449367813,2.0049604172315223,Iris-virginica
+88,7.709874537855873,2.6085623968563905,6.9,2.2930688503469554,Iris-virginica
+89,4.3,3.0,1.0933301339511559,0.1,Iris-setosa
+90,5.999218710825524,2.1936022780022197,5.0072435996727265,1.5040178056634064,Iris-virginica
+91,6.263048821787036,3.3174039647310014,4.678105205524655,1.6011351673007532,Iris-versicolor
+92,6.478225734421962,2.804658801102675,4.598216426802346,1.5011073234695855,Iris-versicolor
+93,6.107859006853539,2.8168674930205095,4.686134503695612,1.239222165267101,Iris-versicolor
+94,6.678647800152321,2.503842303674587,5.773160038415603,1.8011048479764877,Iris-virginica
+95,5.449069970885295,3.0,4.490564053214867,1.4958612592494913,Iris-versicolor
+96,5.17448905284575,3.4069558161568585,1.3902516338161064,0.19759664651289538,Iris-setosa
+97,6.406223873409541,3.202440384490246,5.315672667410721,2.3098670380902946,Iris-virginica
+98,6.491032485605727,3.204359099627586,5.104427254333329,2.0015495258291174,Iris-virginica
+99,7.690501746081823,2.79101659785894,6.695222654860428,2.0002004273230107,Iris-virginica
+100,7.732434006945607,2.6089047047506213,6.9,2.2881448655180083,Iris-virginica
+101,5.992355777246584,3.4014420246079653,4.521874976011568,1.5924587255268674,Iris-versicolor
+102,5.580125526728643,3.0,4.5083683761019016,1.4932879146926403,Iris-versicolor
+103,6.189399847099695,2.8184577972145024,4.787381008664513,1.7957458898774858,Iris-virginica
+104,6.928563158615319,3.09726912946874,5.095769540922342,2.3016480405495243,Iris-virginica
+105,6.002177659291467,3.400857075327178,4.486992950239838,1.5871500761513597,Iris-versicolor
+106,5.690206779306871,2.9124763241082996,4.162084592454384,1.2774101207610826,Iris-versicolor
+107,5.680110883741652,3.0,4.101770042865272,1.2453896589888591,Iris-versicolor
+108,7.240834371186008,3.197361609903557,6.00991994634021,1.8147236447500106,Iris-virginica
+109,5.788662536671633,2.721687123788068,4.154404256489243,1.0099922360788607,Iris-versicolor
+110,5.968334449406696,2.194005215112061,4.996680642906114,1.5012749321905545,Iris-virginica
+111,6.301752132123742,3.4005865018612247,5.587222935599113,2.398814353941961,Iris-virginica
+112,6.28920977162151,2.4946686939024976,4.999390420652889,1.8776571893975995,Iris-virginica
+113,4.3,3.0,1.085008558356771,0.1,Iris-setosa
+114,4.405661073757074,3.1367816287709167,1.296654633643334,0.19932288503325069,Iris-setosa
+115,4.887074258194109,3.098132957568189,1.5086076986701702,0.1,Iris-setosa
+116,6.89008241396311,3.0930876040115542,5.115943493471503,2.2901563212148988,Iris-virginica
+117,6.803790741724992,2.7936621946499107,4.793343055168492,1.3777256980592862,Iris-versicolor
+118,5.696307424994878,3.7872165913581117,1.5905555088542451,0.3514289256824564,Iris-setosa
+119,5.001333645218288,2.0000004969843026,3.4097530388161204,0.8711366182672766,Iris-versicolor
diff --git a/iris/tab_ddpm/0/1/test.csv b/iris/tab_ddpm/0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/1/train.csv b/iris/tab_ddpm/0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/1/val.csv b/iris/tab_ddpm/0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/10/synth.csv b/iris/tab_ddpm/0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e72879000d700bd21df6ad942f527da352bab74a
--- /dev/null
+++ b/iris/tab_ddpm/0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5187608200571905,2.486331477562131,3.984443925167257,1.2902619797340749,Iris-versicolor
+1,6.095558540286806,2.89130683100453,4.733962449973368,1.3835257780854444,Iris-versicolor
+2,6.260763186126906,2.7120629061251633,4.882904244057117,1.8120261805727973,Iris-virginica
+3,6.008083549383363,3.401420366686121,4.4859683570809565,1.5986421124102805,Iris-versicolor
+4,6.316084160478664,3.400134590259849,5.60969651505465,2.4005875423352103,Iris-virginica
+5,5.013132033931508,2.0,3.4101228862525828,0.9511553763874263,Iris-versicolor
+6,5.314058179570464,2.45368628517848,3.4185473597173344,0.940870492674679,Iris-versicolor
+7,5.799435969328945,2.7149993907749224,4.099106556562811,1.0075435223561047,Iris-versicolor
+8,6.63158014028635,2.8297637905157558,4.647588786159465,1.476916829455401,Iris-versicolor
+9,7.544528417295577,3.0,6.573495124587547,2.098016090363845,Iris-virginica
+10,5.015179870655029,2.0,3.6205097743395194,0.9600629277341335,Iris-versicolor
+11,5.912221907433218,3.2038469620485475,4.78540837647183,1.831489904561983,Iris-versicolor
+12,4.764062845695034,3.36376340243783,1.587371592535976,0.20175445526109745,Iris-setosa
+13,6.726618270753573,2.5140313948112216,5.879656112802525,1.8130174253217513,Iris-virginica
+14,4.992986532896179,3.6137207504941338,1.3798442605754284,0.20128831657025914,Iris-setosa
+15,5.507316082385354,2.4760388721308435,4.010041070009662,1.2984011054714528,Iris-versicolor
+16,4.799449533072821,3.395281361927457,1.815139954025742,0.20080130066792365,Iris-setosa
+17,7.690441639277997,3.0,6.1468776198113595,2.2910154741645385,Iris-virginica
+18,5.600219599537604,3.0,4.485535310734592,1.4916777264434913,Iris-versicolor
+19,5.98661701375188,3.4054442533226945,4.497042644209336,1.5910829019249342,Iris-versicolor
+20,4.945500083167674,3.392766890578475,1.5888747430358254,0.2645904667908477,Iris-setosa
+21,4.613858864776466,3.6096775109297727,1.0000004690684376,0.19836231416373173,Iris-setosa
+22,6.092810233052924,2.89417804344062,4.667899234550225,1.4302475072581915,Iris-versicolor
+23,5.886106178277583,3.199833429075144,4.808043057305225,1.79375180550074,Iris-versicolor
+24,6.4192517102263595,3.216005674284201,5.293872922768205,2.2666709912286485,Iris-virginica
+25,6.39781754960381,3.195254412154712,5.292640178285856,2.302206551996285,Iris-virginica
+26,4.8056146090082,3.0,1.3991571858787815,0.10000010015435061,Iris-setosa
+27,7.9,3.774849005689216,6.363316911214617,1.935419293970316,Iris-virginica
+28,5.364223978285661,3.4035005797002644,1.4964894955031238,0.469628847484575,Iris-setosa
+29,6.659270863623069,2.4981046059954393,5.718792229634053,1.7879771894727325,Iris-virginica
+30,4.3966708612249485,3.045315751213455,1.3238315193803836,0.19942222516695107,Iris-setosa
+31,6.705866728196692,3.0,4.989694620793155,1.6970570279692827,Iris-versicolor
+32,6.288752099230223,2.7185660207926343,4.8826331956655995,1.7741510045818352,Iris-virginica
+33,7.7028190665822365,3.0,6.093673277530768,2.296493567600277,Iris-virginica
+34,5.027032340072938,3.602389672518088,1.403962515898371,0.20274348106281312,Iris-setosa
+35,6.295814899723076,3.4017105948284856,5.59571959695064,2.397785994175362,Iris-virginica
+36,5.9787108094586285,3.4033786195040574,4.509228742280787,1.6129182010885799,Iris-versicolor
+37,5.23186481343321,3.368938604625441,1.5542452234591593,0.42595469246054785,Iris-setosa
+38,5.205055024762274,3.3974505588562787,1.400851206567702,0.2023048459586951,Iris-setosa
+39,5.550213142882394,2.497447106313542,3.9141470691883455,1.1441029129699964,Iris-versicolor
+40,6.063535463466518,2.80773480927349,4.67848204804889,1.2130049909858316,Iris-versicolor
+41,6.792638498490985,3.1955528004709914,5.748765108718943,2.295720234539021,Iris-virginica
+42,6.713308264529296,3.0,4.993212051776832,1.7072507677327255,Iris-versicolor
+43,5.7826168600843175,2.7945703110755034,5.087312879068585,2.4062114739652696,Iris-virginica
+44,5.399233284871796,3.899908463528133,1.3320656695042603,0.35770843923877754,Iris-setosa
+45,4.999505027505264,2.0000006314368295,3.33923205870426,0.9862950672152723,Iris-versicolor
+46,5.014495516719393,3.398379415517643,1.6099641057780254,0.44792585082145486,Iris-setosa
+47,5.047065509829819,3.6178324280535996,1.4069449248193255,0.20357844426788604,Iris-setosa
+48,5.798244647963987,2.688087447451799,4.100820248998179,0.9573037050552771,Iris-versicolor
+49,6.194818711136442,2.80478322412532,4.7858877187883895,1.7960937112818136,Iris-virginica
+50,6.016905630819145,2.196032264049313,5.019079795488131,1.4924119168957357,Iris-virginica
+51,6.233723008402414,2.174174780840202,4.458071910418978,1.5051450130768038,Iris-versicolor
+52,5.541889606097804,3.0,4.436248920732018,1.4619219449858916,Iris-versicolor
+53,6.031917021312159,2.189448019218156,4.03188394694471,1.031684231418454,Iris-versicolor
+54,6.02946507299576,2.8160293398248983,4.671395747855809,1.2597913910765617,Iris-versicolor
+55,6.008984336292444,2.2079853540600003,5.006858708264675,1.5126375845887328,Iris-virginica
+56,5.877170131658606,3.1933513945867236,4.79161593186342,1.7879319526766786,Iris-versicolor
+57,5.903211354687202,3.2022743255170814,4.792484445896788,1.787055604672916,Iris-versicolor
+58,5.795700334908772,2.7016771551850587,5.113332768435312,1.9040635580898058,Iris-virginica
+59,6.804782806136409,3.1970081089517572,5.633985723803657,2.29257231984184,Iris-virginica
+60,6.185340583762064,2.19965189569398,4.472860378182861,1.4979145192886376,Iris-versicolor
+61,6.0162723857684295,2.19879357560047,5.012797319049219,1.4988473677046,Iris-virginica
+62,6.375035787006437,3.20977140515681,5.308607823780591,2.297096072581996,Iris-virginica
+63,6.188831132091323,2.806863641584032,4.775339571435649,1.7997964865647842,Iris-virginica
+64,5.488166443681907,3.0,4.509184555576279,1.4959885182628576,Iris-versicolor
+65,5.1275698483905785,2.591614775336014,3.5999069992380166,1.3067543154740164,Iris-versicolor
+66,4.300000892131345,3.0,1.1079397991875757,0.1,Iris-setosa
+67,6.198461469951017,2.2051158067646845,4.520095045827081,1.5034042275667272,Iris-versicolor
+68,5.738587431820505,2.817581519713101,4.536738267445903,1.3175606501632375,Iris-versicolor
+69,7.059786927765741,3.168067453240062,5.62409631520519,2.23525361347694,Iris-virginica
+70,7.696308988076911,2.7959225186175676,6.688348384639375,2.0177403529186884,Iris-virginica
+71,6.617504915829008,3.0,4.4651219874807815,1.4199228778689619,Iris-versicolor
+72,6.496200917861408,3.0,5.8519013593019755,2.1806935199982247,Iris-virginica
+73,5.610512673456225,2.922087633457048,3.7509937800071596,1.296067923260242,Iris-versicolor
+74,5.013084343190709,2.000000870231384,3.4889328053840236,0.9153363872614569,Iris-versicolor
+75,4.601417362138368,3.1076956887394442,1.5077609724692722,0.1996128227038894,Iris-setosa
+76,5.168074778190358,3.4550168569590647,1.3939699432597972,0.20096820404347998,Iris-setosa
+77,4.3,3.0,1.1162862888767577,0.1,Iris-setosa
+78,6.676610057401163,2.8105540558925663,4.7103627373606125,1.4515897863464404,Iris-versicolor
+79,4.3,3.0,1.0842111014135345,0.10000009462506716,Iris-setosa
+80,5.045457144308253,3.339703412098424,1.6815678807938497,0.4879892143067803,Iris-setosa
+81,5.622956905443105,2.943391370981863,3.706520372469669,1.2654582552177072,Iris-versicolor
+82,6.130270006938384,2.903192098101044,4.705707384579863,1.37988214303637,Iris-versicolor
+83,4.601387299166504,3.6313439258284492,1.0,0.20502081772755007,Iris-setosa
+84,4.573849957246277,3.0063603531457894,1.475515276628824,0.1995953386974033,Iris-setosa
+85,5.015687909619473,3.623850386704432,1.388608000976821,0.19950773638170038,Iris-setosa
+86,6.978420924642732,3.0784268484152704,5.091770761569269,2.306180701338008,Iris-virginica
+87,6.294250500799419,3.407664877593373,5.629681061905927,2.4068006908615036,Iris-virginica
+88,6.505537535130665,3.193228911547131,5.088670244537687,1.9889543412230573,Iris-virginica
+89,5.106621276308056,3.327596238333902,1.590299319967475,0.5260855019146063,Iris-setosa
+90,4.589086084263622,3.65241639106357,1.0000004478832467,0.20246093219422331,Iris-setosa
+91,4.974622831457431,2.0,3.5345661334877345,0.9587516195927058,Iris-versicolor
+92,6.028084402108017,2.9001127688535484,4.517347430473279,1.5173285479922445,Iris-versicolor
+93,5.191865855473255,2.7074945270234485,3.896926782167161,1.4099415103466693,Iris-versicolor
+94,6.285125059497312,3.295845530886824,6.042880503970493,2.4999997983253026,Iris-virginica
+95,7.6153954089248765,3.0,6.609436412735836,2.107865039253722,Iris-virginica
+96,4.810914429226056,3.3986443020321984,1.8489778229790643,0.201199918108839,Iris-setosa
+97,7.9,3.8469243212315565,6.394053755431884,2.014625199278862,Iris-virginica
+98,6.830242495425268,3.196810846333579,5.750790907829714,2.2958419417711053,Iris-virginica
+99,5.551774270403061,2.4718605114305223,3.8112625614696936,1.0652118715590697,Iris-versicolor
+100,5.410554145848721,3.8685907940179014,1.2993247114341453,0.3714530245388262,Iris-setosa
+101,7.70340004831327,3.0,6.082497527490676,2.290162813358142,Iris-virginica
+102,5.9864775905902805,3.4064252839382347,4.457043347794812,1.59441942884681,Iris-versicolor
+103,6.689577794378239,3.0,4.968662964222909,1.689496600710894,Iris-versicolor
+104,5.298567160509968,2.473861960893992,3.6582995492290205,1.1061293079808496,Iris-versicolor
+105,5.786604241964561,2.791721198143418,5.144498543414643,2.385992845536522,Iris-virginica
+106,4.300000788820835,3.0,1.1034376696263457,0.10000011387999304,Iris-setosa
+107,7.66256866271385,3.0,6.469313239781211,2.184657697010785,Iris-virginica
+108,4.569242197531177,3.626183782566338,1.0,0.19811226998124581,Iris-setosa
+109,5.8111931804280506,2.697659908083642,4.120504935954424,1.0035366680587323,Iris-versicolor
+110,7.631811716700299,3.0,6.616772480539583,2.077075349823331,Iris-virginica
+111,4.7894369713343234,3.402307911378692,1.6103237555791707,0.19869330865883095,Iris-setosa
+112,4.800526952474167,3.3994858336908975,1.6702258984438754,0.2010692929761392,Iris-setosa
+113,4.803004887638341,3.0,1.4153880873102473,0.28290370344151006,Iris-setosa
+114,6.694801341185603,3.0,4.973702119361871,1.6655279081942846,Iris-versicolor
+115,6.196832046092885,2.7926933719656164,4.8193777357928935,1.8063045995940477,Iris-virginica
+116,6.117145259150076,2.78864991879912,4.721999531863511,1.189369884983726,Iris-versicolor
+117,5.029930951602234,2.0000007173576435,3.589309353904485,1.032856706910862,Iris-versicolor
+118,4.595927682794988,3.2045135387945707,1.412256344517184,0.19723988443882304,Iris-setosa
+119,5.013732548851515,3.0,1.5862614772763424,0.20100998268620057,Iris-setosa
diff --git a/iris/tab_ddpm/0/10/test.csv b/iris/tab_ddpm/0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/10/train.csv b/iris/tab_ddpm/0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/10/val.csv b/iris/tab_ddpm/0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/11/synth.csv b/iris/tab_ddpm/0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e5db179b990c537462dbefd915227580cff4f3e2
--- /dev/null
+++ b/iris/tab_ddpm/0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.10047683639749,3.297097151716501,1.7222105868306419,0.531881722986205,Iris-setosa
+1,7.7003462430383225,2.5977220803542,6.899998961574751,2.293223593075319,Iris-virginica
+2,6.292691579099133,3.293317072846891,6.012630554383509,2.4999998105360177,Iris-virginica
+3,5.692461450452153,2.876940382794126,4.30188247707609,1.3386221125424744,Iris-versicolor
+4,5.089484788577832,2.4849162786061916,2.9011684750442823,1.1163863831816498,Iris-versicolor
+5,4.901479621991366,3.106953945951449,1.5099603586022297,0.10000012347057667,Iris-setosa
+6,4.793816784315676,3.0,1.410885895948931,0.10000009695575021,Iris-setosa
+7,4.7928252681209225,3.0,1.3873888013831084,0.1,Iris-setosa
+8,5.792853193013852,2.703419736335132,5.097678554997668,1.890494033730106,Iris-virginica
+9,5.538969225605768,3.0,4.510997379470054,1.4932620731814312,Iris-versicolor
+10,6.99723281749458,3.173354762311393,5.670901615932155,2.292421397802352,Iris-virginica
+11,6.020438052259938,2.212764586426925,4.9956209960916285,1.4937649146597218,Iris-virginica
+12,7.557875228934099,3.0,6.55496496284163,2.082547550209188,Iris-virginica
+13,5.010058946441989,2.0000005454668566,3.571185883238765,0.9764938391102871,Iris-versicolor
+14,5.1318873119711075,3.3166407829232365,1.7356401049792851,0.518609406972542,Iris-setosa
+15,5.114831648415757,3.8147212409016684,1.7347320111859856,0.19914464237952148,Iris-setosa
+16,7.89999862695273,3.786422294197609,6.37428944686438,1.984633048445403,Iris-virginica
+17,4.849590444232985,3.009240428008177,1.4473369170849424,0.10000009654872045,Iris-setosa
+18,5.798734505639522,2.700819450513168,5.109078813190955,1.8988416440033897,Iris-virginica
+19,5.858350888797825,3.1990601293739727,4.7807941233464275,1.784129029087061,Iris-versicolor
+20,6.019776455092872,2.913808585401778,4.499748209751559,1.495444909351905,Iris-versicolor
+21,7.708399089104101,2.6120226207511448,6.899998703696893,2.3006403633532106,Iris-virginica
+22,6.2855424075464414,3.2962943121710353,5.942943895152691,2.4999997596648718,Iris-virginica
+23,7.162035996443199,3.209711480221051,6.016613982567276,1.8186103257646942,Iris-virginica
+24,5.8000567912374645,2.8102765878701583,5.106911048711548,2.402047833773159,Iris-virginica
+25,6.517157000337538,3.0,5.824509126467179,2.2128228775251886,Iris-virginica
+26,5.980188397251241,2.2333555867550268,4.047619105318184,1.034164222975835,Iris-versicolor
+27,7.9,3.8335719625673628,6.3921421494038135,1.9897007484221534,Iris-virginica
+28,4.802559029204208,3.0,1.4009787796550839,0.10000009139095396,Iris-setosa
+29,6.627295420904443,3.0,4.496561791111873,1.3926608918989007,Iris-versicolor
+30,5.980898778460078,2.2062649341696123,4.019283779459515,0.9570035165898086,Iris-versicolor
+31,6.687065646162973,3.0,5.004721781330175,1.6967162706128414,Iris-versicolor
+32,5.392919869995822,3.9160206917960414,1.2733189301224102,0.38766261728800544,Iris-setosa
+33,5.5614136372762015,3.647156677795234,1.5526489154415526,0.3378683091766202,Iris-setosa
+34,4.3,3.0,1.0964219040120433,0.1000001057940418,Iris-setosa
+35,6.482048382762997,3.1783652377727543,5.087019259281122,2.023756274708721,Iris-virginica
+36,6.068794148734189,2.5920321539963465,5.588834064453064,1.396573800173605,Iris-virginica
+37,5.01256514681468,2.000000589307519,3.4810192175958257,1.0080894858727518,Iris-versicolor
+38,4.9847384886063315,3.6355524713321516,1.4065464833231731,0.20224163572117088,Iris-setosa
+39,4.785056300784331,3.3931871370532236,1.7064817643379164,0.1991238763964644,Iris-setosa
+40,5.166784312219298,2.701637979256182,3.9121714449169627,1.404698019310043,Iris-versicolor
+41,6.292861625511946,3.302741861649651,5.972894065408436,2.5,Iris-virginica
+42,5.6110928207706925,2.5044901748130304,3.911747638203387,1.0924645509551487,Iris-versicolor
+43,5.0172716564570745,3.5883254135630858,1.3942383775304685,0.19753765948629387,Iris-setosa
+44,4.889435612505004,3.068281534839525,1.493904539009076,0.1,Iris-setosa
+45,5.510629698064504,2.371875974272563,3.704928991072912,0.8774752502789407,Iris-versicolor
+46,5.070513904697734,3.7998610365219747,1.5883119397281134,0.2026153120377302,Iris-setosa
+47,4.3,3.0,1.0973563831728605,0.1,Iris-setosa
+48,5.031233415434071,3.7490086521574337,1.6013063331367474,0.20043447753341712,Iris-setosa
+49,4.985245258569077,2.0,3.403625721479714,0.901823525333738,Iris-versicolor
+50,6.007809125934238,3.3983142749423494,4.502890213336519,1.601581027655957,Iris-versicolor
+51,5.659679035738756,2.9080356113661274,3.952199544332698,1.3276875746589842,Iris-versicolor
+52,6.883097314518658,3.1007986117894637,5.093909887740596,2.292851282563858,Iris-virginica
+53,6.095951179519952,2.7828219542007604,4.68825871679873,1.1912375707721676,Iris-versicolor
+54,6.283644599783255,3.2998246207261173,6.015965249732352,2.5,Iris-virginica
+55,6.695118516852992,2.500798563505212,5.8217271803546335,1.8057682606995182,Iris-virginica
+56,6.18583763406208,3.3478132008213053,4.649343070733247,1.6033144844767342,Iris-versicolor
+57,4.3,3.0,1.0929943953310728,0.1,Iris-setosa
+58,4.808337713476504,3.40781999839037,2.0092418102666496,0.1970995427482477,Iris-setosa
+59,6.504041682852683,3.0,5.783073485204948,2.175526670963538,Iris-virginica
+60,6.313930588534441,3.2990169108210807,4.690593465301741,1.5987515928144693,Iris-versicolor
+61,6.210165033585033,2.212456741219283,4.496250573105122,1.486104682858326,Iris-versicolor
+62,6.957884561984942,3.0928784322033414,5.087188849556972,2.304490710148474,Iris-virginica
+63,4.809871529087878,3.3965350943392996,1.7783544287403295,0.19599956521376183,Iris-setosa
+64,7.076747583726834,3.174198437029447,5.707384316437289,2.2995025458574134,Iris-virginica
+65,6.6978602651742305,2.5100288667235375,5.786136736424748,1.7911401529210944,Iris-virginica
+66,6.711248416416929,3.0,5.003761958331373,1.7032758843075575,Iris-versicolor
+67,7.710942494239943,2.6100510200616984,6.8999987683722015,2.281892170052393,Iris-virginica
+68,5.00505625497678,3.402145400729729,1.7075567496250532,0.43763486586170386,Iris-setosa
+69,7.669170030088798,2.593836782384471,6.9,2.279865408936183,Iris-virginica
+70,6.318458789295673,2.5525096028479544,4.961068836679269,1.8635296097052092,Iris-virginica
+71,6.288698896022316,2.4645587282807067,4.97054044497915,1.8406735767200102,Iris-virginica
+72,4.393275346086639,3.190724657610404,1.2829086970409018,0.20076084224001767,Iris-setosa
+73,7.899998888671137,3.8294800625916077,6.384389041699045,1.9858587931208633,Iris-virginica
+74,6.096260211215991,2.8373396360503267,4.720526254669386,1.2691977332483617,Iris-versicolor
+75,5.812297920910907,2.7824538997202453,5.086746867182284,2.4008797076011956,Iris-virginica
+76,5.411137882280952,3.9097448407889885,1.2786904718071708,0.48266658912969973,Iris-setosa
+77,6.0501867963840885,2.9104150240286093,4.368181072994414,1.3834052216599384,Iris-versicolor
+78,6.682328879625765,3.0,4.993872846583078,1.7014236717132807,Iris-versicolor
+79,5.777325208162129,2.699872485965079,5.087026019861069,1.8915438869898036,Iris-virginica
+80,5.110228499705399,3.2856424624257916,1.7013675212064259,0.48877028150853186,Iris-setosa
+81,6.474453749040799,3.2386222259948316,4.730715267299335,1.565427642032732,Iris-versicolor
+82,4.974713100173702,2.0,3.4910935990589294,1.0327017119318125,Iris-versicolor
+83,5.723604883954433,2.8046449541498153,4.497570444660505,1.2968126786317176,Iris-versicolor
+84,5.798629399592397,2.702256305086585,5.103899003934701,1.9162440638127958,Iris-virginica
+85,4.594554751870957,3.2077292118865683,1.3851575650689836,0.19738651539487279,Iris-setosa
+86,5.991013274574887,2.208400274746044,4.993601494143376,1.4888387564160734,Iris-virginica
+87,5.006130765699869,3.686024668244118,1.5931745571540281,0.2017234715315318,Iris-setosa
+88,6.195014902356551,2.471560173214955,4.964860297239789,1.7596094733789982,Iris-virginica
+89,5.893797668359405,3.203445023558257,4.812567462632039,1.7801161484090273,Iris-versicolor
+90,4.3000005472022265,3.0,1.1016122304080158,0.10000012728278299,Iris-setosa
+91,5.707297449594348,3.0,4.217718950605482,1.2069335329266844,Iris-versicolor
+92,4.763987296245007,3.396071764628057,1.977598989689998,0.19950185864169245,Iris-setosa
+93,4.818216107557435,3.4011644875061995,1.6837988722886494,0.20787793869314414,Iris-setosa
+94,4.599592700494446,3.6144365657912254,1.0,0.19527710480655225,Iris-setosa
+95,6.333289225821083,3.290422249942912,6.051976283364037,2.499999680706164,Iris-virginica
+96,5.006261058470818,3.392409366676874,1.6458000516662417,0.44242138641528367,Iris-setosa
+97,6.0096220868854635,2.201082529289064,4.9980789399367405,1.5034913601077147,Iris-virginica
+98,5.106388161409932,3.2876378933518375,1.7179515686124447,0.42814618504443314,Iris-setosa
+99,5.805455496859787,2.8108534617175858,5.15579396489254,2.401694228125634,Iris-virginica
+100,6.679317496037565,3.0,4.985245515102452,1.6707480715072978,Iris-versicolor
+101,5.611629035311508,2.894214246396805,3.654663228827816,1.2815553292176756,Iris-versicolor
+102,4.937059792275027,2.0,3.551459176332793,1.0092660496226011,Iris-versicolor
+103,5.809112554398303,2.705119956906733,5.123318616172437,1.896961727196125,Iris-virginica
+104,5.564431740432136,2.5258142022852983,3.8842599788357557,1.1513911895026894,Iris-versicolor
+105,4.774405105813817,3.0,1.4005905298637935,0.28275796648199364,Iris-setosa
+106,5.718373598869381,3.0,4.22237180145146,1.2064408497467949,Iris-versicolor
+107,5.479230710883056,3.0,4.464957885480497,1.4967649865565813,Iris-versicolor
+108,6.7165201536245425,2.5044947566097546,5.842292648243191,1.810866931230577,Iris-virginica
+109,6.807481703815187,2.7874049904731133,4.801501275444908,1.397795666731143,Iris-versicolor
+110,5.803217918184833,2.7988843421094454,5.1177074535427876,2.3883129824535705,Iris-virginica
+111,6.678686776326937,2.990288211762194,4.5701860204247415,1.4059183955066228,Iris-versicolor
+112,6.071389946465577,2.911077756834421,4.643079563114591,1.4554577903105856,Iris-versicolor
+113,7.9,3.776356619731375,6.387420644425595,2.0278267623973583,Iris-virginica
+114,4.589920906321759,3.6408141009226016,1.0,0.20205760700246994,Iris-setosa
+115,7.601714943605875,3.0,6.601551923913288,2.1111503805820355,Iris-virginica
+116,5.019921666897408,3.3956564567822296,1.5886953395810812,0.42222609820761103,Iris-setosa
+117,6.014092182234659,2.2005056278328787,5.016730151741927,1.5038974205276616,Iris-virginica
+118,6.264810625391524,2.6852214865296387,4.902275433420521,1.8076642632607558,Iris-virginica
+119,7.9,3.8303412798620893,6.3767310893578,2.018370319190368,Iris-virginica
diff --git a/iris/tab_ddpm/0/11/test.csv b/iris/tab_ddpm/0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/11/train.csv b/iris/tab_ddpm/0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/11/val.csv b/iris/tab_ddpm/0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/12/synth.csv b/iris/tab_ddpm/0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..295c5a8e0009cfd84b46bc20c676b8c0fb6f2113
--- /dev/null
+++ b/iris/tab_ddpm/0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.421836947682348,3.1847606217455118,5.261965328902897,2.3015785726804743,Iris-virginica
+1,6.6109123773075416,3.0,4.422173249403857,1.3903866319905671,Iris-versicolor
+2,5.472050571615545,4.2,1.3951132193390512,0.1975266709177359,Iris-setosa
+3,5.0901793560218325,3.291627462990626,1.762189472467979,0.48945597309971034,Iris-setosa
+4,6.203030016648728,2.8217630303078725,4.800329284748809,1.79730908860804,Iris-virginica
+5,5.965690994021723,2.8399096276709046,4.618910483284061,1.2861337996022575,Iris-versicolor
+6,5.62744744629983,3.0,4.5231424092512915,1.5295637613217725,Iris-versicolor
+7,5.773880990056193,2.7002007381970934,4.095998115634398,0.937215619738881,Iris-versicolor
+8,6.206868331628035,3.3755432715371447,5.364539269798331,2.2717016489626243,Iris-virginica
+9,4.892130867393826,3.079824310488457,1.4741087401676771,0.1,Iris-setosa
+10,4.795739691938049,3.4008469947669675,1.7511463840666037,0.20073195983100842,Iris-setosa
+11,5.377313376115314,3.880880450431957,1.2998297389483733,0.4094505957189504,Iris-setosa
+12,7.608412725937043,3.0,6.613022179276181,2.1242014828330587,Iris-virginica
+13,5.59155073330582,2.510131959679073,3.938206903213815,1.1854962155190267,Iris-versicolor
+14,5.4150077281274545,3.0,4.493259171707184,1.494627620534449,Iris-versicolor
+15,5.802502396257948,2.7103120340903826,4.111071137854306,0.948024335723469,Iris-versicolor
+16,5.908742334743907,3.199770455602704,4.806361386388934,1.7887818913903644,Iris-versicolor
+17,4.806644909574803,3.0,1.400267885477038,0.3190938451146017,Iris-setosa
+18,4.902520583098991,3.076672297704255,1.499037649841857,0.1,Iris-setosa
+19,4.59187317146407,3.626691341865847,1.0,0.1946856265726954,Iris-setosa
+20,6.79703528762856,3.1952717405038626,5.8934306442432085,2.2954274656183564,Iris-virginica
+21,6.103505114193657,2.9080163306103195,4.702481721233101,1.4075884900343296,Iris-versicolor
+22,6.296690944558945,2.4566565428270413,4.998494888978283,1.86881197133668,Iris-virginica
+23,4.300000613980586,3.0,1.1004961311653283,0.1,Iris-setosa
+24,6.256928386607651,3.295411332044038,5.9462820749243335,2.499999736472713,Iris-virginica
+25,4.8279216767800985,3.0,1.4085270396860594,0.10000012161540235,Iris-setosa
+26,4.3955115381565655,3.200691532247448,1.2882160259867113,0.19822466141305783,Iris-setosa
+27,6.597069928666444,3.0,4.4066835154786395,1.4014927381252074,Iris-versicolor
+28,5.3942126103601655,3.912656995720902,1.2954886396885597,0.4098653485986241,Iris-setosa
+29,5.811925187786574,2.7087029706014474,4.103099259564239,1.0180253597400228,Iris-versicolor
+30,5.802848021493975,2.815906776090621,5.0940683240099265,2.3986000465450616,Iris-virginica
+31,6.273614688314623,2.649051262061058,4.9306274927529365,1.8096599577364887,Iris-virginica
+32,5.677979537479824,3.0,4.205588033189085,1.2446739305860028,Iris-versicolor
+33,4.808599686722749,3.0,1.3918358542023475,0.30124767664901125,Iris-setosa
+34,4.620634978837031,3.5965705890606476,1.0,0.20264953297080202,Iris-setosa
+35,4.993967176794521,3.0,1.6449192988527856,0.19618682880457639,Iris-setosa
+36,6.189403825866221,3.3992406695333117,5.3766731748191425,2.283223593823778,Iris-virginica
+37,6.110146903122783,2.8700906199310054,4.568610689980261,1.4682009107387222,Iris-versicolor
+38,6.195896516005527,3.394589451314031,5.466870813135234,2.3020326989170554,Iris-virginica
+39,5.331950307897464,3.7608690560191,1.3298420354507545,0.2624187969450599,Iris-setosa
+40,6.051914183176016,2.8948263014860904,4.584574795785507,1.4806976206695228,Iris-versicolor
+41,5.384416750265204,3.3970861605939113,1.508928196291576,0.4088657824512304,Iris-setosa
+42,5.701740968011013,3.0,4.209614502272176,1.2240555182356447,Iris-versicolor
+43,5.340812518911277,3.0,4.455559319275943,1.5023573927051177,Iris-versicolor
+44,6.5184234199643765,2.800345446870391,4.5797310683227845,1.5162180500241793,Iris-versicolor
+45,5.310857308522057,2.421295672906968,3.3309757280808374,1.030179785460723,Iris-versicolor
+46,6.586773885099188,3.0,4.422442321159638,1.409323476333618,Iris-versicolor
+47,5.4927930112155545,2.4128917085726513,3.735264129194494,0.9668929105513484,Iris-versicolor
+48,5.9829934209784215,2.806809204520683,4.659087973360858,1.243275324890052,Iris-versicolor
+49,5.056629308878854,3.7982308528198248,1.591300081534853,0.19953658030367563,Iris-setosa
+50,5.163115585030673,2.611638395737297,3.6060854698009406,1.253944000114687,Iris-versicolor
+51,4.994478102716295,3.0,1.5837371350756289,0.19880314027891838,Iris-setosa
+52,7.687794107226559,2.602316454699126,6.9,2.3009123301648295,Iris-virginica
+53,4.793120958278068,3.3986936949467483,1.7888617248664738,0.19810994975430327,Iris-setosa
+54,7.679101267585047,2.6012521022525,6.9,2.2717853352030715,Iris-virginica
+55,5.014327270422031,2.0000005730077213,3.6011692838784843,0.9960006753363517,Iris-versicolor
+56,7.602414002356247,3.0,6.588887460479085,2.082922335886517,Iris-virginica
+57,5.691071938980723,3.0,4.213149053426937,1.2020197895636109,Iris-versicolor
+58,6.289338440906723,3.4032657248530827,5.605286050532234,2.398148243258893,Iris-virginica
+59,7.705151334960733,2.5889175841999785,6.9,2.2893900865615424,Iris-virginica
+60,4.913698715259219,3.1055374662294906,1.4938949009543614,0.1,Iris-setosa
+61,5.236297176784941,2.4869954820196254,3.4012415159124645,1.0806879170142882,Iris-versicolor
+62,6.519870556182882,2.809232575863084,4.587206052282826,1.4889859128218146,Iris-versicolor
+63,5.457550254087286,3.0,4.531545556803018,1.501725187922663,Iris-versicolor
+64,4.796145603187544,3.4009747244589357,1.789676936478492,0.20049056262359302,Iris-setosa
+65,4.809082997300071,3.0,1.4028599412410974,0.10000009359842457,Iris-setosa
+66,6.466368785979293,2.794875395458149,4.6027647262543665,1.4901025276094024,Iris-versicolor
+67,5.030920414699919,3.605391696655173,1.3956676407462183,0.20096876122857404,Iris-setosa
+68,6.083132407185426,2.793577807460427,4.699778151702263,1.2126001103297883,Iris-versicolor
+69,5.598389275741945,3.0,4.538261039707203,1.517943564662394,Iris-versicolor
+70,7.619604976383752,3.0,6.621116327721724,2.1145038056865637,Iris-virginica
+71,5.471222550532068,4.199999207313413,1.4002484013495429,0.20998972086426584,Iris-setosa
+72,5.396986718940601,3.8908022985249673,1.2880206804715182,0.3696422398812689,Iris-setosa
+73,5.011873317312063,2.000000685682858,3.5476164652973425,1.0137066646237167,Iris-versicolor
+74,5.423362930971389,3.401587291872347,1.502866043865335,0.384509823314433,Iris-setosa
+75,6.12056495703569,2.890936591344569,4.710364749287996,1.35802635859026,Iris-versicolor
+76,4.98195641451166,2.0000005266700853,3.4083118734418774,0.9871733478256316,Iris-versicolor
+77,6.020333927900382,2.216933949450115,4.9926680588635834,1.5181690858253387,Iris-virginica
+78,5.796313129861561,2.797538213410445,5.100073462726691,2.378610145839975,Iris-virginica
+79,5.38937438380351,3.0,4.4708312106875265,1.5029349914579124,Iris-versicolor
+80,6.80274880518089,2.8115015824271326,4.811259686755249,1.4045691632576793,Iris-versicolor
+81,5.601766714045147,2.503282415865783,3.82980293657026,1.0616255823133978,Iris-versicolor
+82,5.170724421055092,2.5290038876688823,3.532811467018071,1.2012592179868251,Iris-versicolor
+83,5.772300392810668,2.6869703187175333,4.06639894283118,0.953050059766257,Iris-versicolor
+84,5.0085096481909686,3.0,1.783265454429152,0.2037381887577705,Iris-setosa
+85,4.3,3.0,1.094730504166569,0.1,Iris-setosa
+86,5.626088864830302,3.0,4.513470616890882,1.5016306643080584,Iris-versicolor
+87,6.001108025895857,2.2139725206129053,3.987646971345605,1.008964115804068,Iris-versicolor
+88,4.6067859677605805,3.1830074855854145,1.398989511602543,0.20046088448400026,Iris-setosa
+89,7.899998675012319,3.7744054213870712,6.355630409671668,1.9794180992598593,Iris-virginica
+90,6.456162811082531,3.1701519165224576,5.2445250656804525,2.271148730436764,Iris-virginica
+91,5.914042501050761,3.197109653306672,4.786887034072644,1.8031410388581293,Iris-versicolor
+92,5.691019101170384,2.800385333613485,4.512758263835635,1.2913105438423602,Iris-versicolor
+93,5.19283798388359,2.692985408226468,3.851199420523012,1.3978801203148323,Iris-versicolor
+94,7.7109968703004,2.801815414493141,6.700227537707157,1.9941428541754098,Iris-virginica
+95,6.872861208604214,3.105387906143345,5.109437322992705,2.286811844976306,Iris-virginica
+96,6.706864833213169,3.0,4.99108896566557,1.7065283736711878,Iris-versicolor
+97,6.298771736227137,3.3951650308894514,5.609954647005703,2.3986463119839962,Iris-virginica
+98,4.393511787150561,2.901417029982747,1.3876316391834251,0.19595051759412224,Iris-setosa
+99,5.965168220013691,2.1806132903861286,4.972408683774043,1.460681440319233,Iris-virginica
+100,7.178633087942799,3.2005300670288888,6.018698625198238,1.8168684371963633,Iris-virginica
+101,4.6161254361763655,3.1603488820769297,1.4236653512900488,0.19747350910820768,Iris-setosa
+102,5.8091664406686,2.783107637335014,5.154743173335872,2.396336458085476,Iris-virginica
+103,5.140314355604979,3.4507902974563947,1.3995158380802653,0.20063403945527772,Iris-setosa
+104,5.190596076384288,2.5174930958586423,3.58397829498528,1.2019516471621154,Iris-versicolor
+105,5.431646602296929,3.9067058192630038,1.3042904788301035,0.3892112143116064,Iris-setosa
+106,6.922127098103258,3.083034187247401,5.108039868792776,2.2967276095574602,Iris-virginica
+107,5.537703419360016,3.0,4.514485369606294,1.4995802695921387,Iris-versicolor
+108,7.706634114842231,2.811459347074368,6.7059965345978565,2.0157927948280134,Iris-virginica
+109,6.006150449360787,2.1997575399670706,3.991092581326725,1.00778621565541,Iris-versicolor
+110,6.281792618784854,3.299926321397188,5.935757794370923,2.499999815240036,Iris-virginica
+111,5.106933187835487,3.5292915252454797,1.4011194746753346,0.20006268253133025,Iris-setosa
+112,6.454552148401565,3.0,5.77733651589271,2.2306223731860517,Iris-virginica
+113,5.008740705984856,3.0,1.5941798531755127,0.19315983526341035,Iris-setosa
+114,4.483419643948214,3.213060444097753,1.3644976190199651,0.1982171073181334,Iris-setosa
+115,5.002327472995004,3.6054509976478535,1.3853646416304746,0.1980307306728851,Iris-setosa
+116,7.692611501272732,2.7900011834776746,6.701429758014712,1.9882984392479164,Iris-virginica
+117,6.680935713166466,2.5067300809388704,5.7736178535109905,1.798882469402434,Iris-virginica
+118,6.105829744988852,2.781248839828596,4.68273811494103,1.1739374023862301,Iris-versicolor
+119,6.313915817624673,3.306691756046327,4.687927299244025,1.6009261531481462,Iris-versicolor
diff --git a/iris/tab_ddpm/0/12/test.csv b/iris/tab_ddpm/0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/12/train.csv b/iris/tab_ddpm/0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/12/val.csv b/iris/tab_ddpm/0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/13/synth.csv b/iris/tab_ddpm/0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ecc8778910000507b6090070fe0b9a82719fb070
--- /dev/null
+++ b/iris/tab_ddpm/0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.80408153841084,2.680998915044755,5.088428316658961,1.8907935378135834,Iris-virginica
+1,5.697927685461498,3.0,4.17216439188039,1.1745641362017214,Iris-versicolor
+2,4.852370080928342,3.0,1.4324266499698999,0.1,Iris-setosa
+3,5.79569111880658,2.701861065647521,5.09644499316592,1.8931743054463144,Iris-virginica
+4,6.279940754163075,2.482439983295493,5.012381387041162,1.925598762084516,Iris-virginica
+5,5.004604465353767,2.000000555881668,3.5049384711833786,0.9651677030886691,Iris-versicolor
+6,5.659506486300511,2.994112563253407,3.972582350699448,1.258320676513399,Iris-versicolor
+7,5.498022987441582,3.4616117855163626,1.4984734973776397,0.3784875321659827,Iris-setosa
+8,4.803995314514767,3.0,1.390262447067352,0.2730377903466646,Iris-setosa
+9,6.005244229999411,2.2010297314258347,5.008377742876989,1.488537032352129,Iris-virginica
+10,6.2635819978756295,3.293648437974407,5.967075925294645,2.499999758004313,Iris-virginica
+11,4.300000564271084,3.0,1.1037410715538336,0.1000000970294228,Iris-setosa
+12,7.157619393528775,3.1964214559086592,6.018357006210013,1.7835767761185748,Iris-virginica
+13,4.794725163089545,3.3995655498026935,1.6169754881053657,0.19942439156477126,Iris-setosa
+14,6.487014053329012,2.7935154189815377,4.5996999667657255,1.4901331215202265,Iris-versicolor
+15,5.80757780263039,2.7019577140138393,4.123004906403936,1.0015876480184873,Iris-versicolor
+16,7.69357799568551,2.611184620377583,6.899998816520652,2.304787865078935,Iris-virginica
+17,6.258203095307372,3.3083431011723508,5.944108728855563,2.5,Iris-virginica
+18,4.3,3.0,1.096194791179691,0.10000010076370133,Iris-setosa
+19,7.7001560408602705,2.608738278387712,6.899998681566419,2.2788964993131127,Iris-virginica
+20,6.29706257890066,3.4026470049160675,5.573505948198427,2.3926582495700592,Iris-virginica
+21,5.203131831017141,3.401702594098968,1.391665850189837,0.1981963740908393,Iris-setosa
+22,4.803082024873616,3.0,1.4068348770446588,0.10000009320662161,Iris-setosa
+23,6.691459340988757,3.1283655344072714,4.729100981239018,1.506927744707731,Iris-versicolor
+24,6.182957531207892,2.230138769793612,4.397695758711466,1.4076043381442072,Iris-versicolor
+25,5.097452653825692,3.299706939292334,1.6386026536955454,0.49279045288782175,Iris-setosa
+26,6.8165007844071015,3.193459171436978,5.747004371736656,2.300907968036011,Iris-virginica
+27,5.005326584395701,2.0,3.2994992612943013,1.0240198487711378,Iris-versicolor
+28,5.804242066302349,2.7013971212950088,5.089396271874358,1.9108661139324263,Iris-virginica
+29,7.738679783159227,2.5956450823277963,6.9,2.307952559702985,Iris-virginica
+30,7.89999875096847,3.789449221216562,6.4028804233336185,2.018951665606172,Iris-virginica
+31,5.3816046805067,3.918130359866002,1.3047371688139546,0.43847674034705936,Iris-setosa
+32,6.702496545384641,3.0,5.009464231866685,1.7118285227419314,Iris-versicolor
+33,7.7158309395577955,2.602481570991266,6.899998859684689,2.290113789254773,Iris-virginica
+34,6.187778824726345,3.4034297924472483,5.398482946922847,2.3046176296908483,Iris-virginica
+35,4.74393212967217,3.0,1.3990461155044458,0.2723966873069785,Iris-setosa
+36,4.913475716392506,3.115068963380142,1.5049718933179081,0.1,Iris-setosa
+37,6.489254018091752,3.196212200725653,5.1014394293704886,1.9728843502336977,Iris-virginica
+38,6.01762879335829,3.3913601746192445,4.50987191783023,1.6059266606583038,Iris-versicolor
+39,5.799350525513893,2.7065489970062875,5.096408492915211,1.9045016714374123,Iris-virginica
+40,4.406117269370974,3.2058961668743984,1.3056145627979703,0.19672534129818475,Iris-setosa
+41,5.10485395840265,3.7858993781752437,1.5912206553685326,0.2018258204187264,Iris-setosa
+42,4.797408435477674,3.0,1.4040477182872368,0.2868037402039058,Iris-setosa
+43,6.1122581059233285,2.608459211905306,5.615409381794127,1.4027460312946383,Iris-virginica
+44,4.39191228921772,2.8993878026480937,1.3812430925921437,0.20023208317344904,Iris-setosa
+45,4.300000707110538,3.0,1.0989647692358113,0.10000012546197483,Iris-setosa
+46,6.116551669729177,2.5983322814078766,5.605409545389406,1.403516140132231,Iris-virginica
+47,5.169465978644486,3.407121166859306,1.392985717359786,0.20016390031117723,Iris-setosa
+48,6.21027149803479,3.3974017886523433,5.390129548406177,2.3013309737409005,Iris-virginica
+49,4.779765940733545,3.401497362708438,1.6807153881534904,0.20108622677515148,Iris-setosa
+50,5.486907332849975,4.2,1.406524777466082,0.20699644897655511,Iris-setosa
+51,6.196487514454467,3.400565650140456,5.398679013310715,2.2876769459197464,Iris-virginica
+52,4.973447518220292,2.0,3.568738525536409,0.9840275030755351,Iris-versicolor
+53,5.7003581960836565,3.8036045105072076,1.8604973729374628,0.3234032238687536,Iris-setosa
+54,6.310166285172508,2.6813645774344312,4.911937430672763,1.8101475640640499,Iris-virginica
+55,7.713944921880147,2.615501796370346,6.899998953200951,2.3009801882257834,Iris-virginica
+56,5.892318791747275,2.87948827512688,4.417586878298914,1.4502014825740475,Iris-versicolor
+57,7.692299493986932,2.5886882539542535,6.9,2.302513671655059,Iris-virginica
+58,7.199575384112722,3.2074469369220915,5.963541879271196,1.797540923410005,Iris-virginica
+59,5.010531904128437,3.0,1.6318927576060651,0.1998221598098004,Iris-setosa
+60,5.800704976980049,2.7001070048193,5.11563839198153,1.8988734775159806,Iris-virginica
