diff --git a/iris/tab_ddpm/5_3/0/synth.csv b/iris/tab_ddpm/5_3/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cbe3676f7a85b2745cd90b42be5c22e5d7703999
--- /dev/null
+++ b/iris/tab_ddpm/5_3/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.702697629289926,2.6666054994744917,6.899995880038226,2.2744861809259045,Iris-virginica
+1,6.130794926103541,2.635028264071062,5.601463731998868,1.4420286137520753,Iris-virginica
+2,6.288791506756598,2.3963047970901226,4.7463996114071945,1.4901584673438506,Iris-versicolor
+3,6.554620689030859,3.0,5.825279691397909,2.208315324394533,Iris-virginica
+4,5.703025816795997,2.827276926140682,4.519105120793582,1.310878033132975,Iris-versicolor
+5,6.03942672448135,2.5175150993705095,5.383720712430584,1.4266402250833439,Iris-virginica
+6,4.5865931592646385,3.617037210103237,1.0,0.20020777720815766,Iris-setosa
+7,5.695582230212933,2.6037084893409554,3.99001514069686,1.067605472400209,Iris-versicolor
+8,6.919150437959037,2.813869950855685,4.818676733831009,1.4050710442091983,Iris-versicolor
+9,5.059112698857053,3.497115118775255,1.3903274610493364,0.23689857781597334,Iris-setosa
+10,5.580944491380229,3.0,4.117007444271405,1.314477096061092,Iris-versicolor
+11,5.304761510906126,3.7217503615724037,1.5259995346557487,0.1982765816506274,Iris-setosa
+12,5.590903556873846,2.613795133612961,4.436068130474761,1.2114470264839594,Iris-versicolor
+13,5.072594266544453,2.483687264232662,3.0586267306216577,1.07872725519977,Iris-versicolor
+14,5.51313059012154,2.378529502754607,3.6222997234113095,0.9642216879682293,Iris-versicolor
+15,6.553764387978096,3.0,4.384427652305554,1.386146815111367,Iris-versicolor
+16,5.489781554476397,2.5897904512124157,4.364611624322754,1.1962245047134892,Iris-versicolor
+17,5.431219683470505,3.9,1.334510712490841,0.4135194262008314,Iris-setosa
+18,4.988507214305062,2.421267071008782,3.229096009565578,1.0329007541270212,Iris-versicolor
+19,7.663723503060247,2.8088050150949493,6.660211765490991,1.9965003352501656,Iris-virginica
+20,4.61471844779272,3.3836661123519742,1.3875459357933455,0.2967427421752478,Iris-setosa
+21,5.202510181926159,2.6856646174409247,3.8580055757053997,1.3914428295772048,Iris-versicolor
+22,4.971779235960239,3.411497888084984,1.4938137797236073,0.3416594868647319,Iris-setosa
+23,5.160569727763179,2.50932430877413,3.1650836086859266,1.116073342862763,Iris-versicolor
+24,5.2056525170452845,3.355470855891801,1.4054378442607391,0.19647988352247225,Iris-setosa
+25,5.681795215471599,3.0,4.515166630853561,1.4990080993343757,Iris-versicolor
+26,5.842737700636151,3.0,4.137427222058152,1.4442810638016184,Iris-versicolor
+27,6.918933920893016,3.088829624947203,5.125468400185084,2.290435721048178,Iris-virginica
+28,6.249502021802378,3.3941859737999223,5.570651608255802,2.4078586412186747,Iris-virginica
+29,5.414148407818255,3.3966003442604267,1.5540174620593254,0.39689793786332106,Iris-setosa
+30,6.698376129337537,2.5266495434065672,5.822664569484612,1.8116082114714636,Iris-virginica
+31,5.654456127357951,2.6186305143420707,4.354638585716355,1.1787867312977671,Iris-versicolor
+32,4.781756648094628,3.0,1.3842730578123417,0.3621852379598062,Iris-setosa
+33,4.812502307785245,3.0,1.400595790862838,0.28433337676641457,Iris-setosa
+34,5.009740647320391,2.0,3.605672685479778,0.8243666169368224,Iris-versicolor
+35,7.89999880445785,3.7979600112295815,6.3690408284140165,1.9810640263856243,Iris-virginica