+61,6.304433921309049,3.308843399467481,6.028369139329524,2.5,Iris-virginica
+62,6.486113528001557,3.0,5.782205751362237,2.2018303187002113,Iris-virginica
+63,5.0003938117553695,3.59961821854647,1.40504443608885,0.19960411136701595,Iris-setosa
+64,7.678845369082587,2.7883827009876203,6.685864718803145,1.9796616435053531,Iris-virginica
+65,5.12499914878417,3.8142025682345633,1.647632978840149,0.2001064365324401,Iris-setosa
+66,6.85776940524725,3.1891793616367656,5.792061317068572,2.3118999417880746,Iris-virginica
+67,4.398260823198231,2.9111277587229103,1.391783042249596,0.19150651331294252,Iris-setosa
+68,5.509240042261412,4.2,1.4124924328835589,0.21092420344399176,Iris-setosa
+69,5.826805088458317,2.8753600641707013,4.399602449390105,1.4298520648060467,Iris-versicolor
+70,4.5998977002706125,3.2044497435139663,1.3991057991426095,0.20207908559161936,Iris-setosa
+71,5.8067311453782215,2.700798032627688,5.093533856480044,1.8930100057260364,Iris-virginica
+72,4.600184622074573,3.1860229455426463,1.4141114147997829,0.19778126957687514,Iris-setosa
+73,6.0759671844232015,2.907134333591641,4.652554486171288,1.4202763966228789,Iris-versicolor
+74,4.782407834777889,3.0,1.379755442091046,0.10000009991104056,Iris-setosa
+75,7.628255145584283,3.0,6.487840463638009,2.127906133082436,Iris-virginica
+76,4.391636445383341,3.194961232240597,1.292341495050525,0.19985275669948882,Iris-setosa
+77,4.405565456288072,2.921251751503182,1.407148338809011,0.20322392836759426,Iris-setosa
+78,6.5068102774694845,2.799409113269455,4.6174802378669595,1.4968632525709902,Iris-versicolor
+79,6.21796437118944,3.4078525379032607,5.39074256467066,2.29255767616827,Iris-virginica
+80,6.122821631956789,2.6004322017440478,5.574679285941436,1.4256537347172091,Iris-virginica
+81,4.994843580948236,3.0,1.6073113233695668,0.19769543695226682,Iris-setosa
+82,4.792985143851445,3.0,1.3992200654376765,0.2763876113919501,Iris-setosa
+83,5.136514260370573,2.4883523420812033,3.325923080708737,1.1254959610704314,Iris-versicolor
+84,6.89023032531719,3.1917388621130653,5.675876382707831,2.3007987202845945,Iris-virginica
+85,6.927373929289133,3.0851036133993635,5.142549244615662,2.3009494448673817,Iris-virginica
+86,4.593506333357855,3.196944995486611,1.403335628605333,0.19682772355085235,Iris-setosa
+87,7.185231782362698,3.2091876600535483,6.008818392739211,1.7897874262880722,Iris-virginica
+88,7.583244657885245,3.0,6.566311604785083,2.1296897757725044,Iris-virginica
+89,5.803304584792932,2.801064583994589,5.102608596966678,2.4032257226405345,Iris-virginica
+90,6.115151562329597,2.8281187348353964,4.720543338642029,1.228845511669901,Iris-versicolor
+91,6.270525768725539,2.749527130537582,4.879831270393007,1.7885977888335969,Iris-virginica
+92,7.671301635494648,2.6175677220523204,6.899998687501131,2.297997055190998,Iris-virginica
+93,7.722141998484337,2.622420298786315,6.9,2.2883679855090846,Iris-virginica
+94,6.101071918414017,2.833547795573267,4.691733032757134,1.2492248678707125,Iris-versicolor
+95,7.727618385972448,2.6011483637069452,6.9,2.3073302197792223,Iris-virginica
+96,7.722130339774912,2.611896160160437,6.9,2.3154541316054624,Iris-virginica
+97,6.712280036393439,2.504753868420632,5.836659597330645,1.8036100591556128,Iris-virginica
+98,5.159075950955378,2.6501430226984635,3.762588052171717,1.3555627662436076,Iris-versicolor
+99,7.736260838361167,2.6308931876352344,6.9,2.300918275834158,Iris-virginica
+100,5.80746671032514,2.8149039707319794,5.124182377374954,2.3988886179878,Iris-virginica
+101,5.558985018865615,3.0,4.51352360787757,1.4854242807487157,Iris-versicolor
+102,7.642509035257381,3.0,6.448466853192302,2.162526402754194,Iris-virginica
+103,5.987707272213494,3.401827052270415,4.501406611372917,1.5994841819609193,Iris-versicolor
+104,7.9,3.835581578976925,6.3625948274885795,1.9896600639644957,Iris-virginica
+105,4.800297887326413,3.0,1.392981556378684,0.30139603991407365,Iris-setosa
+106,6.908446284483413,3.2082664412901187,5.722859629626205,2.2989071785600883,Iris-virginica
+107,5.216358997087873,2.6798733527476823,3.8929820975153473,1.3928607383587248,Iris-versicolor
+108,7.717076755223933,2.7913979051262663,6.721433057577312,2.017364887922649,Iris-virginica
+109,6.016653763902494,2.9006881226205254,4.462989129317286,1.514584518699497,Iris-versicolor
+110,5.790510959111709,2.8016990090274643,5.155580519530925,2.4115382777237593,Iris-virginica
+111,6.292106528384393,2.7431282353770707,4.872835388979483,1.8140194810965995,Iris-virginica
+112,5.6101421407186685,2.9088936414030706,3.6254619914456883,1.3071703623636393,Iris-versicolor
+113,5.693618491284078,2.868604213597358,4.079268913439906,1.1478135279741706,Iris-versicolor
+114,5.757362018371454,3.0,4.542235873877073,1.4993075637280515,Iris-versicolor
+115,5.077161080636082,3.5380136672937357,1.3991824896770884,0.20166458200120052,Iris-setosa
+116,4.818577397013049,3.4027370376072175,1.9604167316238794,0.20096671227205537,Iris-setosa
+117,7.698303567519719,2.6058106073570584,6.9,2.274877072113719,Iris-virginica
+118,6.062810876963995,2.905482140442099,4.664827158413535,1.4336903765303142,Iris-versicolor
+119,7.271059231402481,3.1958958638701858,6.014264108222898,1.7848825955141459,Iris-virginica
diff --git a/iris/tab_ddpm/0/13/test.csv b/iris/tab_ddpm/0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/13/train.csv b/iris/tab_ddpm/0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/13/val.csv b/iris/tab_ddpm/0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/14/synth.csv b/iris/tab_ddpm/0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fa7a64f91cca3a91b6da9b352505f1b950f53f29
--- /dev/null
+++ b/iris/tab_ddpm/0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.531315799650013,2.4271282281295763,3.729170587909336,1.0163342494978993,Iris-versicolor
+1,6.0939147405200735,2.7984658848264754,4.701281276344612,1.1947220008051689,Iris-versicolor
+2,6.0194768126260225,2.7885198940624765,4.6528894031875785,1.1991658358911053,Iris-versicolor
+3,4.977234674939817,2.0,3.2000716883776477,0.9725672512227383,Iris-versicolor
+4,5.594232495047727,2.8908411018414895,3.284522850357514,1.2996760706138657,Iris-versicolor
+5,4.594313234384056,3.6167813904485886,1.0,0.20081967639043427,Iris-setosa
+6,7.16192889543625,3.2023252521083614,5.993637421593563,1.8173634645499963,Iris-virginica
+7,6.115927629237183,2.602577875895115,5.573433213548649,1.4182788576378906,Iris-virginica
+8,4.578106249111141,3.112687938011344,1.476807843731408,0.19719661207853054,Iris-setosa
+9,5.071320088118426,3.5396622395944,1.3945247657452255,0.2012012739580395,Iris-setosa
+10,7.611410523368755,3.0,6.596810981438486,2.1074741747460015,Iris-virginica
+11,6.304359554053951,2.7123712909392084,4.899014669613458,1.7872369315631371,Iris-virginica
+12,5.695900495295562,3.0,4.172168621143881,1.174716032551967,Iris-versicolor
+13,5.00138742379954,3.0,1.6414014144045792,0.2013976811080631,Iris-setosa
+14,5.0077628333944295,2.0000006505167276,3.5698070542147815,0.9145037565794721,Iris-versicolor
+15,4.3,3.0,1.0953819415359076,0.1,Iris-setosa
+16,7.610702434187468,3.0,6.591229916676691,2.086767563948177,Iris-virginica
+17,5.68901438177534,3.0,4.141921912407801,1.1867177234376807,Iris-versicolor
+18,6.514694758374685,3.207727938964143,5.081303948515537,2.0141031011644235,Iris-virginica
+19,6.8030619046121386,3.1999477266383503,5.902891252535104,2.290966563734966,Iris-virginica
+20,6.210692732336233,3.4005842532320023,5.405994919045321,2.2968309532960545,Iris-virginica
+21,4.956398558119296,2.0,3.2359591939536574,0.9483917208683156,Iris-versicolor
+22,6.103864170089867,2.806981229533029,4.706656534772783,1.2068596273204106,Iris-versicolor
+23,6.7427316763893845,3.1236288194813464,4.730106161172588,1.5117791734011252,Iris-versicolor
+24,5.381396225387686,3.4023434145254936,1.5089240682172693,0.428041872614077,Iris-setosa
+25,6.1823057995455555,2.2157499374068483,4.4792938957791915,1.4724050949489114,Iris-versicolor
+26,6.402869349369028,3.1942472022832433,5.292183271034521,2.304621225797559,Iris-virginica
+27,6.047833338740172,2.9109368564590032,4.615584462267671,1.4594685634253615,Iris-versicolor
+28,6.793427564646451,3.1970826620022224,5.943940222915045,2.2785807204326507,Iris-virginica
+29,5.006172951165351,2.000000515997143,3.579413597229181,0.9499600933248808,Iris-versicolor
+30,6.473301257924712,3.0,5.798796176591251,2.2159014135505823,Iris-virginica
+31,6.714769520764436,2.508683591964176,5.8476512541920025,1.8104751435914543,Iris-virginica
+32,6.294137077017664,2.5030888675063743,4.997863349400631,1.8820890386973401,Iris-virginica
+33,6.313370864170686,2.7340237128446754,4.829673725339343,1.8037920300982555,Iris-virginica
+34,4.4020266337672345,3.2115408490714135,1.2960057712342665,0.19869798115312512,Iris-setosa
+35,6.008389149167999,2.1930876768408485,3.9762567295168783,1.0066792258564414,Iris-versicolor
+36,6.321635797970494,3.294418149804121,4.700362425285936,1.6014757526841006,Iris-versicolor
+37,6.511457910247939,2.8072149531061736,4.610055909401694,1.5181620438291292,Iris-versicolor
+38,6.860549360279984,3.2072779205275888,5.7596614220676665,2.3037608166215326,Iris-virginica
+39,6.815345782667062,3.100069241904748,5.127584653745188,2.303756980800865,Iris-virginica
+40,4.627650942161479,3.1464970925727287,1.464479836993678,0.19727248805479156,Iris-setosa
+41,6.098632967284106,2.5971124309296743,5.6037386282452495,1.3996211201740925,Iris-virginica
+42,4.775178694105172,3.3967171972352506,2.1107104874251124,0.19844201496913008,Iris-setosa
+43,6.160530082520948,2.368671416988902,5.001551185847509,1.726192623796214,Iris-virginica
+44,5.689449889283131,3.7937821027245615,1.6698221597586762,0.29946492541828185,Iris-setosa
+45,5.589743276425639,2.4996406317560105,3.876229700817656,1.0587420772879055,Iris-versicolor
+46,5.540007982125989,2.4983834900462534,4.026737599822112,1.2533437596076429,Iris-versicolor
+47,6.516434598874475,3.0,5.800657820964273,2.1862987010338366,Iris-virginica
+48,6.309668809341643,2.6007817272070324,4.9594418185973,1.8306648940971493,Iris-virginica
+49,4.989370660655693,2.000000515871295,3.3925046271379085,1.0051079843470483,Iris-versicolor
+50,4.3,3.0,1.0927755300501272,0.1,Iris-setosa
+51,4.397034509931596,3.224144429439326,1.3104452547218324,0.2008414459786244,Iris-setosa
+52,5.479966044238666,2.4215361062529803,3.751706955468948,1.0041684494512135,Iris-versicolor
+53,6.097846216321275,2.8064114878417605,4.670400345455097,1.1813139418027059,Iris-versicolor
+54,4.804167315958139,3.408461772788737,1.7379000939467855,0.19565168835644026,Iris-setosa
+55,5.476214010251478,4.199999271657392,1.4180448274574509,0.19923942283102192,Iris-setosa
+56,6.049773105127001,2.789792120559078,4.667594907504398,1.1638511157251263,Iris-versicolor
+57,7.698309360650777,2.799731762197803,6.702663453726823,2.0272809546232224,Iris-virginica
+58,5.010160466849813,3.54357331637791,1.4054203442946396,0.199089056541565,Iris-setosa
+59,5.3954807625431185,3.405325230145804,1.515337666070932,0.3772242737084273,Iris-setosa
+60,7.165181169862283,3.1878895221565156,5.986141569163474,1.7859299145480554,Iris-virginica
+61,6.23398055940602,2.7851183413887477,4.82269264574001,1.8014957736296422,Iris-virginica
+62,6.688089516818408,3.111638258443157,4.717412028043236,1.4985996433169375,Iris-versicolor
+63,4.965750351512956,2.0,3.2711526463418292,1.0020233836160828,Iris-versicolor
+64,5.898500706548629,3.214059033544063,4.780600815694525,1.8090691188961516,Iris-versicolor
+65,5.81391888317784,2.7036223397270605,4.1294562102081995,1.0051324567360465,Iris-versicolor
+66,6.470944085791779,3.0,5.755366154751761,2.208773738601414,Iris-virginica
+67,6.212899634512061,3.3982869910205213,5.414700911329405,2.2818628281145257,Iris-virginica
+68,5.486398990057486,2.503368021261802,3.993468792400235,1.3066617039286959,Iris-versicolor
+69,7.9,3.790412711094634,6.377775416792534,2.006810378982838,Iris-virginica
+70,7.691414988846661,2.6052636572012595,6.9,2.298428965555617,Iris-virginica
+71,5.533377727418039,2.421816737472347,3.7588818662151917,1.054288411756471,Iris-versicolor
+72,4.982052219276259,2.0,3.3775961514397252,1.0064346653993306,Iris-versicolor
+73,6.580859952413244,3.0,4.4738055828015995,1.4373826263148204,Iris-versicolor
+74,7.734999194473935,2.5946839264984587,6.899998765665871,2.3143097120554863,Iris-virginica
+75,5.12300724005953,2.5030304873395948,2.905449827847788,1.110128277909657,Iris-versicolor
+76,4.406089826409418,2.9051924894806462,1.4093829556655881,0.19898822837340968,Iris-setosa
+77,4.609328445290784,3.2204009194589758,1.4082448780778587,0.1994806616676166,Iris-setosa
+78,4.3,3.0,1.0990822641584421,0.1,Iris-setosa
+79,7.700306294007589,3.0,6.123343332121815,2.300281471669519,Iris-virginica
+80,5.002256922324856,3.6661214125304906,1.4032924065240902,0.2042761606327305,Iris-setosa
+81,4.581913765439137,3.603717832551957,1.0,0.2027737645344433,Iris-setosa
+82,4.982994939167633,2.0,3.366955725779022,0.9764650929305869,Iris-versicolor
+83,6.506757868622379,3.189309181908073,5.094455213755418,1.988278916050714,Iris-virginica
+84,4.912498413752979,3.1072638720880206,1.52277352515245,0.10000010654866974,Iris-setosa
+85,5.718688640541383,3.0,4.2267588945119625,1.2475330444134054,Iris-versicolor
+86,6.798866067776543,3.200688684827382,5.841504362259723,2.3007189237401096,Iris-virginica
+87,4.856803007000383,3.0,1.4224206168189832,0.1,Iris-setosa
+88,4.3,3.0,1.1060059982399562,0.10000010767452887,Iris-setosa
+89,5.834773121938748,2.972268029742265,4.486607489296296,1.5261678959906897,Iris-versicolor
+90,6.015611840828114,2.199640374686365,4.964178348178131,1.5047512431703518,Iris-virginica
+91,6.239411863015239,3.4009293693822746,5.563672400644175,2.39203063144369,Iris-virginica
+92,5.553857147730634,2.4749159792759414,3.758500685805004,1.0785681245412941,Iris-versicolor
+93,4.3,3.0,1.1020160958107945,0.1,Iris-setosa
+94,6.075179815285894,2.920329388133969,4.622143111462793,1.478099645572729,Iris-versicolor
+95,5.027224138573706,3.409828467076209,1.7782263051034195,0.379866606312762,Iris-setosa
+96,5.018714862836918,2.0,3.549866930372649,0.9894183239702141,Iris-versicolor
+97,6.294540541662832,3.4038270257256333,5.599199720412576,2.400485991242953,Iris-virginica
+98,6.076086521394092,2.831084404322943,4.71773000955684,1.2862647739488244,Iris-versicolor
+99,7.608531852556219,3.0,6.597658885912834,2.082669436847248,Iris-virginica
+100,4.903270731921237,3.1338426898712974,1.5093183555650094,0.1,Iris-setosa
+101,5.111198416514352,3.789571731725017,1.6692909287582167,0.19972598628085145,Iris-setosa
+102,5.189289259738707,3.396919479010115,1.4003432962725981,0.19556345019926294,Iris-setosa
+103,6.021936236682483,3.3923751770767914,4.522853582708442,1.5955757399186228,Iris-versicolor
+104,6.460470315097209,3.1835385822287017,5.192425567025964,2.1765136993131815,Iris-virginica
+105,6.502363695581738,3.0,5.772280371132786,2.212082032704623,Iris-virginica
+106,4.397708023642099,2.900160067265206,1.369657528347492,0.19981899208569376,Iris-setosa
+107,4.805177826410664,3.0,1.3978526098663073,0.1,Iris-setosa
+108,5.233984695643384,2.6605343915525603,3.886347774847083,1.3894598613318059,Iris-versicolor
+109,6.004993007817943,3.3915448102406893,4.505673559503636,1.6029167998991718,Iris-versicolor
+110,5.801323233452383,2.995989197626508,4.220216057469735,1.247905760042755,Iris-versicolor
+111,7.481255744580624,3.0,6.529067760639581,2.0818235032563863,Iris-virginica
+112,6.982609702303509,3.1069722400125124,5.166583431846625,2.2987869963576237,Iris-virginica
+113,4.578022567038884,3.2033225966880754,1.3870276288952768,0.19598686911614327,Iris-setosa
+114,5.015684652087685,3.5848456471997117,1.3976276878830176,0.2027452252946867,Iris-setosa
+115,5.162036236284382,2.6891302839089692,3.8882126402753894,1.4011416715261644,Iris-versicolor
+116,4.606898029658468,3.103486633700599,1.5017378564781465,0.20031187536040151,Iris-setosa
+117,5.0492866879506595,3.785624865157301,1.5847965567882867,0.2028206735869255,Iris-setosa
+118,6.946950267641858,3.160432052497516,5.558222012729599,2.3062613334152466,Iris-virginica
+119,5.804262046696021,2.802420867854607,5.0859490439758295,2.4069046856409364,Iris-virginica
diff --git a/iris/tab_ddpm/0/14/test.csv b/iris/tab_ddpm/0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/14/train.csv b/iris/tab_ddpm/0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/14/val.csv b/iris/tab_ddpm/0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/15/synth.csv b/iris/tab_ddpm/0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fd55b83c2255698a8489d07381640ba44c2a9f5c
--- /dev/null
+++ b/iris/tab_ddpm/0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.709963467806043,2.7975941992028472,4.516939505875255,1.2946927334629925,Iris-versicolor
+1,5.810059323816423,2.859423958946983,4.379246160422154,1.4129993036642943,Iris-versicolor
+2,5.003409919125086,2.0,3.4949652164759635,1.0203575439508474,Iris-versicolor
+3,4.990758000291516,2.0,3.5794331009590485,0.925484008451162,Iris-versicolor
+4,4.3,3.0,1.0905637928436784,0.10000009007958235,Iris-setosa
+5,5.493683243313319,2.4990484106684936,4.024943897684979,1.2970347363179549,Iris-versicolor
+6,5.976784510312173,2.9072051573495505,4.523798497711003,1.5086560817222532,Iris-versicolor
+7,6.184403603444949,2.2007946916672,4.484891824834149,1.5003786147033622,Iris-versicolor
+8,6.882018188800332,3.1053114790345075,5.132067968096312,2.2881249948037294,Iris-virginica
+9,7.700125791247549,2.5911443860443124,6.9,2.3005839088980773,Iris-virginica
+10,5.467981711673636,3.0,4.501467859161012,1.5070591678421517,Iris-versicolor
+11,6.839340088597518,3.0972495875440607,5.080099548673389,2.296970087464126,Iris-virginica
+12,4.3,3.0,1.0944948493605597,0.1,Iris-setosa
+13,7.6897887971457015,3.0,6.159692075051523,2.265347297696376,Iris-virginica
+14,7.899998953026728,3.769827270504511,6.427654710403307,1.977061444734119,Iris-virginica
+15,4.99590698993696,3.641764716595143,1.3853530609148583,0.20220308186350325,Iris-setosa
+16,4.990257049350984,2.0,3.4162406878186298,0.9180957732247689,Iris-versicolor
+17,5.621651720624457,2.899830611903692,3.6069924391327475,1.3062359252721685,Iris-versicolor
+18,6.129404997036311,2.600743611094275,5.593777034942186,1.424235541496498,Iris-virginica
+19,4.860389096204534,3.0,1.443090014578828,0.10000010200677459,Iris-setosa
+20,5.685194526203615,3.7939395350153067,1.8753907679094235,0.3607392189434165,Iris-setosa
+21,5.602132892525558,3.0,4.502833243639083,1.5040737424434405,Iris-versicolor
+22,5.679110372161427,2.543680367891817,3.925626104452983,1.0931634604513718,Iris-versicolor
+23,7.9,3.7827214434598884,6.399499374080172,2.003365811379174,Iris-virginica
+24,6.298355305406903,2.66310195943758,4.9023469062439355,1.788704948102733,Iris-virginica
+25,5.991553843205129,2.1910418689322313,3.9373919205776637,1.0272504717623139,Iris-versicolor
+26,4.586645743701399,3.097605664625637,1.5001678492790658,0.19707630282289695,Iris-setosa
+27,5.58617199015508,3.0,4.538588098434806,1.5080411762835948,Iris-versicolor
+28,6.304951790996752,3.3941867073174903,5.57852177330269,2.3914664043495204,Iris-virginica
+29,5.871208642973041,3.2073539524333534,4.761895052089666,1.8169589422181096,Iris-versicolor
+30,6.699274785058293,3.0,4.996130252605812,1.6942446443398003,Iris-versicolor
+31,4.300000463102109,3.0,1.101564380865988,0.10000011129143196,Iris-setosa
+32,5.396334122820797,3.9118846205422275,1.2821512912718696,0.3887906773123531,Iris-setosa
+33,4.88564270998618,3.105233992640868,1.48227705034506,0.10000013710218265,Iris-setosa
+34,6.340028911891146,2.4859383718856076,5.030874310709887,1.9177468303438867,Iris-virginica
+35,4.587966940539345,3.5982795816725455,1.0000004630052295,0.19693235300603795,Iris-setosa
+36,5.104440538337034,3.460404421823697,1.3930447795083905,0.19648324120449498,Iris-setosa
+37,7.217265852041975,3.1977678071702837,6.038937804887043,1.7913455941441219,Iris-virginica
+38,5.168488202066592,2.690011555906188,3.9051007913679867,1.4225541954034828,Iris-versicolor
+39,7.191214083434638,3.197063195599157,5.965872002898126,1.8031914825117858,Iris-virginica
+40,4.6024716271689545,3.0999639386990787,1.484157760048568,0.20051935276385355,Iris-setosa
+41,5.114889503238775,2.5029784383629563,3.348777667088788,1.1219678285297099,Iris-versicolor
+42,6.266601738132683,3.3073577468413204,4.6893472712926965,1.6027004268245861,Iris-versicolor
+43,7.717938441354698,2.621693850001566,6.9,2.2975205980569426,Iris-virginica
+44,6.707439558496191,2.511038503552332,5.848417049736856,1.8084146215782442,Iris-virginica
+45,6.846638353881177,3.1657282233240758,5.600786563530561,2.302322636767025,Iris-virginica
+46,5.805324828778314,2.71808734997796,4.13125002880539,1.0299420099099055,Iris-versicolor
+47,6.20379831307027,3.4002485827265656,5.4268803301770205,2.3072802723286743,Iris-virginica
+48,6.82007851928964,3.1271303599191107,5.218447378357723,2.2987035850958213,Iris-virginica
+49,4.98439186321916,2.0,3.561853654567334,0.9370544221498742,Iris-versicolor
+50,7.6956840294348545,2.618714879711953,6.9,2.3049964648805448,Iris-virginica
+51,5.592590154138556,2.488416691277884,3.9215150783640875,1.132920929486347,Iris-versicolor
+52,5.221025003900571,3.402014557528456,1.393845259541535,0.19911171818941698,Iris-setosa
+53,7.706002263366649,2.6077814096125587,6.9,2.3075940527960057,Iris-virginica
+54,5.486894510256696,4.2,1.3887012035690254,0.19655706870203749,Iris-setosa
+55,4.615688986683428,3.2002002505603238,1.3958890405722055,0.1989880009021269,Iris-setosa
+56,6.7042392646845315,3.119944413655259,4.697393462962746,1.4985242387691349,Iris-versicolor
+57,4.81547045112538,3.0,1.4099854270447512,0.1000001010108316,Iris-setosa
+58,5.962952092154065,2.2189838721553015,4.055752664957454,1.008548468538628,Iris-versicolor
+59,5.791120860659344,2.7993637431245695,5.099807470840903,2.403101525657591,Iris-virginica
+60,5.78774774068666,2.6929225631380618,4.096766316613762,1.0047576341683557,Iris-versicolor
+61,4.89921066336775,3.105981785674528,1.5106054002857394,0.10000010733749773,Iris-setosa
+62,5.8204147099762205,2.7160725418547966,5.099051734390967,1.9158853179090132,Iris-virginica
+63,6.841064821696348,3.1823412833085576,5.802640588377443,2.3041129034847883,Iris-virginica
+64,5.804583554977519,2.6947476529423375,5.1111742750128775,1.907223901654884,Iris-virginica
+65,6.077172042183098,2.4879592911976993,5.077456777625323,1.5280501628704284,Iris-virginica
+66,7.704878461531785,3.0,6.126773987478912,2.2876700864186446,Iris-virginica
+67,7.677615971400978,2.585148031047436,6.899998964976703,2.2859027601682684,Iris-virginica
+68,5.0145335641556015,3.0,1.646242938413389,0.1991868399649598,Iris-setosa
+69,6.019196735110152,3.3889383204795824,4.539295868886025,1.607758118441919,Iris-versicolor
+70,6.603249832656389,3.0,4.3808436384935145,1.3987766498374257,Iris-versicolor
+71,6.126528363682273,2.851808150891168,4.7366965894271065,1.3047225187109444,Iris-versicolor
+72,6.261119581383558,3.399590528177081,5.5127718258425125,2.3467147555703813,Iris-virginica
+73,5.54450826231806,2.4503744095764155,3.7966224909933177,1.1027914048166714,Iris-versicolor
+74,6.309873689654611,3.398618930181617,5.607016315413111,2.401282125423113,Iris-virginica
+75,6.891603605879177,3.2049514270084516,5.761511750491606,2.295023698337254,Iris-virginica
+76,4.399326550132864,3.213126910281028,1.3038950728733745,0.20331285459172357,Iris-setosa
+77,6.00458883233927,3.3960375817474016,4.515044178889744,1.6049174334276128,Iris-versicolor
+78,7.593925450870843,3.0,6.616259123074019,2.1109783969932603,Iris-virginica
+79,6.698918250048431,3.0549095703889972,4.762282233094787,1.5526779732731535,Iris-versicolor
+80,6.590589314621569,3.0,4.4110545793862475,1.4100638211204737,Iris-versicolor
+81,6.7118491967998555,2.4916072266856744,5.807102316608836,1.8082791932234004,Iris-virginica
+82,6.853362878928178,3.106805326802487,5.090440852079155,2.297533993491519,Iris-virginica
+83,4.980573958416765,2.0,3.1795351712741176,0.9405877461526034,Iris-versicolor
+84,5.445891901839917,3.0,4.5127583754159435,1.503429515279921,Iris-versicolor
+85,6.31681540675683,3.3991124149869516,5.6127467328537435,2.38933037284373,Iris-virginica
+86,6.219622487364261,3.397310012515311,5.387410564100666,2.3083647267832657,Iris-virginica
+87,5.467398560563025,4.199999013323643,1.3770773127558789,0.19802153690064977,Iris-setosa
+88,7.711633999211869,2.807836654959771,6.701556793930035,2.0035616248819808,Iris-virginica
+89,6.0715132067745134,2.894044203455348,4.640447483196807,1.470605146044137,Iris-versicolor
+90,6.694872204266935,3.0,4.988640821816842,1.695741134099384,Iris-versicolor
+91,6.501770968784038,3.0,5.784635327442397,2.198414368986333,Iris-virginica
+92,5.423370159147573,3.9137821469014096,1.2984607893652993,0.4117024171855693,Iris-setosa
+93,6.485546174558204,3.2128962453391354,5.096898531015225,2.0620586134756698,Iris-virginica
+94,4.609485680129108,3.638013073465852,1.0000004766584036,0.20159627818113005,Iris-setosa
+95,5.496244260384665,4.199999194815305,1.4129884062470002,0.19968820432496598,Iris-setosa
+96,4.846400691775055,3.3965469069033953,1.5322388372831892,0.20471211328726274,Iris-setosa
+97,6.040812002379657,2.2295698296563535,4.152817692084444,1.1449141390298232,Iris-versicolor
+98,5.492374090011891,4.199999190300258,1.3939933865013352,0.20330297756173882,Iris-setosa
+99,4.407591975440064,2.981103243635272,1.405072473599634,0.19962842572221975,Iris-setosa
+100,6.313812416706022,2.707636952304622,4.916748188185645,1.7938433222107837,Iris-virginica
+101,5.620309629422515,2.495506759169738,3.8771934909019716,1.0782027166982935,Iris-versicolor
+102,6.237468982494157,2.197509088769263,4.490898317485174,1.4967016607863712,Iris-versicolor
+103,5.529542702645421,3.0,4.45749479378106,1.481848824798294,Iris-versicolor
+104,4.3,3.0,1.0968183009392398,0.1,Iris-setosa
+105,6.531847273626505,2.798797479602311,4.625691313265149,1.507009850799499,Iris-versicolor
+106,6.798533361918403,3.194307638350813,5.8136881330664325,2.3028188831882006,Iris-virginica
+107,4.580722548588753,3.6572786492172766,1.0,0.20180947305436087,Iris-setosa
+108,5.982859985238932,2.808889958906928,4.622219209601115,1.274567516178177,Iris-versicolor
+109,6.789538570235087,3.200019707821221,5.878682649354157,2.3013963051647983,Iris-virginica
+110,6.509742099938048,2.7849330794634635,4.589479396231181,1.4893925278514315,Iris-versicolor
+111,5.7784130681467625,2.8060826022313465,5.085873264672948,2.401521129480877,Iris-virginica
+112,7.6689616338492215,2.80250021594119,6.688464210533988,2.0338813443490733,Iris-virginica
+113,6.007535266139404,3.4038689609241337,4.5206026697080715,1.608631911997836,Iris-versicolor
+114,5.8847231786388265,2.2815634646291842,4.075739576319724,0.9923830638781329,Iris-versicolor
+115,6.002897699102858,2.17635788567313,3.9725222840549614,0.9695402705970386,Iris-versicolor
+116,6.968354144928762,3.0793510080636626,5.141807977463696,2.301759314125779,Iris-virginica
+117,6.098033767789685,2.598805785139499,5.621392422385425,1.391112629497668,Iris-virginica
+118,5.052476070468772,3.3871669100830326,1.609950265301648,0.45142023999878567,Iris-setosa
+119,4.799845128804164,3.0,1.4041178989970915,0.2857351242943747,Iris-setosa
diff --git a/iris/tab_ddpm/0/15/test.csv b/iris/tab_ddpm/0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/15/train.csv b/iris/tab_ddpm/0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/15/val.csv b/iris/tab_ddpm/0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/16/synth.csv b/iris/tab_ddpm/0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b388b098187333f631b3f2bf795d15473eab5a3e
--- /dev/null
+++ b/iris/tab_ddpm/0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.504692780566295,3.0,1.449885440105553,0.19457623224554976,Iris-setosa
+1,5.480727818551815,3.0,4.489822022778944,1.5086375622964372,Iris-versicolor
+2,6.869878110264622,3.2077247202349524,5.76478887663295,2.303931375328895,Iris-virginica
+3,6.564004779083981,2.960300519623694,4.448390842772639,1.439370632197646,Iris-versicolor
+4,6.657725165461012,3.126737419678263,5.525882468454162,2.1984816998041263,Iris-virginica
+5,6.087505852966722,2.5991546641871413,5.599128722244311,1.4074442317026072,Iris-virginica
+6,6.6828823756743345,3.1153031261571162,4.717044981912045,1.502650564135338,Iris-versicolor
+7,5.94507049945056,2.177799619393331,3.9848086897923287,1.0054553538666424,Iris-versicolor
+8,4.300000607401485,3.0,1.0987062916451198,0.10000017206397172,Iris-setosa
+9,5.129725256207092,3.4131442944343333,1.3800941460374991,0.2023235820371113,Iris-setosa
+10,5.131253154375931,2.5264332665662868,3.1589289593766154,1.1225327927447777,Iris-versicolor
+11,6.21091577223931,2.790601537880335,4.813311205907962,1.785397232921438,Iris-virginica
+12,5.830392869564023,2.71045639900685,5.080830050206858,1.8965484064770326,Iris-virginica
+13,5.46220564742458,3.0,4.48866195148552,1.4906312672859339,Iris-versicolor
+14,5.125840535632578,2.452490036506694,2.9461121865657995,1.0521914904714686,Iris-versicolor
+15,5.11288812284215,3.4943663057581404,1.401391918189868,0.19972376066993003,Iris-setosa
+16,5.610405564761372,2.9023209837280737,3.603375328778685,1.2750687077666192,Iris-versicolor
+17,6.162972225554701,2.7708171739942284,4.84924341074062,1.799627511075394,Iris-virginica
+18,5.609172941707227,2.900822510395298,3.6688300799355598,1.2908264672518617,Iris-versicolor
+19,4.755519425926435,3.389072144160333,1.592963503084575,0.19737999133153394,Iris-setosa
+20,5.536825069415292,2.431607665769177,3.7326558730279786,1.0458139037196044,Iris-versicolor
+21,5.505239029997572,2.4186696354901303,3.7349694152253026,0.9963876546310235,Iris-versicolor
+22,4.999915054691256,3.3986390457016475,1.5944910468484073,0.4274393995570016,Iris-setosa
+23,6.303852455524576,2.5057713880513397,5.006016933760107,1.8910048313623364,Iris-virginica
+24,5.180490050338295,3.441618142751925,1.4022765801838655,0.20020810453666082,Iris-setosa
+25,5.473091554218336,2.5172240895997917,3.939579369775475,1.2936198062651167,Iris-versicolor
+26,4.805365964459201,3.401119390163312,1.7127082893475272,0.1993107553574085,Iris-setosa
+27,6.610725201420756,3.0,4.4028845190266255,1.4042311568578663,Iris-versicolor
+28,4.61743549550807,3.085143780907121,1.4984477122458422,0.1945758657745567,Iris-setosa
+29,6.454987688133819,3.1629296458149856,5.171512442322334,2.093045478478896,Iris-virginica
+30,6.405902817900521,3.2017205901427945,5.289657712518395,2.3066249290251273,Iris-virginica
+31,4.782878891451702,3.399571101547314,1.7865223588446084,0.20392109508481843,Iris-setosa
+32,4.3,3.0,1.095364309113236,0.10000009092437383,Iris-setosa
+33,6.792347704842069,3.2001516750481582,5.858034538907707,2.2849961633553026,Iris-virginica
+34,6.436197221013496,3.1919535019400693,5.127520304595161,2.05647278156532,Iris-virginica
+35,5.708885282776797,2.8136687673822816,4.35968272290699,1.2122709420287134,Iris-versicolor
+36,6.293650723611189,2.6817604290602057,4.90166982974568,1.7920308360816226,Iris-virginica
+37,4.5807173344145244,3.613350761924053,1.0000003601909693,0.19953589664161464,Iris-setosa
+38,4.766535878125373,3.0,1.3910842257154141,0.10000009530795669,Iris-setosa
+39,5.2570770171623,2.664413839501513,3.9394198215776206,1.3979171788056768,Iris-versicolor
+40,5.490631077169102,2.4882528401135384,3.9869273753951,1.2908754742431667,Iris-versicolor
+41,5.656274939631412,2.8770755033907776,3.8601046776745638,1.2904360084712176,Iris-versicolor
+42,6.507073479065403,3.0,5.775808841582714,2.1935354198751624,Iris-virginica
+43,6.303394974106458,3.3982908727241914,5.603475573295519,2.3973752984622907,Iris-virginica
+44,7.9,3.7228997369893317,6.428385671201457,2.0371431440980863,Iris-virginica
+45,5.922987039080146,3.2375903442282397,4.79319870481195,1.782363312910168,Iris-versicolor
+46,7.899998791761746,3.8069301127846304,6.46992636736133,1.9715546935472739,Iris-virginica
+47,4.804207509460667,3.400737552585738,1.7376687003190299,0.201669522276344,Iris-setosa
+48,5.497764143309441,2.491806143236494,3.9815820304801024,1.2913807409968967,Iris-versicolor
+49,4.300000675163403,3.0,1.102120245113272,0.10000012285620169,Iris-setosa
+50,7.67784666111195,2.5977491386456544,6.9,2.271094845894782,Iris-virginica
+51,6.207265039904927,2.797688662594234,4.794210023579006,1.7901349088937297,Iris-virginica
+52,4.602340644141022,3.131563251805133,1.4557348477038794,0.1978393020763148,Iris-setosa
+53,6.202060722759959,2.798050025059697,4.812083655241713,1.794441339627404,Iris-virginica
+54,5.521511456306651,2.4462570846321503,3.739039182488481,1.0277663480279227,Iris-versicolor
+55,6.714831260816484,3.0,5.015621797532253,1.7142245193681953,Iris-versicolor
+56,5.866092838441707,2.8066930821828633,4.566124824964247,1.295605495191607,Iris-versicolor
+57,5.002007785293128,2.0000007877867887,3.6156937548414882,0.9256939635739369,Iris-versicolor
+58,7.602625538734239,3.0,6.584544114243982,2.103276336959383,Iris-virginica
+59,6.189093942596102,3.3961328656389767,5.405422337819243,2.298935875713817,Iris-virginica
+60,6.5097979332817735,3.1734400432338603,5.193569330540775,2.0563815709658337,Iris-virginica
+61,5.464507378543995,2.4749583679572678,3.776245084215783,1.146447449332717,Iris-versicolor
+62,6.314334639384319,3.3041892675923674,5.987820133244374,2.5,Iris-virginica
+63,5.797295868576324,2.6999635154502384,5.0929396295991465,1.8906849268143322,Iris-virginica
+64,6.2868356381018105,3.393632531195203,5.580877206912095,2.4036589015354943,Iris-virginica
+65,6.181017252420166,2.2065417002457983,4.500931644760305,1.4634311603760775,Iris-versicolor
+66,4.300000498891681,3.0,1.0985056006920169,0.1,Iris-setosa
+67,6.300141807502133,3.2940973736923906,4.700376247249606,1.5838213816671212,Iris-versicolor
+68,6.216945893407691,2.80814359658257,4.77050507988186,1.7862014744909682,Iris-virginica
+69,6.115909996405351,2.6041621159262727,5.631957412742885,1.4108944122238045,Iris-virginica
+70,4.80081916735633,3.3994191776365374,1.6530318583129233,0.20244680413727953,Iris-setosa
+71,6.186521393639819,3.3205398876238856,6.098062179623018,2.5,Iris-virginica
+72,4.801893272974485,3.400512830963573,2.0134379028242506,0.19949063402121542,Iris-setosa
+73,5.977832782968346,2.211999443983387,3.9708950324658088,1.0162926939228412,Iris-versicolor
+74,5.56893705499856,2.4841299849441376,3.883445648597757,1.1092165481077332,Iris-versicolor
+75,4.300000575702134,3.0,1.1046922894349784,0.10000010680242039,Iris-setosa
+76,5.876278879084383,2.807340115164587,5.102855515142606,2.3954468456453144,Iris-virginica
+77,5.1704245258792,3.7338728139165656,1.5913857597707775,0.21038617481969854,Iris-setosa
+78,5.815914897033934,2.7029325013920533,5.110411446567547,1.897478714338241,Iris-virginica
+79,5.81142525700153,2.6989520918422785,5.07562888909448,1.8686724238721522,Iris-virginica
+80,5.524328665901733,2.494313517273564,3.829316306631471,1.144112684214115,Iris-versicolor
+81,6.576632023398912,3.0,4.410125020943935,1.408462159053647,Iris-versicolor
+82,7.9,3.8320946615315363,6.367923327917784,1.9924811970953615,Iris-virginica
+83,4.7398655619160985,3.0,1.4100048468067081,0.26283680050818825,Iris-setosa
+84,5.4050600171972025,3.908139007288929,1.2931376802073355,0.42139436098981087,Iris-setosa
+85,6.083678424129958,2.8212146214159874,4.698099149988927,1.2599644717291174,Iris-versicolor
+86,6.072831137362272,2.911642692966061,4.63583670965367,1.435563153623047,Iris-versicolor
+87,5.431370632248753,3.4026247910390577,1.508504779928485,0.4389384458651612,Iris-setosa
+88,5.796213432152511,2.701860982869617,5.107590166287313,1.9227028727948956,Iris-virginica
+89,4.629893791398214,3.546545072542774,1.0000004007512318,0.20193427933969313,Iris-setosa
+90,5.018249226898172,2.000000566156775,3.4953018755330953,0.9178613496311053,Iris-versicolor
+91,4.577476753489849,3.1315518317982307,1.4491414746296507,0.19960127556900553,Iris-setosa
+92,5.47608421813312,4.2,1.4004761579001601,0.19409767804164346,Iris-setosa
+93,5.691519055646563,3.0,4.213022187253406,1.1923322728541697,Iris-versicolor
+94,6.8781624832676105,3.1981486995697406,5.841733910914156,2.3018750328892903,Iris-virginica
+95,5.994065524926328,3.406805558323139,4.534573294036999,1.622258692976356,Iris-versicolor
+96,6.686220596383555,2.4940128235436942,5.7687809181271446,1.791344246964367,Iris-virginica
+97,5.720744781719651,2.822837939602174,4.349752390673968,1.3002923594749671,Iris-versicolor
+98,6.029426089110256,2.20659690557586,4.0209192074000875,0.9062352848935643,Iris-versicolor
+99,4.610646252643201,3.208277296755049,1.393228491809911,0.20066869181277996,Iris-setosa
+100,5.804786340969128,2.6902989390143337,5.092323321715013,1.8934196215163221,Iris-virginica
+101,5.587350536855049,2.465549675199216,3.827837037219612,1.098255977631197,Iris-versicolor
+102,6.17708617081261,2.192769267051129,4.466141310272567,1.4458366759478432,Iris-versicolor
+103,4.989810522633119,3.0,1.6206851687097337,0.1971393862336843,Iris-setosa
+104,4.922598942320003,3.1027388648692447,1.4809038743107674,0.1,Iris-setosa
+105,6.693449378101104,3.0,4.989530390427355,1.6982401915463456,Iris-versicolor
+106,6.089770620831834,2.8626068409191823,4.706525219164713,1.2649650851461853,Iris-versicolor
+107,5.930229775807756,3.200358711715033,4.788144794132923,1.770217649009235,Iris-versicolor
+108,4.993326317196478,2.0,3.2859383304349956,1.0020355538679497,Iris-versicolor
+109,6.108311845791407,2.845709263726012,4.718709699432226,1.3190463285890763,Iris-versicolor
+110,6.0855381409263,2.592963901399297,5.623025091739043,1.4180594251344427,Iris-virginica
+111,5.660095710801394,2.789692271832323,4.491594575095321,1.2964000111196683,Iris-versicolor
+112,7.683291708379016,2.6062008914328296,6.9,2.3027516876078153,Iris-virginica
+113,6.18232214671501,3.4039802665742545,5.469672875786149,2.3127356383473434,Iris-virginica
+114,4.397941843075094,2.900148857049193,1.4052768594462492,0.1965970298028059,Iris-setosa
+115,5.409384761284322,3.4014511567006447,1.5155038842194477,0.4351879652719931,Iris-setosa
+116,5.216903993679805,2.698526181519533,3.9213752050746016,1.3952602134007757,Iris-versicolor
+117,6.864879977051783,3.200741223792268,5.799318112637615,2.2973631021659866,Iris-virginica
+118,5.190092892552912,2.72011012765455,3.8985110021634,1.3988265472708061,Iris-versicolor
+119,6.152099434913106,2.8694246873761715,4.565328520709378,1.4785420498984254,Iris-versicolor
diff --git a/iris/tab_ddpm/0/16/test.csv b/iris/tab_ddpm/0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/16/train.csv b/iris/tab_ddpm/0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/16/val.csv b/iris/tab_ddpm/0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/17/synth.csv b/iris/tab_ddpm/0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..028cd8a28dd1fe13cdd9fa2d2694db797bfb5245
--- /dev/null
+++ b/iris/tab_ddpm/0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.000816575541463,2.000000508560013,3.5482544185598246,1.0190985604184672,Iris-versicolor
+1,6.690875835509054,3.114487963662879,4.7190169529462676,1.4977157784527886,Iris-versicolor
+2,4.994224182982556,3.4012711856434774,1.5987473773217018,0.382604249955755,Iris-setosa
+3,5.209867196745559,3.405447450121451,1.4052970672009175,0.20272187055608265,Iris-setosa
+4,7.191959020949967,3.201162016626192,5.993389045814775,1.8048924840283243,Iris-virginica
+5,4.590673346247581,3.6080247718454395,1.0000006162694524,0.19846015687646298,Iris-setosa
+6,5.515883312732683,2.414591105660034,3.6941820338820075,1.0062309694908207,Iris-versicolor
+7,5.77537357316637,2.7032577415684598,5.106969849576577,1.9076010627442535,Iris-virginica
+8,5.028030592403506,3.3709055517224953,1.6888247847688749,0.44807144030179935,Iris-setosa
+9,6.487793034282618,3.0,5.777996554838491,2.1861718647428505,Iris-virginica
+10,6.1105007238537565,2.604387752957988,5.623068161688373,1.4078080081310609,Iris-virginica
+11,7.172304607873963,3.185869950409558,6.050280977460755,1.8278984832597216,Iris-virginica
+12,6.5388637211783625,3.221766611909575,4.7209638813690376,1.5402344755642767,Iris-versicolor
+13,6.528837580987765,3.197172684798927,5.104468599921294,1.9696922683074907,Iris-virginica
+14,7.181940505225058,3.2130061530911904,5.983568569324725,1.804667090723516,Iris-virginica
+15,4.5674781573448655,3.1340772641478165,1.475032236932895,0.20014542807744273,Iris-setosa
+16,6.187110404579156,2.791084030517443,4.829626898902946,1.8024663641609593,Iris-virginica
+17,5.77998133608519,2.7928472149469536,5.095289583255991,2.4099673916426694,Iris-virginica
+18,5.5088294913338665,4.2,1.4121787907736503,0.20397805303902197,Iris-setosa
+19,5.2181030147477845,2.702801583294356,3.8759098439489903,1.3935235293221233,Iris-versicolor
+20,6.510737001094197,3.204554101081561,5.077987545173752,2.0114491728699093,Iris-virginica
+21,5.813298641243491,2.811222974165552,5.1041245972883305,2.3996200098676503,Iris-virginica
+22,4.7926937867744375,3.3975400094155277,1.6413738697247517,0.20156503708960194,Iris-setosa
+23,4.588535770695685,3.6299484537533875,1.0,0.1995682670326902,Iris-setosa
+24,5.491518536415984,4.19999896075796,1.3997770666404517,0.200300408402677,Iris-setosa
+25,5.811577211085609,2.8095638888642878,5.095932642010793,2.393610938230386,Iris-virginica
+26,5.050044387675784,3.5180380996707417,1.4062248003629265,0.20482323323997684,Iris-setosa
+27,5.2083377560427335,3.40010518180705,1.40564854517248,0.1986997169803465,Iris-setosa
+28,5.977077775400577,3.4008821941138514,4.457300545045249,1.5748981575099457,Iris-versicolor
+29,5.794697474442104,2.8117696538510732,4.559400089772282,1.3402779027591416,Iris-versicolor
+30,5.675895306688677,3.7807085532763973,1.6728573997152854,0.32676028055723066,Iris-setosa
+31,6.669747382697935,3.0,5.01337303363078,1.6849647239650065,Iris-versicolor
+32,5.216223545178676,3.401306802122285,1.4080619578633118,0.2010256925076408,Iris-setosa
+33,5.642884887035475,2.919859477751463,3.807941153001584,1.3061477555121175,Iris-versicolor
+34,4.300000477401753,3.0,1.1003198000603307,0.1,Iris-setosa
+35,5.510384231138981,3.0,4.523318945715926,1.5027442263225543,Iris-versicolor
+36,5.695621818068082,3.783250358941613,1.5967606206083687,0.27507587173734804,Iris-setosa
+37,6.7073544972124965,3.1198739430401345,4.698536941813824,1.5059819908529144,Iris-versicolor
+38,6.320834437675504,3.287750768007206,4.678857642607725,1.5817317543947025,Iris-versicolor
+39,6.01353573110425,2.9263958723216823,4.548939356926927,1.4977779927747443,Iris-versicolor
+40,6.865263985109362,3.200040706756175,5.693288013542258,2.3040138149339047,Iris-virginica
+41,5.086233743655543,3.283097754658865,1.704149338003442,0.4396501525170514,Iris-setosa
+42,7.7469733184418486,2.5850377900413863,6.9,2.3203826272970223,Iris-virginica
+43,5.033555452286001,3.6071271571358565,1.397065537983221,0.20131211889376027,Iris-setosa
+44,5.006511924173303,3.0,1.5955352678455255,0.201133645459774,Iris-setosa
+45,7.602590259580694,3.0,6.610350566559167,2.06988109107473,Iris-virginica
+46,4.772388511709144,3.4010206813322292,1.5876992535225756,0.19869825422082493,Iris-setosa
+47,6.099939936492311,2.8849250953379815,4.699350775012038,1.3528130031145384,Iris-versicolor
+48,4.884904731417483,3.0886407352978087,1.4914863581699935,0.1,Iris-setosa
+49,4.599217079046915,3.567820171745308,1.0000004278382424,0.20002467855302392,Iris-setosa
+50,6.425679127843904,3.2565158602070134,4.6822622789211525,1.5788163148434398,Iris-versicolor
+51,6.001926544099369,2.1883413401058105,4.99466047879176,1.5008777876426,Iris-virginica
+52,5.20168302674782,2.4835943267618843,3.201485794228094,1.0672003776689283,Iris-versicolor
+53,5.80149336989737,2.6884467729557864,4.012998438794055,0.9178771750196149,Iris-versicolor
+54,5.48982466806416,4.2,1.4132191070649984,0.19633219173805674,Iris-setosa
+55,5.672374956412024,3.0,4.519238875503566,1.5083407356086544,Iris-versicolor
+56,4.624947186284031,3.602342140254292,1.0000003681711704,0.2067084577787092,Iris-setosa
+57,5.04683596335375,3.5518898264694037,1.4071037427022646,0.19874003030330617,Iris-setosa
+58,5.496511209238292,3.0,4.503598274821117,1.4770489613923132,Iris-versicolor
+59,6.527551951100284,2.829646167496464,4.601065902319705,1.5141510083242498,Iris-versicolor
+60,6.715445979052441,3.0924622299880133,4.6718345952933085,1.5046348791458195,Iris-versicolor
+61,6.051865500710885,2.9144714351478185,4.619805671675092,1.4434094444610144,Iris-versicolor
+62,5.293557473600694,2.6030944496723754,3.8675444871175353,1.31095185344033,Iris-versicolor
+63,6.694557058515712,3.105565205677573,4.7074450255061935,1.5048686372975904,Iris-versicolor
+64,4.796219342892508,3.0,1.4008632779471222,0.36271396948304785,Iris-setosa
+65,5.687121343910756,3.7759154842690807,1.6451440218583917,0.3128485771880529,Iris-setosa
+66,5.539492424746309,2.4308852404849124,3.824670697998901,1.1449613635785874,Iris-versicolor
+67,4.596855807996461,3.617403082219408,1.0000003993113267,0.1977033313807884,Iris-setosa
+68,6.8491765243220275,3.155936596398406,5.183651285008661,2.3047333518598236,Iris-virginica
+69,4.792697927491872,3.0,1.4059394809951868,0.37148558886265154,Iris-setosa
+70,6.205368040273392,2.796852997544739,4.815290753964232,1.800829534098662,Iris-virginica
+71,5.118118634014684,3.4915370050972525,1.3984534170223961,0.2026042417486695,Iris-setosa
+72,6.194664509585357,3.3965360840245458,5.457759545638377,2.303689765782513,Iris-virginica
+73,5.866258175588216,3.184825592842064,4.772976831884148,1.7562550254760603,Iris-versicolor
+74,4.998336979096351,2.0,3.5071112225733243,1.0029073578765095,Iris-versicolor
+75,5.01290312541528,2.0000005562770404,3.4738409388493237,0.8689984198080659,Iris-versicolor
+76,4.826108663359749,3.0,1.3998976516910713,0.27337453519782,Iris-setosa
+77,4.40671014277869,2.9084825642470853,1.402627974715576,0.1990031598299099,Iris-setosa
+78,6.490231907305078,3.0,5.800090351946661,2.1880686317739055,Iris-virginica
+79,5.520846286859016,3.0,4.465419740125825,1.492878362047179,Iris-versicolor
+80,7.20961544940399,3.201563079833423,5.95472729633696,1.7813985156311278,Iris-virginica
+81,5.238984843280557,2.7537072651162706,3.9899023947703296,1.4131532441593213,Iris-versicolor
+82,5.967481867743936,2.1893811865602757,4.975708189898695,1.4883502000617959,Iris-virginica
+83,5.883594188111202,3.1988003649229757,4.810866072858159,1.781435935581308,Iris-versicolor
+84,5.09856656761959,3.296365075863457,1.6375443943301908,0.46354895618921055,Iris-setosa
+85,6.014905874175564,2.303066114355343,5.222809084071583,1.4915257299742006,Iris-virginica
+86,5.393011690816903,3.0,4.478029080188304,1.496904137796052,Iris-versicolor
+87,6.085388339938826,2.911508668395876,4.699521943919637,1.409160932574161,Iris-versicolor
+88,7.217783052394178,3.1715625741586617,6.078934498608275,1.8177308136621908,Iris-virginica
+89,7.702778824353218,2.8181427580408487,6.6893450038279685,1.992138440731143,Iris-virginica
+90,4.397725044603954,3.203353975933586,1.3172407987461754,0.20161284838741889,Iris-setosa
+91,4.815401229073193,3.3962044826008126,1.7987853805715377,0.20002653228692607,Iris-setosa
+92,5.69064136377317,2.8916250109732844,4.1816370067840465,1.2817877755546563,Iris-versicolor
+93,6.850397639669512,3.0854557206184285,5.076604786864678,2.2960384154544045,Iris-virginica
+94,4.9817275007361985,3.0,1.585800457025297,0.19932710964896655,Iris-setosa
+95,4.801036952253263,3.403382741926483,1.6016994940613545,0.20143132360251145,Iris-setosa
+96,6.351990276124275,2.6841992789657745,4.905760664214324,1.7889450106162041,Iris-virginica
+97,6.480824876213812,2.794739272140214,4.610339572754936,1.490357337432505,Iris-versicolor
+98,5.504506280975124,2.501629505103285,3.9734536673330307,1.2893041022118645,Iris-versicolor
+99,6.308734359587035,2.4951141899353724,5.008659018655319,1.8954154178168547,Iris-virginica
+100,5.787138333097417,2.8065791884523663,5.139200434626889,2.4025126904441536,Iris-virginica
+101,6.11335684851376,2.6000936985574397,5.624326827094573,1.3962396774077237,Iris-virginica
+102,5.52338877831458,4.199998624806646,1.397691602670072,0.20409803458155223,Iris-setosa
+103,7.715068230610948,2.7844249884169106,6.71306709291408,2.0034358371048753,Iris-virginica
+104,6.4034133427626685,3.194640185843675,5.3625104906399415,2.305895460221044,Iris-virginica
+105,6.293166645564402,3.310386964603445,5.9605083960363,2.499999817509379,Iris-virginica
+106,5.450785174845163,3.0,4.51948976293285,1.5146572476362181,Iris-versicolor
+107,7.8999989784867415,3.8128607254037528,6.39208629871606,2.0379234940674325,Iris-virginica
+108,5.513173448621015,3.0,4.536394885110815,1.5071140787372943,Iris-versicolor
+109,5.180525825723956,2.5525854254410745,3.6522676117424093,1.2758072543926846,Iris-versicolor
+110,6.001279936033542,2.191814799683626,5.002111742907695,1.4931679841939944,Iris-virginica
+111,4.5709298917130665,3.614213173307525,1.0,0.19738105522268157,Iris-setosa
+112,6.804622754095079,3.2044913232926038,5.786334089866865,2.308082581593968,Iris-virginica
+113,5.4228937977579825,3.0,4.4995664799661705,1.500112268946785,Iris-versicolor
+114,5.870743320692282,3.184063208362938,4.797791360767688,1.7713624230574248,Iris-versicolor
+115,5.364610122467997,3.4006195484271524,1.5211706008491488,0.4151295271170858,Iris-setosa
+116,5.791363097806722,2.7040859484256905,5.086113613823525,1.8965724891447768,Iris-virginica
+117,5.012779060206527,2.000000634445491,3.338538319054723,1.017643886323197,Iris-versicolor
+118,7.724305739663317,2.5908259919472796,6.9,2.3118412591775717,Iris-virginica
+119,6.0718592724370675,3.381360591573646,4.5404149067811606,1.5825086556055201,Iris-versicolor
diff --git a/iris/tab_ddpm/0/17/test.csv b/iris/tab_ddpm/0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/17/train.csv b/iris/tab_ddpm/0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/17/val.csv b/iris/tab_ddpm/0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/18/synth.csv b/iris/tab_ddpm/0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be4782552cffae55b7c326d2dc10507052d9d548
--- /dev/null
+++ b/iris/tab_ddpm/0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7866526075672184,6.371256000060691,2.009469792209406,Iris-virginica
+1,4.604342504761906,3.168056002452352,1.4146439682667518,0.19795056060439678,Iris-setosa
+2,5.217605414353961,2.712417736761346,3.934708965369735,1.3921248086527798,Iris-versicolor
+3,6.705226812772764,3.0849449313455777,4.680433303190331,1.4754734819146607,Iris-versicolor
+4,5.205425810147483,2.5049792405294458,3.3947744594861513,1.121884231845718,Iris-versicolor
+5,4.596718614245277,3.1732101850252907,1.3832044219100168,0.20226295964077717,Iris-setosa
+6,5.683342968297475,3.8127383731499886,1.6349229904232112,0.2763480197349064,Iris-setosa
+7,5.167260923979533,3.4031537894141737,1.409328204336341,0.20037611767933697,Iris-setosa
+8,5.103022310798622,3.492122856488373,1.403327286342763,0.19818205204754277,Iris-setosa
+9,7.190545836101303,3.1917846053214025,5.981278170926442,1.8153582868198093,Iris-virginica
+10,6.89852171693377,3.2137356931716337,5.7390815381481115,2.3034906078509993,Iris-virginica
+11,5.203271032205173,3.4000766972143492,1.4030732857809944,0.2035918183684058,Iris-setosa
+12,7.899998535975845,3.7909735077118984,6.3525845311116695,1.9813839034131573,Iris-virginica
+13,5.683598787231958,3.0,4.204149272314007,1.2210956387962453,Iris-versicolor
+14,4.977053149211333,2.0,3.3910021938171013,1.0108543216685635,Iris-versicolor
+15,5.811079823530613,2.7071721465012453,5.09941168251864,1.954791904258167,Iris-virginica
+16,7.70864793335171,2.8110562092167783,6.716786231879995,1.9803124602702835,Iris-virginica
+17,6.45028578197951,2.8057289429922685,4.551572496163267,1.4933076736425734,Iris-versicolor
+18,6.286975144056235,3.399117203596816,5.580434830711759,2.3934145365837534,Iris-virginica
+19,7.0035131613302495,3.166779082548017,5.69267021408071,2.3120311980010264,Iris-virginica
+20,6.003194181644745,2.1919298652118724,4.993243737716292,1.501036765744371,Iris-virginica
+21,6.29257598013766,3.4025521627188335,5.560426860084816,2.381876017990291,Iris-virginica
+22,6.322393359012037,3.2903034774141426,5.945006554930969,2.499999757916782,Iris-virginica
+23,5.413767562090172,3.897035199068762,1.3010269906359344,0.38101497460220357,Iris-setosa
+24,5.514371929545379,2.4425418413662037,3.706965462386935,1.005404347025292,Iris-versicolor
+25,6.634647964703713,3.0,4.422638398477855,1.4202112511535565,Iris-versicolor
+26,5.0752092626179115,3.2702284715792564,1.5936595881788533,0.45022113730340374,Iris-setosa
+27,4.79753815658061,3.4004993723889916,1.73338945858536,0.2006245927128336,Iris-setosa
+28,6.433433845706296,3.009444495593205,5.631714335089811,2.2333178606058537,Iris-virginica
+29,7.702904044245111,2.8307428685190383,6.703131009499404,2.01324317631696,Iris-virginica
+30,6.321264222015341,3.402300724513646,5.576823592231718,2.395533657939586,Iris-virginica
+31,6.263791036672639,3.3094510484640494,6.04723783812189,2.5,Iris-virginica
+32,5.912111558621751,3.1987719122188274,4.794735099527035,1.7946092283968684,Iris-versicolor
+33,6.571303720454186,2.8025801023649133,4.629744748015855,1.500406487695482,Iris-versicolor
+34,5.6892381840974595,3.0,4.20249909807227,1.1956695469097958,Iris-versicolor
+35,5.5849315752064745,2.4968927528008393,3.951732341053704,1.1418521405319297,Iris-versicolor
+36,6.25733223785864,3.39889656313577,5.475941966512296,2.3598368749847736,Iris-virginica
+37,6.713084555693525,3.0,5.005857883892798,1.6862506231607548,Iris-versicolor
+38,4.8014007965278145,3.3995059239642815,1.8460682975883556,0.20049697873322797,Iris-setosa
+39,5.193605434130579,2.6987339003186213,3.901746177622474,1.395177384937093,Iris-versicolor
+40,4.606122919625647,3.1011231945680025,1.5086138486962641,0.19960711629624833,Iris-setosa
+41,6.237718034287568,2.7614943143279387,4.847728883033403,1.8124441861140042,Iris-virginica
+42,6.324863465488212,3.3921927481441525,5.59385182249198,2.3920429708696926,Iris-virginica
+43,4.62594685103252,3.2193605938414107,1.4043922729311016,0.19675714354100504,Iris-setosa
+44,7.190493357875959,3.2097663823192484,5.969429976852273,1.80099421338334,Iris-virginica
+45,4.805862986378446,3.3995742509663605,1.7663218744161024,0.1983954288111438,Iris-setosa
+46,5.737804518426414,2.784757457627917,4.262159982953174,1.0880137106384038,Iris-versicolor
+47,4.3,3.0,1.0943608264015339,0.1,Iris-setosa
+48,4.604070008388603,3.103615247506091,1.5050027344757981,0.19951745764895834,Iris-setosa
+49,6.326898637040443,3.2849935249500417,4.701128001604781,1.5952229094747163,Iris-versicolor
+50,6.205740450140948,2.20879987284499,4.510929506724477,1.4806932704173128,Iris-versicolor
+51,4.994001654585362,3.0,1.5939452826353744,0.19912438250047992,Iris-setosa
+52,5.010023047244691,3.4008223479516744,1.7682233204967304,0.39446962327133617,Iris-setosa
+53,4.611431915709513,3.611404147307896,1.0,0.20308288903705202,Iris-setosa
+54,4.961584368752581,2.0,3.5361278315104006,1.00347105819097,Iris-versicolor
+55,5.588919808381437,2.897725460222296,3.531820190301814,1.3021377151678408,Iris-versicolor
+56,6.8046355393596425,2.8055981100890426,4.802273777367386,1.396994473771168,Iris-versicolor
+57,6.003154006424819,2.893060064570231,4.488163718949229,1.5035886203693332,Iris-versicolor
+58,4.588679506476394,3.6514052854776327,1.0,0.196405471734925,Iris-setosa
+59,4.992092780409007,3.663702098084386,1.4119168206363133,0.19975304709006045,Iris-setosa
+60,6.790660815084541,2.8400478063940784,4.81534238634755,1.4236645089483282,Iris-versicolor
+61,6.114146687255814,2.8830211461812048,4.699017258105847,1.3539487234992063,Iris-versicolor
+62,5.216244498419225,3.398672999281747,1.4015365377418976,0.19822398676300257,Iris-setosa
+63,7.714904397649675,2.6038287364217605,6.9,2.3048251272271223,Iris-virginica
+64,6.007368658210407,2.1913361578087787,4.010446334579445,1.0041510553667188,Iris-versicolor
+65,4.300000454462001,3.0,1.1048591532515497,0.10000010219880028,Iris-setosa
+66,4.40301763175051,2.909587522578617,1.3935345096932175,0.2016857880383552,Iris-setosa
+67,6.597301392583523,3.0,4.440772143226803,1.4294227950584528,Iris-versicolor
+68,6.850909458291547,3.1777286660754096,5.8297088825863455,2.303996861232274,Iris-virginica
+69,5.670049594511669,3.805500187102785,1.596516203452013,0.30695097514108344,Iris-setosa
+70,6.318877051612086,2.686486813381181,4.904087141180451,1.8031922308684232,Iris-virginica
+71,6.697982536453666,3.0,5.001644413037381,1.7022633531269467,Iris-versicolor
+72,6.268327080664423,3.298757546103255,6.030753628263923,2.499999753691724,Iris-virginica
+73,6.52819354548397,2.826780438523711,4.62821892059809,1.5098849824977958,Iris-versicolor
+74,5.800371503114037,2.714577741927223,5.0947730464462335,1.9098351338841597,Iris-virginica
+75,7.696408051062661,2.8046723815595738,6.703772546114279,1.9996936181962153,Iris-virginica
+76,6.897906752453102,3.198176551183159,5.686656602368877,2.2944691115816296,Iris-virginica
+77,7.69826641513763,2.8042588092397893,6.690674035194654,2.025431777563191,Iris-virginica
+78,5.269509656899642,3.4062302695729523,1.4118589134052006,0.24355995564572924,Iris-setosa
+79,6.494651257667516,3.191764552601704,5.090840639913002,1.9865955048576645,Iris-virginica
+80,6.000164028945992,2.200257581288332,4.038947655794409,0.9639812587730403,Iris-versicolor
+81,4.300000723524798,3.0,1.0857514227559697,0.10000009471953392,Iris-setosa
+82,6.382715187419849,3.204008559640976,5.287385131853747,2.2986375722327668,Iris-virginica
+83,6.692079798463849,2.500805928335107,5.879029381201096,1.808816958689258,Iris-virginica
+84,5.484763530639052,2.497490386959976,4.020013635318211,1.3081326049314603,Iris-versicolor
+85,4.938637333074607,2.0,3.5722008657155864,0.9333946813028017,Iris-versicolor
+86,4.61708530708713,3.630970555694628,1.0,0.1943770312424367,Iris-setosa
+87,6.3917052281508155,3.2003295991444163,5.291450946431932,2.312096223806175,Iris-virginica
+88,6.270170120256306,3.385433256692288,5.45880610310905,2.28110976054513,Iris-virginica
+89,4.840927982255304,3.0147051597539694,1.4579364060152273,0.10000009046660827,Iris-setosa
+90,5.690628638271722,2.592569149494129,3.974355117448815,1.057129247673777,Iris-versicolor
+91,5.779954892015051,2.706704961774825,4.1090275940494365,1.0217448996347858,Iris-versicolor
+92,5.161422602242943,3.409670101773146,1.4055342312970933,0.19765462888275995,Iris-setosa
+93,4.300000627296662,3.0,1.0991752903228615,0.1,Iris-setosa
+94,5.606937858490768,3.0,4.501782719694542,1.4670337932953585,Iris-versicolor
+95,5.195194171731651,2.5305505175486407,3.492542457795512,1.1574834048246008,Iris-versicolor
+96,5.764254233280603,2.7001619779146715,4.073649581616341,0.9530359341690836,Iris-versicolor
+97,4.804932283110026,3.0,1.3970339567992482,0.1,Iris-setosa
+98,5.7073649514224165,3.0,4.194274375200924,1.1953781249603805,Iris-versicolor
+99,4.38938256359248,2.887455713448285,1.3739898175403442,0.1944105535689824,Iris-setosa
+100,4.869260887377402,3.079351815710867,1.4615563335876864,0.10000010713406325,Iris-setosa
+101,6.004680639118446,2.210954073501062,4.988405037240042,1.4970583879087533,Iris-virginica
+102,5.765141622711743,2.7891333850478794,5.0850686428310246,2.3926606323116437,Iris-virginica
+103,7.681081763215206,2.600878188788579,6.9,2.3095058929104377,Iris-virginica
+104,6.389688840909211,3.2046774232243487,5.286515474679817,2.302565856535667,Iris-virginica
+105,5.785048130060977,2.694737907188348,4.105832740865037,0.9493241130232691,Iris-versicolor
+106,5.6763041820209414,3.0,4.168353291701416,1.2116042809058327,Iris-versicolor
+107,6.215705908111924,2.803552162754317,4.831844632768888,1.8240694047218353,Iris-virginica
+108,4.300000538809063,3.0,1.1046891935878782,0.10000011147946195,Iris-setosa
+109,7.720083998786284,3.0,6.136774932715368,2.310738634461826,Iris-virginica
+110,4.3,3.0,1.0939242084009884,0.1,Iris-setosa
+111,6.096252171203066,2.5937746890093587,5.5911190663270345,1.3979664595889432,Iris-virginica
+112,4.798899616826015,3.0,1.3951510019023603,0.1,Iris-setosa
+113,5.792114360942141,2.714593845333298,5.092710521671832,1.911303095174388,Iris-virginica
+114,6.691082040448967,2.4753643637258422,5.771032318702312,1.784728566943768,Iris-virginica
+115,5.79897975005147,2.7059114889537312,5.096272031168033,1.8969449754642183,Iris-virginica
+116,5.825585722880303,2.7029056680035697,4.205331478246535,1.011756236402098,Iris-versicolor
+117,4.397322109543464,3.175821246701463,1.3093465105006703,0.20075592895129257,Iris-setosa
+118,5.788372611624292,2.695826003967018,5.099375750202539,1.9087107190447972,Iris-virginica
+119,5.071085413498662,3.4667589056823367,1.39796211942572,0.19802347315647745,Iris-setosa
diff --git a/iris/tab_ddpm/0/18/test.csv b/iris/tab_ddpm/0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/18/train.csv b/iris/tab_ddpm/0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/18/val.csv b/iris/tab_ddpm/0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/19/synth.csv b/iris/tab_ddpm/0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1c8eced8a1fecab59c0d80b289927effd6148927
--- /dev/null
+++ b/iris/tab_ddpm/0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.114817670442417,2.6025446086300774,5.601739244446876,1.3919335016793422,Iris-virginica
+1,5.409524804847659,3.92017552182813,1.2797027089063187,0.3943023156143709,Iris-setosa
+2,6.7062246027479135,2.4804717769599764,5.789002303496489,1.7930447069718025,Iris-virginica
+3,6.398529975975209,3.1945080469032523,5.28184255265334,2.282551528271229,Iris-virginica
+4,6.280301302903252,3.4067022446390895,5.595929874698674,2.4014499483895078,Iris-virginica
+5,6.904671241346711,3.2062591291318254,5.7742649212788315,2.2519689369467515,Iris-virginica
+6,4.598049023729506,3.085634833426254,1.5131286947209963,0.200735251587672,Iris-setosa
+7,6.288909166842539,2.7096851984994976,4.882413991163528,1.808659584424224,Iris-virginica
+8,6.788728748174369,2.8076216256873314,4.832211152917497,1.4146843088317484,Iris-versicolor
+9,6.300850249120196,2.4974808638185197,5.018925521115553,1.8939999974538084,Iris-virginica
+10,4.89329446870409,3.072312034273047,1.5030731504630221,0.1000000986368305,Iris-setosa
+11,6.021587019926385,3.396653898972569,4.491369231913485,1.6027040810272055,Iris-versicolor
+12,5.815963023517478,2.827739265489199,4.5104522882417255,1.3576680662223939,Iris-versicolor
+13,6.71110731835501,3.0,4.987874080567743,1.683762112584753,Iris-versicolor
+14,7.708670456746623,2.7994401779755798,6.708201788607052,2.0208568335213952,Iris-virginica
+15,4.30000047600233,3.0,1.0981302580284016,0.10000009386768373,Iris-setosa
+16,6.104845547307946,2.900735602044382,4.696205847954588,1.4179370153733704,Iris-versicolor
+17,5.754940108268844,2.6969738770529474,5.099713592316079,1.8922975391755128,Iris-virginica
+18,6.596148479718073,3.0,4.426566310660443,1.40322658947184,Iris-versicolor
+19,6.232856667817776,2.7878773955921226,4.814200615538543,1.7973027878895458,Iris-virginica
+20,5.775288719143514,2.707809973978618,5.110280407807188,1.899407166422617,Iris-virginica
+21,6.095069970096202,2.591135303205171,5.610616908973958,1.3946832651934895,Iris-virginica
+22,5.518591439712772,4.199999089525868,1.4091095431227822,0.1998135277813869,Iris-setosa
+23,4.606447320473795,3.1877849316010414,1.3984334909176845,0.19818538812529576,Iris-setosa
+24,6.6978526782550425,2.5030762773592965,5.8246409240316614,1.7853468495082438,Iris-virginica
+25,6.691708452731,2.5102475080875823,5.73180806178101,1.8117166681621808,Iris-virginica
+26,5.788235922135743,2.8091397979002926,5.084799787871282,2.398483699256682,Iris-virginica
+27,5.724303658534097,2.920564215011927,4.226857153703135,1.2854284439160573,Iris-versicolor
+28,5.835948810796417,2.7059409760953477,4.070447378708293,1.0200029545951508,Iris-versicolor
+29,6.290540143705048,3.307861382762601,5.998515793061224,2.5,Iris-virginica
+30,6.248999262115167,3.400581045227291,5.518235106580366,2.389294617511255,Iris-virginica
+31,7.669517252130615,2.6114775547882947,6.9,2.2913811097395644,Iris-virginica
+32,6.306003496081336,2.508019256578668,5.001206547645031,1.8992220418241033,Iris-virginica
+33,4.592352808923376,3.5997083201502065,1.0,0.19723570441239285,Iris-setosa
+34,6.941117619893664,3.19282639706613,5.672365659160001,2.300349213874933,Iris-virginica
+35,5.09053149496783,2.50623401619385,2.9335561023531653,1.0882820490093223,Iris-versicolor
+36,6.802759160016601,3.1304198848365234,5.252833117796801,2.309404861378214,Iris-virginica
+37,5.034935811316819,3.572580021870673,1.3976734223097316,0.20052583275200833,Iris-setosa
+38,6.313341485818264,3.296341733923019,6.021790633785259,2.5,Iris-virginica
+39,5.707518070936465,3.778142166310676,1.6750882358088848,0.27546122453877725,Iris-setosa
+40,4.965470185361469,2.0,3.581581766709682,1.0119538498239453,Iris-versicolor
+41,6.258427735772224,3.396403487720691,5.58728578502303,2.3803452342110454,Iris-virginica
+42,4.6113139384323265,3.1770663221769047,1.4181847084955306,0.19911854083089509,Iris-setosa
+43,5.913088176139771,3.2061468847902654,4.787478180106999,1.8055395089251316,Iris-versicolor
+44,5.624113446086842,3.0,4.515256745158557,1.5055066694946562,Iris-versicolor
+45,4.300000522503297,3.0,1.103054804544006,0.10000010129868954,Iris-setosa
+46,5.104964804216149,3.2951987480106455,1.824589368643388,0.42768448765048006,Iris-setosa
+47,5.205776578206924,3.405331622060625,1.4022608076025282,0.19722470399239928,Iris-setosa
+48,4.517903784360923,3.194151373782569,1.3832464082970366,0.20192970896446108,Iris-setosa
+49,5.822568794594502,2.70987699312888,4.092093401552709,1.0042599524764673,Iris-versicolor
+50,5.837638267317043,2.7788117404201476,5.0825453678672465,2.3746188717108088,Iris-virginica
+51,6.358631460789825,3.275910445558833,5.984648034086869,2.4999997426598246,Iris-virginica
+52,4.300000524574433,3.0,1.1051476252961214,0.10000011739329433,Iris-setosa
+53,5.526156610366854,3.0,4.483055180969333,1.4924286929666462,Iris-versicolor
+54,6.809945386065717,2.791055166815625,4.826291166474473,1.401762327718043,Iris-versicolor
+55,6.01152739972523,2.210396847630686,5.004717787671742,1.4952085608750008,Iris-virginica
+56,4.400475644699736,2.947421691134301,1.3788066111156163,0.2008476999302136,Iris-setosa
+57,5.655502939881815,3.0,4.501048102053135,1.4922223989577368,Iris-versicolor
+58,5.509135353411804,2.5000676103685513,4.011089708484545,1.3151601514262137,Iris-versicolor
+59,4.7822207420536555,3.3921174648895716,1.9129464112775931,0.19873553690893264,Iris-setosa
+60,6.216735046551109,2.8161248575810474,4.65591438035627,1.282429719618872,Iris-versicolor
+61,7.9,3.8316070063441057,6.427270347134066,2.0244022779922726,Iris-virginica
+62,6.2405594800270485,3.327618814340978,4.691380171058925,1.5997871624824915,Iris-versicolor
+63,5.152480964268092,3.4044231910351503,1.3927804563930342,0.199082338118669,Iris-setosa
+64,6.520607955768148,3.0,5.804393733187812,2.211849959424156,Iris-virginica
+65,7.712003475566581,3.0,6.120899844411336,2.3059217976620037,Iris-virginica
+66,5.089875111888862,2.479741468056763,2.9450856469759876,1.0657658439831212,Iris-versicolor
+67,5.109859521917775,3.407200729721493,1.4043529464531506,0.19874192508732455,Iris-setosa
+68,6.684559088275612,3.0,4.999743033687559,1.7213657249619057,Iris-versicolor
+69,6.049698473974838,2.892793942675393,4.667190016877562,1.4177425324969168,Iris-versicolor
+70,6.420885073016319,3.200444136677009,5.2686498213114135,2.2979700242703855,Iris-virginica
+71,5.85107874862763,2.6540850377547405,5.091212870058545,1.8936611825005518,Iris-virginica
+72,6.000407402322359,3.400467084919945,4.523834628249337,1.5970015126946628,Iris-versicolor
+73,7.628083487445411,3.0,6.6270550884042505,2.096188862278509,Iris-virginica
+74,6.713972107173609,2.4934633826618158,5.7641139095352605,1.8046121035445488,Iris-virginica
+75,5.096144505417364,2.5233146822567947,3.0643226857268884,1.140538380727257,Iris-versicolor
+76,5.703596113737635,3.0,4.2190223567733165,1.2053456789292292,Iris-versicolor
+77,7.1888030714097155,3.175571982833496,5.975491140110678,1.8059644523738811,Iris-virginica
+78,5.575394480374179,3.0,4.3201332694575365,1.3765278672512324,Iris-versicolor
+79,5.785902482871652,2.8416753165532236,4.421764891030751,1.3633155672760497,Iris-versicolor
+80,6.410391592317066,3.1597679033838917,5.296646152583538,2.280623268555324,Iris-virginica
+81,6.314603612959277,3.2982463534253528,4.706526850367257,1.6012073037723569,Iris-versicolor
+82,4.808949735036449,3.0,1.4128071893649434,0.1000000974394643,Iris-setosa
+83,5.0703764446217,2.484449270082149,2.8383868365341423,1.0739518148592753,Iris-versicolor
+84,5.755037334403687,2.85553577571773,4.483529768866162,1.327484587609995,Iris-versicolor
+85,4.60522024664558,3.6063176797059078,1.0000003884489461,0.20033577766932453,Iris-setosa
+86,4.8283756416804176,3.4093993663385445,1.8591709162601544,0.20274741787375256,Iris-setosa
+87,5.809477330225236,2.8119232207591702,5.121032498536564,2.3995811343176183,Iris-virginica
+88,5.980910142131041,2.9124399185373657,4.485801533653648,1.5147324855667204,Iris-versicolor
+89,5.615082817247709,2.4999364215463538,3.916978391645519,1.0919708871079425,Iris-versicolor
+90,6.321354351713833,3.3744044059800906,5.554277061073073,2.385300495162367,Iris-virginica
+91,4.3,3.0,1.1008941536012784,0.10000010624526996,Iris-setosa
+92,5.499517821838739,3.0,4.507261629207405,1.4829145701272917,Iris-versicolor
+93,5.541438673013626,2.4704680954930103,3.9329730374679523,1.2158484573406259,Iris-versicolor
+94,6.316976618572378,3.401208497322212,5.571811156678356,2.401402447966432,Iris-virginica
+95,6.690427134678008,3.108468133030616,4.6725454669270325,1.4906448699956125,Iris-versicolor
+96,6.245584530055189,3.313718489914395,6.002144647918363,2.4999998092329507,Iris-virginica
+97,4.3,3.0,1.098655225465663,0.10000009696790665,Iris-setosa
+98,5.986648792013773,2.2107330748680374,3.980293151032886,1.016233549094347,Iris-versicolor
+99,4.300000502806688,3.0,1.1074870756183979,0.1000000989174666,Iris-setosa
+100,5.057664118889039,3.579507471994336,1.39805358038495,0.2006235724453955,Iris-setosa
+101,5.215329433865183,2.7021531368982186,3.925782197115126,1.4036161594509742,Iris-versicolor
+102,5.102000248333437,3.817895476034299,1.738470122567413,0.20105498344987816,Iris-setosa
+103,6.089864805768363,2.5967006604137954,5.5749150381228585,1.3783431125845962,Iris-virginica
+104,5.552903754213952,4.2,1.4014488570371624,0.20435369156528635,Iris-setosa
+105,6.003557836536192,3.4024763722553817,4.468456516838942,1.5981281357718058,Iris-versicolor
+106,5.401340326731508,3.402714303823267,1.498711491162623,0.38315392466272663,Iris-setosa
+107,7.610076336777556,3.0,6.598465998264263,2.07930603948593,Iris-virginica
+108,6.097644191217996,2.591518042152021,5.617959162299488,1.399344925554473,Iris-virginica
+109,5.496697708301865,2.4329483460105594,3.7047322023312756,1.037797879366309,Iris-versicolor
+110,4.3000006974652685,3.0,1.0942225460325774,0.10000010565294958,Iris-setosa
+111,4.791713831228394,3.4005986661893903,1.6659521187211017,0.19874703440483327,Iris-setosa
+112,6.888120777049032,3.1963784791450083,5.997531681045405,2.2801430391078332,Iris-virginica
+113,6.19921196647987,2.2015383269414697,4.466307344641666,1.489184658380571,Iris-versicolor
+114,5.007230198261995,3.6116458225827044,1.3931684388133063,0.19996947647871366,Iris-setosa
+115,7.9,3.7771764054535892,6.413690814871173,1.999278556141143,Iris-virginica
+116,6.489111751376919,3.0,5.786619508459583,2.198921748313938,Iris-virginica
+117,6.691358198051784,2.4946326873394815,5.8065588978396345,1.7851338715260736,Iris-virginica
+118,4.404881344388359,3.201421730758315,1.3076123523155991,0.19852478664590456,Iris-setosa
+119,4.3,3.0,1.0953851573229711,0.1,Iris-setosa
diff --git a/iris/tab_ddpm/0/19/test.csv b/iris/tab_ddpm/0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/19/train.csv b/iris/tab_ddpm/0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/19/val.csv b/iris/tab_ddpm/0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/2/synth.csv b/iris/tab_ddpm/0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..05d01d7473965f117d3b3fac2b7e6a71836eb59f
--- /dev/null
+++ b/iris/tab_ddpm/0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.012860186948493,2.209569670894624,4.987923139265357,1.5127473681274535,Iris-virginica
+1,4.59797552484941,3.6630908356567424,1.0000003814355491,0.20227086537708705,Iris-setosa
+2,6.130929105964687,2.5949502080569498,5.602869080645676,1.407982923545533,Iris-virginica
+3,6.844452007362392,2.791632939389749,4.797908787993681,1.3859611997136978,Iris-versicolor
+4,6.284702436766518,3.3964776683972207,5.633071532181089,2.3866029767752543,Iris-virginica
+5,6.718505754117968,3.1200532802057332,4.700454626974154,1.5055876461935311,Iris-versicolor
+6,4.99569905410536,3.0,1.5960190090888593,0.19807698469863133,Iris-setosa
+7,4.796606271006272,3.393710726678909,1.5960593244992705,0.19617601059122652,Iris-setosa
+8,6.303155758055164,3.2931368178400717,5.957149877708895,2.49999978322022,Iris-virginica
+9,6.01215941365023,2.907616159652651,4.583471378706673,1.4844589022334747,Iris-versicolor
+10,5.543001430707353,4.19999873420157,1.409297742542547,0.20419601986638367,Iris-setosa
+11,6.678921793046201,3.0889062782916876,5.812213273313119,2.237096930077369,Iris-virginica
+12,5.698378352144861,3.0,4.0426464730730505,1.253957256698476,Iris-versicolor
+13,6.520976516416814,3.1897262586700363,5.0907424969207105,2.0018870267711923,Iris-virginica
+14,5.797755754266859,2.703211865251747,5.090148204240759,1.9209997344290923,Iris-virginica
+15,5.720278978304221,2.8884657510110965,4.204836417614332,1.3006561930660439,Iris-versicolor
+16,6.087044408341036,2.584301785869711,5.613436162124969,1.4028721378041655,Iris-virginica
+17,5.220778810499397,3.400742365822738,1.3982974941973518,0.19686452931985216,Iris-setosa
+18,7.731241549588802,2.606924581151587,6.9,2.305072414533331,Iris-virginica
+19,5.065748675305263,3.3301275665208054,1.7373102443737838,0.479059609533802,Iris-setosa
+20,7.717387052560092,2.617781263451304,6.899998969769255,2.3016111976527953,Iris-virginica
+21,5.779671962152547,2.705818208405352,5.082757254549348,1.9101949741689606,Iris-virginica
+22,6.009400538877551,2.1943037360872224,4.991703851470635,1.5087936909147472,Iris-virginica
+23,6.300821359983496,3.3951217804055385,5.594385027195955,2.404891893178259,Iris-virginica
+24,5.770717949629372,2.7594043960853383,4.092866695552463,1.061979103432043,Iris-versicolor
+25,4.8071258756191435,3.4091615444870276,1.8802656785835814,0.19791100447575133,Iris-setosa
+26,7.710691130582277,2.81027281140712,6.693841989818029,2.0368180414654935,Iris-virginica
+27,4.803376453019761,3.4002006062314236,2.0353921231116767,0.20183738068855914,Iris-setosa
+28,4.8083736869205875,3.399348356000858,1.7930153626487981,0.20257708090053111,Iris-setosa
+29,5.483011844995184,3.0,4.493473277248999,1.49293316798786,Iris-versicolor
+30,4.447447534331314,3.211142294259304,1.3342180639921202,0.1913190843027111,Iris-setosa
+31,4.395583531791878,3.2027137545348756,1.2874048149786268,0.19926088362393293,Iris-setosa
+32,5.9989202051356205,2.2026030680570274,4.025984805331609,0.9664321469736326,Iris-versicolor
+33,5.171791893430069,2.715371197524015,3.919426030400058,1.4026369350251973,Iris-versicolor
+34,7.710328898494526,2.5869224841801413,6.9,2.2959790502301685,Iris-virginica
+35,5.722876870816988,3.0,4.156122326188157,1.2528498357803801,Iris-versicolor
+36,5.474829679492193,2.4171560604194404,3.677083600681348,1.019549187452509,Iris-versicolor
+37,7.9,3.808312575800494,6.392228465527513,2.021178520188954,Iris-virginica
+38,6.60415153903715,3.0,4.425168754700428,1.3920025265403884,Iris-versicolor
+39,5.077608475601564,3.346017818738398,1.6470678540023038,0.440600710005263,Iris-setosa
+40,5.534597475181975,3.0,4.5028213485084745,1.5034476631390274,Iris-versicolor
+41,5.492886338375478,4.2,1.4070756267995523,0.19928152597494492,Iris-setosa
+42,7.683384595632473,3.0,6.090177969152451,2.283298530209295,Iris-virginica
+43,6.672254052103305,3.128568591147084,4.705399701946668,1.502521348768438,Iris-versicolor
+44,5.609993316614943,2.898428157547151,3.600672056744175,1.3104202934115674,Iris-versicolor
+45,5.115846331327496,2.5053094477572646,3.1998481261214025,1.13715484871381,Iris-versicolor
+46,4.973894957293599,2.0,3.6037859058346267,1.0014896318157078,Iris-versicolor
+47,6.022450969401083,3.4002720453142894,4.513163104069419,1.623205456623157,Iris-versicolor
+48,6.289041270356129,3.4007077827018306,5.605888965379845,2.393335293822788,Iris-virginica
+49,4.782410950235631,3.0,1.4019729112761765,0.3037623809910224,Iris-setosa
+50,5.558695606111522,2.4523884792930364,3.773826287979285,1.0801267707142272,Iris-versicolor
+51,5.3918934303328365,3.891508428839878,1.2875097689868547,0.32168674321177815,Iris-setosa
+52,4.7868706249687705,3.4056636904879034,1.6772626966570077,0.20091750454932375,Iris-setosa
+53,6.012487492725407,2.9056532624993188,4.517283341749621,1.501932316341773,Iris-versicolor
+54,5.020246436753422,3.0,1.5909435777456158,0.1974208025327313,Iris-setosa
+55,6.493115241735702,3.0,5.81414479312682,2.194021257257968,Iris-virginica
+56,5.124956472869387,3.29747476575707,1.699288503973528,0.46188104074844494,Iris-setosa
+57,5.7926125557605435,2.707534043458531,4.138279075871155,1.0350060326029369,Iris-versicolor
+58,5.214310051785834,2.7120410064914044,3.9032748793309193,1.4046564996209514,Iris-versicolor
+59,6.807298336387183,3.2093910599569653,5.842587099454539,2.3042810719161766,Iris-virginica
+60,6.784197074659921,3.197846384245344,5.886485637486367,2.2900162932639403,Iris-virginica
+61,5.659213811064266,3.0,4.531904449029293,1.5225370557216764,Iris-versicolor
+62,6.36292797496281,3.280900976230076,4.70673771240795,1.5881157635221819,Iris-versicolor
+63,6.705813908270355,3.0,5.000046813882344,1.6905486442311897,Iris-versicolor
+64,4.812715364935663,3.4013019259252477,1.7747765700714613,0.2037189977992681,Iris-setosa
+65,4.77773222870865,3.0,1.405329022137394,0.2814287431425456,Iris-setosa
+66,5.481440699207399,3.0,4.483741113855728,1.478115809001989,Iris-versicolor
+67,5.738050660220033,2.8552601727163207,4.47636066822142,1.3943311929120041,Iris-versicolor
+68,5.906754253404268,3.2036241390837854,4.815271903693492,1.775126088698841,Iris-versicolor
+69,6.862812612057256,3.2000416001055116,5.685960741071802,2.308895574560843,Iris-virginica
+70,4.3,3.0,1.0987984516144393,0.1,Iris-setosa
+71,6.000200998536131,3.3963534892381673,4.47628094835428,1.602153213850314,Iris-versicolor
+72,6.2285793278960275,2.778329649212535,4.818818936836284,1.8065236004287784,Iris-virginica
+73,5.6020963575010985,2.8987207813049873,3.464074630281652,1.2989091595724995,Iris-versicolor
+74,6.22486487396603,2.808247544820923,4.776346484767477,1.80893521069835,Iris-virginica
+75,5.780374705363745,2.68604061276215,5.110626941588177,1.9000917166285047,Iris-virginica
+76,5.163236984278033,2.6508438233716904,3.7742515071147467,1.348502696920332,Iris-versicolor
+77,5.198552588337836,2.6279943288815146,3.7303067054989074,1.3410390407445345,Iris-versicolor
+78,4.300000450602314,3.0,1.0909783474712391,0.1,Iris-setosa
+79,6.084228412004029,2.535500629008937,5.414606890467234,1.4215847432051945,Iris-virginica
+80,5.003496884342619,2.000000593240961,3.3472247189218556,0.9418549921963141,Iris-versicolor
+81,6.676878839282932,3.0,5.000570357047944,1.6973763905627226,Iris-versicolor
+82,4.400411908869923,2.9035963102310838,1.3962646665503224,0.20095946745829613,Iris-setosa
+83,6.001120857544493,2.195755498388826,4.008493320094617,1.0182413361146638,Iris-versicolor
+84,4.4015456007934235,3.1881442888916225,1.2832431094894976,0.19975218803672842,Iris-setosa
+85,6.428661981211124,3.0,5.631463036606379,2.2469704662486536,Iris-virginica
+86,5.355170272813011,3.0,4.498098645287657,1.5036112907416566,Iris-versicolor
+87,5.6317597478286245,2.901280958939148,3.6909737552386574,1.3112621728504665,Iris-versicolor
+88,6.832549019769167,2.7970069772135386,4.794662488534834,1.3983479933908285,Iris-versicolor
+89,7.1921054696292,3.1975112784039323,5.940724897689354,1.8001690971436595,Iris-virginica
+90,5.5460806511607315,2.5040884729410227,3.8024038952529065,1.087940483503638,Iris-versicolor
+91,5.223825634296574,2.50226675479799,3.5929125394685384,1.147688370644556,Iris-versicolor
+92,5.224697202719312,3.3970089727717427,1.3940305803604363,0.20020874191179597,Iris-setosa
+93,5.878685626273361,2.82764536482083,4.590209951244847,1.2900772453482918,Iris-versicolor
+94,6.799089432337777,2.81556836898989,4.767903080031039,1.3986745279044288,Iris-versicolor
+95,6.701340999725746,3.0,4.956974590733304,1.6655156068370323,Iris-versicolor
+96,6.682704901126034,3.0,4.967347940568126,1.6956630277982718,Iris-versicolor
+97,5.98424891404694,2.2070632952550713,5.016813381386848,1.4901900098429075,Iris-virginica
+98,4.601408964907514,3.6085723221581794,1.0000004062866619,0.18862624217907975,Iris-setosa
+99,5.580515167610612,2.4625175035021827,3.852094552577077,1.0928562935070858,Iris-versicolor
+100,5.93529238230664,2.895429957266811,4.466439845213112,1.4614044654421128,Iris-versicolor
+101,5.589136482108659,2.500700387054399,3.950153231579871,1.120889314273539,Iris-versicolor
+102,5.4044333133494025,3.0,4.508890003783876,1.4987803859127489,Iris-versicolor
+103,6.701872135629913,3.086860244441431,4.677859138276292,1.4839482177436416,Iris-versicolor
+104,5.9757753225406285,2.7924635676700396,4.614472332157271,1.2066658473502203,Iris-versicolor
+105,5.774778361881862,2.8169681576035326,5.103062093808051,2.3977051928502813,Iris-virginica
+106,4.3000004807074514,3.0,1.0966369768511863,0.1,Iris-setosa
+107,4.8308893280594285,3.461672297005213,1.598344540499305,0.19951319882784463,Iris-setosa
+108,5.799116127106203,2.689471006761659,4.053281657701475,1.0429224594611959,Iris-versicolor
+109,5.426858808029192,3.4026815063945195,1.497393698515755,0.41703480348676336,Iris-setosa
+110,5.705769315728975,3.7991408253336543,1.6405932525947515,0.301753559367805,Iris-setosa
+111,7.7142144842755815,2.6020973367776987,6.9,2.2973075640957012,Iris-virginica
+112,6.029518987465822,2.907905653734099,4.518871686908577,1.499381152048658,Iris-versicolor
+113,5.538351201730163,2.571847435065413,4.221656242985831,1.3238137863703345,Iris-versicolor
+114,4.785697996895408,3.0,1.4024914202449916,0.34853754152805455,Iris-setosa
+115,4.3,3.0,1.0983509139269783,0.1,Iris-setosa
+116,5.220032735033751,3.403625443015651,1.40446242546132,0.2015002566970329,Iris-setosa
+117,6.6909618195592895,2.5099952015186635,5.7371682658107,1.780352317086486,Iris-virginica
+118,6.084391074620227,2.6054011088290348,5.585690417415111,1.4109242828039104,Iris-virginica
+119,5.111458104494192,3.764609101152539,1.609694120460606,0.20014972099070227,Iris-setosa
diff --git a/iris/tab_ddpm/0/2/test.csv b/iris/tab_ddpm/0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/2/train.csv b/iris/tab_ddpm/0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/2/val.csv b/iris/tab_ddpm/0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/20/synth.csv b/iris/tab_ddpm/0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a5bc865eb170bbcf8d1e689ce5d8af0c1422d039
--- /dev/null
+++ b/iris/tab_ddpm/0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.22833831394478,3.2956866703683043,4.703521322634251,1.6393164307445742,Iris-versicolor
+1,5.460629894985591,3.0,4.493694395279158,1.4982951425340456,Iris-versicolor