+36,6.803224599475696,2.7949461739922463,4.771638701939799,1.3984701512873532,Iris-versicolor
+37,5.024718470274849,2.0,3.6100301785928925,1.01775863964384,Iris-versicolor
+38,7.9,3.806801475008719,6.330573541697358,1.9934507175142149,Iris-virginica
+39,5.848088211056856,3.1445174500358424,4.422233585113376,1.5221692256449941,Iris-versicolor
+40,4.626149380603778,3.4155299033880087,1.4008486027278246,0.29888101337258743,Iris-setosa
+41,5.358844691825713,3.3857618296542973,1.4972844142157895,0.2881278419241702,Iris-setosa
+42,6.9099718083349,3.0781553760174405,5.122415717635663,2.290900497428231,Iris-virginica
+43,6.052282679918542,3.4035005167949484,4.4801644116211,1.5873098439267663,Iris-versicolor
+44,6.3145387661563,3.2548864383666856,4.707208629032109,1.573585160777587,Iris-versicolor
+45,5.78552614388717,2.705190812082477,4.154423356382241,1.0353147654338304,Iris-versicolor
+46,6.7731256784213185,3.0,5.5250962535914345,2.06591755776745,Iris-virginica
+47,4.496937808487734,2.3473145827221624,1.289531191595648,0.3182502410074075,Iris-setosa
+48,6.315308437421893,3.0,5.37411051158232,1.81513461301396,Iris-virginica
+49,6.704541548821893,3.3006465634085167,5.69376181064583,2.088344671828227,Iris-virginica
+50,7.678399381365458,2.6540199631210477,6.898687347145149,2.1440678680909646,Iris-virginica
+51,4.98355768153218,3.392659765649406,1.6478469825579907,0.38298742039892036,Iris-setosa
+52,4.400000546898566,3.165511105463025,1.2993789027655982,0.19546265785590067,Iris-setosa
+53,7.688145042008732,2.590034646084536,6.899998701524073,2.28902054251705,Iris-virginica
+54,7.585563485772214,3.0,6.586869373692738,2.1012482233724192,Iris-virginica
+55,5.230867439523404,2.7146182512497266,4.003476788365067,1.390064982705387,Iris-versicolor
+56,4.97798740147345,2.0,3.4557059173537903,0.9038827939340481,Iris-versicolor
+57,7.585654344977875,3.0,6.559470323774606,2.099218056761636,Iris-virginica
+58,5.092580172772987,3.692777038987679,1.4949637838025316,0.42561663311377385,Iris-setosa
+59,5.733806533014578,2.8009489475527563,4.557226754509678,1.3007419823182984,Iris-versicolor
+60,4.956894764429422,2.4195761765263515,3.056170348520621,1.0559623108213434,Iris-versicolor
+61,5.30842011976048,3.6962253979923134,1.5576857771258688,0.19973514579742216,Iris-setosa
+62,5.306205619717806,3.4092914875948463,1.4970363158395903,0.32717734598935055,Iris-setosa
+63,7.899998852467226,3.7974799004852424,6.378857641790628,2.007156442041493,Iris-virginica
+64,6.280328434765805,2.334042135639029,4.729043167269689,1.4972457503729537,Iris-versicolor
+65,4.785755912216536,3.4013685326415284,1.4982767700504904,0.19972312188921487,Iris-setosa
+66,5.499640095093536,2.388098667935831,3.728478667715177,0.9669465315147427,Iris-versicolor
+67,6.380416022974137,3.352002277725202,5.632446151115564,2.3771198641710516,Iris-virginica
+68,4.400000448022755,2.893040368334556,1.3984187856198438,0.2015274890320697,Iris-setosa
+69,6.292991218936238,2.477133223016315,5.014759122361393,1.893958385363953,Iris-virginica
+70,6.40167345065422,3.357405100834926,5.653623287157605,2.3574760697380324,Iris-virginica
+71,6.728097506303707,3.27305616532767,5.730189445139334,2.165415022912904,Iris-virginica
+72,5.568892472062357,3.0,4.525732398665289,1.5142967782247099,Iris-versicolor
+73,6.1276918154136135,2.5947342105805924,5.584717257869955,1.3949904604523744,Iris-virginica
+74,4.589490029356415,3.593180103107064,1.000000494170928,0.19885421465104364,Iris-setosa
+75,4.599461267115531,3.3838707078914103,1.3921398254221995,0.30273376068259766,Iris-setosa
+76,5.093393856825603,3.507461014269646,1.388163420589791,0.19817960725270328,Iris-setosa
+77,4.490031267398143,2.2888696723646915,1.2938398591523146,0.2936908996262661,Iris-setosa
+78,5.511222749325372,2.3901758683327494,3.7663777234635654,0.9368106159257052,Iris-versicolor
+79,4.89883031962222,3.4084529121951825,1.5479407610687537,0.22957836849452531,Iris-setosa
+80,4.4974229816246405,2.2786606474013427,1.326162881752942,0.298821738737299,Iris-setosa
+81,5.997404855625132,3.408597480879876,4.514623207387574,1.6205225164335404,Iris-versicolor
+82,4.99066408852282,2.0,3.530222826990959,0.9720532014438641,Iris-versicolor
+83,5.20642094026505,3.4061757320861097,1.4077453722755815,0.20423437651626877,Iris-setosa
+84,6.270466121361985,3.128921779292876,4.665624402810029,1.4926118354445574,Iris-versicolor
+85,5.59731039211346,3.0,4.1273751485352586,1.2962747172898519,Iris-versicolor
+86,5.072389465978087,2.4678818251788344,3.0302407654967745,1.0936167714458624,Iris-versicolor
+87,6.28363115511842,2.4988716923955328,4.930457203580005,1.510232946506659,Iris-versicolor
+88,6.712232665877585,3.1005075227733916,4.7329187862788045,1.5015633742560148,Iris-versicolor
+89,5.409067281305838,3.425275013398606,1.7662141557901905,0.1978147038168308,Iris-setosa
+90,6.236845910000896,3.207054429363476,4.637610591613187,1.5207348701665995,Iris-versicolor
+91,6.329354524486573,3.3545681287794697,5.629249991743519,2.3855822026939943,Iris-virginica
+92,6.803000019831164,3.0,5.432930807370892,2.1623478384716965,Iris-virginica
+93,5.365040258474135,3.403784312787907,1.65031031197403,0.20647155534024977,Iris-setosa
+94,6.697143846283483,3.308101794117817,5.720118378164269,2.0965632487587254,Iris-virginica
+95,4.400000597929578,2.9180495810416995,1.3867167307585604,0.19899982681509734,Iris-setosa
+96,4.858571310445343,3.005478242923703,1.4539761359822092,0.1,Iris-setosa
+97,4.816025233010385,3.0,1.4043530155647002,0.1,Iris-setosa
+98,5.750443935239514,2.806264434524008,4.457201037538241,1.2966443705529516,Iris-versicolor
+99,5.986530499796717,2.8539479840461186,4.56415680711174,1.4929772779579342,Iris-versicolor
+100,5.088923654433472,3.7113039342016374,1.4976014176377246,0.435017583118302,Iris-setosa
+101,6.28696391275943,2.4889324435269007,5.0188123448048545,1.8677802407281556,Iris-virginica
+102,5.628511475786711,2.999412807967767,4.049459142439076,1.3076767146065686,Iris-versicolor
+103,4.936994837656925,2.4472519991418933,3.2442595682513797,1.0504789880035308,Iris-versicolor
+104,6.489191642418349,2.9887935063825957,4.320793569336284,1.357792261288975,Iris-versicolor
+105,7.702530456059557,2.5790553331294808,6.9,2.302753262879772,Iris-virginica
+106,6.024245345944213,3.402325342033766,4.506737231373375,1.5754218960958137,Iris-versicolor
+107,7.003479935562652,3.1153668963255683,5.752082151565703,2.2361427629122725,Iris-virginica
+108,6.485212985759501,3.0,5.5114603749005235,1.8078126150673683,Iris-virginica
+109,4.400000571623767,3.169352529700572,1.3223454554789793,0.20177584268478485,Iris-setosa
+110,6.759471448222971,3.0,5.536491938126477,2.053286254686301,Iris-virginica
+111,6.110934791670265,2.809573838695171,4.730524433565576,1.197255771263183,Iris-versicolor
+112,6.651002823874079,3.114380591322652,4.754952201546529,1.51661507628093,Iris-versicolor
+113,4.909925876720381,3.1154863599581666,1.6015342092101434,0.1,Iris-setosa