+2,6.377275228830084,3.1980074631391147,5.306571015216591,2.2920237369053607,Iris-virginica
+3,6.801767305831698,3.2010015600556057,5.814665496133495,2.289521495643676,Iris-virginica
+4,5.217245004250607,2.7029602872021385,3.9012299278567215,1.4053230474886735,Iris-versicolor
+5,7.718715240483377,2.618964036522074,6.9,2.309593627623417,Iris-virginica
+6,5.6882287839787935,3.0,4.193730466647374,1.2262992185976496,Iris-versicolor
+7,6.274762211586617,3.3118920180089537,5.984849499344906,2.5,Iris-virginica
+8,5.697183383601885,3.0,4.178944781705975,1.209937556534215,Iris-versicolor
+9,5.113407171255859,3.304011859699716,1.6835210235564368,0.5092982838911017,Iris-setosa
+10,6.218118165256825,3.398548512524686,5.420900765971651,2.314162103572591,Iris-virginica
+11,6.527271434198661,3.2046507656219316,5.15836366146301,1.9767463669587384,Iris-virginica
+12,4.982341216005372,2.0000005223596347,3.423340785029363,1.0350172366917045,Iris-versicolor
+13,5.586037432430261,3.0,4.484800257785139,1.510015886718955,Iris-versicolor
+14,6.471117469114186,3.2136513393176336,5.174059807798818,2.0534189140375507,Iris-virginica
+15,4.60353046376088,3.104537134756836,1.4857713079394161,0.20147549536395845,Iris-setosa
+16,6.3104647804396565,2.4858384636572195,4.981201938981425,1.9023703963791114,Iris-virginica
+17,5.410678526484205,3.0,4.502868069730852,1.500752453698476,Iris-versicolor
+18,6.798624815896619,3.2004834180072907,5.888332331231999,2.2852522848497268,Iris-virginica
+19,6.283892453905528,3.397570812659339,5.61713817551372,2.4001796395544073,Iris-virginica
+20,5.635782529994446,2.9062574869503037,3.7128133610739806,1.302770036506725,Iris-versicolor
+21,5.380276497983608,3.9067126217904145,1.2949984932812266,0.4396636738932501,Iris-setosa
+22,6.01756077662349,2.200531709742788,3.990065797657357,0.9688165291153794,Iris-versicolor
+23,4.894104259209699,3.0737703263080727,1.4790369509364159,0.1,Iris-setosa
+24,5.443189376070375,2.4531195645891146,3.6927209613600516,1.0167184787464498,Iris-versicolor
+25,6.487508632431191,2.8097471504678517,4.596348827556088,1.5027959890273481,Iris-versicolor
+26,6.384446043429233,3.207588501196786,5.311922165746858,2.3192995519656394,Iris-virginica
+27,4.781666079645531,3.4007940030590564,1.615896553826807,0.1989160448684419,Iris-setosa
+28,5.1430698269085235,3.440016360599646,1.4035434824581199,0.2018837864865531,Iris-setosa
+29,6.364445832644578,3.208941747260424,5.311347956060279,2.30820459260315,Iris-virginica
+30,5.891061296095584,3.1733794444754646,4.789999675150759,1.787152735388165,Iris-versicolor
+31,6.205507249613411,2.8323059953747918,4.8001211721906865,1.8074177982535906,Iris-virginica
+32,4.991516933128217,2.0,3.560885755900827,1.00568992067468,Iris-versicolor
+33,6.209735971509996,3.3971889637655845,5.33475598056344,2.2784150308068356,Iris-virginica
+34,7.642925830823199,3.0,6.520503441919264,2.145314897613842,Iris-virginica
+35,5.098696314233792,3.798728246669809,1.596697707299749,0.19907801040545858,Iris-setosa
+36,5.097628208410798,3.4892564910560124,1.3906762117024667,0.19722023653670082,Iris-setosa
+37,7.69329826705573,2.604531006425777,6.899998866167741,2.310647545443381,Iris-virginica
+38,6.527657701746705,3.1920874160137913,5.074320549682048,1.9397042462109875,Iris-virginica
+39,6.316623147803554,3.3988983599064007,5.572191167463106,2.403116476832884,Iris-virginica
+40,6.293526613211369,3.2973638774842664,6.073726351284832,2.4999998196276367,Iris-virginica
+41,5.8158018036790535,2.703528115676561,4.09807787242552,1.013971732119568,Iris-versicolor
+42,6.581084400274145,3.0,4.3987397235097045,1.398806619431817,Iris-versicolor
+43,6.621357964254555,3.009322522669527,4.540936922721498,1.42360390502639,Iris-versicolor
+44,6.797017286938352,2.8010759331711035,4.767689134116976,1.415448012826129,Iris-versicolor
+45,6.012184746058353,3.4058914674349747,4.512335078878628,1.6041341907445363,Iris-versicolor
+46,4.969167696849211,3.6411153095124544,1.4044772068742537,0.20121224360144419,Iris-setosa
+47,6.222988373234512,2.7792148747129954,4.81212568133839,1.7986964112334651,Iris-virginica
+48,4.394364309191929,3.2126806918311868,1.3008257251493298,0.19735767279565453,Iris-setosa
+49,4.805002893643427,3.0,1.4002248866236653,0.32344122125028457,Iris-setosa
+50,6.211092422744435,2.805313560419684,4.81947356298518,1.8063085560047305,Iris-virginica
+51,7.700785963190439,2.6080763028929335,6.9,2.3055434896297236,Iris-virginica
+52,6.313153730579577,3.395936521402579,5.594205031715968,2.4002620117160793,Iris-virginica
+53,5.700371656318343,3.0,4.5555651854164445,1.5579259529023053,Iris-versicolor
+54,5.787509538748942,2.701585624223502,5.099064289180795,1.8967516222749568,Iris-virginica
+55,4.778740268251391,3.3971187344792857,1.7115074872919598,0.1964454648597627,Iris-setosa
+56,6.109762390498154,2.603303092325503,5.590369487061605,1.415956051274181,Iris-virginica
+57,5.156744574412727,3.7808014775993497,1.5953349621805302,0.20151230967691483,Iris-setosa
+58,7.644969776646175,3.0,6.600879007403632,2.0486283807355927,Iris-virginica
+59,6.3092765846853895,3.4005448352192826,5.6012785465714625,2.401070383938698,Iris-virginica
+60,6.608729543197565,3.0,4.4473654352787815,1.4117852734325644,Iris-versicolor
+61,6.2905441248303875,3.3024484998999877,6.030030198482871,2.5,Iris-virginica
+62,5.049339153584663,3.382129649618767,1.5942252283752782,0.4218372340017711,Iris-setosa
+63,6.2812875440374105,3.3201137306976785,4.714361324530671,1.6073991492875248,Iris-versicolor
+64,6.36760922482786,2.8590728566128742,5.4329800175183065,1.776449871349799,Iris-virginica
+65,6.090578412011582,2.602066302558935,5.588086093561584,1.3929009735329914,Iris-virginica
+66,7.199332370069869,3.180192652047113,5.986086835639471,1.7924134099155258,Iris-virginica
+67,6.851759308325186,3.1020810040245044,5.106014330051525,2.302241079748217,Iris-virginica
+68,4.607852829116201,3.151810248806685,1.4301634581506473,0.20022638838184162,Iris-setosa
+69,5.515267543322375,2.4069641496511527,3.7139793250960906,1.035945398728542,Iris-versicolor
+70,7.707294630741599,2.563463397286986,6.9,2.307181701490314,Iris-virginica
+71,5.614332719391342,2.8969131891500055,3.6823014440139694,1.2929485436010943,Iris-versicolor
+72,4.886726772380871,3.0663281104739255,1.4681585672444415,0.1,Iris-setosa
+73,5.040502801018268,2.0000005269750964,3.593400188369585,0.9322839729594701,Iris-versicolor
+74,5.011266978743668,3.0,1.5939809158326985,0.19657915384463356,Iris-setosa
+75,5.759079996441611,2.7126818418547747,5.1376388942893705,1.9141243713662903,Iris-virginica
+76,7.706682995697186,2.7941071610441006,6.705011339225614,1.9997391173292693,Iris-virginica
+77,4.3,3.0,1.0858067204922164,0.1,Iris-setosa
+78,5.546842363426832,3.0,4.4890206853612025,1.5046500366894864,Iris-versicolor
+79,6.887446681144586,3.1132875618020814,5.090606075276732,2.306036016326091,Iris-virginica
+80,6.693677709406847,3.0969779252584693,4.686757425002825,1.477815393177806,Iris-versicolor
+81,6.004428182689763,3.3983108775542816,4.493866642785787,1.595218821203091,Iris-versicolor
+82,6.313311960714352,2.5143580108424777,4.996850194709156,1.9222386589732785,Iris-virginica
+83,5.680456828411514,3.767543334041713,1.59419222334806,0.2819097459403499,Iris-setosa
+84,5.963750883655919,2.786436144454371,4.628275589080326,1.2188572886115432,Iris-versicolor
+85,7.689173613458145,2.781158688406626,6.692149041361028,1.9812045888619154,Iris-virginica
+86,4.300000566709465,3.0,1.1005406902437067,0.10000011349377139,Iris-setosa
+87,6.462338154419799,3.200165893152445,5.097069841931712,2.080314845483625,Iris-virginica
+88,5.107734594322799,2.5244316171642116,3.2905597082635722,1.1184137661868339,Iris-versicolor
+89,4.996314449649118,2.0,3.3254438601982708,0.9410878737217033,Iris-versicolor
+90,6.786128880928091,2.8018262688324693,4.791127349161594,1.412334041992087,Iris-versicolor
+91,5.144869431891524,3.8235212001342487,1.702609319846986,0.19483995846760732,Iris-setosa
+92,6.281240998794344,3.2853973636486904,6.011982645100099,2.4999998173021423,Iris-virginica
+93,6.482840848166625,3.0,5.7803919944068785,2.195282266037374,Iris-virginica
+94,7.75444406235099,2.60240426182544,6.8999989770031736,2.3017387208084115,Iris-virginica
+95,6.51133723549401,3.1785662750734067,5.180618553414509,2.2020229602428047,Iris-virginica
+96,4.8047809259164165,3.3995514751759455,1.5818000442954536,0.1978910381629534,Iris-setosa
+97,5.908625083301581,3.207408360570426,4.802641725793637,1.8158988960009352,Iris-versicolor
+98,5.804718781759157,2.716819319280274,4.146065293711369,1.0382884885981352,Iris-versicolor
+99,6.074957341994017,3.2024228280745093,4.744633374328407,1.6976583237914924,Iris-versicolor
+100,5.656615700357333,2.9840123372331364,3.8222689234521745,1.2837167718393965,Iris-versicolor
+101,5.910238663938157,3.1977976279414033,4.8064709114683195,1.8168951896533847,Iris-versicolor
+102,5.800811695136751,2.6993991496748633,5.095932255498661,1.918523939365605,Iris-virginica
+103,6.111993116002209,2.5778349326714833,5.562005428972533,1.4264894586546606,Iris-virginica
+104,4.796771792298132,3.0,1.4026852753549948,0.28504419044447976,Iris-setosa
+105,6.106395388707894,2.5863406957262223,5.606646026694105,1.3986347129757672,Iris-virginica
+106,4.98071494806925,2.000000458445963,3.551081357556046,1.0108018893505564,Iris-versicolor
+107,7.531155712682515,2.765706134841788,6.569535858409332,1.9811148412328,Iris-virginica
+108,6.188283194826237,2.847889107032223,4.823728202502252,1.826007276599899,Iris-virginica
+109,5.684369704319302,2.319950001102305,3.8144656698851076,0.9411376027958981,Iris-versicolor
+110,5.029550246606972,2.000000731318339,3.5828702818375087,1.0272238078408114,Iris-versicolor
+111,5.197535740500795,2.641365025421976,3.808439755187056,1.3549659288257112,Iris-versicolor
+112,5.190149661150556,2.7102935996882858,3.9215335365803203,1.3948833739789983,Iris-versicolor
+113,5.596813932727569,2.903120362396168,3.6400390440798485,1.275850521926465,Iris-versicolor
+114,5.908163242045773,2.9106121809629,4.373329325124055,1.4651534913880437,Iris-versicolor
+115,6.2040647267092135,3.4090189136359976,5.422996766062344,2.2633244622607607,Iris-virginica
+116,5.47291364071392,2.3767258878524022,3.604732168737448,0.9543463038888347,Iris-versicolor
+117,5.394877827911764,3.8747180785873514,1.3325337665400823,0.39969669897170507,Iris-setosa
+118,6.036472125197413,2.8253165722664,4.664047664842664,1.2603708457442826,Iris-versicolor
+119,5.015956263891134,2.000000751457649,3.602503306270982,1.006195035980427,Iris-versicolor
diff --git a/iris/tab_ddpm/0/20/test.csv b/iris/tab_ddpm/0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/20/train.csv b/iris/tab_ddpm/0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/20/val.csv b/iris/tab_ddpm/0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/21/synth.csv b/iris/tab_ddpm/0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3ee9e99981fff25726f5176a131b0885cc5b284d
--- /dev/null
+++ b/iris/tab_ddpm/0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.230590955095952,2.8321248552531997,4.812414393627456,1.835205926014682,Iris-virginica
+1,5.510406790214247,3.4113475826010724,1.5004591375887468,0.36089512411276137,Iris-setosa
+2,6.696778674314385,3.0,4.9838739489470205,1.6961096746823143,Iris-versicolor
+3,4.3,3.0,1.0988817241310775,0.1,Iris-setosa
+4,7.7022361309209,2.7874665243868,6.7157902833293015,2.0587703315972194,Iris-virginica
+5,7.668433530657558,2.8713586945690563,6.666843493550017,2.0304191245784287,Iris-virginica
+6,4.406375723615879,2.8848589536587466,1.3976984369769903,0.20042357349022843,Iris-setosa
+7,7.697777159353862,2.78303124519254,6.705545497408386,2.023258214780783,Iris-virginica
+8,4.86802320836673,3.386614444771178,1.5219791471720134,0.20391861604274533,Iris-setosa
+9,5.109151414124182,3.3068676325651976,1.7702909063198715,0.5166211524587319,Iris-setosa
+10,5.99809804517855,2.841022678181951,4.674913471948076,1.2790958535850478,Iris-versicolor
+11,6.0733196784499,2.9019816810672263,4.651642690732488,1.4221396794669772,Iris-versicolor
+12,7.154650973005241,3.2093033913871967,5.966477979160272,1.840013650261532,Iris-virginica
+13,6.490791579531198,3.203379446274646,5.1367985121843,1.9847793116335821,Iris-virginica
+14,6.585120053266429,3.0,4.389183305136833,1.403031919273802,Iris-versicolor
+15,6.91578442010531,3.098198404405852,5.147438377199948,2.295782666927464,Iris-virginica
+16,6.815385212913876,2.7958631867026162,4.782512858407634,1.3970836660002175,Iris-versicolor
+17,5.09701234821253,2.507505351187018,3.0650657370441827,1.0808452817864638,Iris-versicolor
+18,4.3,3.0,1.088842799512281,0.1,Iris-setosa
+19,7.594641987618591,3.0,6.5689721440122515,2.076267833649029,Iris-virginica
+20,4.842178861994433,3.007105048506655,1.4537759880180992,0.10000011931558588,Iris-setosa
+21,6.3945608588464,3.2008223564965608,5.296597706543898,2.2920422989274045,Iris-virginica
+22,5.987086319042468,2.90165813564505,4.4915507334063625,1.5077083861278817,Iris-versicolor
+23,4.579334854952691,3.1125282997136434,1.4528235272482888,0.20143026418569848,Iris-setosa
+24,5.514420875507503,4.2,1.4001033795253637,0.19924431777973867,Iris-setosa
+25,5.476516869874067,3.4913659482439376,1.5542586420348203,0.42421448110429494,Iris-setosa
+26,4.3,3.0,1.090223483979093,0.1,Iris-setosa
+27,6.096139901620162,2.598453454096018,5.565803398512575,1.3877221704144536,Iris-virginica
+28,6.234478307369992,3.401076737475144,5.429162485064979,2.3021186022377944,Iris-virginica
+29,4.996671177964415,2.0000006537014343,3.3494754235709996,1.0121581567857867,Iris-versicolor
+30,4.605083688832835,3.608573095368056,1.0,0.19993370592409132,Iris-setosa
+31,5.33729526175151,3.0,4.5057878701587635,1.5027757081412947,Iris-versicolor
+32,6.331644730796427,3.2877606659907412,5.3721991124204145,2.339167059624701,Iris-virginica
+33,4.587083531764545,3.099815847188309,1.5023047129062843,0.1883981408911416,Iris-setosa
+34,4.820856443745365,3.400921598116376,1.798252811570852,0.1996462177553545,Iris-setosa
+35,5.10221448539687,3.4532523884264767,1.377319194169318,0.19765529027164966,Iris-setosa
+36,6.084566390247377,2.7819011459430634,4.666463845135354,1.1733084447247462,Iris-versicolor
+37,5.800899482114463,2.702318402364987,5.089680304054846,1.9243545072191455,Iris-virginica
+38,5.110330371652456,3.80175919502698,1.6388872673581383,0.20056808224796865,Iris-setosa
+39,7.2313563984619424,3.201269364125014,6.01071121045534,1.7972460199633957,Iris-virginica
+40,4.300000502606306,3.0,1.0976678968720197,0.10000011175652992,Iris-setosa
+41,6.484555157971007,2.8002179476698275,4.598911526575052,1.495335448799468,Iris-versicolor
+42,5.697968355592307,3.7980177353254354,1.674393395087717,0.27712856599283386,Iris-setosa
+43,5.551212820411708,2.476619360463689,3.9019829627993015,1.1932325545088975,Iris-versicolor
+44,6.295262819811804,2.717262617991664,4.9007596288204125,1.797450059757463,Iris-virginica
+45,6.591003372087819,3.0,4.389706948992709,1.4221983361240125,Iris-versicolor
+46,5.465742715756042,2.403977730757815,3.6095587654650463,0.990119696375638,Iris-versicolor
+47,5.10563904139896,3.78755451800727,1.6249699275654579,0.19982557955369662,Iris-setosa
+48,7.695718064250123,2.8028037616239008,6.703074507231399,2.037794188524155,Iris-virginica
+49,6.290592723407521,2.5141927708362006,5.005766070265982,1.9374253085330775,Iris-virginica
+50,4.565512204479171,3.170958271767501,1.4041209023398062,0.20060229089249673,Iris-setosa
+51,5.725008244453157,2.871541268528807,4.412390125896692,1.3625891539526025,Iris-versicolor
+52,5.679437540903186,2.7971340023686673,4.477645689354982,1.3082598845116358,Iris-versicolor
+53,5.00198568764294,2.000000497895052,3.3910574936316378,0.8829533506492439,Iris-versicolor
+54,4.595832642640164,3.581158733339365,1.0000003761977676,0.20129400061355443,Iris-setosa
+55,6.714257372076362,2.4904025783266017,5.806137646792692,1.7764098682056368,Iris-virginica
+56,5.512034264927899,2.400603554776467,3.7094633607619523,1.0207149431417002,Iris-versicolor
+57,4.4043421668820635,2.9020503817432934,1.4056026195407343,0.20324099224158254,Iris-setosa
+58,4.389954316168702,2.9241324738644083,1.3807733608062698,0.1986572113435331,Iris-setosa
+59,4.987051045105081,3.4023959979363116,1.5819935732877528,0.4020732030207951,Iris-setosa
+60,6.294531758903978,2.5155651514447603,5.011409658114643,1.9289131118180791,Iris-virginica
+61,4.63411970988099,3.082290998162709,1.458573842939804,0.21432991702072635,Iris-setosa
+62,5.193432924300045,2.7227033190399013,3.9552927293682942,1.4022037496404252,Iris-versicolor
+63,6.3067904359012825,2.6889708368714653,4.881220426848466,1.8112395111757178,Iris-virginica
+64,5.025515484470363,3.3977478785668844,1.5900042158016983,0.44223968668081587,Iris-setosa
+65,5.529566397005271,2.407440053340343,3.692823413470045,1.0260081196109745,Iris-versicolor
+66,6.310690184486646,3.2996622972586107,5.9980617514011945,2.5,Iris-virginica
+67,5.894563806446305,3.1897782700967454,4.790843265231426,1.7833469471066181,Iris-versicolor
+68,6.186179550953912,3.3100181800675803,4.690960630972504,1.6299763214953629,Iris-versicolor
+69,4.888929216277406,3.062032466389967,1.4951408654968399,0.1,Iris-setosa
+70,5.095228977814923,3.509308735319952,1.4049814091424868,0.20376430642750565,Iris-setosa
+71,4.809990497331296,3.4039809092730766,2.0912844141486877,0.19885681402262328,Iris-setosa
+72,4.968400089869208,2.0,3.5705062590616143,1.0496379599602126,Iris-versicolor
+73,6.190942707533564,3.3958944461845206,5.39015977762386,2.280095949887362,Iris-virginica
+74,6.0096860696033625,3.3965037850461184,4.511458239983318,1.6035002730267394,Iris-versicolor
+75,6.163263106320715,3.339183862818267,4.65179410055789,1.6090570945966656,Iris-versicolor
+76,6.276115190199454,3.2933663661537187,6.028291610313596,2.49999975855677,Iris-virginica
+77,7.720507091045949,3.0,6.0870151159619645,2.3051770699799468,Iris-virginica
+78,7.201672846423002,3.2134677789528405,5.94264551309815,1.8034201643486623,Iris-virginica
+79,6.306607861301426,3.401011460937729,5.575384652749147,2.4033745844609564,Iris-virginica
+80,7.602409770076634,3.0,6.592767129778406,2.0827218544012416,Iris-virginica
+81,5.775146015048452,2.7975550609893776,5.082446291025457,2.4108531336688235,Iris-virginica
+82,6.873715973656897,3.1171204919224413,5.097055023751644,2.2839584689602055,Iris-virginica
+83,7.70966552703444,2.6060566700426064,6.9,2.308566575807864,Iris-virginica
+84,7.899998313004532,3.7808893411263056,6.328205053319207,2.00077802435373,Iris-virginica
+85,5.834877816728112,2.799390375373167,5.0923330979593375,2.395726056596837,Iris-virginica
+86,5.527713750769217,3.0,4.474823195852659,1.4845037368302625,Iris-versicolor
+87,5.992969991620237,2.209821590675603,3.98072255123748,0.986538336050961,Iris-versicolor
+88,5.694051122703114,2.9176465382856267,4.006875793315819,1.2948929248737184,Iris-versicolor
+89,6.2917800175367296,2.502386779759284,4.989637536838425,1.877430626196301,Iris-virginica
+90,6.296283838728367,2.8139326183910582,4.658803440255845,1.3825314980714762,Iris-versicolor
+91,4.811044419298087,3.0,1.3981328257662808,0.30841328928796397,Iris-setosa
+92,5.195518160016694,2.6893096987063068,3.889766844453671,1.3972442415369923,Iris-versicolor
+93,4.89383817535125,3.109199586353416,1.492582908244993,0.1,Iris-setosa
+94,5.474037793370677,2.46652222152854,3.7024258722131163,1.0476210335374925,Iris-versicolor
+95,4.908146336446763,3.1117397694158564,1.5190004657584868,0.1000001051704168,Iris-setosa
+96,4.80925084414429,3.4050604755163394,1.6192386813563762,0.2008141825631816,Iris-setosa
+97,6.275302487365441,3.3970456168696552,5.638437720813935,2.4029149734009505,Iris-virginica
+98,5.969071077008373,2.174523351936958,3.9821804860965804,1.0056685970508097,Iris-versicolor
+99,6.599518673832975,3.0,4.416179629508484,1.4067602413968832,Iris-versicolor
+100,4.583361645704388,3.180225455394339,1.3892645213234294,0.20215789197573486,Iris-setosa
+101,7.703232325088335,2.7949518696057813,6.713631957164323,1.9981035902254707,Iris-virginica
+102,6.283192553600491,3.2858946685630404,5.979398662791453,2.5,Iris-virginica
+103,6.207747814841668,3.4037959867348344,5.3599879148562275,2.2776571116757593,Iris-virginica
+104,6.518357355166762,3.0,5.773583777767587,2.1968930860774014,Iris-virginica
+105,6.273111056793186,2.7659406154481894,4.8363257780206315,1.786300286651656,Iris-virginica
+106,7.697056300930168,3.0,6.147141976641843,2.295463725118242,Iris-virginica
+107,4.874207220226002,3.1007102716029857,1.494496073615178,0.1,Iris-setosa
+108,7.20467344363644,3.1971019048298257,6.014333353372252,1.7995387376080416,Iris-virginica
+109,5.609272226388702,2.494636230529036,3.9295379220954807,1.1184859683571284,Iris-versicolor
+110,6.123570994638053,2.8954204440272697,4.700708662988053,1.3795018944550337,Iris-versicolor
+111,6.534005566532913,2.7819353736396626,4.62231667048395,1.48580570025528,Iris-versicolor
+112,5.484437544339071,4.2,1.4103878219111459,0.20357013077324093,Iris-setosa
+113,5.8222876588112715,2.706566338160651,5.096964471101575,1.8939222508325022,Iris-virginica
+114,5.93641538748711,2.9070288928570123,4.484311971209616,1.4776819921126303,Iris-versicolor
+115,5.183267516909066,3.4041739119100614,1.3952376952062573,0.19951604143941987,Iris-setosa
+116,4.300000704790219,3.0,1.1011405312176588,0.10000009689777403,Iris-setosa
+117,5.669329203026632,3.769901281308684,1.7010021472304342,0.3626011330222876,Iris-setosa
+118,4.3,3.0,1.094133070194164,0.1000001013777296,Iris-setosa
+119,4.792818002573318,3.0,1.395337998389146,0.29009530949648954,Iris-setosa
diff --git a/iris/tab_ddpm/0/21/test.csv b/iris/tab_ddpm/0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/21/train.csv b/iris/tab_ddpm/0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/21/val.csv b/iris/tab_ddpm/0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/22/synth.csv b/iris/tab_ddpm/0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a750385fc34acefb6dce96d84416c271bb538de1
--- /dev/null
+++ b/iris/tab_ddpm/0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.215677305531797,2.7770729723824883,4.820046212684142,1.7921535525311332,Iris-virginica
+1,5.992494898276268,2.8921188256843497,4.57048630177892,1.4472155595172649,Iris-versicolor
+2,5.1076319874763225,3.296708125622146,1.7444680339837242,0.5757159785901178,Iris-setosa
+3,5.867844597998031,3.201842053465589,4.834131779915051,1.7801761979184791,Iris-versicolor
+4,5.977379640152297,2.216631248285406,3.9712420109169164,1.0082748803993098,Iris-versicolor
+5,7.658890761099785,2.8814083181545773,6.653064864716249,2.03472653194031,Iris-virginica
+6,5.680466285784373,3.813839478635389,1.6504179959861731,0.3211692295573321,Iris-setosa
+7,5.493259722011084,4.2,1.4130964987064467,0.20460859441192839,Iris-setosa
+8,6.116576247530674,2.8108402810868114,4.682727257031022,1.170027177102722,Iris-versicolor
+9,6.779100962727369,3.196653064973145,5.831925081923348,2.296793810665011,Iris-virginica
+10,6.021180233268748,2.8909429519698993,4.547259492984195,1.4751525300355894,Iris-versicolor
+11,5.93785349348034,2.9053575405470133,4.495641936102866,1.5023835030963923,Iris-versicolor
+12,5.459885684924867,3.0,4.497072017149075,1.5027326893265338,Iris-versicolor
+13,6.104771632601166,2.6010019812412764,5.607618373624654,1.3883522610173926,Iris-virginica
+14,5.087413960662421,3.5222986675732897,1.3946012039982865,0.20093057732360967,Iris-setosa
+15,6.1077802063087825,2.815172102432834,4.763616435891254,1.2245006190461865,Iris-versicolor
+16,4.856889018468006,3.008938603364012,1.4523735087909648,0.1,Iris-setosa
+17,6.700175053276745,3.1156904168136,4.694794187407844,1.508936720995451,Iris-versicolor
+18,6.595799590926984,3.0,4.409932375632771,1.3990238389247949,Iris-versicolor
+19,6.067876013068099,2.807564864361688,4.685612584239737,1.2359557721752263,Iris-versicolor
+20,6.658172496809471,3.1937973400860127,5.292152673669132,2.0079438597598505,Iris-virginica
+21,5.1889283887051185,2.696860569667428,3.8791786076438624,1.412728449412248,Iris-versicolor
+22,6.292709682592567,3.3025308550999073,5.96208654243532,2.5,Iris-virginica
+23,6.4133408989182765,3.1916627939677698,5.266327174237405,2.2707714946946713,Iris-virginica
+24,5.513084709192842,2.463338418566874,3.873620667556303,1.2030414968376353,Iris-versicolor
+25,6.143637228456825,2.8774712588277054,4.716779774204185,1.3466068553360067,Iris-versicolor
+26,7.621235642819021,3.0,6.610609810322303,2.0991908991080153,Iris-virginica
+27,4.800405023876003,3.0,1.3826794832602785,0.1000001251946579,Iris-setosa
+28,6.3175741466973365,3.2983769898619606,6.09454572069758,2.5,Iris-virginica
+29,4.392763676646426,3.2066399056856163,1.2819688246233367,0.2001353842059001,Iris-setosa
+30,6.689655190583918,3.0932876453642986,4.694723759603534,1.4995274614961194,Iris-versicolor
+31,5.5273796004499385,3.0,4.512532109672143,1.5211382110536023,Iris-versicolor
+32,6.50458526743454,2.8010438272319567,4.614301043563634,1.50614053589792,Iris-versicolor
+33,5.001614430950138,3.0,1.5955838952785704,0.20012806895438562,Iris-setosa
+34,7.252232363420485,3.186855278169533,6.041658457271068,1.7883990978536581,Iris-virginica
+35,5.688588107176072,3.0,4.185222916424514,1.180169548628486,Iris-versicolor
+36,5.614878615042623,2.908611424743509,3.706185381503096,1.3172415735065468,Iris-versicolor
+37,7.635470019194313,2.941098578642861,6.610675388427215,2.0947059816565656,Iris-virginica
+38,6.9186801730676715,3.10073327455608,5.098349754752562,2.2907345020342085,Iris-virginica
+39,4.805274377528618,3.4011339797088858,1.5972157678396928,0.20101250222192293,Iris-setosa
+40,5.608846228400138,2.5034440185752684,3.910176744516485,1.0895140904628422,Iris-versicolor
+41,5.545895843271478,3.0,4.501548261605188,1.4904898855785889,Iris-versicolor
+42,6.33696673927259,3.28412105795682,4.705544232670545,1.603934354280226,Iris-versicolor
+43,6.054151087973067,2.9143103690453986,4.587252774448943,1.4596603991647765,Iris-versicolor
+44,5.730141864483744,2.8072446322443927,4.532839409453359,1.2807320400289328,Iris-versicolor
+45,5.4869814858755666,3.0,4.490916999764517,1.5058780000715684,Iris-versicolor
+46,5.105945129476655,3.496085344990023,1.4019824046109386,0.20031133683409363,Iris-setosa
+47,5.512073471758223,2.414001269199362,3.7351108509098143,0.9790479761764306,Iris-versicolor
+48,6.760853220387621,2.8077349394742304,4.775219599595437,1.4137316384930823,Iris-versicolor
+49,6.101229388200742,2.6023058415885765,5.5684969410680205,1.3867729374322189,Iris-virginica
+50,6.011374672283135,3.394517272533924,4.518478724651817,1.6010451695885708,Iris-versicolor
+51,6.1889376466492045,3.400589868404944,5.444600295377814,2.3022757478227547,Iris-virginica
+52,5.791077952934199,2.689289855184889,5.113219044064152,1.8911712540399357,Iris-virginica
+53,4.981825522289572,3.398964623086664,1.9093760246697613,0.3562277086737511,Iris-setosa
+54,4.6096041783029875,3.1999043639831575,1.378830783744419,0.19794322749184684,Iris-setosa
+55,6.01086460976723,2.1992246160534195,5.004665768128846,1.504865524534671,Iris-virginica
+56,6.205147466318523,3.398080866229707,5.4030315788630405,2.296112673939589,Iris-virginica
+57,4.400735658958488,2.9110918872103886,1.3954940325558687,0.19843377494971054,Iris-setosa
+58,6.081691704233123,2.8567970899961956,4.68652874939099,1.35451891682313,Iris-versicolor
+59,6.257594015603805,3.309931683145248,5.982612757122854,2.499999815815782,Iris-virginica
+60,6.2673878882158425,2.755497215174438,4.844447940079384,1.7992362782491855,Iris-virginica
+61,5.628581179963052,2.9173984105833703,3.673439894366303,1.3091810013866645,Iris-versicolor
+62,4.800657832436987,3.398893381021056,1.5973591768344213,0.20101711069212883,Iris-setosa
+63,7.696137258751757,2.602862092941036,6.899999013501344,2.3026329064780473,Iris-virginica
+64,6.233471953337268,3.3945232486444348,5.3950910520553155,2.2633891369114743,Iris-virginica
+65,5.801609636733071,2.788448027720317,5.099833440144244,2.4053100814633983,Iris-virginica
+66,6.6802759246216965,2.4926613857668687,5.795739908831531,1.780675393684239,Iris-virginica
+67,5.968951507515227,2.887027531932249,4.485513791186736,1.491607352753722,Iris-versicolor
+68,5.118457191260198,3.4840673517134193,1.4111388669784377,0.204590917389409,Iris-setosa
+69,5.147219838921534,3.8002252731139063,1.6297307190267036,0.20263893767881613,Iris-setosa
+70,6.0791956871779265,2.901812005390129,4.719573029715842,1.3690841051674487,Iris-versicolor
+71,4.412849210446375,2.940571223332273,1.3950583225966466,0.20174295192717906,Iris-setosa
+72,5.8013348604960795,2.809138925863661,5.1736842734555,2.4006453608831415,Iris-virginica
+73,4.590706500011241,3.213107026190687,1.3839453756993874,0.1983202780545632,Iris-setosa
+74,4.984285075856018,2.000000493209349,3.414691495023318,0.9723963236576691,Iris-versicolor
+75,4.801255490059806,3.0,1.3942595142099488,0.10000010338802091,Iris-setosa
+76,4.981915129574871,2.0,3.56816084305738,0.9596761418228299,Iris-versicolor
+77,7.692613423058888,3.0,6.0978894039110205,2.304974715388877,Iris-virginica
+78,5.389474280309075,3.406149682864319,1.5112585608290938,0.3801005163833049,Iris-setosa
+79,4.3,3.0,1.0855131757666439,0.1,Iris-setosa
+80,5.028516242365802,3.5904697134019914,1.4020482591774814,0.19945840291849218,Iris-setosa
+81,5.674937768863014,2.939904024962617,4.2188660798752045,1.3070757017473311,Iris-versicolor
+82,6.799563741930138,3.198419998135819,5.850329438325069,2.3122219514528095,Iris-virginica
+83,4.396425640955588,3.1967516236872777,1.302592852979011,0.1983139903609644,Iris-setosa
+84,6.548434952258377,2.7823456074113277,4.6203376010697355,1.488163134498355,Iris-versicolor
+85,7.899998479085175,3.7474332677514495,6.399949536015063,1.9785061541156803,Iris-virginica
+86,5.825990644927018,2.7066388866632405,4.108966981649278,1.0082576922527926,Iris-versicolor
+87,6.9369712055505195,3.2028687302896515,5.707549149784387,2.2967937668814735,Iris-virginica
+88,6.719499434177134,2.49599136989543,5.8068717796137665,1.7992654492950593,Iris-virginica
+89,5.621618948490099,2.905186978764926,3.662924096764012,1.3011299995471346,Iris-versicolor
+90,4.300000623476467,3.0,1.0896008090625202,0.10000009684423146,Iris-setosa
+91,6.261779389466162,3.326118543207616,4.67715437132648,1.6022097373012008,Iris-versicolor
+92,5.680733956305156,2.9374173932089707,4.138251417665309,1.2867693094350217,Iris-versicolor
+93,4.617725012131253,3.143035924969833,1.4330268210658357,0.2112517355182403,Iris-setosa
+94,6.201573893773728,2.821515710172088,4.806831739875207,1.8061286421202167,Iris-virginica
+95,5.785024277856427,2.6757895916417316,4.098545199562459,0.940692970981908,Iris-versicolor
+96,4.406072798245392,3.1837762964740812,1.3142452880576618,0.20109689475591183,Iris-setosa
+97,5.0309367676111565,3.545868259794383,1.403445756007557,0.20266946022266374,Iris-setosa
+98,6.894504295814807,3.0939953111845626,5.132144122024208,2.2979345917762792,Iris-virginica
+99,6.607135418752391,3.0,4.414344686819031,1.4078866562872827,Iris-versicolor
+100,6.950851779418636,3.1045351176373988,5.125177972771065,2.2991672036491244,Iris-virginica
+101,4.80019915831251,3.0,1.3984332647362439,0.1,Iris-setosa
+102,4.597411228292507,3.549758191508206,1.000000369052684,0.20514273425943727,Iris-setosa
+103,5.615184512645873,3.0,4.40704798663759,1.4242744857532392,Iris-versicolor
+104,5.4907685275238745,4.2,1.4014168844765906,0.19260652362712274,Iris-setosa
+105,6.051945253100577,2.8986560915683257,4.664694207239787,1.3981230873180155,Iris-versicolor
+106,6.80214853167628,2.789861886731742,4.788639639923878,1.3963302346377493,Iris-versicolor
+107,7.694024317972458,2.5747812869228213,6.9,2.313380808318873,Iris-virginica
+108,5.594069032261779,2.9108675301414455,3.604014536316681,1.2890055720120914,Iris-versicolor
+109,5.484344201267994,2.383989940879486,3.681481426709646,1.0171800537960898,Iris-versicolor
+110,6.269444974002801,3.293392911087184,5.97781134760896,2.5,Iris-virginica
+111,5.491594862075439,4.2,1.3965531447161712,0.20224543190871844,Iris-setosa
+112,7.690412129400313,3.0,6.142496551114208,2.300775823349411,Iris-virginica
+113,6.870093540462347,3.194173251452817,5.797229640542733,2.2972100874694674,Iris-virginica
+114,7.68905076863349,2.6100582711066,6.899998551292263,2.310168645743382,Iris-virginica
+115,6.939127463788926,3.163486552107136,5.531957093294563,2.2979175992793226,Iris-virginica
+116,6.776519366343922,3.2197682434865884,5.8534345176946205,2.2477401516240882,Iris-virginica
+117,5.4941792285484725,2.509573160257718,4.017577659565511,1.3043843413737404,Iris-versicolor
+118,5.774103794374638,2.6955896410844966,5.099111211073095,1.8963546594381597,Iris-virginica
+119,4.878477361866207,3.0727251038022745,1.475391922765526,0.10000009328299786,Iris-setosa
diff --git a/iris/tab_ddpm/0/22/test.csv b/iris/tab_ddpm/0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/22/train.csv b/iris/tab_ddpm/0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/22/val.csv b/iris/tab_ddpm/0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/23/synth.csv b/iris/tab_ddpm/0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a2a39717fe4f1dc94fcea66d1271eb31cd1994d4
--- /dev/null
+++ b/iris/tab_ddpm/0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.753438975998085,2.803364832426139,4.5147149044892245,1.305402299384813,Iris-versicolor
+1,6.605506261528847,3.0,4.389517457852396,1.3966404296893329,Iris-versicolor
+2,6.187933265490628,3.3478397592309816,4.636187203338805,1.6080533774363575,Iris-versicolor
+3,5.372046180133959,2.7227879714929806,4.004821369155034,1.399810606027634,Iris-versicolor
+4,7.712610663253614,2.5950404264205313,6.9,2.2876857752125437,Iris-virginica
+5,5.904663080322613,3.209198696710277,4.801904221056013,1.8138664535604385,Iris-versicolor
+6,5.402556738260033,3.8929475131797213,1.296915133299834,0.3839767665267547,Iris-setosa
+7,6.290665610976856,3.3967185908505497,5.576227256439693,2.39240094004362,Iris-virginica
+8,5.9951581397187494,2.195514238019899,5.035479924303953,1.4936624338300373,Iris-virginica
+9,5.495824805283832,2.4231602798047938,3.737621015238572,1.0148477344476088,Iris-versicolor
+10,5.114537391940635,3.305601072639898,1.6768675564908435,0.5281968337923504,Iris-setosa
+11,5.421810596953305,3.0,4.553249471797508,1.4898931375374962,Iris-versicolor
+12,5.002656722498594,2.0,3.3231275310734487,0.9442128136253156,Iris-versicolor
+13,4.807520845337438,3.40035955566209,1.9998984974785694,0.19883643870715512,Iris-setosa
+14,6.784326920636929,2.786023945532341,4.796114868679824,1.3928790607685961,Iris-versicolor
+15,6.734085212224728,2.514209347614431,5.849851198578452,1.807372230328099,Iris-virginica
+16,6.4919372333492875,3.2029149692774426,5.108467310581048,2.006843859637443,Iris-virginica
+17,4.528982160322638,3.2189579477947077,1.3669341678688478,0.19892932241516897,Iris-setosa
+18,6.705015173024963,3.0,4.994283958142839,1.7074230693002237,Iris-versicolor
+19,6.334431456867971,2.5207610423839513,4.989441094997521,1.8944007637597802,Iris-virginica
+20,6.794231900466923,2.802041570664161,4.796960761861573,1.4102113350142924,Iris-versicolor
+21,5.958754810979299,2.8875856501404407,4.4775992608165245,1.4880472799658158,Iris-versicolor
+22,4.802051912535265,3.0,1.4001462618989313,0.2779614108870007,Iris-setosa
+23,4.3000006172127545,3.0,1.0918626346408702,0.1,Iris-setosa
+24,5.105870585977659,2.510195940173944,3.102202170248127,1.1376985882483972,Iris-versicolor
+25,6.177663449517093,3.401456774567144,5.386311094554316,2.2957379855159883,Iris-virginica
+26,6.710017213860704,3.123148483539934,4.679522504785715,1.4941905431128248,Iris-versicolor
+27,6.791335086909523,2.812642715088749,4.775609077049446,1.3849007312439756,Iris-versicolor
+28,6.483093540265707,2.7997101922604872,4.559594303735335,1.502139425644524,Iris-versicolor
+29,6.805997024687361,3.2033577790009966,5.871619962055194,2.284924446260296,Iris-virginica
+30,4.3,3.0,1.0922493828365427,0.1,Iris-setosa
+31,5.120825435874528,3.463669582657322,1.390870170334718,0.20078123282706128,Iris-setosa
+32,4.394618316400191,3.2048281092930955,1.3153866641203718,0.20195031430448832,Iris-setosa
+33,6.7274825276315715,3.096088813733006,4.656023377598228,1.4847286851755996,Iris-versicolor
+34,6.318250134862692,3.2991059838429067,6.025868629750693,2.4999998082644104,Iris-virginica
+35,6.899448801332394,3.112593461113689,5.099191594079639,2.302441942168496,Iris-virginica
+36,5.490586905907434,3.0,4.490146558766195,1.5043054665005064,Iris-versicolor
+37,4.592822909869961,3.6074669570188322,1.000000399159112,0.19831625280423287,Iris-setosa
+38,7.700173963481993,3.0,6.065876789128211,2.2967247631839656,Iris-virginica
+39,4.874431987892142,3.0537951270785095,1.478282219983356,0.10000009049799687,Iris-setosa
+40,5.5075187742566944,4.2,1.384435843448357,0.19494946001790217,Iris-setosa
+41,5.82010530929053,2.832904157711266,4.552321416898785,1.3513785818293524,Iris-versicolor
+42,5.097691911689376,3.473912614001797,1.4006043097301146,0.20195395284619577,Iris-setosa
+43,4.595354805810422,3.5989395805130053,1.0,0.19545509982782977,Iris-setosa
+44,4.798898641730524,3.399060427886329,1.8351371794859825,0.20030794462069845,Iris-setosa
+45,6.2841936733503285,2.706850753104457,4.893469648286672,1.7887518797036257,Iris-virginica
+46,5.893619125655892,3.194486943692712,4.794585049598895,1.8047945839221187,Iris-versicolor
+47,5.588889297425663,2.887344603644006,3.573800727326264,1.280490936682871,Iris-versicolor
+48,4.4026429257808495,2.91589017135562,1.4023410462981987,0.20030597074998344,Iris-setosa
+49,6.695529580055732,3.084103565422248,4.685003494588638,1.4809927964608238,Iris-versicolor
+50,5.858384637165432,2.8694627270005553,4.344714922464396,1.4026949710553018,Iris-versicolor
+51,6.223123751960555,3.399227165493269,5.39613594740893,2.3081119347177337,Iris-virginica
+52,6.097104546386146,2.6103782783780565,5.591532165074278,1.4026738230832196,Iris-virginica
+53,4.396479357772939,2.8969792489218436,1.3754957914760972,0.1973546261468157,Iris-setosa
+54,6.7036025245636095,2.462590459002355,5.8645231192113245,1.8009359489085708,Iris-virginica
+55,6.166071834265182,3.4001942813447474,5.37281314674952,2.296763869974945,Iris-virginica
+56,5.9933499132465835,2.2054796257205176,5.008130876700583,1.4936191542693034,Iris-virginica
+57,4.398854271075902,3.1950190710264113,1.2959970995244792,0.20156096693437825,Iris-setosa
+58,4.628999724795127,3.1055368805092782,1.5028911500442805,0.19841628826498775,Iris-setosa
+59,4.952916474615152,2.0,3.2361586489791576,1.0169692018999306,Iris-versicolor
+60,6.199392517316757,2.7966717328215127,4.807438524550589,1.7926741402867263,Iris-virginica
+61,6.717908880696292,3.0,5.009001840244777,1.7198208248481346,Iris-versicolor
+62,6.276144694006718,2.7600726938387194,4.834363537114668,1.7686014467673117,Iris-virginica
+63,6.693440026726264,2.501398156230557,5.768974092334068,1.7961798991250721,Iris-virginica
+64,6.490829739439688,2.796323755359124,4.589390944656706,1.5069796446301835,Iris-versicolor
+65,6.202522922766599,2.791645990543204,4.796213654703626,1.79049777723904,Iris-virginica
+66,5.105121518278996,2.4951155361410393,2.791826443341588,1.0803094418403698,Iris-versicolor
+67,5.095457264443975,3.7993724306376837,1.6241018047457298,0.20178043269174473,Iris-setosa
+68,7.704714323558623,2.617114196226484,6.9,2.3017212236690003,Iris-virginica
+69,4.8055407038892195,3.402098214268899,1.5986396500132407,0.20216785453224442,Iris-setosa
+70,7.7481057062376735,2.572298530682021,6.9,2.3065822687015594,Iris-virginica
+71,5.790895623103504,2.707760757600457,5.114153609370334,1.9198118056339792,Iris-virginica
+72,6.070324588345283,2.893055965883851,4.636740898831668,1.463087787175774,Iris-versicolor
+73,6.617675673478604,3.0,4.407417064190049,1.3996463948940883,Iris-versicolor
+74,5.090510763028988,2.4715634281663963,3.009817506659618,1.109719403808455,Iris-versicolor
+75,6.0816383799970914,2.8368498151724717,4.685773961635649,1.3310498243692055,Iris-versicolor
+76,6.2711208204762805,3.2920590609863276,6.042154866357071,2.5,Iris-virginica
+77,4.804432209683655,3.0,1.3947310042524546,0.319202255139199,Iris-setosa
+78,6.557892771576469,2.881950435205369,4.560524303718784,1.4743058629108672,Iris-versicolor
+79,5.610652305009878,3.0,4.524482665772171,1.4747685369506776,Iris-versicolor
+80,6.097716864467007,2.9188415965976717,4.694506361682449,1.4344776241282893,Iris-versicolor
+81,6.094835354474222,2.5979528751473446,5.578488548531347,1.4113461798202087,Iris-virginica
+82,7.5908894815182775,3.0,6.608081257725856,2.104138178814504,Iris-virginica
+83,5.500915421075786,2.508102648748223,4.0389990109966805,1.314295867492016,Iris-versicolor
+84,5.4942911577836435,3.0,4.499551050278865,1.4836463033941063,Iris-versicolor
+85,6.216217114664634,3.3997430806989715,5.356331972021007,2.2968048561115495,Iris-virginica
+86,4.39402493127941,2.884296450357243,1.4026219641736077,0.19640449221600126,Iris-setosa
+87,4.592766893315101,3.1045305007621304,1.4865058466083918,0.19777727682388668,Iris-setosa
+88,5.888304477922238,3.2009192409456553,4.820796187046882,1.8093232314583454,Iris-versicolor
+89,7.692535968376592,3.0,6.212189725084781,2.268622312030978,Iris-virginica
+90,6.7027205857773575,2.500942371619474,5.8190890586301105,1.7984808891641517,Iris-virginica
+91,6.541390843808934,3.0,5.803366034191455,2.1827621782172977,Iris-virginica
+92,5.833224263544903,2.896966165498143,4.355488093800182,1.4235851418336316,Iris-versicolor
+93,5.992054492145081,2.2106872117095824,5.025951659174038,1.4987667048043183,Iris-virginica
+94,5.011297494094325,3.4014354653301306,1.5962730730631294,0.48229010772668446,Iris-setosa
+95,4.802526532573627,3.0,1.3963691092025177,0.1000000938093268,Iris-setosa
+96,5.6978644045490165,3.0,4.18623795373825,1.1968238709108716,Iris-versicolor
+97,5.522116139796293,2.5114822081855888,4.05784547186604,1.3011441957051242,Iris-versicolor
+98,6.18319710053655,2.8055221642126202,4.782674502483147,1.8100145034798252,Iris-virginica
+99,6.319308560146603,2.702609270906275,4.901473044321157,1.7863922692623395,Iris-virginica
+100,6.51128193636937,3.212931624532883,5.104749671710207,1.9949003922206028,Iris-virginica
+101,7.7105751211528615,3.0,6.149668978983625,2.2934898814457503,Iris-virginica
+102,6.299119101881754,2.5115003576532167,4.989652743825503,1.8902370382833706,Iris-virginica
+103,6.093807384975475,2.9175936362214276,4.680559420237652,1.4315147182413201,Iris-versicolor
+104,5.169265928501508,3.410852943764765,1.4061099066246077,0.19913316140962256,Iris-setosa
+105,6.220077683536867,3.396291381964667,5.412031038676918,2.2925378566277486,Iris-virginica
+106,6.330811117118228,3.326556214713423,6.024430066075204,2.5,Iris-virginica
+107,4.610008998555845,3.609162679501004,1.0000004554808857,0.20436302644992727,Iris-setosa
+108,7.717230904500412,2.796060468232512,6.714607569489733,2.001316046298709,Iris-virginica
+109,6.313859448290885,2.697599398850713,4.9043446393118435,1.795852511130046,Iris-virginica
+110,4.605934694454516,3.2007768630159825,1.4032616105567337,0.201284149850501,Iris-setosa
+111,6.0509843606356934,3.3889155601095453,4.550061324002684,1.5960855550011475,Iris-versicolor
+112,5.21206324054043,3.4083794124826348,1.4016896625984978,0.20177827115207655,Iris-setosa
+113,6.126952641358699,2.887203113306879,4.7138606946528805,1.369886661444591,Iris-versicolor
+114,6.88521826560846,3.1122041302367727,5.136792347260655,2.3036138290853385,Iris-virginica
+115,4.978234489960713,3.3984961610555398,1.6816303777100634,0.38761347681031966,Iris-setosa
+116,5.769347955891913,2.81030750441283,5.070718551963907,2.397694708122291,Iris-virginica
+117,5.696469736284676,3.7466792594031757,1.635034491501919,0.2715737192173674,Iris-setosa
+118,5.006793029314188,2.0000004781003446,3.4095333138638706,1.0188245423380713,Iris-versicolor
+119,5.535982360153302,3.0,4.48996078227529,1.498470122994671,Iris-versicolor
diff --git a/iris/tab_ddpm/0/23/test.csv b/iris/tab_ddpm/0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/23/train.csv b/iris/tab_ddpm/0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/23/val.csv b/iris/tab_ddpm/0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/24/synth.csv b/iris/tab_ddpm/0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aaf0ae39afecbf05e7407b59f062c36c67ce1939
--- /dev/null
+++ b/iris/tab_ddpm/0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.796157350809377,3.401915527122652,1.826226591297039,0.1986074302133079,Iris-setosa
+1,4.990489639542256,2.000000452412727,3.524720440182956,0.9733594478546712,Iris-versicolor
+2,6.798840894059759,3.1685909664066396,5.680797293584455,2.3023720518933053,Iris-virginica
+3,6.441065541909805,2.475650152229052,5.099735944462387,1.847646629576712,Iris-virginica
+4,5.377005727170233,3.0,4.4925779922725715,1.4919102483390205,Iris-versicolor
+5,4.588104656007442,3.171696134975631,1.4015261591701123,0.19853035759843254,Iris-setosa
+6,6.002991236137422,2.190095851049083,5.000038506526167,1.4830310841508654,Iris-virginica
+7,7.899998977632954,3.8143622498445025,6.4082497333041015,2.012055798471352,Iris-virginica
+8,6.765659023240324,2.8063602864945825,4.745370392146928,1.4162224202749156,Iris-versicolor
+9,6.020269945810823,2.9070823142619298,4.520095525153144,1.4978160485026726,Iris-versicolor
+10,5.568715711594041,2.4912494685534305,3.8678939485793418,1.0787374949938138,Iris-versicolor
+11,5.640879795444828,2.9467200833219933,3.790362907153361,1.2760178701724647,Iris-versicolor
+12,6.105787287595322,2.7985095830003353,4.713114994347937,1.2194754818455227,Iris-versicolor
+13,5.746886236637032,3.0,4.180393084467521,1.2468120097420585,Iris-versicolor
+14,7.676408044641678,3.0,6.227305953849191,2.2425015243059905,Iris-virginica
+15,5.68558456739549,3.0,4.228500642594963,1.2424043793664776,Iris-versicolor
+16,7.178386787880413,3.1854991186222223,5.966919912649782,1.7833787143429287,Iris-virginica
+17,5.7492957033106515,2.676807223747438,4.083384195217706,1.0018143426657533,Iris-versicolor
+18,4.9865453818942544,3.0,1.5953380455078632,0.2037272019434929,Iris-setosa
+19,5.787416851327204,2.699101641230216,5.099046555000399,1.8920947476380097,Iris-virginica
+20,4.583926639842343,3.6284016556438794,1.0,0.19793504766468167,Iris-setosa
+21,5.783390031266587,2.794580993138819,5.091091861772364,2.3975840793933676,Iris-virginica
+22,6.662774972788865,3.142210890947662,4.716030123811582,1.517456860569588,Iris-versicolor
+23,4.394122034703559,2.865684850492486,1.4018002844190653,0.20034932755728344,Iris-setosa
+24,5.524937045399834,2.411155686933264,3.6965851049825322,1.0306594870690258,Iris-versicolor
+25,5.180649738705414,3.4073221563091245,1.4008804195714084,0.1988201155361207,Iris-setosa
+26,4.596688230541313,3.1394118592949405,1.3936767540060846,0.20125644846375726,Iris-setosa
+27,4.602780522477357,3.5548607634759875,1.0000003896079328,0.19609820486418528,Iris-setosa
+28,6.805275738976798,3.2024660194947954,5.858740391973722,2.267428489432202,Iris-virginica
+29,4.3,3.0,1.0956286241061133,0.1000001087594508,Iris-setosa
+30,5.205017713834122,2.6888440790953636,3.851645794009549,1.386284421373036,Iris-versicolor
+31,4.899072811120018,3.0779947598318427,1.4781219334762332,0.1,Iris-setosa
+32,6.561638047203724,3.0,5.791630444489247,2.215425463915557,Iris-virginica
+33,4.993799384380897,3.6755784455383322,1.4590725725827909,0.2006492442985324,Iris-setosa
+34,6.321187944244534,3.3036498157009992,6.056062994382404,2.5,Iris-virginica
+35,5.680621936719887,3.0,4.1618390027356185,1.2224955477589743,Iris-versicolor
+36,5.586209339116729,2.464982828298961,3.8303837090629664,1.080120932973224,Iris-versicolor
+37,5.47641731802883,4.199999143219444,1.3873138574846864,0.20288107575759728,Iris-setosa
+38,6.626284807715306,3.0,4.5019128461964675,1.4706236318126542,Iris-versicolor
+39,6.011234921256823,2.896984901741056,4.508277543608729,1.5026367422404434,Iris-versicolor
+40,7.612876760359492,3.0,6.588128655496431,2.0841662691910297,Iris-virginica
+41,6.34435792004523,2.7243834053011273,4.882341632620971,1.7956144820793094,Iris-virginica
+42,6.214938594168984,2.8157749543520234,4.791083401131769,1.8107165331416202,Iris-virginica
+43,5.520696695314346,2.4344139393184463,3.7232647024381835,0.9929026070546245,Iris-versicolor
+44,7.712684687688331,2.7887005255980735,6.687103318736598,2.040544637598088,Iris-virginica
+45,6.010722830331518,2.9009174159441753,4.513923198997915,1.5130040508431857,Iris-versicolor
+46,4.877708622941448,3.091860426135808,1.492435764125663,0.1,Iris-setosa
+47,4.610324669409812,3.5865362830774234,1.000000391968147,0.201118801733765,Iris-setosa
+48,6.107714720226501,2.600636939669671,5.586897588926155,1.397454745008704,Iris-virginica
+49,7.689949925414187,2.604732230397817,6.9,2.2849692873110143,Iris-virginica
+50,6.510956873674279,2.802654258190706,4.624290950682763,1.4982697252775266,Iris-versicolor
+51,5.3804713548469145,3.3955890023496185,1.4868468778974557,0.3568186257012996,Iris-setosa
+52,4.9855268108912405,3.395934387230265,1.5888142276442345,0.4509714290090625,Iris-setosa
+53,6.422167037778225,3.2059714133015604,5.277448559938928,2.3090385036270478,Iris-virginica
+54,6.140782018325717,3.3406205238758924,4.620817664870996,1.6087928023804587,Iris-versicolor
+55,6.731694949528146,3.172633963645983,5.623004716895003,2.2846990403423284,Iris-virginica
+56,5.531673783501853,2.4444277163446273,3.7853235305707353,1.0256346928193878,Iris-versicolor
+57,6.025244500166301,2.870222830136511,4.620859458277072,1.348180289869673,Iris-versicolor
+58,6.3053446666728075,2.703475038340465,4.895645206741148,1.8012950613406973,Iris-virginica
+59,6.068608391459487,2.90448596768763,4.62970968481633,1.4592307297687455,Iris-versicolor
+60,5.174985582544868,3.4044666388652023,1.386783378362679,0.2009318561653888,Iris-setosa
+61,6.68080267214865,3.1309637364738023,4.708130732594506,1.5146067857712562,Iris-versicolor
+62,6.2530833560273456,2.727826240888005,4.86026305784236,1.7998110455985143,Iris-virginica
+63,6.35525396383579,3.2907580782638877,4.725641939312327,1.6036497555976086,Iris-versicolor
+64,5.0789382322963545,2.5192771397651703,2.95185093078806,1.1094186140428433,Iris-versicolor
+65,6.000059934742376,2.8904630840144474,4.510237345750878,1.4919112946223527,Iris-versicolor
+66,4.300000549059075,3.0,1.1002396242046166,0.10000011975920707,Iris-setosa
+67,5.563508767961843,2.463467265293632,3.894287577337625,1.1802459728743426,Iris-versicolor
+68,6.723783962635977,3.0945033114370046,4.716081075731302,1.503614235352218,Iris-versicolor
+69,4.51523230448325,3.1944117746251663,1.3640620133340473,0.1984874630216537,Iris-setosa
+70,5.534242364078921,2.4138941917890397,3.7832744713657833,1.0046857322355884,Iris-versicolor
+71,4.800465475583559,3.0,1.4062152724495882,0.312585296681085,Iris-setosa
+72,5.377269414481544,3.893062149755293,1.3028285984127361,0.4232338598593488,Iris-setosa
+73,6.281336839854839,3.296189739609159,5.949341871882717,2.5,Iris-virginica
+74,7.9,3.7785667249379395,6.419012237796143,1.985360475591409,Iris-virginica
+75,5.772531022221441,2.6982849783017184,5.089758347910738,1.9070656093260727,Iris-virginica
+76,6.390446284254823,3.20633435175221,5.31627103512308,2.3039070807002866,Iris-virginica
+77,6.007600879050828,3.4005878861119725,4.496094246623539,1.600190720651669,Iris-versicolor
+78,5.3817133039134895,3.400637209301031,1.5039558696111226,0.452299645215991,Iris-setosa
+79,7.691282757264984,2.6054063163858654,6.9,2.2986549804435166,Iris-virginica
+80,4.593846561720473,3.0723449088766808,1.4974389757047115,0.1975448981605512,Iris-setosa
+81,7.687406569586363,3.0,6.132360070929289,2.3004882619331,Iris-virginica
+82,4.9913723448021745,3.399146372162388,1.6211439094347504,0.374573437812313,Iris-setosa
+83,5.545171540587248,2.5002814719680764,3.880073355740412,1.2199202717067386,Iris-versicolor
+84,5.79331549497379,2.705074002059058,5.0989923056707385,1.903717775279479,Iris-virginica
+85,6.002531472129358,2.199157639325479,3.9879316396415363,1.028578635012371,Iris-versicolor
+86,4.787286864961541,3.3985069117263333,1.5891146323796028,0.19414080004299866,Iris-setosa
+87,5.195012326278123,2.7034241882775096,3.9802696757794003,1.4080388011874734,Iris-versicolor
+88,5.418579287690861,3.0,4.475597720018653,1.4929986833252087,Iris-versicolor
+89,6.201026309550387,2.1978691940608575,4.476743279610677,1.5045449818705205,Iris-versicolor
+90,6.175937349199908,2.882308978393374,4.730442336463025,1.348590200633681,Iris-versicolor
+91,5.385434399377812,3.856426685212356,1.3247868413422088,0.37318250281306603,Iris-setosa
+92,6.994514907470107,3.0783683855823116,5.1392297002987855,2.30065887020965,Iris-virginica
+93,5.068004282596307,3.3535358785554115,1.595396935465002,0.388924803999394,Iris-setosa
+94,6.4755161340656855,3.0,5.786914907640713,2.1804236111189508,Iris-virginica
+95,5.324768656603623,2.7257924909413536,3.4343980162156607,1.3470872549413637,Iris-versicolor
+96,6.390737026273137,3.177165813601051,5.301247650481184,2.3013210605217616,Iris-virginica
+97,5.130445624933414,3.2919728287143926,1.5989280189924173,0.5253537972461652,Iris-setosa
+98,5.693664807475295,2.9973576774827766,4.117943318062531,1.2146888592712017,Iris-versicolor
+99,6.396662540690652,3.1854856837130656,5.296015044495065,2.2848926274641745,Iris-virginica
+100,4.888893691235613,3.10439578625096,1.5019712799684848,0.10000009309966934,Iris-setosa
+101,6.670386249826835,2.5094039869397107,5.878931829570194,1.7961040512048387,Iris-virginica
+102,4.587357470219858,3.093358750462381,1.490908174979246,0.19855795365721873,Iris-setosa
+103,6.2960201732627965,2.6687350711004187,4.90048285215979,1.8008092238172249,Iris-virginica
+104,6.337771413116821,3.303483139205431,6.014744971881969,2.499999818639164,Iris-virginica
+105,6.570526517577701,3.0,4.393221242930626,1.3876343640997815,Iris-versicolor
+106,7.692383024429619,2.5932935871389033,6.9,2.3026985443868604,Iris-virginica
+107,5.993944919669898,2.2042251604866796,3.9899396903398525,0.9652227618326861,Iris-versicolor
+108,6.724428912512444,2.4986070741813338,5.804054061926079,1.8402636105530603,Iris-virginica
+109,4.838652558884829,3.403067131373822,1.717952723445397,0.21531770295398875,Iris-setosa
+110,5.637747280487415,2.895016819855594,3.7445248604239447,1.2482297632683341,Iris-versicolor
+111,5.595627167756937,3.0,4.481283784468549,1.4894616230503324,Iris-versicolor
+112,7.696052983357182,2.602606211942165,6.8999988971151165,2.2726593105182484,Iris-virginica
+113,5.167787202479843,2.631492987375953,3.771631060298278,1.3587213066741535,Iris-versicolor
+114,4.599246626448461,3.585143176344951,1.0000004806684155,0.2006703389839366,Iris-setosa
+115,5.720760779738226,2.798319334710542,4.518549525681225,1.271861618837944,Iris-versicolor
+116,5.998399093527904,3.406780093813689,4.5008849436533085,1.5940806196819333,Iris-versicolor
+117,4.399285814704134,3.1957557502577165,1.307702877775674,0.20210986545531207,Iris-setosa
+118,5.09803097990899,2.49857142374974,2.9759406870796363,1.1228246394370194,Iris-versicolor
+119,5.7509809432287655,2.809658786860793,4.514172321366313,1.2676481852838837,Iris-versicolor
diff --git a/iris/tab_ddpm/0/24/test.csv b/iris/tab_ddpm/0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/24/train.csv b/iris/tab_ddpm/0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/24/val.csv b/iris/tab_ddpm/0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/25/synth.csv b/iris/tab_ddpm/0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c57e7e3065088b92695df7149e1e7cbfd827b7fd
--- /dev/null
+++ b/iris/tab_ddpm/0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1031543081876425,3.761934630754984,1.5947712968090966,0.194204624887665,Iris-setosa
+1,6.008960687208277,2.1435469288346467,4.071931203981075,1.020079274580159,Iris-versicolor
+2,4.57312164259083,3.590017633805465,1.0,0.195777166031166,Iris-setosa
+3,7.727413527713281,2.586217266249825,6.9,2.305555378961392,Iris-virginica
+4,6.438657891217142,3.1032276802711865,5.454532157267888,2.2515074329626983,Iris-virginica
+5,6.585046745861145,2.81039573445364,4.649431991613341,1.4891410971810193,Iris-versicolor
+6,7.675700449695801,2.6261613615615205,6.899998658947057,2.301082595433575,Iris-virginica
+7,5.009654756208129,3.0,1.5648816234311547,0.20164203905905675,Iris-setosa
+8,4.985625604249881,3.4049406443117785,1.671754444336951,0.41568987822127024,Iris-setosa
+9,5.794933112419039,2.7985811420513595,5.088556183146055,2.403875288693459,Iris-virginica
+10,5.175627049056871,3.406434179576813,1.404983262154878,0.19719388913444813,Iris-setosa
+11,5.988059786751345,2.1979710934753003,4.010671564463944,0.9333549441928487,Iris-versicolor
+12,6.677070120110019,2.987920774932611,4.560041519800674,1.3985944743624483,Iris-versicolor
+13,5.798160591176556,2.696158349103764,5.099347201870309,1.9130161297380928,Iris-virginica
+14,6.397892170382069,3.196096362197152,5.320421123498805,2.3054207232432886,Iris-virginica
+15,6.686314487749216,3.0,4.980422749796895,1.7015513156111814,Iris-versicolor
+16,6.842695444179437,3.1982147529039797,5.756960600534144,2.2988739746799327,Iris-virginica
+17,7.715045968131069,3.0,6.176369833376084,2.3043462410907645,Iris-virginica
+18,6.807932870324116,2.8040804974839744,4.794802497918708,1.3809514701992887,Iris-versicolor
+19,6.904252976126962,3.087860572992528,5.132587504290374,2.2924306737646765,Iris-virginica
+20,7.1897114658875925,3.1972823587189128,6.011533901026353,1.8192829936179877,Iris-virginica
+21,6.8782686667554644,3.208104798239779,5.799370057038905,2.2938474339115613,Iris-virginica
+22,5.677229366400276,2.82740666397392,4.300889938835926,1.2806375423991208,Iris-versicolor
+23,6.0929834085893635,2.598206896434364,5.641125242805369,1.4304001976914908,Iris-virginica
+24,4.3,3.0,1.0945969389550745,0.1,Iris-setosa
+25,7.718321475621629,2.615613004811248,6.9,2.3044469412580932,Iris-virginica
+26,5.373759711739944,3.0,4.503230153987552,1.4972915914171099,Iris-versicolor
+27,5.5176001322176935,2.427255600203594,3.768689975479345,1.032008551331101,Iris-versicolor
+28,4.997238168003885,3.5681549225553226,1.398271999619905,0.19734290030384738,Iris-setosa
+29,7.705265054879996,2.604595619439332,6.899998782253604,2.299333274065218,Iris-virginica
+30,7.6900093345326495,2.795784238733802,6.678356052894993,1.995416753806567,Iris-virginica
+31,5.834079119611485,2.707236534385821,5.054376352687693,1.8848616605669153,Iris-virginica
+32,6.492578160072442,2.80842919248521,4.595993673548161,1.5000813385557725,Iris-versicolor
+33,4.782690919315538,3.3952190615626536,1.7498198056818082,0.20211354148497868,Iris-setosa
+34,5.992756233568202,2.2001819537597544,4.042974364036276,1.0242107595868637,Iris-versicolor
+35,6.799733061964966,3.2010290425878214,5.843662839112418,2.302091232829438,Iris-virginica
+36,6.406941421070385,2.8507762208270737,4.585519352382364,1.4851302197414114,Iris-versicolor
+37,6.528715031089068,2.797652562311951,4.609241901937185,1.5023475098909682,Iris-versicolor
+38,6.209248527902495,2.2051367975567877,4.482313585914937,1.488567297442413,Iris-versicolor
+39,5.795587541645494,2.702280285292376,5.084746443940203,1.8865142998599942,Iris-virginica
+40,6.69350971048792,2.4942238353569444,5.807686183703772,1.812707454717242,Iris-virginica
+41,6.49808393532758,3.201657827137024,5.096375447439531,2.005383973238834,Iris-virginica
+42,5.792199575589903,2.8498086901752235,4.497818618197211,1.3036919718217248,Iris-versicolor
+43,7.70013649858485,2.8123029349763815,6.710158198214231,2.0299578426516653,Iris-virginica
+44,5.1706186484920815,3.479011871184062,1.399058501259249,0.19900772431418798,Iris-setosa
+45,6.09853895439104,2.599295676721582,5.583684006621222,1.4136213310301498,Iris-virginica
+46,4.856447972575306,3.089522067639324,1.514737598651687,0.10000013225376515,Iris-setosa
+47,5.805476155578811,2.6827365516052515,4.077487560707154,0.9813056966345071,Iris-versicolor
+48,5.196939811617938,2.7137256464733928,3.922546270698051,1.4023262964805452,Iris-versicolor
+49,5.698910055065745,3.8006555743908415,1.785479358381154,0.35480633419332175,Iris-setosa
+50,4.795070697229795,3.4023127745014623,1.6695167463649103,0.19787023027167894,Iris-setosa
+51,6.490188852097169,3.0,5.793535544847035,2.209588378278111,Iris-virginica
+52,4.874024976150943,3.062553050957889,1.4896876842978097,0.10000010611107717,Iris-setosa
+53,6.802048612834329,3.1784284206029794,5.70501206692832,2.297316784178887,Iris-virginica
+54,5.590623136068545,2.482515128773122,3.8346101976429052,1.07369964409194,Iris-versicolor
+55,7.707984242709322,2.5925134821979974,6.9,2.2851406468548103,Iris-virginica
+56,7.6971765040080715,2.5878301300558806,6.9,2.3003124671156026,Iris-virginica
+57,5.402866324562063,3.9221313394401296,1.2783524443295007,0.3591392510953785,Iris-setosa
+58,6.596020437469773,3.0,4.412962865333022,1.4092527935279375,Iris-versicolor
+59,6.702332571859199,3.1030724231005418,4.692674555934454,1.4794360888349278,Iris-versicolor
+60,5.000851867151887,3.3987836852980315,1.59055422767507,0.41854428683772316,Iris-setosa
+61,6.203031103481461,3.4005299120897337,5.383364466339341,2.290707583309651,Iris-virginica
+62,6.588798217827221,3.0,4.355917422591515,1.38948017897746,Iris-versicolor
+63,6.689455285166746,3.0,4.991845234952581,1.7074982869052695,Iris-versicolor
+64,7.183804224917597,3.184147403755753,5.944220270414918,1.8031733763291231,Iris-virginica
+65,6.319395086042342,3.3031263244914095,6.044938075526124,2.4999997770557068,Iris-virginica
+66,6.493937879667583,3.1987161936929924,5.095467375083625,2.004650613673999,Iris-virginica
+67,4.822823734147369,3.0,1.4078292458059456,0.10000010733199707,Iris-setosa
+68,7.710800571014662,2.829993510131879,6.680084390959292,2.0084229114017296,Iris-virginica
+69,6.5001670941235465,3.0,5.7961892484966375,2.183316984259892,Iris-virginica
+70,5.100105608306357,3.805446077721812,1.5956269832101662,0.19811848659795522,Iris-setosa
+71,6.701174546195495,3.099048757245545,4.704246630421683,1.511398509203078,Iris-versicolor
+72,4.8988344412894405,3.0601732917071165,1.4850549439746252,0.10000011229399809,Iris-setosa
+73,5.381510477688434,3.3964607657172956,1.5047036893430965,0.3827033940987727,Iris-setosa
+74,4.793863677197797,3.0,1.4048308154766505,0.10000010591042516,Iris-setosa
+75,6.179567893956391,2.189298995618853,4.503402105013161,1.4898887903362479,Iris-versicolor
+76,5.175632218191088,3.410459804894095,1.3890692956918316,0.1980247237415801,Iris-setosa
+77,6.2181758180105495,3.401910412504445,5.442147879172019,2.2808918574009316,Iris-virginica
+78,6.209142626337662,2.8048823893868575,4.806516831149661,1.781058150239852,Iris-virginica
+79,6.6944516432693915,3.118997305446418,4.713672572100429,1.5088759156879124,Iris-versicolor
+80,6.464971151873098,2.8006996176625516,4.591784736625917,1.4957788651935962,Iris-versicolor
+81,6.314312405674518,3.294474139993787,6.035946472481335,2.5,Iris-virginica
+82,6.016300914677084,2.201184799193757,5.015149933946401,1.5196430254542017,Iris-virginica
+83,5.516969945194549,2.3830882396854114,3.681578574462575,1.0075898758267787,Iris-versicolor
+84,6.096914049814088,2.6039374909308695,5.645658859522593,1.3776853827957893,Iris-virginica
+85,6.566847105743956,2.803281081148793,4.638870977399918,1.4814601332253676,Iris-versicolor
+86,5.98653060447609,3.3993034369547788,4.517446459476269,1.6110659869993784,Iris-versicolor
+87,4.611771934974809,3.088407335989552,1.4938786459861193,0.1963509013497986,Iris-setosa
+88,6.427208811080785,3.0,5.733975572974067,2.2460401027738865,Iris-virginica
+89,6.921327603432487,3.1079880890640195,5.089687248706143,2.284531962928875,Iris-virginica
+90,4.991216506600526,2.0,3.6203600658230846,0.9931377998078396,Iris-versicolor
+91,4.795968703733667,3.3983890950348647,1.803112190134707,0.20356406875693928,Iris-setosa
+92,6.314395160419954,3.3000519423762817,6.0374563540953154,2.5,Iris-virginica
+93,4.300000605488269,3.0,1.103286719360753,0.1,Iris-setosa
+94,7.708020762594946,2.6045818299453947,6.8999989030574955,2.2992755229012447,Iris-virginica
+95,5.514870620739105,4.2,1.3784265433964624,0.19208020709107976,Iris-setosa
+96,6.714530967724431,3.0,5.01058497652386,1.68389536995916,Iris-versicolor
+97,4.4014228782592,2.909804476265737,1.3982413432796883,0.19836144022624075,Iris-setosa
+98,6.184228066980353,2.7930761147045984,4.813435208708184,1.8137210633443175,Iris-virginica
+99,5.761980361167124,2.9999650664335107,4.486750402102984,1.4838369170536334,Iris-versicolor
+100,7.568053555134031,3.0,5.800640388716778,2.270583472147281,Iris-virginica
+101,5.5962483827686835,2.9090676372947746,3.6196480996818443,1.3075263862999282,Iris-versicolor
+102,5.595323392876228,2.5020271954040187,3.8960021199081933,1.1067289428719413,Iris-versicolor
+103,6.690291396406232,3.0,4.988461034061065,1.7009828558642968,Iris-versicolor
+104,5.659149714880234,3.7527207272063854,1.596217039912112,0.27636677389820796,Iris-setosa
+105,6.666306952659408,2.5087707569089877,5.758562659223315,1.7915515423312858,Iris-virginica
+106,4.3,3.0,1.095577458511746,0.1,Iris-setosa
+107,5.081660398897949,3.2707772784211255,1.6134694345833112,0.430922004227004,Iris-setosa
+108,5.003433155671547,3.0,1.596938413651811,0.19483518212812545,Iris-setosa
+109,5.104840868531454,3.821507356081919,1.5897913389037126,0.20261092907855618,Iris-setosa
+110,5.825427041193509,2.5187688673378887,4.030425247563087,1.0687787048052109,Iris-versicolor
+111,5.211636373298132,3.404964205753307,1.400469144187728,0.1987945161311289,Iris-setosa
+112,5.562312340357586,3.0,4.522292249805191,1.4994337352418927,Iris-versicolor
+113,6.304980479721552,2.5093742467062206,5.002183106699158,1.9052507187163,Iris-virginica
+114,7.590859800640682,3.0,6.6067550893775495,2.1085500795609042,Iris-virginica
+115,4.993300786452382,2.0,3.523678602383021,1.0361705296122314,Iris-versicolor
+116,6.146398199702911,2.8687056584747768,5.076591257605016,1.921724374016473,Iris-virginica
+117,5.5334313040534555,2.5069202520335994,4.030908254931314,1.2707684396661645,Iris-versicolor
+118,5.561521392934226,3.0,4.494348029748801,1.4998337393672074,Iris-versicolor
+119,5.792883171796754,2.71244855759182,5.083668208486274,1.906579402417444,Iris-virginica
diff --git a/iris/tab_ddpm/0/25/test.csv b/iris/tab_ddpm/0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/25/train.csv b/iris/tab_ddpm/0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/25/val.csv b/iris/tab_ddpm/0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/26/synth.csv b/iris/tab_ddpm/0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d729705b44cb510bb7497ab3fb93efbe540beeeb
--- /dev/null
+++ b/iris/tab_ddpm/0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.567168254500974,2.369026060205562,3.703308021337308,1.0048295871354636,Iris-versicolor
+1,6.192352006226442,3.4036912680110416,5.412085422450382,2.299340676279467,Iris-virginica
+2,5.4385365066087585,3.0,4.49446028345706,1.5000369582139408,Iris-versicolor
+3,5.483099118280615,2.497641909854711,3.995708932479216,1.3008618618172612,Iris-versicolor
+4,6.377440383856209,3.2832512463507277,6.011379286616775,2.5,Iris-virginica
+5,6.269756563847547,3.3037166853969797,6.0141413991848856,2.499999739246814,Iris-virginica
+6,6.307642979107156,3.3975423382313337,5.588787929994056,2.3953057391446464,Iris-virginica
+7,5.113147331202879,3.777378061635802,1.6887797030830904,0.2009969301377124,Iris-setosa
+8,6.281392175946232,3.4004056105966782,5.627827310563819,2.383408842469904,Iris-virginica
+9,5.004720804004476,3.3956599281700863,1.643165313971351,0.3569902805590171,Iris-setosa
+10,4.300000496452811,3.0,1.095304850515669,0.1000000951314012,Iris-setosa
+11,6.187677001366743,2.2017213272256817,4.495519177228785,1.5103188263269889,Iris-versicolor
+12,4.985463410165646,3.4006084004377564,1.6204472456683257,0.34070600569343734,Iris-setosa
+13,5.233329998593969,2.462110210357951,3.4420444936628423,1.0808877583972498,Iris-versicolor
+14,6.528521296224658,2.9666231428728813,4.444667007041528,1.4465636513598488,Iris-versicolor
+15,5.200261807089369,3.404658542044659,1.3886028414867249,0.2001055734987081,Iris-setosa
+16,5.082648468978132,3.285036133177578,1.5975326890763941,0.48820424535959894,Iris-setosa
+17,5.0934184336723,3.3139111622818533,1.727817015699767,0.5314999467714534,Iris-setosa
+18,5.594434946275646,2.9079928363028067,3.5575016970310287,1.3221540000535494,Iris-versicolor
+19,4.616316967618828,3.094268032075842,1.512060939369691,0.20202224295125892,Iris-setosa
+20,6.498567704504843,3.188680921854844,5.063839478431465,1.9924807940319007,Iris-virginica
+21,4.784260352899019,3.398711207181279,1.7684912502244543,0.20180663518568204,Iris-setosa
+22,5.14932946901929,3.4088850153538357,1.383829800031769,0.19761393061886035,Iris-setosa
+23,6.21763729553748,3.3971437766570025,5.358524768878669,2.2977383845960566,Iris-virginica
+24,6.113021123255634,2.904163382703591,4.716971238010823,1.357945114274318,Iris-versicolor
+25,7.9,3.8437122851230177,6.410379496964011,2.0092531119253976,Iris-virginica
+26,5.54938222718224,2.450187012629024,3.8268877312734717,1.1155353561778483,Iris-versicolor
+27,4.3935561638493255,2.90333276828527,1.4047777157122536,0.1980616426316473,Iris-setosa
+28,5.702288761760326,3.770310743522774,1.627069026174143,0.27576127964660363,Iris-setosa
+29,4.5978505587437475,3.616691940357085,1.0,0.1998199146148565,Iris-setosa
+30,6.1903091664827175,2.8364733367875385,4.705634828848772,1.257941928399707,Iris-versicolor
+31,6.999720111182691,3.1694907432296247,5.667638010945543,2.3024088417211215,Iris-virginica
+32,5.528892515888774,4.2,1.4074410096499879,0.2107912102131467,Iris-setosa
+33,4.6152906131625535,3.1231859441537995,1.4544591577562351,0.2000994047238256,Iris-setosa
+34,6.586456047299385,3.0,4.405493517027672,1.4008287223771079,Iris-versicolor
+35,6.09508491609586,2.6019105180817195,5.574004856311093,1.422071575117949,Iris-virginica
+36,4.7600609094266915,3.0,1.3964978309977492,0.26129094665199326,Iris-setosa
+37,5.809320121984412,2.810201112370111,5.097093018454639,2.405149691712876,Iris-virginica
+38,5.3907157255884925,3.8936789193815495,1.2926413567316026,0.34473361440982536,Iris-setosa
+39,6.220218164391859,3.402556911187932,5.423533153358127,2.3289222260291953,Iris-virginica
+40,6.882782620382282,3.1885332964291897,5.606151388392117,2.2996273920629706,Iris-virginica
+41,6.48608728089248,3.0,5.799336142071987,2.1765648031222566,Iris-virginica
+42,4.898808881561038,3.1048385021423304,1.4940016141270045,0.10000011182802841,Iris-setosa
+43,7.18722092194578,3.187487551475655,5.937224365735477,1.7705628327923166,Iris-virginica
+44,7.179431536830129,3.1987997550227645,5.993417317123234,1.7812667201451142,Iris-virginica
+45,5.071781399364944,3.7640677051057323,1.5831315870384755,0.20144108865550844,Iris-setosa
+46,5.80611364074615,2.6956068969388007,5.0947584523707885,1.8836076271667292,Iris-virginica
+47,4.999153647835564,2.0,3.451200448966051,0.98297246152646,Iris-versicolor
+48,6.013157663674221,3.40207376926606,4.531526934629367,1.6126030890022043,Iris-versicolor
+49,5.780304793490493,2.708496201725607,5.129209612706706,1.9067169331626344,Iris-virginica
+50,6.343627961978177,3.298980181090667,6.0315890392888845,2.49999980572598,Iris-virginica
+51,5.5180377159514435,2.4398430532932545,3.78055109267734,1.0502088985487508,Iris-versicolor
+52,6.188961508877658,2.1978178534755193,4.4842167974065035,1.496989711378053,Iris-versicolor
+53,6.597859669627505,3.0,4.392919483060127,1.3777574603782354,Iris-versicolor
+54,5.078511317443187,2.4839713814307354,2.9157384944048816,1.1057135575452428,Iris-versicolor
+55,4.759272814527271,3.3995959330076744,1.6536830435793568,0.1976151677173172,Iris-setosa
+56,4.3,3.0,1.0974282222223213,0.1,Iris-setosa
+57,6.311383830728352,2.666437353089367,4.901116622074846,1.8040967224847944,Iris-virginica
+58,6.810243655001708,3.1706462872931733,5.776567840819076,2.306385436459067,Iris-virginica
+59,5.508595943114229,2.359287202511018,3.6420966966210706,0.9221481774992952,Iris-versicolor
+60,4.801636019930609,3.0,1.396947542391338,0.1,Iris-setosa
+61,6.307700399198871,2.706749619170501,4.8694672356324835,1.7983681598748813,Iris-virginica
+62,6.659837571662155,3.0407138450257696,4.63821526394014,1.4852168103424388,Iris-versicolor
+63,7.690460936745738,2.8328966084905134,6.656317980353546,2.0385499752363985,Iris-virginica
+64,5.119085919870023,2.5458202259975495,3.3637036664234667,1.153687842669363,Iris-versicolor
+65,6.857486987717655,3.117508805663022,5.113267340281075,2.2934578567399466,Iris-virginica
+66,6.1999318102297005,3.399854235660415,5.418489630228139,2.311028128067491,Iris-virginica
+67,4.3,3.0,1.0986371829860289,0.10000009002093144,Iris-setosa
+68,5.053837699891067,2.4926367138928542,3.0041571051463203,1.089205895173345,Iris-versicolor
+69,6.799448875205199,3.1956412924238866,5.922947664769545,2.283193269876651,Iris-virginica
+70,7.9,3.813061108500856,6.3870602900065805,1.9849635285355838,Iris-virginica
+71,5.093913673487692,3.29188314422887,1.5974993751437863,0.5973495474207509,Iris-setosa
+72,6.732073955053827,2.804337220086354,4.776974904877938,1.4707788485863984,Iris-versicolor
+73,6.017260681590111,3.4044077059358915,4.495021742068642,1.6015926044668927,Iris-versicolor
+74,4.589435468285831,3.6209047182757623,1.0000004483012996,0.1960734103458754,Iris-setosa
+75,4.602050411107908,3.1836772759291447,1.4074454096563,0.19962150545071441,Iris-setosa
+76,4.60073600551414,3.1039896125318824,1.5086489079791499,0.19851386861896841,Iris-setosa
+77,5.693904281467403,2.9500362447498927,4.145273753951851,1.2828857864098846,Iris-versicolor
+78,4.395516327415615,2.9471166500426973,1.4001825960029683,0.19673319655189236,Iris-setosa
+79,4.898450253993628,3.116764628700037,1.5006278360379717,0.1000001010422808,Iris-setosa
+80,7.613964970888952,3.0,6.613663827636771,2.124917368424535,Iris-virginica
+81,5.062991743582548,3.5688655200610886,1.4099106062712283,0.1987548669723082,Iris-setosa
+82,4.879667964656391,3.0480808688431478,1.467485401325427,0.10000011632407482,Iris-setosa
+83,6.693780823222873,3.0,4.978607261305899,1.6944019496870313,Iris-versicolor
+84,5.717013900972831,3.7932638331043385,1.6355347729764398,0.2777643922136941,Iris-setosa
+85,6.088217361236893,2.592222187833454,5.604322938957517,1.418904896741004,Iris-virginica
+86,6.036601195693181,2.239932690847335,5.013942336663971,1.4981983117896354,Iris-virginica
+87,5.981971501040055,2.1991142973414703,4.035334039939554,1.017102017505829,Iris-versicolor
+88,5.908923144698529,3.191525800254384,4.8200743710141465,1.8018589367170021,Iris-versicolor
+89,5.780853326816247,2.710665511307246,5.097339873179143,1.8994711437855483,Iris-virginica
+90,6.464768002248273,3.0,5.8057947383558135,2.2219060405729962,Iris-virginica
+91,4.795551054425407,3.0,1.385910066237491,0.1,Iris-setosa
+92,7.72700127689923,2.5665798563852182,6.9,2.30728741967072,Iris-virginica
+93,5.115006752713624,2.507518848158574,2.9575313502990586,1.1210449314653494,Iris-versicolor
+94,7.705495411431048,2.577375105355249,6.9,2.3042943691254005,Iris-virginica
+95,7.684114049695249,3.0,6.117068812148719,2.291230079287282,Iris-virginica
+96,6.499775538021563,3.1921294951365558,5.130432839782475,2.010301139945998,Iris-virginica
+97,5.716400242673524,3.0,4.222366897642451,1.2145642464827304,Iris-versicolor
+98,5.606054260316309,2.892111327345786,3.651196893553829,1.2967992638717554,Iris-versicolor
+99,5.795820238010065,2.6941745218607496,5.121798211751508,1.914528685675645,Iris-virginica
+100,7.58962238790163,3.0,6.584632984472825,2.086752683906626,Iris-virginica
+101,6.00747887734032,2.20584473519982,4.013219613729523,1.0102159660467667,Iris-versicolor
+102,7.65718681699723,2.5914484594897536,6.9,2.2977030227422364,Iris-virginica
+103,6.3177679800004105,2.4973762717374406,4.993545842428843,1.9172418106153146,Iris-virginica
+104,5.814559692530053,2.7079733903589185,4.268731650096368,1.0386181753854768,Iris-versicolor
+105,6.0909723967177944,2.611636819418109,5.594920710901171,1.399546554782308,Iris-virginica
+106,6.352162838874193,2.8641383737275583,4.684826031484835,1.453072636835237,Iris-versicolor
+107,5.769571429555385,2.7691196080116973,4.47394483154702,1.2100657240164383,Iris-versicolor
+108,6.204667000985431,3.398554432496543,5.375556975859242,2.2798032339247913,Iris-virginica
+109,5.41532292647113,3.4011784605434774,1.5079837297430236,0.38067304983539807,Iris-setosa
+110,4.30000053245461,3.0,1.1056361710436802,0.10000009772479675,Iris-setosa
+111,5.827223802892211,3.0,4.2345269106420815,1.2502548176061135,Iris-versicolor
+112,5.9859757057744964,2.210257944906101,4.029356129582687,0.967168147961874,Iris-versicolor
+113,6.006938384811558,3.3981659942696854,4.490297575993829,1.594548263148993,Iris-versicolor
+114,6.810053704278183,3.203273576015183,5.942595746076141,2.302980681459769,Iris-virginica
+115,5.537966207018521,2.433042005674525,3.792768212364255,1.040812205371236,Iris-versicolor
+116,6.2526578401361075,3.304623643202733,5.970956153544896,2.5,Iris-virginica
+117,5.332874930852901,2.4707501573528767,3.6606923167683934,1.1358207261867597,Iris-versicolor
+118,5.08431530932868,2.5024466207929668,2.880525647287967,1.0937431728522748,Iris-versicolor
+119,4.7859481716779655,3.3987754072687557,1.7975715694446965,0.2015299383337956,Iris-setosa
diff --git a/iris/tab_ddpm/0/26/test.csv b/iris/tab_ddpm/0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/26/train.csv b/iris/tab_ddpm/0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/26/val.csv b/iris/tab_ddpm/0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/27/synth.csv b/iris/tab_ddpm/0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f13db7a7aac91f0321bade77e469a4fb6a374347
--- /dev/null
+++ b/iris/tab_ddpm/0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899998186453296,3.771951198271444,6.432611340548336,1.962063439587758,Iris-virginica
+1,4.816494847688125,3.0,1.4292829814842674,0.1,Iris-setosa
+2,4.892196695731295,3.086782433065558,1.4964323441740106,0.1,Iris-setosa
+3,6.5177513432907235,3.1995844089527417,5.100513616787157,2.023894686972659,Iris-virginica
+4,4.913628888525315,3.092837989868615,1.492116764253169,0.1,Iris-setosa
+5,7.693780264998019,2.8044197332148135,6.687587229742884,2.002844242754307,Iris-virginica
+6,4.401940110965055,2.9058013615793925,1.3946905294520986,0.19899686617776985,Iris-setosa
+7,6.189263773537014,2.200672417774032,4.526382764343882,1.5120585684118615,Iris-versicolor
+8,5.007619145530715,3.6344791054415557,1.5005429054824746,0.19682336309229392,Iris-setosa
+9,4.3,3.0,1.0992679851679399,0.10000010019159636,Iris-setosa
+10,4.598389160801376,3.1602960820672252,1.4345874534170748,0.20193597877264013,Iris-setosa
+11,4.595568152585917,3.6341787384115927,1.0,0.19762424574925058,Iris-setosa
+12,5.552117751937268,3.0,4.516498619695721,1.482581125520983,Iris-versicolor
+13,4.403897254719777,3.1815597459517075,1.3092905236528596,0.19911616903288715,Iris-setosa
+14,6.125538206066022,2.8024605929427637,4.695682573216619,1.2009445211702778,Iris-versicolor
+15,6.489415273389498,3.0,5.854390048784117,2.2168385749281407,Iris-virginica
+16,6.3025300916019,2.6856054019026816,4.892200723624017,1.8206464214311946,Iris-virginica
+17,6.013125783403505,3.3990369188358436,4.499720099586539,1.6109951685920882,Iris-versicolor
+18,5.153715008618739,2.651324390524693,3.8578038556188945,1.3768132093313414,Iris-versicolor
+19,5.074270790478837,3.2851242480715905,1.5995533005174802,0.43907377557370053,Iris-setosa
+20,5.0824499549527085,3.7978135341095474,1.6777281874155974,0.19760239607107427,Iris-setosa
+21,6.677264109952016,2.4883211259328943,5.75590048496636,1.8051984158415466,Iris-virginica
+22,5.027739884677654,3.0,1.6547461571080484,0.20054213258611253,Iris-setosa
+23,5.999870339063102,3.397944633023491,4.496539809768248,1.5910306717711604,Iris-versicolor
+24,6.795504863810786,3.2046058897723513,5.723949497007844,2.306517794902249,Iris-virginica
+25,6.007599187539529,2.200527906335987,5.003183083577982,1.4993872883448296,Iris-virginica
+26,5.995893154744716,2.8923204262073656,4.464274131446591,1.4870080699964816,Iris-versicolor
+27,5.161746915148209,2.709306041400901,3.9012423170707446,1.4106153126909167,Iris-versicolor
+28,5.709520385109601,3.0,4.238898126489186,1.193089441930235,Iris-versicolor
+29,6.316768901969753,3.2972347859910034,5.9947253556334505,2.5,Iris-virginica
+30,6.289644095749602,3.401339919104888,5.565297868277912,2.392447987300694,Iris-virginica
+31,6.935385996432152,3.187558594590041,5.595514476490214,2.3081150635605105,Iris-virginica
+32,5.001106331074692,2.000000453987136,3.3379285259659737,0.9898417038478217,Iris-versicolor
+33,5.375074689457054,3.0,4.5051072198016255,1.5042651911110396,Iris-versicolor
+34,4.80145799871799,3.4028970387355,1.8070759139033616,0.200666460677553,Iris-setosa
+35,5.5166967106316225,4.1999992824862735,1.396523127736224,0.19970547717284248,Iris-setosa
+36,5.590442993857534,2.895933980631844,3.677838029651161,1.3131328653857974,Iris-versicolor
+37,5.597849581587126,2.4855605538797905,3.8914239309371217,1.0679878351479408,Iris-versicolor
+38,6.333605637690861,3.3979326675952644,5.566038593165457,2.383633371722939,Iris-virginica
+39,6.603634292336591,2.7955946665805382,4.644812976338233,1.4752297021597216,Iris-versicolor
+40,5.8032477104541345,2.723195175539334,4.156127292733435,1.021591564672632,Iris-versicolor
+41,5.91509146490124,3.2103203066900035,4.795308118716427,1.7969631420300043,Iris-versicolor
+42,4.987982550336851,3.621203803291336,1.40355206253496,0.1996349758630213,Iris-setosa
+43,6.278673037068938,2.715618483802607,4.898125579025179,1.803682839784282,Iris-virginica
+44,4.3,3.0,1.0781822938612131,0.1,Iris-setosa
+45,6.000132390841918,3.401572816943905,4.4891626012100865,1.5894982226241723,Iris-versicolor
+46,6.3874153645322505,3.198874256869333,5.268618265371524,2.3059217231989764,Iris-virginica
+47,6.47361868646242,2.8096474642307117,4.611290199623971,1.5043076767250103,Iris-versicolor
+48,5.01880566856242,3.580697584530237,1.3812359407746286,0.20283867325602264,Iris-setosa
+49,7.6909644617785755,2.5920081194207527,6.8999989180770935,2.307059517055902,Iris-virginica
+50,4.813129024275883,3.0,1.400390537123567,0.1,Iris-setosa
+51,7.704340419365946,3.0,6.146942176248044,2.2899511112243975,Iris-virginica
+52,5.184111755266752,2.689161040301908,3.8401660415625245,1.3975393111890961,Iris-versicolor
+53,6.7955292129242135,3.136932741994733,6.046512593069063,2.2610703486446595,Iris-virginica
+54,4.527427830030025,3.19350437587246,1.3777011172946043,0.20512557174214152,Iris-setosa
+55,5.791866270001306,2.709372712877767,5.099171441987929,1.9219073213050568,Iris-virginica
+56,4.874764659847758,3.0357869042677175,1.4810906581083005,0.1,Iris-setosa
+57,4.8864372005194525,3.0379294460605575,1.466223338874862,0.10000018006936537,Iris-setosa
+58,4.590568210268489,3.638598674175502,1.0,0.20125411423205522,Iris-setosa
+59,6.812515390376624,3.2027532157623373,5.80927561897637,2.30318274780913,Iris-virginica
+60,6.80966272763192,3.1891737806937845,5.883707670714085,2.3002971613619407,Iris-virginica
+61,6.295940763317963,3.291882578848786,5.990428744480119,2.499999794539625,Iris-virginica
+62,7.155665457573838,3.2030397154139982,5.9497607278690845,1.8098325432779816,Iris-virginica
+63,5.466141350824816,4.2,1.402835943390071,0.19437207231823922,Iris-setosa
+64,5.121446257132825,3.259481850153268,1.7316883886034655,0.3472109301602484,Iris-setosa
+65,6.190132351763329,2.797352075563625,4.82891141078019,1.8344268785661986,Iris-virginica