+114,6.6951153330846935,3.0813565775685268,4.677712642748624,1.4979343394486009,Iris-versicolor
+115,5.422674334024519,3.3756781818659225,1.7995853263997428,0.19742880215647401,Iris-setosa
+116,5.212213853179497,2.715403782529012,3.9410751828734254,1.4095972520567952,Iris-versicolor
+117,6.306520615821554,2.5086366768897372,4.910765013394965,1.5130816519220613,Iris-versicolor
+118,7.6764231360134,2.581669231172021,6.9,2.2834375542821843,Iris-virginica
+119,5.0901230702599465,3.5064869264968994,1.3713165124885967,0.336285489879043,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/0/test.csv b/iris/tab_ddpm/5_3/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/0/train.csv b/iris/tab_ddpm/5_3/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/0/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/0/val.csv b/iris/tab_ddpm/5_3/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/1/synth.csv b/iris/tab_ddpm/5_3/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..13da79037d468b7128ae2b9d448d55b46b5ba203
--- /dev/null
+++ b/iris/tab_ddpm/5_3/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.194006283846946,3.389546222181925,1.4009794133227247,0.20057529177838912,Iris-setosa
+1,4.400000655423433,2.9063560890858566,1.4003159492042638,0.20056847967685268,Iris-setosa
+2,4.891375994430539,3.1036524756758306,1.5315942375278955,0.10000011721035411,Iris-setosa
+3,5.405414566558525,3.8999995387966657,1.299536067736425,0.3864389541271695,Iris-setosa
+4,5.786384406494429,2.73745263867478,4.10600782266711,1.061233655345316,Iris-versicolor
+5,4.8069207899841055,3.0,1.3799606491752527,0.3055145308038346,Iris-setosa
+6,5.504901727646415,2.613162653176277,4.402627685652571,1.2773860970196966,Iris-versicolor
+7,5.906856587098216,2.7936035985756416,5.242013312030274,1.8706541920891455,Iris-virginica
+8,6.06499513792069,3.388000764827692,4.51428378338429,1.5947541580793991,Iris-versicolor
+9,4.823498910983994,2.405007646724802,3.251640083209767,0.902287862571,Iris-versicolor
+10,6.643536568708526,3.05475184776784,4.619980553827491,1.4609477962756805,Iris-versicolor
+11,5.19493797360612,2.708044578689683,3.8618557121089006,1.394552454273326,Iris-versicolor
+12,7.3329018968301,2.882018801854341,6.305016577542779,1.8137744358997028,Iris-virginica
+13,6.06214482881249,3.0,4.4777012705459756,1.5148610917695566,Iris-versicolor
+14,4.891433913025996,3.0,1.3797979760051113,0.20362282541887922,Iris-setosa
+15,4.400000544138735,2.8935972758239656,1.3906986389699398,0.18934238329118913,Iris-setosa
+16,5.008918302149915,2.0000005078747782,3.3297497147943256,1.0057963121469,Iris-versicolor
+17,5.449425680180807,3.3931181753136586,1.7268809977239772,0.20281626540643147,Iris-setosa
+18,6.287860480260811,2.539932937768932,4.9597982634046724,1.5055654687502398,Iris-versicolor
+19,6.486631295189703,3.20338252841354,5.16106541656795,2.0116434251644213,Iris-virginica
+20,6.801657023350104,3.210135916645518,5.833654181772526,2.287288370224715,Iris-virginica
+21,6.7197143791101555,3.281150600101034,5.684160114884522,2.5,Iris-virginica
+22,7.7076547377503655,2.586501953535839,6.899998600843031,2.312533522366694,Iris-virginica
+23,7.327164237784569,2.8971180357622104,6.307333894230979,1.8063132379314522,Iris-virginica
+24,6.739283086903451,3.0,5.759986113451312,2.2015877013856544,Iris-virginica
+25,5.21299582591118,3.400856813156599,1.4033118982513222,0.19674017064804528,Iris-setosa
+26,5.073859663408277,3.5146619840312234,1.4013469117055188,0.20753526272317463,Iris-setosa