+66,7.6996988253638525,3.0,6.100041800097937,2.2999026733327117,Iris-virginica
+67,7.704355133756537,2.592538302427305,6.899999011240383,2.2967891411301804,Iris-virginica
+68,4.6002047561023245,3.20717567497032,1.4015131100723999,0.19973488026356367,Iris-setosa
+69,5.0454405943738285,3.4061430092074008,1.5749918728507533,0.36361569935996135,Iris-setosa
+70,6.695430493407594,3.0,5.004858705348993,1.6917983925184885,Iris-versicolor
+71,5.904764851552281,3.2059447144955633,4.7763306519286015,1.793631830731298,Iris-versicolor
+72,5.4791484052278205,2.49437606234247,3.9962710890660618,1.2970401723627807,Iris-versicolor
+73,6.276929450693189,3.3054214909453083,5.992512721181173,2.5,Iris-virginica
+74,6.1053862238046595,2.5964701011794125,5.625592766800363,1.4129747975908855,Iris-virginica
+75,6.270856958080741,3.4016542489778474,5.565838889863528,2.3737561980171225,Iris-virginica
+76,6.534315797939488,3.0,5.847896150666536,2.213457977309412,Iris-virginica
+77,5.680332174378316,3.788569364801076,1.8560414990821514,0.3394586670740724,Iris-setosa
+78,6.521661430360345,3.2086422242730754,5.11980016818784,1.9961196171676334,Iris-virginica
+79,4.411239254842677,2.903397632962108,1.4106099121916211,0.2011587389663292,Iris-setosa
+80,5.150922612937698,3.3121493314449584,1.6462981061151787,0.45826506369899556,Iris-setosa
+81,5.667173255879631,2.794497008221572,4.495001633816559,1.2377742100957958,Iris-versicolor
+82,5.514961302091697,2.4583272700566923,3.9608790126034217,1.2695287734926923,Iris-versicolor
+83,5.495583382463252,4.19999925900059,1.3966983982997998,0.20022529706931141,Iris-setosa
+84,6.59558166131267,3.0,4.38909192822746,1.3988019524639501,Iris-versicolor
+85,6.104337751914594,2.8219358951772455,4.697157589728532,1.214289127763792,Iris-versicolor
+86,5.792111956080703,2.69798653713228,5.171977278198133,1.8891428049052283,Iris-virginica
+87,4.819095167902804,3.0,1.4272374302727502,0.2639120159631822,Iris-setosa
+88,4.3,3.0,1.0986177617855535,0.1,Iris-setosa
+89,6.626651264829538,2.7943103225349577,4.672724877028315,1.4776401253110987,Iris-versicolor
+90,6.957993470400018,3.1848292532932585,5.739608749638797,2.3011859880749763,Iris-virginica
+91,6.300621357358936,3.2962552008221273,5.963792112789471,2.499999491362156,Iris-virginica
+92,6.463874228490429,2.786438345709467,4.61683072267528,1.4873071240410212,Iris-versicolor
+93,6.189566411034031,3.399672765510197,5.355593552615403,2.3014577700029313,Iris-virginica
+94,5.546298853223665,2.439561152048404,3.9156128809289417,1.1358339652046001,Iris-versicolor
+95,4.600600547326219,3.171977994165335,1.4063571274717914,0.2010150902852375,Iris-setosa
+96,5.9952799665054695,2.2026405069446247,3.992469771339879,1.0198987868915637,Iris-versicolor
+97,6.295869715035922,3.2941175250692996,5.922647629297445,2.499999706057367,Iris-virginica
+98,6.211598224637344,2.191882316316155,4.493716429676942,1.512471399851548,Iris-versicolor
+99,6.776328288844546,2.831919710014349,4.780043427860575,1.4331178845995223,Iris-versicolor
+100,7.713833342809381,2.602565795009629,6.9,2.297986228108038,Iris-virginica
+101,5.689699946617785,3.0,4.0593492723164655,1.2154514860920376,Iris-versicolor
+102,6.480993165555342,2.80206985667501,4.590815988035641,1.4966030322306312,Iris-versicolor
+103,5.057118745258645,3.539568905339766,1.3929216688800263,0.19636985792771344,Iris-setosa
+104,6.519215873722758,3.0,5.820635672762622,2.187971447395524,Iris-virginica
+105,5.8207979038102,2.71067847946134,5.105404501617621,1.9228809137461638,Iris-virginica
+106,5.686929020209876,3.8062836883760887,1.7341019856362612,0.3119488481925158,Iris-setosa
+107,6.600923240620991,3.0,4.378468314601411,1.383324847127365,Iris-versicolor
+108,6.209993762819611,2.2149766721620314,4.4725698694675255,1.4786014678933328,Iris-versicolor
+109,6.111178254725892,2.8834941472244875,4.7132823105716835,1.3743907558303503,Iris-versicolor
+110,7.611665377749166,3.0,6.540577286458708,2.151172519043042,Iris-virginica
+111,6.713399520164281,3.1359411256639125,4.71694642349505,1.5103314918561812,Iris-versicolor
+112,6.807120605916356,3.1951495661210174,5.80421996046262,2.2886784020144124,Iris-virginica
+113,6.338085285556559,3.2852684297973767,4.700758412673193,1.5896328105384303,Iris-versicolor
+114,4.403323254402731,2.906657048387548,1.4072254382162204,0.20152039656705314,Iris-setosa
+115,4.999858596039594,2.0,3.5786600358071015,1.007702522530977,Iris-versicolor
+116,4.98231955471395,2.0,3.4902622324543615,0.9862056433971073,Iris-versicolor
+117,6.53344903993369,2.7953830552987555,4.605751358838334,1.5045846033753734,Iris-versicolor
+118,6.518148092496224,2.8038092576240636,4.6029907788417805,1.5064591800834641,Iris-versicolor
+119,5.414507350384536,3.0,4.499121129946608,1.5088155658287725,Iris-versicolor
diff --git a/iris/tab_ddpm/0/27/test.csv b/iris/tab_ddpm/0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/27/train.csv b/iris/tab_ddpm/0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/27/val.csv b/iris/tab_ddpm/0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/28/synth.csv b/iris/tab_ddpm/0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..97eec7de3ce3e87fae8abeb6915536d1224d88a6
--- /dev/null
+++ b/iris/tab_ddpm/0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.427339444315492,3.9120003862695,1.3063795209989586,0.38196312506041546,Iris-setosa
+1,5.049461996904122,2.000000591771046,3.470332142974086,1.0211439409249792,Iris-versicolor
+2,6.193506691693947,2.8010830874453165,4.780187778432171,1.8033553082347074,Iris-virginica
+3,4.3,3.0,1.098256189071585,0.1000000907721558,Iris-setosa
+4,5.40243811428024,3.4012531425003565,1.490612765389651,0.401330647735069,Iris-setosa
+5,6.018263100535481,2.2214173933649604,3.951865090124944,1.0066609636880706,Iris-versicolor
+6,5.2277476720554175,3.390500941205413,1.401463772369561,0.196005986692031,Iris-setosa
+7,6.115008732761167,2.599132699496338,5.579285284046386,1.3961095576771128,Iris-virginica
+8,6.021884871020873,3.390230050205694,4.530115956125167,1.6005181804354367,Iris-versicolor
+9,6.30712037436921,3.290958191988824,5.977393263888732,2.4999997806474514,Iris-virginica
+10,5.919328570548931,3.1823900708521236,4.817215481719137,1.7882358867037584,Iris-versicolor
+11,5.689629133009414,3.7954805001236673,1.6280528416525464,0.2754461756398866,Iris-setosa
+12,5.840898114127525,2.8074991916041663,5.092829883505589,2.393183988155328,Iris-virginica
+13,6.315520355043543,3.315803882272509,5.985189759509797,2.5,Iris-virginica
+14,6.026279176879293,3.3837986515564062,4.528206492776102,1.609882395654887,Iris-versicolor
+15,6.227987484989886,2.796346299165661,4.8451363808511045,1.803472656164414,Iris-virginica
+16,4.911122670980443,3.128431405086572,1.4974406487222147,0.1,Iris-setosa
+17,5.496219987228777,2.501297270730634,4.059251240546623,1.3134782617612712,Iris-versicolor
+18,6.270933932387815,2.744440636263872,4.86179095973933,1.787313606486292,Iris-virginica
+19,7.5692984070801295,3.0,6.537871485042137,2.0822318970942852,Iris-virginica
+20,7.72018901482041,2.607961437000999,6.899998692305222,2.2684455788479885,Iris-virginica
+21,7.720009782965556,2.798451175542427,6.695575366092158,1.9746578179588588,Iris-virginica
+22,7.697641501039834,2.813652529242367,6.6872818214792495,2.0179257439510163,Iris-virginica
+23,7.899998960975242,3.7810832567230293,6.4488512955225685,1.9791269626588488,Iris-virginica
+24,6.104689244861711,2.900210327458139,4.723727068276379,1.395542749178201,Iris-versicolor
+25,6.39615599578069,3.1995441960217774,5.275788466493275,2.280282976251166,Iris-virginica
+26,4.601752352111539,3.1420130138009807,1.4536858824230952,0.20196883874897775,Iris-setosa
+27,5.486001112112149,2.406297277992104,3.6848364564844416,0.9463906702497453,Iris-versicolor
+28,6.351735085542565,2.5064673680441247,5.006925097166185,1.8964917255160842,Iris-virginica
+29,6.2897043063977005,3.399355106565783,5.614508689140089,2.398583105577085,Iris-virginica
+30,6.1989270853253124,2.208203385945311,4.481837892331506,1.4955640297288064,Iris-versicolor
+31,4.8247265458580975,3.3991509107186113,2.028032883900393,0.20174148064419592,Iris-setosa
+32,6.905288279815322,3.131693275863909,6.102316139636779,2.26536176105485,Iris-virginica
+33,6.097437218167958,2.6179627981257942,5.575764318007511,1.3855140067852514,Iris-virginica
+34,6.235549084502043,2.2083685473031047,4.476541351858851,1.4845687259572262,Iris-versicolor
+35,5.494661920101102,3.6336954892629225,1.5727944341789268,0.3382109587212972,Iris-setosa
+36,4.80842034621869,3.402131594160009,1.718824796513384,0.20225417111881497,Iris-setosa
+37,5.17869934725103,3.4092104617142485,1.4040978473416443,0.20195466696565417,Iris-setosa
+38,5.669766881979389,2.9940057099331745,4.226623263682178,1.2817311349108,Iris-versicolor
+39,6.229156070385379,2.7794217712058003,4.833694823741032,1.8012523283043693,Iris-virginica
+40,6.202500248024037,2.209040803621526,4.5257278467896676,1.5122518837743644,Iris-versicolor
+41,5.611871178977607,2.8963941869150287,3.7650373283151715,1.3062908095220727,Iris-versicolor
+42,6.58158397030968,3.0,4.381522137920645,1.4231178912965219,Iris-versicolor
+43,5.4140364442547755,3.907668677427755,1.289642070449191,0.4296189239179054,Iris-setosa
+44,5.808779592065563,2.6970332793221794,4.096957041470192,0.8792946219556516,Iris-versicolor
+45,4.627394352757664,3.581044301799321,1.0000003963347324,0.19473311852182007,Iris-setosa
+46,5.026403197377248,3.5479376258591344,1.3964882387212922,0.20033895620235614,Iris-setosa
+47,5.571274922884902,2.507257737158172,3.8480043679268965,1.076345453138376,Iris-versicolor
+48,6.664778220610486,3.0,4.987436417360762,1.6832747936115253,Iris-versicolor
+49,5.898023174833273,3.203286598613184,4.753094564872749,1.819176752444189,Iris-versicolor
+50,4.8049881307658,3.397892457844762,1.5928431456762122,0.20101260549703065,Iris-setosa
+51,4.3,3.0,1.0970209626533762,0.1,Iris-setosa
+52,4.895429790929557,3.0551522445707073,1.4836605583874394,0.1,Iris-setosa
+53,4.404574386120873,2.9041239532075345,1.400546874798457,0.2031772161912126,Iris-setosa
+54,5.040704490728941,2.000000463326308,3.533363869806485,0.977039530810321,Iris-versicolor
+55,6.60152846546684,3.0,4.408853862736585,1.3916946718253371,Iris-versicolor
+56,5.486012775014475,3.0,4.475158110188915,1.499332784924492,Iris-versicolor
+57,7.706094384943673,2.594016462924419,6.8999990045893655,2.3005614716113083,Iris-virginica
+58,6.291447866344675,2.5539707540299754,4.963932996269501,1.8526404609567881,Iris-virginica
+59,6.193281415808791,3.4002994514300275,5.388547785435426,2.274336325305511,Iris-virginica
+60,6.302248990199709,3.400048364602075,5.607228756396806,2.400785783693249,Iris-virginica
+61,6.429515038591914,3.187664257503406,5.272039985328996,2.3018763906047335,Iris-virginica
+62,5.3945330800562195,3.883351613456241,1.3078609625991928,0.3386686828283145,Iris-setosa
+63,6.108958540955806,2.59839824690541,5.585518038721904,1.4081041456616135,Iris-virginica
+64,6.28330086481295,3.310465890595048,5.981197291651751,2.5,Iris-virginica
+65,5.525549775961626,4.199999130907282,1.3668082341766352,0.20309517972196123,Iris-setosa
+66,5.997214884660577,2.213885848987531,3.9664845436879888,1.00211745441867,Iris-versicolor
+67,7.587876337260997,3.0,6.508573380525099,2.137285216036447,Iris-virginica
+68,7.699783111730881,2.80760926777611,6.693955713456143,2.02934183983189,Iris-virginica
+69,5.783433150591908,2.707801479250531,4.0890308358705765,1.0156752259055208,Iris-versicolor
+70,4.3,3.0,1.0974136966164894,0.1,Iris-setosa
+71,5.491060013112772,4.1999988302734,1.4054894297097746,0.1970036877623137,Iris-setosa
+72,6.290026881596088,3.399552781156383,5.623084950732853,2.3982137296468506,Iris-virginica
+73,5.24622490245482,3.6725607382936025,1.3713994828133478,0.2533226630180257,Iris-setosa
+74,5.197564527040757,3.397910206612785,1.4009644693519072,0.20255306744158652,Iris-setosa
+75,4.416571400749873,2.948644241655213,1.4115772979029055,0.2057758905924356,Iris-setosa
+76,5.108906466147797,3.4729216558169598,1.3838943915668387,0.19378326789953892,Iris-setosa
+77,5.635801230842806,2.9079605852550565,3.796466979078233,1.2987936780672413,Iris-versicolor
+78,5.715116029930465,3.0,4.213336158146257,1.231322802318087,Iris-versicolor
+79,5.106532460324134,3.4107835008303873,1.4051881940619289,0.20081953984711118,Iris-setosa
+80,5.137154993002509,2.546006185770329,3.4146357368382088,1.186675575451187,Iris-versicolor
+81,4.586132941985625,3.066022907869742,1.4947727616710886,0.19953198035052624,Iris-setosa
+82,5.79689715317068,2.702121219325774,5.100189760205971,1.8965708096760752,Iris-virginica
+83,5.637081552355543,3.0,4.301679643714708,1.3275947009628364,Iris-versicolor
+84,5.389383783702039,2.374732717573568,3.6021900890834786,0.9224738002183097,Iris-versicolor
+85,5.784557278205832,2.7179339422776096,4.1212461321409215,0.9488909157512313,Iris-versicolor
+86,4.3,3.0,1.0980681394845933,0.1,Iris-setosa
+87,4.300000552297677,3.0,1.088404863693533,0.10000011489336898,Iris-setosa
+88,5.0194930215942986,3.402364252169109,1.5973304825935648,0.38742719543858534,Iris-setosa
+89,4.78373482164778,3.3923135176973904,1.8798016365052772,0.194289027324406,Iris-setosa
+90,6.006308724124405,3.3949743623209248,4.506666242586004,1.5897148750614054,Iris-versicolor
+91,6.279382806662627,3.399789735975325,5.577585070527868,2.3941766909259474,Iris-virginica
+92,5.615388013129222,2.504503693254338,3.901566161290135,1.099567951312004,Iris-versicolor
+93,4.3000005923290034,3.0,1.1067195829147833,0.1,Iris-setosa
+94,6.288779022491999,3.2903045974034457,5.917545025040861,2.499999757595162,Iris-virginica
+95,7.663414138537032,2.5970786352578807,6.899998887452865,2.287348077044702,Iris-virginica
+96,5.47251231215707,3.0,4.461446333250793,1.4914680893586478,Iris-versicolor
+97,4.3,3.0,1.0933727009855416,0.1,Iris-setosa
+98,6.421408062732415,3.2008398678475394,5.2555436145216445,2.2467573367451807,Iris-virginica
+99,5.900975158870675,3.1735497614651424,4.774861176687666,1.8141956983651417,Iris-versicolor
+100,4.609687906140665,3.188695450439172,1.3980891862356848,0.20205947230224255,Iris-setosa
+101,6.075326018831309,2.899532519821417,4.699014364944144,1.3899226637786208,Iris-versicolor
+102,6.217144477663553,3.400166007853549,5.409705565623389,2.3003309903118625,Iris-virginica
+103,4.821696802885688,3.0,1.40634390883867,0.30748384819153324,Iris-setosa
+104,6.669864788543005,2.92416146255979,4.854939598346837,1.6038246101768656,Iris-versicolor
+105,5.970076643970442,2.205243537054707,4.985839325143894,1.5005185867339048,Iris-virginica
+106,4.605830860609786,3.1030551870909595,1.492424678601691,0.19827615193155207,Iris-setosa
+107,5.013826815234552,3.0,1.611364494287456,0.19762536340617043,Iris-setosa
+108,4.611079168363878,3.626702333464864,1.0000004358135028,0.19591876164917887,Iris-setosa
+109,6.617463223176441,3.0,4.389690254523966,1.410081911181881,Iris-versicolor
+110,5.0380790534688416,3.564411320075144,1.385833167799626,0.20081525758293012,Iris-setosa
+111,5.118465835251218,2.4582010791478783,2.9346731843039757,1.0738067392376174,Iris-versicolor
+112,4.870466827164238,3.016848109163553,1.4595684615257893,0.1,Iris-setosa
+113,6.20412153589151,3.3986288313448805,5.413425026385244,2.299583579331636,Iris-virginica
+114,5.782928739841947,2.801642032927538,5.146410952981626,2.407477282597584,Iris-virginica
+115,7.211133178754012,3.195366680739134,5.982788546251806,1.827226661246282,Iris-virginica
+116,6.817896902803595,3.204150549378153,5.8316423640636454,2.2990442000917386,Iris-virginica
+117,5.027947838608897,2.000000486364943,3.502441144347318,0.9619123283478253,Iris-versicolor
+118,7.689132487876628,2.795152950115665,6.705875487626786,1.9874725127253763,Iris-virginica
+119,6.2007750500804555,3.3993626131497536,5.386257481881207,2.2852779950831286,Iris-virginica
diff --git a/iris/tab_ddpm/0/28/test.csv b/iris/tab_ddpm/0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/28/train.csv b/iris/tab_ddpm/0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/28/val.csv b/iris/tab_ddpm/0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/29/synth.csv b/iris/tab_ddpm/0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c234ab6f39cc05c786ee1942411818ef0ae8940
--- /dev/null
+++ b/iris/tab_ddpm/0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.499338032714427,3.1874254139175684,5.094222766038225,2.0422338520911705,Iris-virginica
+1,5.510447520864352,2.505468012836725,4.025382727088263,1.2988468474538521,Iris-versicolor
+2,5.009094976213216,3.0,1.5779506134580545,0.20088904812079378,Iris-setosa
+3,5.171779474600111,3.4258725472446705,1.4044050976050502,0.20256245343720525,Iris-setosa
+4,5.546738522220871,4.2,1.4018972550037858,0.20295080486094713,Iris-setosa
+5,5.796724680253632,2.7089136467071846,4.144131216331506,0.9939594376916165,Iris-versicolor
+6,4.981868312083075,3.0,1.5898062161339264,0.1949774979718123,Iris-setosa
+7,6.685456218193089,3.0,4.985346718410119,1.7044263250629852,Iris-versicolor
+8,4.577312345928347,3.6240623098018747,1.0,0.1927554052163957,Iris-setosa
+9,6.802456314584271,2.8195799780552377,4.808689133999212,1.4088267532249599,Iris-versicolor
+10,5.706503328959224,3.0,4.200043535561487,1.1780797479238652,Iris-versicolor
+11,5.006401180902454,3.5509736194424626,1.4110458575776998,0.1990838234882964,Iris-setosa
+12,5.4644941193419685,3.0,4.469417821012161,1.446239017081699,Iris-versicolor
+13,5.570861654408781,4.2,1.4194436915100925,0.20106372208946674,Iris-setosa
+14,5.0171159936655565,2.000000510865492,3.5692249126995645,1.0359944405012316,Iris-versicolor
+15,4.998264600528192,3.398823868628517,1.590408751438381,0.4178889047159463,Iris-setosa
+16,4.300000530432733,3.0,1.0873700269746067,0.1,Iris-setosa
+17,7.718590818269263,2.599747342401782,6.9,2.302794406447359,Iris-virginica
+18,4.3,3.0,1.0970264404065284,0.1,Iris-setosa
+19,4.802842527538988,3.396574022128066,1.957145529083053,0.19875498540221403,Iris-setosa
+20,5.120227534546193,3.4627356787263057,1.3952487504021407,0.1997015451017491,Iris-setosa
+21,5.908256520382145,3.2109136353015506,4.798766349331307,1.8142457232411964,Iris-versicolor
+22,5.682569304735694,2.9140503358656495,4.1383785747468504,1.2997318655047359,Iris-versicolor
+23,6.197620683340576,3.397474583552455,5.3847090868528,2.2895389312147714,Iris-virginica
+24,6.3953699820252075,3.2007770583473047,5.315978450506915,2.3108756698821398,Iris-virginica
+25,7.680241498527743,3.0,6.310287892413101,2.2704586532507895,Iris-virginica
+26,6.272854595885677,2.7082908005917488,4.867323484339666,1.783469479724964,Iris-virginica
+27,5.684321949524428,2.8088847137069015,4.4524085377038265,1.3094080258555927,Iris-versicolor
+28,6.012312158638548,2.188792085666319,3.9955099787254595,1.0187513862873823,Iris-versicolor
+29,6.870381121990868,3.1822823274770218,5.768011538630763,2.2874263857043067,Iris-virginica
+30,5.109913477901153,3.431863415998405,1.3959113334030095,0.201468253036638,Iris-setosa
+31,5.4026388671202525,3.8868372035735987,1.3215256064121164,0.37975790304371243,Iris-setosa
+32,5.160614306615239,3.4030716851305565,1.3552315646365294,0.1952856790234428,Iris-setosa
+33,7.686116693456913,2.811049127394282,6.704123975800229,2.007025251477671,Iris-virginica
+34,7.6020916162642855,3.0,6.593926837432799,2.1109735046775864,Iris-virginica
+35,4.8636780271298,3.0478810693980463,1.4728769710387575,0.1,Iris-setosa
+36,6.228330148806513,3.319099856346222,4.684835768980051,1.6125001768871685,Iris-versicolor
+37,6.816017003614317,3.185930985378016,5.825322510281083,2.2983116223193614,Iris-virginica
+38,4.764439704498221,3.0,1.4035051068337445,0.32058022549938303,Iris-setosa
+39,6.0089864949950895,2.197301386477778,3.9927769170841545,1.0115101061598166,Iris-versicolor
+40,5.979843391490382,3.395148859967759,4.4726670983924155,1.5809435823130316,Iris-versicolor
+41,4.80138655641452,3.0,1.383246086453028,0.10000011945011328,Iris-setosa
+42,7.700682509234761,3.0,6.064156310983604,2.3009309257207433,Iris-virginica
+43,5.399630517856648,3.898841951187781,1.2830699412351294,0.4053012182772525,Iris-setosa
+44,6.487432012872567,3.0,5.8080434474433424,2.1921750067496757,Iris-virginica
+45,6.692285044304024,3.082752413843031,4.700899508542664,1.5055553232827854,Iris-versicolor
+46,5.580403799596518,3.0,4.464548250939793,1.4938100210302134,Iris-versicolor
+47,7.620438100980143,3.0,6.5909609374610065,2.100543205716434,Iris-virginica
+48,5.591067723951272,2.9268963862241617,3.636670584396569,1.274481921338761,Iris-versicolor
+49,5.54318784797313,4.199999207577608,1.3757552672835152,0.20110905545159635,Iris-setosa
+50,6.349403510229918,3.2867488826463727,4.713921391539255,1.5962817113031453,Iris-versicolor
+51,5.800175278661765,2.7002537259187998,5.133938444868278,1.8968192859218849,Iris-virginica
+52,4.3,3.0,1.0962010067298402,0.1,Iris-setosa
+53,6.596857425174531,3.0,4.413749181536062,1.4043610781619662,Iris-versicolor
+54,5.783798267505375,2.685989407802693,5.097972910695356,1.8711506114395546,Iris-virginica
+55,5.988405416839331,2.18126848572601,4.016405913174888,1.001097636048736,Iris-versicolor
+56,6.200863457108445,2.202165572072133,4.4832507882967185,1.498894978562791,Iris-versicolor
+57,6.690457120057285,3.0,4.996241830346723,1.6925524154434912,Iris-versicolor
+58,5.874733979444656,2.227745574411844,4.059310872023249,1.0565280969876891,Iris-versicolor
+59,5.377774756387649,3.405863205778892,1.501293900063962,0.379190989095116,Iris-setosa
+60,5.00773129098792,2.000000646104513,3.433313503887949,1.002466416829961,Iris-versicolor
+61,4.794526892339695,3.3990497594841025,1.59495642733615,0.20076492833396334,Iris-setosa
+62,4.766550886754691,3.0,1.3832402532957513,0.1,Iris-setosa
+63,5.4290537241989885,2.3822765175539637,3.6320121481859124,0.9679793205146744,Iris-versicolor
+64,6.653158149134425,2.7880108624731066,4.682402033746072,1.444819704942722,Iris-versicolor
+65,6.402829227040368,3.195883783481178,5.300950586270025,2.306706626268639,Iris-virginica
+66,6.536466948540201,3.194228996456407,5.097912133492086,2.026584428898275,Iris-virginica
+67,5.133929816469502,3.296504840499605,1.7489007764694673,0.5819525059977539,Iris-setosa
+68,4.802977924217749,3.0,1.4080453695643877,0.3302248630629072,Iris-setosa
+69,6.125160593840617,2.85886260562501,4.707715471074225,1.3130306648199712,Iris-versicolor
+70,5.019334168043641,2.0000006368442387,3.4391856445069857,1.0557874732286303,Iris-versicolor
+71,5.391198025409199,3.8767909533591616,1.3218674885053687,0.39741489223165605,Iris-setosa
+72,6.910196654604073,3.2043834231296193,5.675637514200058,2.3000659538488906,Iris-virginica
+73,6.495545548780238,2.7992921484578055,4.61342048202485,1.5028382944016567,Iris-versicolor
+74,6.415818303103268,3.190314063559062,5.336737084254128,2.310446421291851,Iris-virginica
+75,6.425631004145902,3.0,5.754839190984212,2.2495827338676553,Iris-virginica
+76,5.592701988653559,3.0,4.52109124918004,1.5057528445796577,Iris-versicolor
+77,5.1406598556159535,3.8081469429846413,1.5946373102885194,0.20214233078486368,Iris-setosa
+78,6.205302530623202,3.3191748275817394,4.665000239451077,1.6051531839148996,Iris-versicolor
+79,5.671244019082351,2.9073200849067247,4.0813991118261255,1.2732690460476366,Iris-versicolor
+80,5.638845884508823,3.0,4.40389506343605,1.4130160435443284,Iris-versicolor
+81,6.088310370160362,2.183292107436302,4.2259164025630795,1.2001605918062515,Iris-versicolor
+82,6.922056998085579,3.1073058004259067,5.09995480210771,2.290506307273791,Iris-virginica
+83,4.60723074745439,3.1082688979009174,1.515417871016695,0.1974029665301254,Iris-setosa
+84,5.1519464806924145,2.639990954830569,3.799915339074224,1.3394712987696187,Iris-versicolor
+85,6.602180796692194,3.0,4.396979091279848,1.4010808544405848,Iris-versicolor
+86,6.113041884627258,2.799383884053249,4.690231548224322,1.2062219173329862,Iris-versicolor
+87,6.20210808835178,2.1990448575617667,4.4810788603682035,1.4935278775218348,Iris-versicolor
+88,5.41971986578593,3.0,4.512609659279243,1.5037880674856243,Iris-versicolor
+89,6.311461006662238,2.687969623938965,4.91906987701296,1.8076978981014282,Iris-virginica
+90,6.211610644281286,2.201996016527055,4.5039610034381825,1.4906853989702824,Iris-versicolor
+91,6.708136485574967,2.487033349348753,5.836248987298692,1.7898805378729663,Iris-virginica
+92,5.171844174472971,2.5043068460932574,3.3407081210293805,1.1260184486489422,Iris-versicolor
+93,4.596131034506954,3.1122947367514997,1.481915623367703,0.19752352650397548,Iris-setosa
+94,6.875523494938008,3.1926182070937337,5.752104466078993,2.2934749480778316,Iris-virginica
+95,7.241303187755506,3.2055837213566183,6.035472689814283,1.8011866308904056,Iris-virginica
+96,5.684131662169555,3.816238652510294,1.7762107486899061,0.27414369438426806,Iris-setosa
+97,6.291601608341139,2.515218677794458,4.999335193015847,1.8866871671752965,Iris-virginica
+98,5.211235003458928,2.57332710763443,3.758151191311193,1.289041355473583,Iris-versicolor
+99,7.8999990004583465,3.818460096022552,6.382221218486578,1.9775301788092188,Iris-virginica
+100,4.510923444477147,3.2066383375341037,1.3536484337458423,0.19975403349170825,Iris-setosa
+101,5.015774611144913,3.0,1.596236294269242,0.1977564285163469,Iris-setosa
+102,5.69890165744066,2.8956436596661765,4.229048278471372,1.3095240821102772,Iris-versicolor
+103,6.398032107383711,3.1857558172590563,5.275237855181712,2.3008717697413554,Iris-virginica
+104,5.701382923786237,3.0,4.095481090912067,1.2105588446436615,Iris-versicolor
+105,7.899998936715553,3.8226209689823536,6.3819613473611,1.9658678448460645,Iris-virginica
+106,6.207825772682547,2.2125836791714137,4.524184217152787,1.505582726380844,Iris-versicolor
+107,7.585896524496828,3.0,6.604332066979395,2.1054208064228495,Iris-virginica
+108,5.486881770738167,2.4897440576072105,3.973898926025828,1.265480207179137,Iris-versicolor
+109,5.802350293020802,2.8000652232556544,5.125361446757238,2.4006421244996665,Iris-virginica
+110,4.810108545058613,3.0,1.413631945154559,0.1,Iris-setosa
+111,7.704787760472424,2.7950944092740713,6.688216665854324,1.9860051446658058,Iris-virginica
+112,5.465352044338091,3.0,4.49424508326622,1.489700066252968,Iris-versicolor
+113,4.953979990233436,3.530113044307948,1.4068451657735856,0.2035037250527074,Iris-setosa
+114,7.182740869307592,3.19850746439411,5.98382391681729,1.8200615752857079,Iris-virginica
+115,5.985228036860599,2.2067349425237923,3.9614114143654904,0.9676742358297269,Iris-versicolor
+116,7.702313000941725,2.7846580763822044,6.705909611463855,2.00476988954323,Iris-virginica
+117,6.207590701300537,2.8124395637498907,4.803007310974119,1.7966489520911266,Iris-virginica
+118,5.964605971143682,2.8879386050329856,4.421302680880779,1.4943410795540246,Iris-versicolor
+119,4.815722295672342,3.0,1.4089842313146541,0.10000010148571561,Iris-setosa
diff --git a/iris/tab_ddpm/0/29/test.csv b/iris/tab_ddpm/0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/29/train.csv b/iris/tab_ddpm/0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/29/val.csv b/iris/tab_ddpm/0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/3/synth.csv b/iris/tab_ddpm/0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..caccd4b7290f4ef6ab53937a5e63b9c961183a98
--- /dev/null
+++ b/iris/tab_ddpm/0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.901011988001281,3.089079370020282,1.490410936436317,0.10000009090304107,Iris-setosa
+1,4.300000506045631,3.0,1.0985782490484362,0.1,Iris-setosa
+2,7.004383966025653,3.1218946546982878,5.213584947129373,2.3001160915794094,Iris-virginica
+3,4.624325653410755,3.1097823006724337,1.4723920330093463,0.19846592806746494,Iris-setosa
+4,6.462281548245768,3.1794263283546242,5.25750071658864,2.1011293971065426,Iris-virginica
+5,5.522188030223239,2.494383169423151,3.7641786057618853,1.0824382523496878,Iris-versicolor
+6,4.397566140984138,3.191478072984389,1.299394157928043,0.19937918450102077,Iris-setosa
+7,6.021980430983834,2.899662046177789,4.539323269134632,1.4936373392522262,Iris-versicolor
+8,5.002588586217294,2.0,3.6068154779397474,0.93802701894412,Iris-versicolor
+9,7.899998729193866,3.7800092773742664,6.364951597089265,1.9642181716747722,Iris-virginica
+10,5.496474281673268,4.19999900008423,1.3965798575126955,0.20326780077103304,Iris-setosa
+11,6.075846483909716,2.9088422320677405,4.644724597773915,1.435170022206376,Iris-versicolor
+12,5.805354894087299,2.673388068672011,4.094387841300751,0.9149183554570225,Iris-versicolor
+13,5.359020862268083,3.0,4.463393985229089,1.48151331201757,Iris-versicolor
+14,6.08568390398174,2.59257485339783,5.6178585115377055,1.423055879186479,Iris-virginica
+15,5.3806642227633015,3.9063148106452257,1.2916351837718951,0.4146715534650288,Iris-setosa
+16,4.300000524063999,3.0,1.0987223824949566,0.10000009827392796,Iris-setosa
+17,5.617387766769913,2.90434988623324,3.6207448810267273,1.316609395656444,Iris-versicolor
+18,6.4072035664744265,3.205038851328314,5.367101704905538,2.307236373178174,Iris-virginica
+19,5.080404890338286,3.784290014217875,1.5701392739408127,0.2020068628763311,Iris-setosa
+20,6.112090624357037,2.901759027542087,4.698018361459458,1.357683205500268,Iris-versicolor
+21,6.201741197551766,2.193453724438307,4.512656225369319,1.5131233064017071,Iris-versicolor
+22,5.681421925877766,3.781608233731217,1.5900148979697757,0.32465614554113253,Iris-setosa
+23,5.237424268582228,3.4016801716827407,1.3974139941761132,0.20295050722593205,Iris-setosa
+24,5.197243566212898,2.7046617615860518,3.873713094483932,1.3937104584594384,Iris-versicolor
+25,5.695792037013996,3.7772682823713506,1.7975256950170584,0.34084698635257954,Iris-setosa
+26,6.801006382649109,2.8027037620649238,4.79743280199154,1.3915588963722694,Iris-versicolor
+27,5.488116673893044,3.0,4.462373931598318,1.493922740919065,Iris-versicolor
+28,5.415040922821019,3.0,4.5022324414027155,1.509137585463127,Iris-versicolor
+29,6.3964974109196975,3.2084242677781982,5.27128924031164,2.3018713725068904,Iris-virginica
+30,6.388628264728891,3.207989667214752,5.347295735735443,2.318409168175072,Iris-virginica
+31,4.3,3.0,1.0977531455609886,0.10000009618294688,Iris-setosa
+32,5.064713625634512,3.549145712644939,1.3957630279114106,0.2011577966032036,Iris-setosa
+33,4.993181661952975,3.0,1.595030261983548,0.19925687802941505,Iris-setosa
+34,5.122088889125434,3.3291630453112973,1.5901339591079244,0.4630353192021823,Iris-setosa
+35,6.713115302307038,2.5074979737240684,5.822277284102364,1.8084345943796547,Iris-virginica
+36,4.611112543717892,3.593440299623824,1.0,0.19583797310649792,Iris-setosa
+37,5.813362391642645,2.917668667514766,4.2295518144773725,1.3282236212711707,Iris-versicolor
+38,5.544261772169908,2.5001456057323654,3.952441128239168,1.210933148786045,Iris-versicolor
+39,6.825436064300111,3.200685126870699,5.888731773927155,2.283768214668338,Iris-virginica
+40,5.569139874124379,3.0,4.5080109897437985,1.5071409357004883,Iris-versicolor
+41,6.080697793684016,2.908362809054987,4.663878426969046,1.4359935186837023,Iris-versicolor
+42,5.642527261858659,2.911350712230121,3.750599503398063,1.2823284455703585,Iris-versicolor
+43,5.01202912961989,2.000000548306097,3.4909990465962686,0.9852912356372406,Iris-versicolor
+44,5.689878786646604,3.0,4.120516855928683,1.2388909326859203,Iris-versicolor
+45,5.715692385816474,2.794667873466086,4.440854632241635,1.3027675759322461,Iris-versicolor
+46,5.7984216360455845,2.704527735971153,4.109701914625703,1.0080178984571957,Iris-versicolor
+47,5.8695841567777975,3.207692728134847,4.79971444015487,1.7872733066560138,Iris-versicolor
+48,5.366845008498089,3.3977230232124067,1.491170514902937,0.3867767819749768,Iris-setosa
+49,4.3,3.0,1.0914248804674371,0.10000009061338536,Iris-setosa
+50,6.304758718389219,3.3068385067401422,5.984382498470592,2.5,Iris-virginica
+51,6.088230823613746,2.8793802253068113,4.688057102372023,1.3400446054413957,Iris-versicolor
+52,7.700398287308873,2.5941662761633286,6.9,2.3084140657535475,Iris-virginica
+53,6.704190778531049,3.112331956378131,4.7022198483805004,1.4960337366917429,Iris-versicolor
+54,6.10142291993034,2.787976713696069,4.68557021451149,1.206721704479449,Iris-versicolor
+55,6.491867103626016,3.0,5.794051995811696,2.1977892824672494,Iris-virginica
+56,6.672449533725321,3.0876808835034737,4.6991328009861455,1.5010214711464283,Iris-versicolor
+57,5.924746808964505,2.7533129481035927,4.433773184023483,1.0802249546186808,Iris-versicolor
+58,5.55436629676335,3.0,4.491116528280838,1.4968138474277484,Iris-versicolor
+59,6.588718255981908,3.0,4.396792462430011,1.3921954152104443,Iris-versicolor
+60,4.3000004927964675,3.0,1.0957604896304005,0.1,Iris-setosa
+61,6.785462710655968,2.7969446986624553,4.782153235559769,1.4316219542545698,Iris-versicolor
+62,4.609314316100517,3.0775899441720522,1.5033435880441577,0.19726316715076891,Iris-setosa
+63,5.357042585715252,3.828055137620004,1.33981816214035,0.40023842173291485,Iris-setosa
+64,5.106116796870423,3.801538897891874,1.7010541498079448,0.19934330060671057,Iris-setosa
+65,5.7587157944424,2.832824288512756,4.535635677886414,1.323488537459573,Iris-versicolor
+66,5.073000629348742,3.75578022273805,1.5877923992912693,0.1980407124521492,Iris-setosa
+67,7.701228060583393,2.6101395662577453,6.899998739450038,2.3009605991064914,Iris-virginica
+68,7.040319455788173,3.1175047963539386,5.418717555499682,2.288883519975739,Iris-virginica
+69,5.1184096043383835,3.5108304182557686,1.4041770212964886,0.19837894040973597,Iris-setosa
+70,4.543796744405819,3.538999120164028,1.0,0.20224607459911695,Iris-setosa
+71,5.049334980928539,3.3580333943728515,1.6978146692924567,0.4362931033490963,Iris-setosa
+72,6.008592172306208,2.2241237196478774,3.971584790620688,1.0354158097301867,Iris-versicolor
+73,6.381846863208684,3.151725632387715,5.39768646433325,2.3024577940845914,Iris-virginica
+74,6.687403760604424,2.4802259649528255,5.798940736570968,1.7634677880497533,Iris-virginica
+75,5.497924832510792,4.2,1.3919684108378356,0.20281136365524371,Iris-setosa
+76,5.81479073379619,2.754323113529581,4.4926939426475965,1.1638881114961812,Iris-versicolor
+77,6.707085754680367,3.1136293855388,4.693152983663162,1.5174094597151047,Iris-versicolor
+78,4.788039667001813,3.399356093338217,1.5963237987125256,0.2007801334653782,Iris-setosa
+79,4.577246231213852,3.23141672271975,1.4020627083819421,0.2014027625683491,Iris-setosa
+80,6.5077881786424205,3.1909953933432815,5.099498471998977,1.9855150221917053,Iris-virginica
+81,4.300000501656838,3.0,1.0977880740851382,0.1,Iris-setosa
+82,6.013022332218048,3.397636912368094,4.513837724556741,1.5963261767467722,Iris-versicolor
+83,6.810447338826284,3.216776278328695,5.868213953312246,2.2872949057381735,Iris-virginica
+84,7.719577928949675,2.807956662127261,6.683248790740114,2.018690632311978,Iris-virginica
+85,4.885342364849645,3.067052445205331,1.4679096485793535,0.10000012063660253,Iris-setosa
+86,6.674891843520669,3.0,4.9856317302579445,1.6927535223203998,Iris-versicolor
+87,4.981376666104281,2.0,3.3306260683601017,0.9459059106913336,Iris-versicolor
+88,7.706812318948705,2.623970674337787,6.899998197721944,2.314546614957071,Iris-virginica
+89,6.0092950754053325,2.1920386903426117,5.033657969658754,1.4753429523458539,Iris-virginica
+90,6.210578123672074,2.1900971122774937,4.507103362212743,1.480063004525497,Iris-versicolor
+91,5.660538528222944,2.7744146929446343,4.477112217568504,1.2594313544470586,Iris-versicolor
+92,5.509597893490655,2.5131816280340544,3.988874743629159,1.318038797699284,Iris-versicolor
+93,4.79855476478844,3.0,1.3883398536275626,0.1,Iris-setosa
+94,6.719298195218083,3.1081486180186584,4.719336419809683,1.511887506667688,Iris-versicolor
+95,6.10321572928059,2.59977665236437,5.593453893954307,1.3917203397920925,Iris-virginica
+96,6.33308176645223,3.309220354910852,6.015613191793809,2.4999998126126957,Iris-virginica
+97,6.051071670786734,2.9322817980417852,4.561975724184732,1.4486334683931192,Iris-versicolor
+98,4.776100076202132,3.0,1.392387152657689,0.2766106768056479,Iris-setosa
+99,5.010629448709379,3.0,1.5918770452690683,0.19735170184707806,Iris-setosa
+100,6.00608955703086,3.4001214716259294,4.5066039697371085,1.590099581959475,Iris-versicolor
+101,5.060682436227172,3.3543931248377836,1.6196289681798994,0.5214372200240653,Iris-setosa
+102,6.200844035206145,2.1992407808227723,4.493249589230241,1.503443936709252,Iris-versicolor
+103,7.456766426077493,3.077133509677466,6.329675553803254,1.899979183623371,Iris-virginica
+104,6.902494108387759,3.101024564370972,5.098196878726,2.2927166163175827,Iris-virginica
+105,4.396598952433656,2.8920388533151065,1.395928104921915,0.19995825876880757,Iris-setosa
+106,5.8070097178150295,2.6955280596172226,5.135640729349078,1.890651682564869,Iris-virginica
+107,4.603654804734873,3.10598815106755,1.4674902065050741,0.1994703853165336,Iris-setosa
+108,5.515556472606015,2.486870419991821,3.931021311153649,1.2890876084916176,Iris-versicolor
+109,4.575216216245869,3.570604767939569,1.000000397898612,0.19877029304400226,Iris-setosa
+110,5.561258828544264,2.488342520572583,3.8509760642286666,1.0485810135457665,Iris-versicolor
+111,6.18905203941931,2.1908932262903424,4.493165267998513,1.498108470074611,Iris-versicolor
+112,6.080227493333791,2.9114996238856348,4.657352139605861,1.4238555725148774,Iris-versicolor
+113,6.270530809609805,3.3099939856654212,5.92124112475803,2.5,Iris-virginica
+114,7.701952175563673,3.0,6.168662913495997,2.284774758675951,Iris-virginica
+115,6.594350811112469,3.0,4.360348471960333,1.3897403707796778,Iris-versicolor
+116,4.3,3.0,1.0938926600592762,0.1,Iris-setosa
+117,4.9867194366099294,2.000000489418777,3.327100160507667,0.9307649421651697,Iris-versicolor
+118,4.300000463311615,3.0,1.0963096885872385,0.10000014296144581,Iris-setosa
+119,5.990473575169649,2.2025123244664577,3.9618485705431246,0.9414822974760623,Iris-versicolor
diff --git a/iris/tab_ddpm/0/3/test.csv b/iris/tab_ddpm/0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/3/train.csv b/iris/tab_ddpm/0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/3/val.csv b/iris/tab_ddpm/0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/4/synth.csv b/iris/tab_ddpm/0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..30a7b8f068b4470e0d35a7ae954952f09640af9a
--- /dev/null
+++ b/iris/tab_ddpm/0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.578134869989484,3.0,4.522256575396129,1.4743910101504663,Iris-versicolor
+1,7.21410534542984,3.2028725352682983,6.013563185164933,1.7644216352497522,Iris-virginica
+2,4.617260265025384,3.5943289183252944,1.0000004803411116,0.2017400536651882,Iris-setosa
+3,7.681294970310942,3.0,6.080393915489141,2.2912014216856478,Iris-virginica
+4,6.560949904566868,3.0140787335805674,5.7897946565837906,2.22951641510875,Iris-virginica
+5,6.067500792980694,2.905402741990901,4.678747379786245,1.4204157341751702,Iris-versicolor
+6,6.584009683297536,2.7885565308067672,4.636880511539458,1.503119537586059,Iris-versicolor
+7,5.792549643343744,2.6952842622125743,5.08222058824776,1.9169527597437925,Iris-virginica
+8,4.990498389012874,3.6288391793804697,1.387177776258657,0.20537804237645768,Iris-setosa
+9,5.590733743772261,2.4903848003496174,3.887965054733077,1.1087136609752242,Iris-versicolor
+10,5.385529165394366,3.894560951322684,1.3333631333535751,0.29225474896019027,Iris-setosa
+11,7.721392738946515,2.5858171245923955,6.9,2.251934106394609,Iris-virginica
+12,6.717158583486071,3.120476019144807,4.731483104494999,1.5053784259013463,Iris-versicolor
+13,4.402770880714639,2.90084566053761,1.4021552325940079,0.19790364676527816,Iris-setosa
+14,5.712757060891973,3.0,4.214754091226805,1.2056250399839141,Iris-versicolor
+15,5.67040574767953,2.8719467659376434,4.245915706373992,1.3340591240972062,Iris-versicolor
+16,6.011338257749001,2.8837823167337855,4.592158340064563,1.4178838848329218,Iris-versicolor
+17,6.7250984329418,3.1311405514731603,5.91156900160429,2.272491994689075,Iris-virginica
+18,5.013219365263539,2.0,3.335825536433979,0.9963973244086908,Iris-versicolor
+19,4.607181208537787,3.185263581178822,1.4190449092525395,0.19877487176933661,Iris-setosa
+20,4.81683163613173,3.0,1.4065576096495787,0.1,Iris-setosa
+21,4.992570099537922,2.0,3.5188597578434946,0.999637489747638,Iris-versicolor
+22,6.506685921463619,2.804111424655063,4.596227906968277,1.499901497746257,Iris-versicolor
+23,5.094993458746751,3.3004916726984552,1.6947955028003379,0.49276122022497937,Iris-setosa
+24,4.984661740814723,2.0000005686651687,3.5712276475384397,1.05917358593277,Iris-versicolor
+25,5.884985466096118,3.2022943120820893,4.7843399842687075,1.7871666764012184,Iris-versicolor
+26,5.842860157951423,2.6790703748363502,4.135545687390156,1.037254988563553,Iris-versicolor
+27,5.064443881677145,3.5685799597664514,1.4013481118222129,0.19906817286821235,Iris-setosa
+28,6.705519081654652,2.4956157526863594,5.810403401397471,1.8116254422101714,Iris-virginica
+29,6.2330982126051655,2.2007653642853833,4.495194986139683,1.4946012583806267,Iris-versicolor
+30,4.811494275006085,3.0,1.4082444698552903,0.1,Iris-setosa
+31,4.401646681177647,2.913329772230496,1.4104947840850466,0.19991857858025397,Iris-setosa
+32,6.510559805652833,2.803968616646385,4.573038344087227,1.503645285678953,Iris-versicolor
+33,5.011758621896661,2.000000460157791,3.4372253608093652,0.9300272156483367,Iris-versicolor
+34,4.587659093311462,3.1712860479349905,1.4160479804340629,0.1988602262325327,Iris-setosa
+35,5.61983692284239,2.507531689597227,3.881293768290234,1.0859436378083456,Iris-versicolor
+36,6.991053642272792,3.1597059589330594,5.5342712783943355,2.2897846414403347,Iris-virginica
+37,6.353582896469832,3.317699563736974,6.008230575709314,2.5,Iris-virginica
+38,4.528972559607751,3.2025998094501147,1.3725687856024362,0.1984348478230319,Iris-setosa
+39,6.098007279507109,2.4165249799247093,5.177081928192263,1.534357042801886,Iris-virginica
+40,6.323067483086732,3.290720587227117,6.033445357718859,2.4999997945739367,Iris-virginica
+41,7.693633964427347,2.8098222823847467,6.681611588579025,2.0016163844442882,Iris-virginica
+42,6.196051169233504,2.2084018630143003,4.494744689211339,1.5012604700709584,Iris-versicolor
+43,5.641360648444308,2.911620112150474,3.915409761517387,1.2949689721030768,Iris-versicolor
+44,5.068150506410846,3.8022799425110874,1.5833138988773812,0.1987428576665436,Iris-setosa
+45,4.793084498503029,3.4000657167356096,1.6158820109931278,0.19865082695734526,Iris-setosa
+46,4.399811495768595,2.931355139202753,1.4030224118258534,0.2008636080917187,Iris-setosa
+47,6.013409222707917,3.4001899110846483,4.492635294446667,1.5829795153270159,Iris-versicolor
+48,5.0071389899462515,3.0,1.5884066788137563,0.1952312774682068,Iris-setosa
+49,7.450853168482969,3.0096537434090633,6.448704131871374,2.026176135329517,Iris-virginica
+50,6.342205770057327,2.62021702089795,4.9499949408634345,1.8557271892059486,Iris-virginica
+51,5.703511031969463,3.7863179604491006,1.7047963978783263,0.34178275718308365,Iris-setosa
+52,6.501873354582995,3.20011789808576,5.080018439243875,2.013573696576379,Iris-virginica
+53,4.910981474840957,3.088124593967907,1.5017782883121493,0.10000010557344745,Iris-setosa
+54,6.19396095782817,2.2033747845314027,4.495341145928834,1.500896377488004,Iris-versicolor
+55,5.6390854539053,3.0,4.361326646317704,1.4216131403386407,Iris-versicolor
+56,6.228339518772754,3.39563263258269,5.413522691301217,2.3094699476647196,Iris-virginica
+57,4.969613183058317,2.0,3.325128125184864,1.001062601008716,Iris-versicolor
+58,4.300000694905201,3.0,1.0997492173246843,0.10000011328044259,Iris-setosa
+59,6.008031495826458,2.2112785723813175,3.929948190477605,1.0211420539946579,Iris-versicolor
+60,6.00268291411587,2.2097104115056236,5.008230867814048,1.507234735913006,Iris-virginica
+61,5.700482133995359,3.775944809675638,1.6177868138829785,0.2759269373601746,Iris-setosa
+62,4.420389974911,3.202244417110667,1.2952883060317686,0.20265613320956535,Iris-setosa
+63,5.8111507846302235,2.692806045538508,5.119630707258871,1.9399681036573206,Iris-virginica
+64,5.559829092522496,2.467258150568335,3.827001028959393,1.084631415842016,Iris-versicolor
+65,6.797562494168422,2.799145556232476,4.834320992944716,1.4159662085913896,Iris-versicolor
+66,7.658427862366312,3.0,6.030150591518927,2.281268822032148,Iris-virginica
+67,6.196420697103866,2.203790397437912,4.5162428072842715,1.5049552108420636,Iris-versicolor
+68,4.907798236013652,3.09994207021002,1.5156898260010283,0.10000009514329934,Iris-setosa
+69,5.785747743646748,2.8054294144206247,5.078313166798186,2.3959581836679007,Iris-virginica
+70,6.6890114937309075,3.095678771349982,4.728158607128155,1.5006244706539484,Iris-versicolor
+71,5.4611572182920485,3.8895585570127498,1.3107843047503878,0.3493887348052242,Iris-setosa
+72,4.617029320947199,3.19208289745704,1.4068047134248065,0.19918334266100188,Iris-setosa
+73,4.4058429921538576,3.1904109649537387,1.2940641348902815,0.19837627125711804,Iris-setosa
+74,5.108375589744411,3.2949659991020352,1.6044580568928624,0.45424106152267985,Iris-setosa
+75,5.388434325189366,3.825044943014626,1.3711108435130703,0.370444186763345,Iris-setosa
+76,6.513073256707183,2.795615304930865,4.582506758099751,1.5047680264115173,Iris-versicolor
+77,5.196074294223663,2.6902376422391607,3.8644830626620057,1.3984564870491019,Iris-versicolor
+78,6.8875980748775305,3.207025522574156,5.809379805529015,2.2806471736031013,Iris-virginica
+79,5.969337391508812,2.211716563418634,3.995759620598159,1.0091071991463652,Iris-versicolor
+80,6.043523614449867,2.7870339158738013,4.668289317114547,1.1904775107197476,Iris-versicolor
+81,7.668698107553572,3.0,6.291607099745892,2.2421435970303927,Iris-virginica
+82,6.2827807211066755,3.4022614681330383,5.570443602750651,2.398345657210476,Iris-virginica
+83,5.210179774526324,3.3973424099289784,1.3923288767017608,0.19863547786729413,Iris-setosa
+84,6.810209404996877,3.203969699452108,5.892642651587073,2.3068806366607113,Iris-virginica
+85,6.318769311147255,2.5125232731390525,4.993882761976756,1.8930116323128594,Iris-virginica
+86,7.703002000788758,2.5915032589926454,6.9,2.3056414889163683,Iris-virginica
+87,5.095596662367842,3.786874978078309,1.6247533889713035,0.19282159408399413,Iris-setosa
+88,6.802794671324841,3.2008274682093756,5.89650405580382,2.3061395517506416,Iris-virginica
+89,6.300834762822374,2.5661500802342885,4.981411259783799,1.8554117597894437,Iris-virginica
+90,5.791820977580344,2.7011571646534818,5.119601884827301,1.910654439616009,Iris-virginica
+91,5.491836509872051,2.4340097112292,3.925029616049236,1.1971649552948063,Iris-versicolor
+92,6.084087688711834,2.8171470434864307,4.679859068995598,1.1523956518061553,Iris-versicolor
+93,5.072271883600165,3.626508018779578,1.3991120681159765,0.2020119633350001,Iris-setosa
+94,5.504317672047336,2.5052470529654083,4.017843340351565,1.293200587489086,Iris-versicolor
+95,4.3,3.0,1.0840978443069402,0.10000011065370026,Iris-setosa
+96,7.636499763501085,3.0,6.605059531805807,2.0862522140204067,Iris-virginica
+97,5.561031838622213,3.0,4.4817847022770465,1.5030446570528684,Iris-versicolor
+98,5.511666560435177,2.521290181133402,4.050963365722248,1.3229527146517008,Iris-versicolor
+99,5.639156765493684,2.5567123274800396,3.927369648978272,1.062980182798765,Iris-versicolor
+100,5.226459846380935,2.700807772212562,3.9424984667329404,1.3892492962146528,Iris-versicolor
+101,6.090230568249731,2.593491221963787,5.5866672638642605,1.4279215242338101,Iris-virginica
+102,4.402567644007457,3.2119658581723267,1.2902736493419609,0.20047256894893825,Iris-setosa
+103,5.136508190333146,3.491640189852391,1.4046778395822663,0.1981382867386078,Iris-setosa
+104,5.409209895657035,3.9079701665241826,1.2878328478377683,0.37632469161023513,Iris-setosa
+105,4.3,3.0,1.1021668411592556,0.1,Iris-setosa
+106,5.764423080230011,2.8835658308658534,4.224226007325459,1.3608224264389,Iris-versicolor
+107,4.798888378467804,3.0,1.4156483780929807,0.10000010402025823,Iris-setosa
+108,6.166751096627122,2.350887727773224,5.001885024753652,1.7293256864491977,Iris-virginica
+109,6.8312847794831795,3.2045759701689915,5.770060733000451,2.3011022636713223,Iris-virginica
+110,6.194702602995749,2.828253917964991,4.706186782082023,1.312310245565061,Iris-versicolor
+111,6.684446194729699,3.0,4.9862681198827135,1.700290949166085,Iris-versicolor
+112,4.802162791707776,3.398851283371555,1.6773650178170634,0.1994031412548743,Iris-setosa
+113,6.209124877046442,2.7973714313480613,4.792384959472305,1.7927636749001283,Iris-virginica
+114,6.683226779432623,3.0,4.98200354679499,1.7113575183846448,Iris-versicolor
+115,6.121972119684015,2.595228762135097,5.622935796595808,1.420738947523242,Iris-virginica
+116,6.463376432144524,3.0,5.796915876695436,2.1971651177008384,Iris-virginica
+117,6.896894611197819,3.077636383080889,5.090381895590246,2.2931592806946535,Iris-virginica
+118,5.801670565527011,2.8178916432065377,5.098910760043959,2.407068514969437,Iris-virginica
+119,5.557460170915713,2.4695855556706796,3.825214292490644,1.0747526168200352,Iris-versicolor
diff --git a/iris/tab_ddpm/0/4/test.csv b/iris/tab_ddpm/0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/4/train.csv b/iris/tab_ddpm/0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/4/val.csv b/iris/tab_ddpm/0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/5/synth.csv b/iris/tab_ddpm/0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55c8717be15c1767f660e10060b1b02ff6fac582
--- /dev/null
+++ b/iris/tab_ddpm/0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.611751652800077,2.9180883614959323,3.584347423675758,1.3027085116634076,Iris-versicolor
+1,4.3000012895416235,3.0,1.1187372549679302,0.10000011905735026,Iris-setosa
+2,5.014512165467444,2.0000004713891006,3.6156528468656313,0.990048260026726,Iris-versicolor
+3,5.408557571772868,3.0,4.454462435309531,1.4949543093919484,Iris-versicolor
+4,4.589442314156238,3.0880533188923955,1.497421435808942,0.20084850039759666,Iris-setosa
+5,6.709379839699695,2.4936274172336295,5.800080232680435,1.7992360971540327,Iris-virginica
+6,5.762655102496019,2.7938094806391356,4.33370677488726,1.1906803956970196,Iris-versicolor
+7,6.9071921470583595,3.190117070800186,5.672898603604342,2.3047180544579153,Iris-virginica
+8,7.581063633906352,3.0,6.577166778384781,2.098790203540193,Iris-virginica
+9,5.96421542251057,3.4069585894200722,4.49623627609821,1.6073079074097232,Iris-versicolor
+10,5.557109742111029,2.394939980819988,3.808658168668929,1.0527517459111477,Iris-versicolor
+11,5.23154462384342,2.701571146674417,3.8800935845343094,1.4008247556840483,Iris-versicolor
+12,5.998663700259459,2.1825869470306025,5.006816506838165,1.4916615177442147,Iris-virginica
+13,5.0928369328589405,3.8145518165833705,1.628291479971265,0.19931428864717513,Iris-setosa
+14,5.09172237523933,3.555630152899525,1.4118745819474956,0.21193387279961504,Iris-setosa
+15,5.485466516708665,3.0,4.488039335691553,1.503843542300698,Iris-versicolor
+16,5.987546185383237,3.4024812406089935,4.492749876905345,1.5933842084262584,Iris-versicolor
+17,5.554184158301956,3.0,4.519985463476105,1.5040623391836871,Iris-versicolor
+18,7.1776599022339855,3.202422572356133,5.993052131757545,1.7975004624374638,Iris-virginica
+19,6.699755584689187,3.1252425351356945,4.716386324148259,1.4915672249695322,Iris-versicolor
+20,6.693824551999494,3.0,4.991359571092982,1.7004864702234044,Iris-versicolor
+21,5.610231525124857,2.5226871240959334,3.8834074910583496,1.082841760549706,Iris-versicolor
+22,4.3,3.0,1.1023739966986317,0.1,Iris-setosa
+23,5.992875593197966,2.898265353158488,4.506147143184823,1.4850266904871425,Iris-versicolor
+24,6.5355031245324975,3.21209106553028,5.097525458202533,1.9883205700716444,Iris-virginica
+25,4.300000667797195,3.0,1.094511760403676,0.10000011625623687,Iris-setosa
+26,5.420486621444166,3.8889846971758506,1.3113201815440736,0.3294566439273462,Iris-setosa
+27,4.978243677969581,3.6127538902543743,1.4054021072187914,0.197337369987943,Iris-setosa
+28,6.288827052623797,3.3004145858908,4.6756255981594315,1.5972861351177012,Iris-versicolor
+29,5.794139819494366,2.7936058298999518,5.116441055332327,2.397497156517146,Iris-virginica
+30,6.089001344618364,2.610525537902929,5.565706806426806,1.391069264714628,Iris-virginica
+31,6.29874228317774,2.699339019284244,4.897947597220274,1.8087823302660029,Iris-virginica
+32,4.974245816719872,3.5821643577669224,1.4020146341278348,0.20003134488578486,Iris-setosa
+33,6.0061022848397485,3.392165833387092,4.473743692295008,1.5887422194585286,Iris-versicolor
+34,5.806729733228412,2.787430035921283,5.086184864192006,2.383826209201708,Iris-virginica
+35,4.300000557379023,3.0,1.109436422318611,0.100000108687816,Iris-setosa
+36,5.16495827284461,2.6834026780373614,3.86542674969739,1.396304126231941,Iris-versicolor
+37,6.761214799249866,3.1968066120315255,5.8901701496269645,2.2856816726600995,Iris-virginica
+38,4.611147327193572,3.179151109756212,1.4254849330863262,0.19872687411635487,Iris-setosa
+39,5.49883826325967,2.363209680371768,3.6964307074267424,1.001734538138236,Iris-versicolor
+40,5.667002996654462,2.5790605534783206,3.9318806076094086,1.0566735970959504,Iris-versicolor
+41,5.007070162737769,2.000000488599926,3.5145283921607335,1.010414772609462,Iris-versicolor
+42,6.685835478380436,2.5039401933650076,5.806812780356167,1.7956449193460022,Iris-virginica
+43,6.264178821698578,3.395019402343643,5.577953112970001,2.3907806157272544,Iris-virginica
+44,6.693082161123138,3.0,5.007669364229207,1.7122441598476312,Iris-versicolor
+45,6.118707652534565,2.8898752364274496,4.602797005158384,1.4809455899018804,Iris-versicolor
+46,5.42057280608264,3.401033409610867,1.5049770136431795,0.4116585740873042,Iris-setosa
+47,5.026746965574203,3.0,1.5934750506990074,0.19411606050038843,Iris-setosa
+48,5.213454676691808,2.6079506377693726,3.7378961461937252,1.32922310663242,Iris-versicolor
+49,4.57044552761684,3.559984975804679,1.0,0.19720355725448144,Iris-setosa
+50,6.000287154124383,2.193641727535654,4.994130507645468,1.4861766768086875,Iris-virginica
+51,5.515167966254189,3.8350975113712615,1.4409651923413693,0.36990127958427566,Iris-setosa
+52,5.4381209094108724,3.0,4.447605162820742,1.5107975177527329,Iris-versicolor
+53,5.70578016744978,3.8064679113408246,1.597884664785555,0.3622134341471176,Iris-setosa
+54,5.707033229596614,3.811182580796923,1.642007586989653,0.27288622263302365,Iris-setosa
+55,6.713440223391516,3.0,5.009049367788993,1.718144328039241,Iris-versicolor
+56,4.792525827633195,3.400733195727029,1.843444544236121,0.19922941596705684,Iris-setosa
+57,7.713103510932854,3.0,6.04543324888432,2.3045017951656135,Iris-virginica
+58,6.69587601033011,3.0,4.999049982882618,1.68899979539007,Iris-versicolor
+59,5.496190650168442,2.3877476257128727,3.605744828586569,0.9415935755661079,Iris-versicolor
+60,5.15003005315032,3.329607305799168,1.5760300480046139,0.459622746226528,Iris-setosa
+61,7.663530666087903,2.863842573243155,6.671223084520047,2.0078470532072603,Iris-virginica
+62,6.678353253679837,3.0997974640200234,5.756975661822019,2.2785955693507383,Iris-virginica
+63,4.900308955995669,3.111426089107707,1.5020555677081786,0.10000011098382457,Iris-setosa
+64,4.801816254563256,3.0,1.3970311872519177,0.3284784405636027,Iris-setosa
+65,5.861064891984916,2.713751737539138,5.076597112227602,1.867885901978911,Iris-virginica
+66,6.1674419797657,2.878953892049685,4.733907220992025,1.3663820199063679,Iris-versicolor
+67,6.21643117183289,3.397031578139872,5.435413359823796,2.299330955531221,Iris-virginica
+68,6.105241698395282,2.6030524995269344,5.545490672147505,1.4070149845370208,Iris-virginica
+69,6.502615087644768,2.8045042262475532,4.58905902429328,1.4864883788277299,Iris-versicolor
+70,5.795357112475282,2.808788214789341,5.0923371620824485,2.3989544813420793,Iris-virginica
+71,5.962252747661981,3.3980867920058935,4.521787291730379,1.6043353734386205,Iris-versicolor
+72,5.961425550955042,2.175032172022625,4.0421272426980845,1.0290780137097817,Iris-versicolor
+73,5.010326871869314,2.000000475416337,3.275001259662126,0.9443420661004841,Iris-versicolor
+74,6.6764313941920745,2.9679998426727074,4.537798513732186,1.4211038604866737,Iris-versicolor
+75,5.422237757851055,3.3969997184687513,1.4957121379641416,0.3788365214636736,Iris-setosa
+76,5.695975951558452,2.940315298872948,4.279903749043037,1.327661654901162,Iris-versicolor
+77,6.708952241637863,3.1006716755411126,4.6985242317048135,1.5003425475810532,Iris-versicolor
+78,4.789297224539833,3.398800372605631,1.7933368938078438,0.20018022437843722,Iris-setosa
+79,6.32528564887479,3.29535093052366,6.024994827623552,2.499999774900465,Iris-virginica
+80,5.8211491407964395,2.664692688982479,3.951749184407954,0.9826594561585175,Iris-versicolor
+81,7.664757906911888,2.595323548517036,6.9,2.2964768403082187,Iris-virginica
+82,6.093939724723879,2.8210610181968656,4.704335952617364,1.2541564263619878,Iris-versicolor
+83,5.403070861836252,3.0,4.472904963083957,1.5018187905979183,Iris-versicolor
+84,5.718079653229116,2.992689785408619,4.222605534504752,1.2483080074083388,Iris-versicolor
+85,4.604121408131121,3.0952685163145617,1.5123097567855803,0.19685633747096032,Iris-setosa
+86,5.101432110007198,3.300142354052901,1.7818727622796733,0.46536336739534995,Iris-setosa
+87,5.649200495660481,2.906843523567595,3.8222735083389585,1.2821431972043809,Iris-versicolor
+88,7.691726424609144,3.0,6.085133570299385,2.2989810849987795,Iris-virginica
+89,5.710840752036973,2.949360609556605,4.140208070938241,1.2635155882574445,Iris-versicolor
+90,6.279042345555151,3.2952638024941865,6.061060191539078,2.5,Iris-virginica
+91,6.6793459543003095,3.0857017606767516,4.668723625414768,1.491993491044219,Iris-versicolor
+92,6.61560512018056,2.802450632873417,4.7170702403652065,1.4292155041014805,Iris-versicolor
+93,5.964775028263005,2.1992870458368676,4.995973277665886,1.4908375354256624,Iris-virginica
+94,4.806284875776107,3.0,1.4044462016552002,0.320497748752741,Iris-setosa
+95,5.481966935937485,2.484677951468825,3.9878214635987916,1.286631977847492,Iris-versicolor
+96,5.781790530212527,2.8514587097639126,4.429669541438351,1.3752767322580377,Iris-versicolor
+97,5.811887940953811,2.8095348190778107,5.099328590644773,2.4079803623284715,Iris-virginica
+98,7.21325750552944,3.201833191051533,5.990214397247847,1.799949470263154,Iris-virginica
+99,6.103611951242787,2.81497590760536,4.693123379741326,1.2192155224750376,Iris-versicolor
+100,5.614256270124338,2.8906693072950214,3.65063179615469,1.2979409685797658,Iris-versicolor
+101,5.377832361456612,3.8956668378182657,1.291206690035995,0.38214692091456204,Iris-setosa
+102,5.76789107617014,2.6985482151964066,4.079084913136783,0.9937112204634954,Iris-versicolor
+103,4.802929702844791,3.398306377833852,1.9807183341173573,0.1972457422518385,Iris-setosa
+104,6.205934161358648,2.1988869506954556,4.46229290511917,1.4948492395527058,Iris-versicolor
+105,6.776598015606719,2.8024307637972856,4.7614873119766274,1.3984104525631933,Iris-versicolor
+106,4.300000690054503,3.0,1.102452048624697,0.10000010481073496,Iris-setosa
+107,5.510534872700615,4.199999088538784,1.3756674343395507,0.19457211264380098,Iris-setosa
+108,4.788189282066003,3.3968789580582044,1.8182263997764212,0.20226752484794572,Iris-setosa
+109,4.788373151023205,3.0,1.3933011277906484,0.1,Iris-setosa
+110,6.4937751217764355,3.187973989770063,5.116747541546228,2.0156532687937947,Iris-virginica
+111,5.090575887555308,3.319772945476091,1.6782730516557454,0.47124652199285144,Iris-setosa
+112,6.582216921773399,3.0,4.397057405646895,1.3861824001311325,Iris-versicolor
+113,6.009836596829941,2.2141279453011857,4.01903856761167,1.0326582507229745,Iris-versicolor
+114,5.798468296686289,2.7020196608374225,5.095516081957507,1.912349164827389,Iris-virginica
+115,5.541427485250705,2.4303585403800474,3.7682970571060546,1.0511970199411254,Iris-versicolor
+116,6.702395175759657,2.506479976599421,5.8038340772276875,1.8113047688554231,Iris-virginica
+117,6.024314962723231,3.40203020557315,4.492097259405045,1.5882455908235702,Iris-versicolor
+118,7.683218516559759,2.7914488795649737,6.688575633222301,2.0080822801928844,Iris-virginica
+119,5.94930115837855,2.9153145152310174,4.431518984872477,1.4817164232199422,Iris-versicolor
diff --git a/iris/tab_ddpm/0/5/test.csv b/iris/tab_ddpm/0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/5/train.csv b/iris/tab_ddpm/0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/5/val.csv b/iris/tab_ddpm/0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/6/synth.csv b/iris/tab_ddpm/0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df2a08bce337d28b42000906c3b53bc817d8dbb4
--- /dev/null
+++ b/iris/tab_ddpm/0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.8215060311596405,2.6952438717019107,4.155619835727807,1.0168640752694589,Iris-versicolor
+1,6.844193115280054,3.182682826941401,5.674875766730166,2.301046725170674,Iris-virginica
+2,6.188580321840322,2.7734796205967336,4.858763033370911,1.7740860089228645,Iris-virginica
+3,5.4929743234193245,3.0,4.502650802403482,1.4999114721245745,Iris-versicolor
+4,5.719045446528586,2.790953149420111,4.329317288363966,1.1771621000170132,Iris-versicolor
+5,6.810016191250213,2.811377296227543,4.808546209556722,1.4222903480073135,Iris-versicolor
+6,5.071047639205635,3.5409797334718505,1.4024792807441628,0.1992817899529224,Iris-setosa
+7,7.714401298088372,2.5988256690755054,6.899998977849137,2.3034834804581066,Iris-virginica
+8,6.546583026495419,3.0,5.77371997553874,2.2192163409261907,Iris-virginica
+9,6.225040149257092,3.3993768954534516,5.422701217109589,2.3114017711844705,Iris-virginica
+10,6.593209483406555,3.0,4.404748114853465,1.4123314434758891,Iris-versicolor
+11,4.74812663978313,3.0,1.3837775229726048,0.1,Iris-setosa
+12,6.905008982877524,3.1079731540566073,5.1109735132585365,2.297184968657869,Iris-virginica
+13,6.367982546598353,3.287112949873797,4.748649295083114,1.5838015981559095,Iris-versicolor
+14,6.2932215650161405,3.307595323216344,5.997585365485059,2.499999805349278,Iris-virginica
+15,6.245086517620323,2.6822908992816505,4.942660687933413,1.8359059114119287,Iris-virginica
+16,5.115379662710682,3.3074559889706197,1.5987244546377042,0.5512943573675204,Iris-setosa
+17,4.300000606124606,3.0,1.0985815676942134,0.10000011825025824,Iris-setosa
+18,6.203333620123372,2.1980500266809115,4.5022601252746455,1.5062824335581744,Iris-versicolor
+19,5.709285297629168,3.815203338551247,1.7680947549946313,0.2742848963320245,Iris-setosa
+20,6.693043755620318,3.110764561405132,4.709209455755938,1.5039444038356278,Iris-versicolor
+21,5.784311382975602,2.7949067555310596,5.096664131511572,2.397668539928534,Iris-virginica
+22,6.436661422368224,3.0834134289103834,5.577539071871261,2.2841058405936465,Iris-virginica
+23,4.789735260663326,3.0,1.4035484144660897,0.2739313559715043,Iris-setosa
+24,4.795015700494358,3.0,1.3890992989732116,0.27667551447780897,Iris-setosa
+25,7.53272578849378,3.0,6.478764811540588,1.9361183707999259,Iris-virginica
+26,6.510160876389567,2.804129484428212,4.619645136708704,1.5004942088437643,Iris-versicolor
+27,4.7976815151416305,3.0,1.3881586311966805,0.10000010552913782,Iris-setosa
+28,6.50459449148055,3.1957822835647702,5.084327592971954,1.9910517646291013,Iris-virginica
+29,5.961827103920347,2.8806636067774276,4.582089377765148,1.4322328061834437,Iris-versicolor
+30,6.086678209126267,2.6108609458453076,5.645007507307259,1.4128253466115581,Iris-virginica
+31,5.003563614144516,3.3989392890895895,1.596065328720565,0.37343994473930264,Iris-setosa
+32,5.60528115901465,3.0,4.528029300631858,1.5217328531954366,Iris-versicolor
+33,6.706501462428534,2.509656841173923,5.806512898903814,1.7967476415898935,Iris-virginica
+34,5.809483809701497,2.801785377349411,5.098805765014522,2.403993591751631,Iris-virginica
+35,4.803286946249266,3.0,1.399331825585891,0.27375573699192,Iris-setosa
+36,6.19299285771599,3.3972228260913426,5.382909212176823,2.30820812212616,Iris-virginica
+37,6.785225519674556,2.7956038242116374,4.784117729438771,1.4034634008332538,Iris-versicolor
+38,6.593649726369574,3.0,4.38891342421234,1.4000755678268504,Iris-versicolor
+39,4.447146391634228,3.201338754960384,1.3297577716663678,0.20009296275545962,Iris-setosa
+40,7.206806032203325,3.19326457447488,5.958359277263157,1.7990737286182614,Iris-virginica
+41,6.315374521230951,3.310881203835027,5.995926150346698,2.5,Iris-virginica
+42,6.111921890526411,2.5906954323908606,5.599704505387218,1.424062925230937,Iris-virginica
+43,4.300000472991212,3.0,1.0949592471039171,0.10000011234831231,Iris-setosa
+44,6.690261310290496,3.102617842738454,4.701732247600559,1.5169155679669721,Iris-versicolor
+45,5.6345943567317285,3.0,4.455610543974414,1.478455074412495,Iris-versicolor
+46,6.142932302809993,2.8712380055539,4.71170533698584,1.3769999442390524,Iris-versicolor
+47,6.255470203107984,2.7492229687792356,4.82739827113988,1.828093464277427,Iris-virginica
+48,7.9,3.83118815938439,6.384488255916362,1.9510787600068737,Iris-virginica
+49,6.295683363078974,3.399707390542375,5.598431921975553,2.3986960079365973,Iris-virginica
+50,4.3,3.0,1.100251422417529,0.10000010508843156,Iris-setosa
+51,6.049065767634619,2.9732929223503395,4.52674776589844,1.4097781971034766,Iris-versicolor
+52,4.884803632656135,3.4501376454663526,1.8422355558654595,0.20403389059834176,Iris-setosa
+53,5.067942654071924,3.5482395501505826,1.3985379153215005,0.19942163251287814,Iris-setosa
+54,5.774804701318552,2.799799766945706,5.126183172228426,2.3904543899869886,Iris-virginica
+55,6.309784776195256,3.2793853195732288,5.9382304689109695,2.4999997690830047,Iris-virginica
+56,5.498741693627232,4.2,1.385258613122323,0.2044650688787667,Iris-setosa
+57,4.802512315807205,3.4056854524116758,1.6929819290415313,0.19736155462253197,Iris-setosa
+58,6.1032639886913245,2.5922943435885966,5.587773419782696,1.4064390497706123,Iris-virginica
+59,5.632824546768725,2.8942402074237146,3.689031035766061,1.292748396272865,Iris-versicolor
+60,5.310965192706079,3.3655530567641874,1.5393379682134796,0.3903195826015591,Iris-setosa
+61,5.808520958142593,2.7062945517362578,5.087159305002405,1.9182741996337194,Iris-virginica
+62,6.799315698687788,3.194899311863189,5.825236409818003,2.293412744337027,Iris-virginica
+63,6.110577569104986,2.797700451122813,4.695774751193229,1.2071011076098048,Iris-versicolor
+64,6.21388088099142,3.3188748375448447,4.664108553024577,1.6116024150911303,Iris-versicolor
+65,4.3,3.0,1.1097314655968615,0.1,Iris-setosa
+66,7.159531439687275,3.2138542974034756,5.917481342676939,1.7853775719020812,Iris-virginica
+67,5.619029356404389,2.9542988501394243,3.8859831908896627,1.2489342649277761,Iris-versicolor
+68,5.543547572597275,2.421637716634352,3.778266527233506,1.0357239595244592,Iris-versicolor
+69,5.680676753990367,3.778242358181959,1.7025554927881823,0.3017437606380035,Iris-setosa
+70,4.7891670271757585,3.0121147496258267,1.52640442300111,0.19392263818331176,Iris-setosa
+71,6.713741379298966,3.0,4.983769861981023,1.7066963182277408,Iris-versicolor
+72,5.390458351737498,3.0,4.50469877408394,1.495745054285551,Iris-versicolor
+73,5.562787916533252,2.490237423897023,3.817477558376545,1.0501860405737493,Iris-versicolor
+74,6.960964226025105,3.1759508255288695,5.828255935270084,2.298055048833451,Iris-virginica
+75,5.10187403228857,2.49304533543941,2.8585025431565505,1.0891156755444948,Iris-versicolor
+76,6.2941104230537235,2.756865060391759,4.856135591478743,1.824493893809006,Iris-virginica
+77,5.923628344333317,3.2227219062547054,4.830832777837469,1.8259757417376987,Iris-versicolor
+78,6.2355723106758285,2.775576224475734,4.83013710535427,1.797780770419116,Iris-virginica
+79,6.696725984533037,3.0946619296268225,4.700183799318879,1.503700999965895,Iris-versicolor
+80,6.189614794486505,2.1979321633742885,4.541566474667722,1.5023819187095462,Iris-versicolor
+81,7.6945114217327815,2.816369916968414,6.693629630549272,2.0249511601390555,Iris-virginica
+82,5.520402974364626,2.916459711075146,4.135694822478446,1.396944949083354,Iris-versicolor
+83,6.014917675090329,3.3946829060750967,4.491605898594397,1.5943873759754355,Iris-versicolor
+84,5.191447079352833,2.676945143729238,3.844683321789778,1.3677815827658444,Iris-versicolor
+85,5.794951691785873,2.7099869472283014,5.123390829340553,1.894511559834836,Iris-virginica
+86,7.616515420172442,3.0,6.600799061350184,2.128550161956422,Iris-virginica
+87,5.208812323139699,2.7002765796039827,3.8655050136564344,1.3957397803873302,Iris-versicolor
+88,6.493448314375851,3.0,5.789647551642688,2.1950361675603833,Iris-virginica
+89,6.094827480467954,2.8978443389129103,4.653375259309125,1.398485205495311,Iris-versicolor
+90,6.231557248959294,2.7756453504887473,4.835506170450484,1.8036378163412397,Iris-virginica
+91,5.703176478812671,3.7896957491778958,1.7686351710372725,0.28775942447515446,Iris-setosa
+92,6.329805370559044,3.3063648875926583,6.062926709095252,2.5,Iris-virginica
+93,4.3,3.0,1.1013189549861175,0.10000009139458832,Iris-setosa
+94,7.202701364208147,3.2074536589903495,6.019059943146649,1.7730145170645348,Iris-virginica
+95,6.900115937514913,3.1938564364354285,5.793779542645645,2.310531029660762,Iris-virginica
+96,6.694219504110013,3.0906340578071716,4.663075729095163,1.4864360183880814,Iris-versicolor
+97,6.8008330735577935,3.207179437240344,5.8489735206432,2.300165095898228,Iris-virginica
+98,6.199411533185067,2.194692344280846,4.496011816831025,1.4861942581390757,Iris-versicolor
+99,5.005957728956079,3.0,1.6448017949464124,0.20183631961225781,Iris-setosa
+100,4.664674890800433,3.103257105931312,1.5196216399490383,0.20256193500342398,Iris-setosa
+101,7.699273543988556,2.788081676862432,6.721801474473681,2.0063090697295736,Iris-virginica
+102,6.183277269215074,2.1826333799949627,4.498163934459803,1.4957248597872053,Iris-versicolor
+103,5.766481317751301,3.0,4.262460633962688,1.2869494029655122,Iris-versicolor
+104,5.988828368153874,2.9024307908539635,4.50258905266702,1.4980726304838476,Iris-versicolor
+105,5.488656212645757,4.2,1.3902156620605626,0.19855894138502106,Iris-setosa
+106,5.594385935354691,2.507027463166307,3.896785437384601,1.0789152208606139,Iris-versicolor
+107,5.019811474089043,3.0,1.6704177244835572,0.19458575298925967,Iris-setosa
+108,5.06101535395261,3.520033025526106,1.400816923251064,0.20072441879790756,Iris-setosa
+109,5.9854186585736535,2.17825758114524,3.984474707581033,0.9776404581807502,Iris-versicolor
+110,5.651878114983832,2.921825894113018,3.989653144978728,1.2961824881434518,Iris-versicolor
+111,6.765183149576042,2.9573274438137878,4.925889360168617,1.5880595336858092,Iris-versicolor
+112,7.708121186477152,2.5981691894089822,6.89999895150694,2.3057076884277072,Iris-virginica
+113,6.318656851507603,2.4961454394891787,5.010613127568437,1.8924576006109364,Iris-virginica
+114,7.202533772935982,3.2015754659394484,5.976491189513154,1.8064727949180355,Iris-virginica
+115,6.512187856445651,3.2051575205422886,5.100161690026191,1.9947743469178105,Iris-virginica
+116,5.032413549649374,2.0,3.5664790593310434,1.022558242035664,Iris-versicolor
+117,7.312985759561283,3.163937703743734,5.990600615211477,1.8790907522652636,Iris-virginica
+118,6.254812700382896,3.3029167373095962,6.063339571932995,2.5,Iris-virginica
+119,6.684827799875267,3.0,4.997519719771597,1.6883646968669888,Iris-versicolor
diff --git a/iris/tab_ddpm/0/6/test.csv b/iris/tab_ddpm/0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/6/train.csv b/iris/tab_ddpm/0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/6/val.csv b/iris/tab_ddpm/0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/7/synth.csv b/iris/tab_ddpm/0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..88f1dbb686ec09523b09f346635627d3e459a12b
--- /dev/null
+++ b/iris/tab_ddpm/0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.402505723225841,2.8986702415924195,1.3968484963636916,0.1994692979429022,Iris-setosa
+1,4.583717037765675,3.086279071685775,1.4994063602833163,0.2028195726076368,Iris-setosa
+2,6.949495864464612,3.0907323519493572,5.086919976614403,2.299210250077943,Iris-virginica
+3,5.594821995983227,2.907021558658414,3.57808433601494,1.2934436045839581,Iris-versicolor
+4,5.774461349026505,2.80271278019946,5.100987767711355,2.406923314565752,Iris-virginica
+5,6.862044584929327,3.1980720577831496,5.785035781641304,2.305145332073405,Iris-virginica
+6,4.997974141697176,3.3974174373665758,1.5931187311306068,0.3994474272178033,Iris-setosa
+7,5.685353620369116,2.8960755088133676,4.11728242547713,1.2847484343293016,Iris-versicolor
+8,6.271205682133206,3.405322913870458,5.561064505338021,2.3959485816853636,Iris-virginica
+9,5.805201119372164,2.7063047302955012,5.151695924134005,1.906514703404849,Iris-virginica
+10,4.611867324626695,3.0841113785287955,1.494718042025888,0.2085588729542808,Iris-setosa
+11,4.8920448700688155,3.073947061155853,1.4700897624511855,0.1,Iris-setosa
+12,4.796250033778598,3.400514371666422,1.6879166314992011,0.2008555569738782,Iris-setosa
+13,4.615584739419548,3.6195964385223873,1.000000376804844,0.19721657605134257,Iris-setosa
+14,4.987708038795784,3.3961584424897517,1.5916238066736978,0.41422275032859657,Iris-setosa
+15,6.102177250231313,2.591707466533814,5.591764797766167,1.422545419263066,Iris-virginica
+16,4.614991200364748,3.626531925530985,1.0000004755240837,0.20144643498953907,Iris-setosa
+17,6.2736227811728025,2.466937813785665,5.002409664562582,1.8692862413378935,Iris-virginica
+18,4.3000005221974575,3.0,1.1019787306472197,0.1,Iris-setosa
+19,5.826291969048448,2.7016937669359065,5.095601351294832,1.897139847349975,Iris-virginica
+20,6.890335510193253,3.0935808576630635,5.10590045849298,2.283800801147841,Iris-virginica
+21,7.699151906418316,3.0,6.107462967134307,2.3073101233703768,Iris-virginica
+22,6.1256260252188435,2.8483069994607777,4.738696248802492,1.2998917426933527,Iris-versicolor
+23,6.0011132680895365,2.2006688104389758,3.963697238077159,1.0050929702657787,Iris-versicolor
+24,6.329535448821388,2.497704607405053,4.991819810511505,1.8930646583241875,Iris-virginica
+25,5.803367576932248,2.7048790221306125,5.123362864597617,1.8937912020497711,Iris-virginica
+26,7.707930172642834,2.790257724323497,6.7216257370290675,2.00876906132409,Iris-virginica
+27,7.697292261426601,2.790356925857989,6.694504925857364,2.0073879787268094,Iris-virginica
+28,5.105856896771774,3.475681649838376,1.4046501579823676,0.2053317292629749,Iris-setosa
+29,5.791465976443532,2.8023802306950074,5.084779908770304,2.397907410511553,Iris-virginica
+30,6.072314833237841,2.8982061744208654,4.685001229608861,1.3822387558800175,Iris-versicolor
+31,5.393969107589634,3.8975469993811793,1.2867739595993828,0.34466899451221794,Iris-setosa
+32,5.5020002637762175,2.3908963903820646,3.708273511032126,1.01445123928582,Iris-versicolor
+33,6.001509093363864,2.1864274530259813,4.992576625617868,1.4941012795710444,Iris-virginica
+34,6.585547530461045,3.0,4.390834555164613,1.41611227957301,Iris-versicolor
+35,4.3,3.0,1.1126656463838596,0.1,Iris-setosa
+36,4.77467792028303,3.0,1.4025394631862504,0.2762667727709283,Iris-setosa
+37,4.801543745646956,3.4003374763617877,1.8208704908725308,0.20116964366675175,Iris-setosa
+38,6.187645670791432,2.809006599502367,4.804819963833155,1.805056992613821,Iris-virginica
+39,5.954906038671408,2.2018836731267366,3.970209312600364,0.9216702525211635,Iris-versicolor
+40,6.7051753228955615,3.08723903251326,4.704770532552692,1.5082688641068132,Iris-versicolor
+41,7.9,3.815516589938288,6.397139754223971,1.9801239518440927,Iris-virginica
+42,6.008621419179025,2.238930854427032,3.974404458224284,1.009783026301417,Iris-versicolor
+43,5.581632916626047,3.0,4.492920053405865,1.4836509995987357,Iris-versicolor
+44,5.313226474579271,3.7354544196709556,1.364849451083128,0.3619659699367773,Iris-setosa
+45,4.9211629279760665,3.126860135884467,1.5045468611780564,0.10000009874912028,Iris-setosa
+46,6.317684248509125,2.506169849935943,4.996439682357125,1.91072529651984,Iris-virginica
+47,6.79542688079227,2.7903365501451374,4.789436201969496,1.4379897135617707,Iris-versicolor
+48,4.985441717874813,2.0000004688146165,3.613878708816739,0.9938497989245751,Iris-versicolor
+49,6.551017477745284,3.0810657433471778,5.657460017434228,2.28116494875149,Iris-virginica
+50,4.570695183486291,3.59717706102764,1.0000003958317165,0.20308741624674245,Iris-setosa
+51,6.132737306131254,2.819807728572798,4.721337074889668,1.2101364981382488,Iris-versicolor
+52,4.532207857236922,3.2027867121459366,1.3866764220893932,0.2016429312388783,Iris-setosa
+53,6.719046217297784,2.4996065046181806,5.810633889217974,1.7972024743364678,Iris-virginica
+54,6.71735596225887,2.500343034117834,5.801133554405485,1.7595488213596746,Iris-virginica
+55,5.772103442917282,2.7992657965063046,5.087907304338475,2.4015921613081916,Iris-virginica
+56,7.183116390770627,3.1992834496225515,5.960207272119532,1.796355831465869,Iris-virginica
+57,6.096754167827853,2.605581570990677,5.603407592384135,1.3873742643463536,Iris-virginica
+58,6.32032737699517,2.493275908246865,5.034807416458234,1.9260035327832907,Iris-virginica
+59,5.7798212340695745,2.7106770510294123,5.13082483863832,1.901916789406079,Iris-virginica
+60,7.609964588708238,3.0,6.593431999349021,2.123319080690301,Iris-virginica
+61,5.599025294979546,2.4805428410259895,3.893965237632573,1.102489416817847,Iris-versicolor
+62,5.82463376333456,2.7139225652101144,5.1066893532256055,1.9144245202338852,Iris-virginica
+63,5.556413734235905,2.4508329574931342,3.8549809456255497,1.0532534902058621,Iris-versicolor
+64,5.676838914147079,2.8803611512276595,4.074534378138137,1.270348988298674,Iris-versicolor
+65,5.113963546859402,2.506094777964688,2.8917186106347588,1.1084330621270566,Iris-versicolor
+66,4.300000535016065,3.0,1.0987666217992775,0.10000010168757521,Iris-setosa
+67,6.71398163706349,2.9676162882281707,4.914073071194358,1.5952198644342346,Iris-versicolor
+68,5.672666352043548,2.8212101990663547,4.513854330369553,1.3207308651841174,Iris-versicolor
+69,5.67322819441815,3.0,4.140834792702769,1.2414531066319985,Iris-versicolor
+70,5.6938068213780335,3.0,4.209856257991092,1.2252999392412653,Iris-versicolor
+71,5.633839652786193,3.0,4.5077482007560885,1.5175522612615413,Iris-versicolor
+72,5.13163790829462,3.7604851237810824,1.8186303268611272,0.20174129068258947,Iris-setosa
+73,5.525697656090678,4.2,1.4148855297395433,0.21281974883361784,Iris-setosa
+74,5.688198077310433,3.7726010828488903,1.596330664898276,0.3280733844371105,Iris-setosa
+75,5.996016752831805,2.2027075517471886,5.00449863082405,1.4777653108511837,Iris-virginica
+76,5.466685046181184,2.402141882303703,3.6469409913040924,0.9336110277919382,Iris-versicolor
+77,6.003904221006,2.1991742779506867,4.012113049995637,1.0019651508486742,Iris-versicolor
+78,6.262767764799511,3.3099573114556256,4.669820217058741,1.6011724489447787,Iris-versicolor
+79,4.3,3.0,1.1017958085858135,0.1,Iris-setosa
+80,6.204280277740241,2.7992282212588537,4.7906306235128255,1.7992491609686638,Iris-virginica
+81,6.456437329975234,3.0002711707369305,5.619561534596123,2.2549275194480547,Iris-virginica
+82,5.7959306482187545,2.7054097655887905,5.104573341784138,1.9037360520515243,Iris-virginica
+83,7.9,3.804009115950912,6.417970354548834,1.9488128808384588,Iris-virginica
+84,5.747289218462583,3.7960151867617946,1.6752317275685367,0.2829208473840039,Iris-setosa
+85,5.78596498684785,2.7035486337412844,5.113301443384,1.8851144698386657,Iris-virginica
+86,5.517179255559901,3.0,4.5339844444280475,1.5112185726765426,Iris-versicolor
+87,7.707326615034018,3.0,6.112833156537098,2.304008695173589,Iris-virginica
+88,4.990935811200668,3.644060369830843,1.3998120774073344,0.1974206114529551,Iris-setosa
+89,4.974142934468436,3.4069025324487687,1.8255248241833781,0.38143808736398027,Iris-setosa
+90,5.8950856683572335,3.175346617063404,4.803341338354864,1.7962093780114357,Iris-versicolor
+91,5.044355929468203,3.5115539274378764,1.3984585172847193,0.20000898351002577,Iris-setosa
+92,5.079937589856388,3.6446873976895393,1.3869171844639216,0.2082188665331869,Iris-setosa
+93,6.10717036462378,2.8014228240244785,4.719832770602467,1.219907744513868,Iris-versicolor
+94,5.676234446643449,2.9243082209229594,4.111062495997487,1.2881663476330014,Iris-versicolor
+95,5.615336261539777,3.0,4.508158238643308,1.4960077367191584,Iris-versicolor
+96,5.77165968035621,2.8108656320412417,5.098403539897415,2.417269254465693,Iris-virginica
+97,6.316737853278934,3.316055172158788,5.994593002815508,2.5,Iris-virginica
+98,6.078008494815163,2.8972211723305126,4.612984425746168,1.4723993997006684,Iris-versicolor
+99,5.408812482021596,3.9028926886763258,1.3022682897854614,0.394383367656636,Iris-setosa
+100,6.275099891687616,2.421758831688024,4.977533309001786,1.8557948252866174,Iris-virginica
+101,4.822095657451255,3.0,1.4198398467910025,0.27698508349998313,Iris-setosa
+102,6.280281146695324,3.395763783968637,5.5039157014799365,2.36892550939489,Iris-virginica
+103,7.711312976237721,2.8000670489743125,6.702265739940289,1.9842778684434539,Iris-virginica
+104,6.478849664593618,2.7937601819220927,4.5940566538466925,1.4981946426082493,Iris-versicolor
+105,4.800146231165935,3.402225297698206,1.5878378103058337,0.20075594436261826,Iris-setosa
+106,6.483454292888989,3.0,5.7879906058357085,2.179070744940421,Iris-virginica
+107,5.984324251126573,3.403309852443129,4.501550987534596,1.6029111737500483,Iris-versicolor
+108,5.006042040216473,2.0,3.5947335623455383,1.048263763485943,Iris-versicolor
+109,7.080488647150586,2.6248197095414834,6.2902082031051325,1.886220034015793,Iris-virginica
+110,5.888915547142309,3.201922637539357,4.7925265152873155,1.7904727507915545,Iris-versicolor
+111,5.816711863215927,2.708984513633942,4.092844541045548,1.0083305828200149,Iris-versicolor
+112,6.200934138574539,3.398256154053892,5.397644207713148,2.2900744037201455,Iris-virginica
+113,6.980167533637651,3.1758760156670314,5.655716295553219,2.2898048481973152,Iris-virginica
+114,6.239328684004895,3.301100956937253,5.943417224121427,2.5,Iris-virginica
+115,6.703234484346047,2.5022506632335904,5.800192997611506,1.8178785724577393,Iris-virginica
+116,5.0254427760226,2.000001050514569,3.5110829801473438,1.001170559806162,Iris-versicolor
+117,6.4539623739385155,3.1985794631377407,5.158715413924341,2.095970998897092,Iris-virginica
+118,7.6154268186578395,3.0,6.566395942892382,2.1134853777579856,Iris-virginica
+119,5.006921612313416,2.000000507879165,3.5038595113325766,0.9404765932096603,Iris-versicolor
diff --git a/iris/tab_ddpm/0/7/test.csv b/iris/tab_ddpm/0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/7/train.csv b/iris/tab_ddpm/0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/7/val.csv b/iris/tab_ddpm/0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/8/synth.csv b/iris/tab_ddpm/0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f9a84bb75b273f4190bf1aa6519dda27ea5e765a
--- /dev/null
+++ b/iris/tab_ddpm/0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.511797947342531,3.1999980877706,5.1111239374813,2.004285007827669,Iris-virginica
+1,5.740404081869437,2.8827572999414226,4.54014720999176,1.3786684286540245,Iris-versicolor
+2,5.174693733390927,3.401873960685716,1.405118573305366,0.20119130332938753,Iris-setosa
+3,5.124075106612096,3.785604726329682,1.6681821529810281,0.20052170220613594,Iris-setosa
+4,6.099897358893955,2.798017463011886,4.698544899777859,1.2076382233463654,Iris-versicolor
+5,5.85119712551011,2.739559735514892,4.3187786700553765,1.0713897762632478,Iris-versicolor
+6,5.990385448836899,2.195138310918404,4.027761380272083,0.9898894522028729,Iris-versicolor
+7,5.691715141404882,3.79826487190617,1.7256045600479235,0.3823296208877559,Iris-setosa