+27,7.296399425549914,3.0131530542088396,6.171243569799656,2.176923121449735,Iris-virginica
+28,7.899998853006351,3.8077462197842187,6.4422233806347,1.990364163903699,Iris-virginica
+29,5.87379701324253,3.0,4.227715251447745,1.5142425469581693,Iris-versicolor
+30,6.098376919680913,2.7995507154585897,4.668364853059188,1.1731058916753327,Iris-versicolor
+31,5.7787533242859315,2.745414589134618,4.22719223002358,1.0993341693801513,Iris-versicolor
+32,6.73923481762261,2.521101579640215,5.806388717580588,1.8000790898021806,Iris-virginica
+33,7.7129925402790365,2.6076983587803406,6.9,2.2886926684318505,Iris-virginica
+34,6.7431699310004705,3.283858849894552,5.746862038992188,2.1596569682987514,Iris-virginica
+35,5.267692443331465,3.726952589259257,1.5152715192140538,0.3369815336716189,Iris-setosa
+36,7.703103199523862,2.56833182266091,6.899997757736152,2.2839019092280575,Iris-virginica
+37,6.670796142636961,3.073931052382507,4.5758659254432095,1.50626039312194,Iris-versicolor
+38,6.081792585407011,3.0794812154225557,4.568217168375942,1.443035322307886,Iris-versicolor
+39,4.579228324909973,3.6123016930682605,1.0,0.19514337951330352,Iris-setosa
+40,5.117083372969348,3.495121581961804,1.3788302431970554,0.19516684439220058,Iris-setosa
+41,4.858500738835052,3.031880524722469,1.48213295948697,0.1000001293966802,Iris-setosa
+42,5.996722096706599,2.710744338407491,5.033103387209373,1.5691911805427712,Iris-versicolor
+43,6.608232643548458,2.877419317397273,4.462122703687595,1.3543048253815217,Iris-versicolor
+44,5.793575259358311,2.7542637280504154,4.0649187158632865,1.0503433321605014,Iris-versicolor
+45,5.685263702588277,3.797150229839326,1.7569982404875213,0.3195335183341902,Iris-setosa
+46,6.333653128210163,3.383534210317127,5.604716251499902,2.401738517060764,Iris-virginica
+47,6.217882655292436,2.200103503657121,4.477770875590325,1.4899474659495096,Iris-versicolor
+48,4.997752659921442,2.000000780349509,3.467024861568536,0.9637096097416216,Iris-versicolor
+49,5.275624277367353,3.6871058322888586,1.4924109352808157,0.20001793849834062,Iris-setosa
+50,5.591998220188435,3.0,4.5282115449685145,1.5060047313003695,Iris-versicolor
+51,4.900517879710784,3.0,1.3953102021471366,0.19742166415576223,Iris-setosa
+52,5.699956816920554,2.8064264044399962,4.0078079199613255,1.2279671973128388,Iris-versicolor
+53,6.111507252405648,2.600361890924806,5.596528489467098,1.4141527046943363,Iris-virginica
+54,6.44799833621912,3.0,5.386265013327431,1.9023985037206659,Iris-virginica
+55,5.0954370882664755,3.4992660239015363,1.3993154814545234,0.2990322835952721,Iris-setosa
+56,6.6907075745993865,3.2996009746920807,5.696597888295791,2.121914626227628,Iris-virginica
+57,5.6931872392238745,2.8624081531736274,4.201608211328632,1.2433213456005814,Iris-versicolor
+58,6.357562121723097,2.9713651684220808,5.587438230270508,1.8591879423141426,Iris-virginica
+59,5.178782819012515,3.38167534670203,1.4011415335644628,0.199418296206971,Iris-setosa
+60,5.9643850756956835,2.864911394164642,4.586094760181395,1.2737310949035345,Iris-versicolor
+61,6.9038119575553045,3.087627726344512,5.089543021018154,2.305123826213806,Iris-virginica
+62,5.105436709593613,3.785396240672386,1.611131043067091,0.19977599534472862,Iris-setosa
+63,4.628744749112353,3.3758734526245986,1.4246161084924474,0.30442363107056636,Iris-setosa
+64,4.816048235971314,3.0,1.418517153032765,0.1,Iris-setosa
+65,5.613286397617518,3.0,4.162107809013718,1.3008153371760016,Iris-versicolor