+8,6.066913723336933,2.7961166684231182,4.673842762010861,1.2400889095671024,Iris-versicolor
+9,7.210388050184617,3.201980606114018,6.006583809630108,1.7750382101543245,Iris-virginica
+10,5.086344110151206,2.5041653625418703,3.0089429073075156,1.0930667093916504,Iris-versicolor
+11,7.715200434353722,2.8028518398389832,6.716377581520636,2.007441015064402,Iris-virginica
+12,5.035037986769391,2.0,3.5469785472705606,1.0004272482321337,Iris-versicolor
+13,6.190663253703319,3.4052736380405957,5.377924963615852,2.2862167968958538,Iris-virginica
+14,5.0564860861267436,3.567758230663317,1.3972198344961617,0.20051000324036322,Iris-setosa
+15,6.19525065092909,2.188600820657895,4.501627040259575,1.4990975052623106,Iris-versicolor
+16,4.810431199806236,3.4018430645666013,1.6629332871651512,0.20113854943866075,Iris-setosa
+17,4.95844661437116,2.0000004539305913,3.528407022180673,0.9698796492193343,Iris-versicolor
+18,5.990824442303962,3.4006128781301697,4.487544849001742,1.6093091708293412,Iris-versicolor
+19,4.574022009483719,3.667682018011716,1.0,0.19677551696952106,Iris-setosa
+20,6.330833185383467,2.7051366716643876,4.879751888908044,1.810338505351881,Iris-virginica
+21,6.1138003005087125,2.597767941199136,5.611587813999578,1.4143771353291839,Iris-virginica
+22,6.281011103839983,2.4815621193055453,5.0012115117232225,1.869632730386674,Iris-virginica
+23,6.769793997125094,3.171787700568338,5.977957194436992,2.295238922685225,Iris-virginica
+24,4.600522303132036,3.6492423910171103,1.0,0.19762093938812614,Iris-setosa
+25,5.774236924784001,2.7184321076770566,4.230697223334092,1.0214332614731896,Iris-versicolor
+26,5.1096300473850595,3.3124058391474462,1.7308730320615677,0.49351821829703935,Iris-setosa
+27,4.595190838999762,3.2254710545798315,1.4023058649140714,0.19857678856304994,Iris-setosa
+28,4.98237275747874,2.0,3.304561225200698,1.007607741209715,Iris-versicolor
+29,6.295272279171256,2.6872238514627202,4.900386382756171,1.800156596117703,Iris-virginica
+30,7.698615380311993,2.6000490853729112,6.9,2.308556458501965,Iris-virginica
+31,4.3,3.0,1.0907745503709716,0.1,Iris-setosa
+32,4.300000593329632,3.0,1.1046977619517182,0.10000010052630788,Iris-setosa
+33,5.796434926970358,2.7648277098145293,5.086683425460312,2.350554830945571,Iris-virginica
+34,6.107806771785006,2.6102245732981753,5.585983932214685,1.4464617834070919,Iris-virginica
+35,5.802633247550759,2.699540407899324,5.155162266220913,1.9121432630711224,Iris-virginica
+36,7.718338917235148,2.799022519544252,6.719204283466958,1.982980526541659,Iris-virginica
+37,5.18199336396415,3.408829862688728,1.3912140889581424,0.1997714421933623,Iris-setosa
+38,6.790492777849388,2.8002226135604484,4.8075833264943135,1.4142498900578488,Iris-versicolor
+39,4.99558728696304,3.0,1.6730060073892403,0.20354228178924438,Iris-setosa
+40,5.785794101737665,2.8146287062154562,5.139041294747152,2.3977649195673907,Iris-virginica
+41,5.405726373259839,3.9010960451484538,1.3191186674013622,0.39562100281378115,Iris-setosa
+42,5.32183757286256,3.0,4.483170781584837,1.5096859168769365,Iris-versicolor
+43,6.686497296061423,3.0,4.993464341284702,1.7142365148611882,Iris-versicolor
+44,6.185423332641417,3.3982002346830953,5.393674212955997,2.307685808496583,Iris-virginica
+45,5.682680823543498,3.7542926520267432,1.6074245294720464,0.27390373928681044,Iris-setosa
+46,5.2037119125338,2.51374714581646,3.6065261695189794,1.1470332719445897,Iris-versicolor
+47,6.092073738182796,2.5931550352329342,5.609895150769404,1.399257113527054,Iris-virginica
+48,7.192807946202267,3.2103480586663538,5.998885559600362,1.7997780377275336,Iris-virginica
+49,4.464814589192929,3.209440444679819,1.3711696708469037,0.2011785359706012,Iris-setosa
+50,5.874973802378329,3.201199516628363,4.790516876714587,1.816728612587382,Iris-versicolor
+51,4.816026351617927,3.0,1.409209026205071,0.10000010440689729,Iris-setosa
+52,6.2073775766830686,3.402189240672911,5.459379182926014,2.28032026029274,Iris-virginica
+53,4.813242505298837,3.399713713785513,1.621188096484522,0.20047250447883797,Iris-setosa
+54,5.088491567850323,3.7761096527812534,1.6685681215792496,0.19846020502009476,Iris-setosa
+55,6.037658425406845,2.748142816013503,4.574588005963092,1.0920078061374796,Iris-versicolor
+56,6.483822564945765,2.803333918576735,4.6064659966996135,1.5040975044851,Iris-versicolor
+57,5.524526793302679,2.5490485244280574,4.0354826792049,1.3001972510185058,Iris-versicolor
+58,6.308281103652038,3.311257890798069,5.975398914167509,2.5,Iris-virginica
+59,5.901388834660881,3.2105568192867646,4.806744050701229,1.8140179807005499,Iris-versicolor
+60,5.008995665204088,3.0,1.6809864799740486,0.20213329963832172,Iris-setosa
+61,6.243099726608526,3.308804175210692,6.016239028878679,2.5,Iris-virginica
+62,7.711475139188871,2.622867925461194,6.899998273930738,2.3167336433246977,Iris-virginica
+63,6.697439775166373,3.096384866500635,4.7061139918391826,1.5018298581791036,Iris-versicolor
+64,5.089353643157826,3.475721402316144,1.401669310794122,0.20269581687171356,Iris-setosa
+65,5.091436024969951,3.2943301995677388,1.7318927544875766,0.47253913480841314,Iris-setosa
+66,5.492441211742108,3.0,4.433089658276648,1.501670392365007,Iris-versicolor
+67,6.48688471110384,3.2030073452832664,5.091806091449156,1.9891184147243495,Iris-virginica
+68,7.7322156000816005,3.0,6.257302740185125,2.2613521097558014,Iris-virginica
+69,7.6902269617567915,2.5892866620878783,6.9,2.2923993192573855,Iris-virginica
+70,6.332334136868267,3.4041782508929694,5.562535813439122,2.392947722576238,Iris-virginica
+71,6.004052618226162,3.3951559449721893,4.523358797949601,1.610882550386126,Iris-versicolor
+72,5.976832221644912,3.4012249851474023,4.517775706364046,1.599991462406608,Iris-versicolor
+73,4.597674985976833,3.5564041357637572,1.000000509366497,0.1996962677817793,Iris-setosa
+74,4.600867990217401,3.0784769162526886,1.4965134491116243,0.20032907062551714,Iris-setosa
+75,5.573350582531413,2.4967432312982107,3.9614370530237366,1.1853453213842238,Iris-versicolor
+76,7.899998616008656,3.7794302132926534,6.353284845624305,1.9499653072013694,Iris-virginica
+77,6.389400094993457,3.1885853008139526,5.330665201939674,2.3088319686035086,Iris-virginica
+78,6.290523472983844,2.6651022314061286,4.92829529046926,1.7928388617774498,Iris-virginica
+79,7.012505998493017,3.1697963882988898,5.691110232449088,2.305609291743505,Iris-virginica
+80,4.580381444973105,3.1144100487458375,1.4860769151975914,0.20046702331383826,Iris-setosa
+81,6.010943345093803,2.7801747789211504,4.637080313039327,1.150031823891336,Iris-versicolor
+82,5.868369588170937,3.204189808619179,4.797950242654502,1.7983154357714257,Iris-versicolor
+83,5.631769887344352,2.9208378245138187,3.8232826583672,1.2799334274476792,Iris-versicolor
+84,7.600031768988095,3.0,6.599948145146857,2.128425938781026,Iris-virginica
+85,5.987273702059795,3.4028305238687473,4.516519901622887,1.5934877455255152,Iris-versicolor
+86,4.584195578974199,3.1352543451509765,1.4521462130787797,0.199371201621719,Iris-setosa
+87,7.689401714654525,2.80537955480991,6.695987678910685,2.021012832936229,Iris-virginica
+88,5.96468631305413,2.904886391412204,4.479890882828469,1.4942411737239798,Iris-versicolor
+89,4.9899033152714125,2.000000512103202,3.5559595689321046,0.9241847197597565,Iris-versicolor
+90,5.109731400904937,3.2955809391337123,1.6788703615153795,0.47484511858729117,Iris-setosa
+91,4.300000525103375,3.0,1.0924291913062067,0.10000012428133391,Iris-setosa
+92,6.682464246880364,3.0761914192447977,4.7605980362412526,1.5372273625733013,Iris-versicolor
+93,6.591037366012566,3.0,4.417171247448927,1.386769518265497,Iris-versicolor
+94,4.597683667573067,3.2089077814868405,1.3803224803697227,0.20020803162739004,Iris-setosa
+95,5.618006326969018,2.4452747056597923,3.8524505833329967,1.0550501156756693,Iris-versicolor
+96,6.262737378847386,3.306651717025788,4.705366132292079,1.6173733727814321,Iris-versicolor
+97,4.994094445532093,3.0,1.5917557337059898,0.2009037822586585,Iris-setosa
+98,4.883650611610655,3.1056646553258376,1.5067814495218248,0.1000001043100245,Iris-setosa
+99,4.785013098423169,3.3991620323891514,1.6666361233870486,0.19618501031283783,Iris-setosa
+100,4.394008812673553,3.173896529539202,1.2962636748894392,0.20109503709344884,Iris-setosa
+101,5.585183489887155,3.6599347228545316,1.5871210980599166,0.40657855023707096,Iris-setosa
+102,6.192351786491051,2.2120515158549456,4.498446453556699,1.502134691823445,Iris-versicolor
+103,5.467959950752859,4.2,1.405771678194638,0.19242794737433316,Iris-setosa
+104,5.812602095189943,2.7921849176663995,5.087533441754468,2.3903487928607556,Iris-virginica
+105,6.692892061437191,3.0852751665511438,4.714668170028322,1.5155558826596418,Iris-versicolor
+106,6.696381661565729,3.0,4.992555686838527,1.7081886638077766,Iris-versicolor
+107,4.834901687977362,3.0261438327844608,1.4523895337357546,0.1,Iris-setosa
+108,4.536894062016069,3.202993748572421,1.3930433382977214,0.1959544279091428,Iris-setosa
+109,4.801061140117053,3.0,1.4021426998691042,0.1,Iris-setosa
+110,5.81616788731458,2.6973818226830684,5.1197327169621225,1.899848216256098,Iris-virginica
+111,4.634606564647587,3.2267627946116626,1.3911220944282836,0.19501043696088927,Iris-setosa
+112,7.608100460528336,3.0,6.598690179740705,2.0669760011201186,Iris-virginica
+113,6.599915970819097,3.0,4.420585136152995,1.403733517444366,Iris-versicolor
+114,5.699967475158665,2.8858158293553315,4.220033672584111,1.3167740340019387,Iris-versicolor
+115,6.206801578034022,2.193611184319666,4.513485091407003,1.4906584132433451,Iris-versicolor
+116,7.588352555026037,3.0,6.567255942722847,2.10405878311389,Iris-virginica
+117,6.903089849764557,3.0852726748187687,5.092076506831668,2.305389255730624,Iris-virginica
+118,6.508888562009996,2.8024341590009354,4.612773616416482,1.5068594893430116,Iris-versicolor
+119,6.126702480419197,2.8316196111846907,4.722788516867547,1.2622375190336006,Iris-versicolor
diff --git a/iris/tab_ddpm/0/8/test.csv b/iris/tab_ddpm/0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/8/train.csv b/iris/tab_ddpm/0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/8/val.csv b/iris/tab_ddpm/0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/9/synth.csv b/iris/tab_ddpm/0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e240ffe8f9f44dcd4260bf5562f8cf3e519b1aba
--- /dev/null
+++ b/iris/tab_ddpm/0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.034918931760225,3.0267858662216662,1.5988206911430072,0.23145769452821843,Iris-setosa
+1,6.879639451843555,3.0879287647918754,5.092761158722557,2.288708855292956,Iris-virginica
+2,5.5128468587820745,2.510706965611027,4.024137426720559,1.3074839507681915,Iris-versicolor
+3,5.005206319599456,3.0,1.6147996110678644,0.20089029172039655,Iris-setosa
+4,5.095351571736736,3.7787728934708467,1.5982257093196015,0.2002226114326395,Iris-setosa
+5,5.686720724131163,3.0,4.176041655992368,1.199324004809295,Iris-versicolor
+6,4.900782543685819,3.1125882444487973,1.4981117305030844,0.10000010502090181,Iris-setosa
+7,5.059837513041765,3.5990661632632706,1.4030899071823348,0.2020385035024044,Iris-setosa
+8,5.123067773743929,3.8160310363082894,1.764044434026881,0.19786682146072915,Iris-setosa
+9,5.160378366454961,2.713070751608257,3.9697621392768667,1.4119974764214038,Iris-versicolor
+10,5.55367186462435,2.46272594550991,3.8647838333745232,1.0408233039731025,Iris-versicolor
+11,5.206261161976939,3.4009258592564686,1.4011728849008092,0.20123018959991862,Iris-setosa
+12,5.888526318005437,3.2019325643499084,4.796842431939195,1.7936590829341654,Iris-versicolor
+13,6.003673771231735,3.406103033602352,4.493738474771603,1.6050761690385922,Iris-versicolor
+14,7.715264718715274,2.604166682022648,6.89999896140489,2.256783208661534,Iris-virginica
+15,5.432915623900481,3.9004419214821304,1.2975651713838205,0.4343212704256971,Iris-setosa
+16,4.580469898571129,3.623580055948339,1.0,0.19523398541502063,Iris-setosa
+17,6.7271939403457885,3.2047247347154872,5.8198768998777695,2.304700373874664,Iris-virginica
+18,6.416801074939236,3.2344863229112844,5.328217215194623,2.3190844307565306,Iris-virginica
+19,6.577778561436498,3.0,4.383453272853358,1.4024066831566053,Iris-versicolor
+20,5.885476864915978,2.8576059325221768,4.589465581502953,1.377121364086671,Iris-versicolor
+21,4.795094243755448,3.3985196980352153,1.8333483791204574,0.20125964569061075,Iris-setosa
+22,6.5299147157195865,2.7906037193256763,4.605553601638694,1.5041147489919817,Iris-versicolor
+23,6.199479405832338,2.793680116496978,4.786350486627995,1.7983360006980909,Iris-virginica
+24,4.798791963711738,3.0,1.4032940161991885,0.1000001069923319,Iris-setosa
+25,4.300000517509515,3.0,1.1035506937960098,0.10000013114741667,Iris-setosa
+26,7.684956220989944,2.9155203897025,6.680932485596954,2.0443684875800177,Iris-virginica
+27,6.7076022240720405,3.0,5.018765389510314,1.7012373019964566,Iris-versicolor
+28,5.157873277481207,3.417872559555686,1.404853520934077,0.20199053189350502,Iris-setosa
+29,6.1122011423227045,2.8404198030774435,4.704804454873935,1.3062371957009484,Iris-versicolor
+30,4.405611069506891,3.1747695750501954,1.3081682154705985,0.19745093755018953,Iris-setosa
+31,7.717487908838903,2.6070451510321773,6.899998926065115,2.3157300241558834,Iris-virginica
+32,4.300000494182818,3.0,1.1044040484602884,0.10000010898086625,Iris-setosa
+33,6.1889124698397175,3.3994830137423344,5.449791875395077,2.306760862304146,Iris-virginica
+34,7.8999986354278535,3.8261315487276093,6.388984270085985,2.026021500461527,Iris-virginica
+35,6.424971860715423,3.2116547805612257,5.144487395834854,2.0425597052273394,Iris-virginica
+36,5.11274143718214,3.803759871053271,1.5791532825457502,0.20001970911529898,Iris-setosa
+37,6.250531640263954,2.7693232055420403,4.8258791201385005,1.8078860141566082,Iris-virginica
+38,5.775899562210721,2.6964189465080106,4.047198052502506,1.0300197465793237,Iris-versicolor
+39,5.605389086828571,3.0,4.507259858492022,1.4874102743980944,Iris-versicolor
+40,6.679182969526955,2.7816974543284436,4.761567266810555,1.4063869662169663,Iris-versicolor
+41,5.9157874686689285,3.208224341464118,4.827936818067066,1.7978027788382127,Iris-versicolor
+42,5.8448215137535176,2.6949839629966,5.095623652601098,1.9114848856614346,Iris-virginica
+43,4.814389986667548,3.0,1.4050666650985522,0.31138128922516034,Iris-setosa
+44,5.603365835385884,3.0,4.365557643269539,1.4070233318184429,Iris-versicolor
+45,6.2275289886069976,2.788243661107676,4.822637219004674,1.7876779565870422,Iris-virginica
+46,5.910115051017433,3.185290187266867,4.814747496488687,1.8093653667594691,Iris-versicolor
+47,6.680244089017831,2.4987574264436736,5.773232569315666,1.8125451311160217,Iris-virginica
+48,6.438701906103944,3.198924471042524,5.214114508525406,2.195138861596662,Iris-virginica
+49,7.694691190593476,2.796453156001697,6.695644096412736,2.008800000984719,Iris-virginica
+50,5.020292169603344,3.694434792009718,1.4405394946733652,0.2018424895239593,Iris-setosa
+51,7.703707845983095,3.0,6.081799828257643,2.3060322102191053,Iris-virginica
+52,6.2451388761509925,2.1952694504759385,4.517109176786327,1.5127074951473547,Iris-versicolor
+53,6.101219976208463,2.826113992092185,4.687890807749647,1.2093443286670915,Iris-versicolor
+54,6.289466394211839,3.399178393344746,5.536770445714396,2.3921031014299534,Iris-virginica
+55,5.104610664829645,3.3203795650053993,1.6849997552346039,0.5379345645620595,Iris-setosa
+56,5.206636100607065,3.406007204220175,1.3841195350482396,0.19885141364229153,Iris-setosa
+57,4.398866410623808,3.196871774374316,1.3174117179855689,0.20151724973316074,Iris-setosa
+58,4.789148329148745,3.4016538426154224,1.631357446906671,0.1978865632117507,Iris-setosa
+59,7.899998424199996,3.7615625254222067,6.4113075762338605,1.9997534638874004,Iris-virginica
+60,5.124092647742789,3.7762477518631488,1.592842263728085,0.19429014463292926,Iris-setosa
+61,7.697070890959877,2.596901253998976,6.9,2.29542368351191,Iris-virginica
+62,5.783870609133189,2.792793049913684,5.099802382481507,2.3974167834520843,Iris-virginica
+63,5.513511455554716,2.4086340874451224,3.712055747498544,1.0013463854212503,Iris-versicolor
+64,5.514904631897094,2.487213355301263,3.979253588557385,1.2514536806281416,Iris-versicolor
+65,7.6972113839294,3.0,6.079272872945356,2.2897229325911894,Iris-virginica
+66,5.383066680050779,3.391970895227074,1.5054036322646123,0.509693228322395,Iris-setosa
+67,5.813582105581993,2.697544080235806,5.11040829114581,1.9182743772586768,Iris-virginica
+68,4.391265173738818,2.9050999696931474,1.3880424477863214,0.20092045436218142,Iris-setosa
+69,5.185216785365643,2.695820415577667,3.873489848833623,1.4245519302169651,Iris-versicolor
+70,5.160211378906604,3.4098680887187696,1.4033646065314476,0.19533865182351126,Iris-setosa
+71,5.6206503443304126,2.5175143764670813,3.9399014794138036,1.070161579145297,Iris-versicolor
+72,6.529802463241511,3.0,5.857124283790216,2.1978846038493307,Iris-virginica
+73,7.227872593854791,3.2000671410481103,5.994266936698791,1.7635384821192217,Iris-virginica
+74,6.298469961803374,3.287006101221028,5.995825017573101,2.4999996734649312,Iris-virginica
+75,4.99799340065075,3.6790711222837267,1.4024250812491306,0.20450900078876094,Iris-setosa
+76,6.198670172904795,2.806324825977113,4.801247167944706,1.8137281227810345,Iris-virginica
+77,5.808544593029933,2.7016499956535025,5.0984965600252625,1.9055882202918657,Iris-virginica
+78,4.9919157381001344,2.0000005091229553,3.4972948047460206,0.9213955115129573,Iris-versicolor
+79,6.3086910989067,3.398683305431488,5.607859423606762,2.401168537886736,Iris-virginica
+80,6.91526991411691,3.190666877343538,5.887745641385596,2.275990302799386,Iris-virginica
+81,4.609138512795789,3.1148460551825865,1.5092230475111503,0.20130667905133934,Iris-setosa
+82,6.689572294867047,2.5059175578944846,5.803505284734611,1.809243090481973,Iris-virginica
+83,4.903870704246616,3.1111119354636037,1.5001710361430403,0.1,Iris-setosa
+84,5.613846612210242,2.8990727537290466,3.6041119955081293,1.2990166368236427,Iris-versicolor
+85,4.3,3.0,1.0937855958017555,0.10000010461386473,Iris-setosa
+86,6.1121789475254875,2.8568904930365018,4.6990170797403366,1.280079482980959,Iris-versicolor
+87,5.701075082092515,3.0,4.199317707685856,1.1993419120434388,Iris-versicolor
+88,4.792829116811606,3.0,1.411776142132116,0.1,Iris-setosa
+89,7.702692366788243,3.0,6.043744687935226,2.3027442316179885,Iris-virginica
+90,4.8539369592158925,3.057266573720552,1.4567367211052513,0.1,Iris-setosa
+91,5.773250000427492,2.9812522300117936,4.424756252295351,1.4808203472280934,Iris-versicolor
+92,4.587637897732413,3.610435989118315,1.0,0.20164819069192616,Iris-setosa
+93,5.8120516614822595,2.6984186799581873,5.107369337214202,1.900554517079964,Iris-virginica
+94,6.507392901559679,2.806441181781979,4.581336267399965,1.5076481837584217,Iris-versicolor
+95,7.715064372740976,2.613314683332243,6.899998867189024,2.2917245619906037,Iris-virginica
+96,5.008424553103483,3.6065148040994752,1.4012712292886877,0.19797749353099764,Iris-setosa
+97,5.021877104176384,3.6301300357387745,1.4042160545102553,0.20369885156429476,Iris-setosa
+98,5.497018588221472,2.50020123367184,4.020171474271713,1.2900021408276694,Iris-versicolor
+99,6.299186918715312,3.2992200737545403,4.699188449938944,1.6129820001575335,Iris-versicolor
+100,5.129598055464744,3.2965773696449157,1.783199147329887,0.5137888095805224,Iris-setosa
+101,5.904881294719376,3.1759006091161193,4.7723154171085955,1.8168604902797219,Iris-versicolor
+102,6.089988332614303,2.8047619234968284,4.696925143951191,1.1697364596968352,Iris-versicolor
+103,6.823296155159158,3.1870570478621763,5.652454605653292,2.302116549826874,Iris-virginica
+104,6.486065051567077,2.8206432216656943,4.658108440894337,1.5057472147229398,Iris-versicolor
+105,6.196451432313664,2.2032019770132854,4.494360603897912,1.483398775475343,Iris-versicolor
+106,7.6966314724403455,3.0,6.143238906319638,2.3046337335824263,Iris-virginica
+107,4.994864893382298,2.0000004520015073,3.3458625341033317,0.9786776921715244,Iris-versicolor
+108,6.708195490192558,3.0,5.018086917033526,1.712185171372547,Iris-versicolor
+109,4.416018259563164,2.9117191655105286,1.3797284762765847,0.2021697648715461,Iris-setosa
+110,6.298292530974682,2.4845618392486886,5.004252098925002,1.8964903290816628,Iris-virginica
+111,5.119461860158992,3.2902889830019055,1.7869109384129733,0.551520762196687,Iris-setosa
+112,6.794827213006327,3.2028321172118943,5.920227980103975,2.2867062284235042,Iris-virginica
+113,5.5564596728556745,2.47823918364256,3.8736091755252575,1.1622961692785294,Iris-versicolor
+114,6.701823834041389,3.0,4.9948616519514655,1.6890094539673164,Iris-versicolor
+115,6.058672391286636,2.896537422205786,4.5266733885677874,1.5015512722017177,Iris-versicolor
+116,6.598945176163168,3.0,4.397007179718411,1.406956010726843,Iris-versicolor
+117,5.0133323434320385,3.6311071651256155,1.4053859741202523,0.20097043391142763,Iris-setosa
+118,6.001748062751692,2.196246962158417,4.998702296945101,1.4965063357765365,Iris-virginica
+119,5.090148894460333,3.780918931758084,1.59676389076844,0.19990995236781747,Iris-setosa
diff --git a/iris/tab_ddpm/0/9/test.csv b/iris/tab_ddpm/0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/9/train.csv b/iris/tab_ddpm/0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/0/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0/9/val.csv b/iris/tab_ddpm/0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/0/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0/diffusion.pt b/iris/tab_ddpm/0/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..179719be0037845d376efa119e574d85ada96dfd
--- /dev/null
+++ b/iris/tab_ddpm/0/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d298c698b31cbbc67dfc429b02533ed4614560c2f91147021ab7f6dc16f45743
+size 6499269
diff --git a/iris/tab_ddpm/0/diffusion_state.json b/iris/tab_ddpm/0/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..ae849708e0f2ec163f2323d884576b65d0c64f06
--- /dev/null
+++ b/iris/tab_ddpm/0/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9ec9c3a0e2e2cf410e6ca25c9b29afba51189a925f6438aae401910b90e028bf
+size 6480710
diff --git a/iris/tab_ddpm/0/model.pt b/iris/tab_ddpm/0/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..9c4d3c387e55d764dc8d1eef0063aeeeea87006c
--- /dev/null
+++ b/iris/tab_ddpm/0/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e56d47cb39853155c2cc0f71ba25d07606ebd9373b10fd983e707d1fda5d2c1
+size 6456342
diff --git a/iris/tab_ddpm/0/model_state.json b/iris/tab_ddpm/0/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..8f0fcc14db967ae66224433a0c27986a8627d339
--- /dev/null
+++ b/iris/tab_ddpm/0/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:736881f339dd98af4bfb9c57f1455e52ab8204ce1689815703101e403ef37afe
+size 6453564
diff --git a/iris/tab_ddpm/0/params.json b/iris/tab_ddpm/0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0afc612db39c14dca9f1f9b551c4643f0d58c7062a4fb0e22d23360816b81cc3
+size 331
diff --git a/iris/tab_ddpm/0/tab_ddpm_eval.ipynb b/iris/tab_ddpm/0/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..b2556251c7726952dd72693793fa776b00a8f034
--- /dev/null
+++ b/iris/tab_ddpm/0/tab_ddpm_eval.ipynb
@@ -0,0 +1,2303 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "ca88aef5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:14.013625Z",
+     "iopub.status.busy": "2024-07-21T13:21:14.013261Z",
+     "iopub.status.idle": "2024-07-21T13:21:26.366328Z",
+     "shell.execute_reply": "2024-07-21T13:21:26.365344Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.367227,
+     "end_time": "2024-07-21T13:21:26.369158",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:14.001931",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 41%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "191ebd1f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:26.396659Z",
+     "iopub.status.busy": "2024-07-21T13:21:26.395658Z",
+     "iopub.status.idle": "2024-07-21T13:21:26.405322Z",
+     "shell.execute_reply": "2024-07-21T13:21:26.404259Z"
+    },
+    "papermill": {
+     "duration": 0.026613,
+     "end_time": "2024-07-21T13:21:26.407785",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:26.381172",
+     "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": "1681f846",
+   "metadata": {
+    "papermill": {
+     "duration": 0.011657,
+     "end_time": "2024-07-21T13:21:26.431327",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:26.419670",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "9db90cf1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:26.456630Z",
+     "iopub.status.busy": "2024-07-21T13:21:26.455991Z",
+     "iopub.status.idle": "2024-07-21T13:21:26.464583Z",
+     "shell.execute_reply": "2024-07-21T13:21:26.463590Z"
+    },
+    "papermill": {
+     "duration": 0.023711,
+     "end_time": "2024-07-21T13:21:26.466763",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:26.443052",
+     "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": "7c34772a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:26.491980Z",
+     "iopub.status.busy": "2024-07-21T13:21:26.491403Z",
+     "iopub.status.idle": "2024-07-21T13:21:26.497283Z",
+     "shell.execute_reply": "2024-07-21T13:21:26.496309Z"
+    },
+    "papermill": {
+     "duration": 0.02151,
+     "end_time": "2024-07-21T13:21:26.499915",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:26.478405",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 0\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/0\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "90864926",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:26.526703Z",
+     "iopub.status.busy": "2024-07-21T13:21:26.526377Z",
+     "iopub.status.idle": "2024-07-21T13:21:26.532717Z",
+     "shell.execute_reply": "2024-07-21T13:21:26.531683Z"
+    },
+    "papermill": {
+     "duration": 0.022946,
+     "end_time": "2024-07-21T13:21:26.535167",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:26.512221",
+     "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": "a9d98db1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:26.559999Z",
+     "iopub.status.busy": "2024-07-21T13:21:26.559681Z",
+     "iopub.status.idle": "2024-07-21T13:21:27.808826Z",
+     "shell.execute_reply": "2024-07-21T13:21:27.807731Z"
+    },
+    "papermill": {
+     "duration": 1.264919,
+     "end_time": "2024-07-21T13:21:27.811685",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:26.546766",
+     "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": "dd7ae387",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:27.838931Z",
+     "iopub.status.busy": "2024-07-21T13:21:27.838501Z",
+     "iopub.status.idle": "2024-07-21T13:21:28.919124Z",
+     "shell.execute_reply": "2024-07-21T13:21:28.917791Z"
+    },
+    "papermill": {
+     "duration": 1.097392,
+     "end_time": "2024-07-21T13:21:28.921596",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:27.824204",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\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": "817db82f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:28.950062Z",
+     "iopub.status.busy": "2024-07-21T13:21:28.949627Z",
+     "iopub.status.idle": "2024-07-21T13:21:28.960734Z",
+     "shell.execute_reply": "2024-07-21T13:21:28.959651Z"
+    },
+    "papermill": {
+     "duration": 0.028853,
+     "end_time": "2024-07-21T13:21:28.963061",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:28.934208",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/0\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "02a35ed6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:28.991423Z",
+     "iopub.status.busy": "2024-07-21T13:21:28.991066Z",
+     "iopub.status.idle": "2024-07-21T13:21:29.399452Z",
+     "shell.execute_reply": "2024-07-21T13:21:29.398467Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.425342,
+     "end_time": "2024-07-21T13:21:29.402121",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:28.976779",
+     "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": "d0c497f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:29.429419Z",
+     "iopub.status.busy": "2024-07-21T13:21:29.428777Z",
+     "iopub.status.idle": "2024-07-21T13:21:31.261629Z",
+     "shell.execute_reply": "2024-07-21T13:21:31.260420Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.849174,
+     "end_time": "2024-07-21T13:21:31.264231",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:29.415057",
+     "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": "01cc4cee",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:31.294420Z",
+     "iopub.status.busy": "2024-07-21T13:21:31.293313Z",
+     "iopub.status.idle": "2024-07-21T13:21:31.304843Z",
+     "shell.execute_reply": "2024-07-21T13:21:31.303898Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.028948,
+     "end_time": "2024-07-21T13:21:31.307066",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:31.278118",
+     "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": "5af393b2",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:31.337750Z",
+     "iopub.status.busy": "2024-07-21T13:21:31.337281Z",
+     "iopub.status.idle": "2024-07-21T13:21:31.342723Z",
+     "shell.execute_reply": "2024-07-21T13:21:31.341532Z"
+    },
+    "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": 0.026422,
+     "end_time": "2024-07-21T13:21:31.345845",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:31.319423",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "326efb35",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:31.376061Z",
+     "iopub.status.busy": "2024-07-21T13:21:31.373819Z",
+     "iopub.status.idle": "2024-07-21T13:21:31.510742Z",
+     "shell.execute_reply": "2024-07-21T13:21:31.509678Z"
+    },
+    "papermill": {
+     "duration": 0.154304,
+     "end_time": "2024-07-21T13:21:31.513571",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:31.359267",
+     "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": "2046b6ae",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:31.552351Z",
+     "iopub.status.busy": "2024-07-21T13:21:31.551393Z",
+     "iopub.status.idle": "2024-07-21T13:21:36.298837Z",
+     "shell.execute_reply": "2024-07-21T13:21:36.297899Z"
+    },
+    "papermill": {
+     "duration": 4.771544,
+     "end_time": "2024-07-21T13:21:36.301565",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:31.530021",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 13:21:33.454853: 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",
+      "2024-07-21 13:21:33.454922: 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",
+      "2024-07-21 13:21:33.456476: 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": "1430c341",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:36.331614Z",
+     "iopub.status.busy": "2024-07-21T13:21:36.330805Z",
+     "iopub.status.idle": "2024-07-21T13:21:36.337160Z",
+     "shell.execute_reply": "2024-07-21T13:21:36.336200Z"
+    },
+    "papermill": {
+     "duration": 0.023746,
+     "end_time": "2024-07-21T13:21:36.339407",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:36.315661",
+     "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": "91c1cebd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:36.366557Z",
+     "iopub.status.busy": "2024-07-21T13:21:36.366233Z",
+     "iopub.status.idle": "2024-07-21T13:21:39.510525Z",
+     "shell.execute_reply": "2024-07-21T13:21:39.509617Z"
+    },
+    "papermill": {
+     "duration": 3.161182,
+     "end_time": "2024-07-21T13:21:39.513199",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:36.352017",
+     "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": "4ea4875c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:39.542409Z",
+     "iopub.status.busy": "2024-07-21T13:21:39.542056Z",
+     "iopub.status.idle": "2024-07-21T13:21:39.548542Z",
+     "shell.execute_reply": "2024-07-21T13:21:39.547524Z"
+    },
+    "papermill": {
+     "duration": 0.023596,
+     "end_time": "2024-07-21T13:21:39.550698",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:39.527102",
+     "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": "980b3b88",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:39.578875Z",
+     "iopub.status.busy": "2024-07-21T13:21:39.578154Z",
+     "iopub.status.idle": "2024-07-21T13:21:40.101911Z",
+     "shell.execute_reply": "2024-07-21T13:21:40.101064Z"
+    },
+    "papermill": {
+     "duration": 0.539879,
+     "end_time": "2024-07-21T13:21:40.104180",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:39.564301",
+     "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": "c36fa9f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:40.134705Z",
+     "iopub.status.busy": "2024-07-21T13:21:40.134385Z",
+     "iopub.status.idle": "2024-07-21T13:21:40.140634Z",
+     "shell.execute_reply": "2024-07-21T13:21:40.139705Z"
+    },
+    "papermill": {
+     "duration": 0.024718,
+     "end_time": "2024-07-21T13:21:40.142701",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:40.117983",
+     "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": "78646927",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:40.168869Z",
+     "iopub.status.busy": "2024-07-21T13:21:40.168501Z",
+     "iopub.status.idle": "2024-07-21T13:21:40.219833Z",
+     "shell.execute_reply": "2024-07-21T13:21:40.219045Z"
+    },
+    "papermill": {
+     "duration": 0.067049,
+     "end_time": "2024-07-21T13:21:40.221941",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:40.154892",
+     "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": "554f5059",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:40.250501Z",
+     "iopub.status.busy": "2024-07-21T13:21:40.249672Z",
+     "iopub.status.idle": "2024-07-21T13:21:40.255666Z",
+     "shell.execute_reply": "2024-07-21T13:21:40.254786Z"
+    },
+    "papermill": {
+     "duration": 0.02233,
+     "end_time": "2024-07-21T13:21:40.257644",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:40.235314",
+     "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": "51fd3c5e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:40.285937Z",
+     "iopub.status.busy": "2024-07-21T13:21:40.285235Z",
+     "iopub.status.idle": "2024-07-21T13:21:40.289903Z",
+     "shell.execute_reply": "2024-07-21T13:21:40.288910Z"
+    },
+    "papermill": {
+     "duration": 0.021192,
+     "end_time": "2024-07-21T13:21:40.292081",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:40.270889",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "27aa1210",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:40.321612Z",
+     "iopub.status.busy": "2024-07-21T13:21:40.321271Z",
+     "iopub.status.idle": "2024-07-21T13:21:40.327873Z",
+     "shell.execute_reply": "2024-07-21T13:21:40.326896Z"
+    },
+    "papermill": {
+     "duration": 0.0245,
+     "end_time": "2024-07-21T13:21:40.330560",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:40.306060",
+     "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": "b4b45798",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:40.362373Z",
+     "iopub.status.busy": "2024-07-21T13:21:40.362036Z",
+     "iopub.status.idle": "2024-07-21T13:21:40.368993Z",
+     "shell.execute_reply": "2024-07-21T13:21:40.368127Z"
+    },
+    "papermill": {
+     "duration": 0.025218,
+     "end_time": "2024-07-21T13:21:40.371065",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:40.345847",
+     "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": "66b5a1b4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:40.398226Z",
+     "iopub.status.busy": "2024-07-21T13:21:40.397947Z",
+     "iopub.status.idle": "2024-07-21T13:21:40.406680Z",
+     "shell.execute_reply": "2024-07-21T13:21:40.405878Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.02488,
+     "end_time": "2024-07-21T13:21:40.408694",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:40.383814",
+     "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": "36541c7e",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:21:40.436947Z",
+     "iopub.status.busy": "2024-07-21T13:21:40.436634Z",
+     "iopub.status.idle": "2024-07-21T13:29:00.999547Z",
+     "shell.execute_reply": "2024-07-21T13:29:00.998384Z"
+    },
+    "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": 440.579971,
+     "end_time": "2024-07-21T13:29:01.002371",
+     "exception": false,
+     "start_time": "2024-07-21T13:21:40.422400",
+     "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 1000/84830 MLoss: 0.0 GLoss: 0.3496 Sum: 0.3496\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.3015 Sum: 0.3015\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.288 Sum: 0.288\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.2784 Sum: 0.2784\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     ]
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+    {
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+      "Step 44000/84830 MLoss: 0.0 GLoss: 0.2057 Sum: 0.2057\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
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+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.2046 Sum: 0.2046\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2025 Sum: 0.2025\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.203 Sum: 0.203\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.2023 Sum: 0.2023\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.1999 Sum: 0.1999\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2012 Sum: 0.2012\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2009 Sum: 0.2009\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/84830 MLoss: 0.0 GLoss: 0.2007 Sum: 0.2007\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.2025 Sum: 0.2025\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.1991 Sum: 0.1991\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.1969 Sum: 0.1969\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.1971 Sum: 0.1971\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.1995 Sum: 0.1995\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.1958 Sum: 0.1958\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.1977 Sum: 0.1977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.1943 Sum: 0.1943\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.1928 Sum: 0.1928\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.1952 Sum: 0.1952\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.1966 Sum: 0.1966\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1942 Sum: 0.1942\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.1944 Sum: 0.1944\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.1955 Sum: 0.1955\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.1931 Sum: 0.1931\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1926 Sum: 0.1926\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1919 Sum: 0.1919\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.192 Sum: 0.192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1924 Sum: 0.1924\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1933 Sum: 0.1933\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1897 Sum: 0.1897\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.1903 Sum: 0.1903\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.1911 Sum: 0.1911\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1889 Sum: 0.1889\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1925 Sum: 0.1925\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1899 Sum: 0.1899\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.1898 Sum: 0.1898\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.1873 Sum: 0.1873\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.1876 Sum: 0.1876\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": "024e8a41",
+   "metadata": {
+    "papermill": {
+     "duration": 0.02429,
+     "end_time": "2024-07-21T13:29:01.049926",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:01.025636",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "087ed40b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:01.096843Z",
+     "iopub.status.busy": "2024-07-21T13:29:01.096454Z",
+     "iopub.status.idle": "2024-07-21T13:29:01.171091Z",
+     "shell.execute_reply": "2024-07-21T13:29:01.170163Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.100619,
+     "end_time": "2024-07-21T13:29:01.173740",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:01.073121",
+     "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": "86c57f21",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:29:01.223385Z",
+     "iopub.status.busy": "2024-07-21T13:29:01.223007Z",
+     "iopub.status.idle": "2024-07-21T13:29:21.570582Z",
+     "shell.execute_reply": "2024-07-21T13:29:21.569606Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 20.375221,
+     "end_time": "2024-07-21T13:29:21.573064",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:01.197843",
+     "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": "3e8250ca",
+   "metadata": {
+    "papermill": {
+     "duration": 0.022992,
+     "end_time": "2024-07-21T13:29:21.618903",
+     "exception": false,
+     "start_time": "2024-07-21T13:29:21.595911",
+     "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": 491.12736,
+   "end_time": "2024-07-21T13:29:23.569546",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/0/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/0/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T13:21:12.442186",
+   "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