+66,6.181165426376513,2.204594327487485,4.504527924187494,1.4909298215977498,Iris-versicolor
+67,4.854212691847915,2.3626852640555907,3.3408551282183288,0.9708618730026932,Iris-versicolor
+68,5.191026751426607,2.4756131060724167,3.1442160672180237,1.048135350448481,Iris-versicolor
+69,4.892705128164429,3.0,1.394489470286153,0.20055176495340735,Iris-setosa
+70,5.405196641372709,3.3833455271837676,1.9334451770206758,0.2017137496735838,Iris-setosa
+71,5.538859586326789,2.467196108141457,3.857859698277357,1.0863211958149954,Iris-versicolor
+72,4.507651134499215,2.289756072031005,1.2935100468308072,0.3087932284693922,Iris-setosa
+73,5.646213719780978,3.0,4.516060152546324,1.5006486441017213,Iris-versicolor
+74,5.510688256662872,2.4130762352100024,3.7279172833923906,1.0026019023041801,Iris-versicolor
+75,5.844230557247672,3.0,4.201128656407515,1.4853955898192832,Iris-versicolor
+76,4.93128251639886,2.423970745725544,3.261921043848144,1.0252714047580813,Iris-versicolor
+77,4.4,3.040016023333422,1.343712084005896,0.20098216833434832,Iris-setosa
+78,4.890878999415063,2.407930709507501,3.1850779184515554,0.964543297145313,Iris-versicolor
+79,5.8219260373354,2.7302647960890165,5.144245371287874,1.9134677284810784,Iris-virginica
+80,5.090022356742556,3.50644249577822,1.4050992393472934,0.32050725568345806,Iris-setosa
+81,5.179944179355502,3.377819245864864,1.3892157116872927,0.20125511833257273,Iris-setosa
+82,6.07780716533919,2.6011984507445156,5.580340821348784,1.4027376401760145,Iris-virginica
+83,5.99216936433787,3.368560666221007,4.485499629372396,1.5401672986316406,Iris-versicolor
+84,6.937700940503125,3.085558860898442,5.157438548554447,2.301177597245266,Iris-virginica
+85,7.528131899494584,2.887103284133226,6.511312814964909,1.903589883745358,Iris-virginica
+86,7.899998808153516,3.8028405475835685,6.356137355999463,1.9971561951116372,Iris-virginica
+87,7.701571356795848,2.7898965139292002,6.7121136201498,1.9921150225705122,Iris-virginica
+88,6.337676854572159,2.9462853149017105,5.584148752266399,1.8029571035785308,Iris-virginica
+89,4.4,2.9210720256317075,1.3709635343934805,0.19830290149315027,Iris-setosa
+90,6.072409701206293,2.537817983164427,5.548310124906943,1.4224469251092382,Iris-virginica
+91,6.160120197053852,3.3612257134471744,4.60661681577539,1.5964366299037944,Iris-versicolor
+92,4.99886845426582,2.0,3.407856163954031,0.9990987423975817,Iris-versicolor
+93,6.3892318971053275,2.876151190248341,4.2739970795566675,1.290210420290687,Iris-versicolor
+94,7.2423752121079,2.900995853659177,6.255938302460452,1.7825422139466005,Iris-virginica
+95,5.383676570454884,2.8999308502734413,4.258271037894833,1.4354213667453668,Iris-versicolor
+96,5.113203779861325,3.4999470656708778,1.3984450517190896,0.19606225771253183,Iris-setosa
+97,6.888972780896852,3.115069164439993,5.1606152170094015,2.3098118913053525,Iris-virginica
+98,6.517883629963931,3.0739701230819656,5.326065026970476,1.913945874843696,Iris-virginica
+99,7.545249705932455,2.840274952118669,6.5504204395961985,1.8988141038877653,Iris-virginica
+100,7.731640408116959,2.5994340543400054,6.9,2.2968669194397857,Iris-virginica
+101,5.99141363641851,3.393980226776625,4.5285817008044855,1.5772141587221824,Iris-versicolor
+102,5.603523580555744,3.0,4.0552152787121525,1.286901657056418,Iris-versicolor
+103,6.498906828083458,3.210084141414244,5.083254671107158,1.9948114480848367,Iris-virginica
+104,6.477938731476404,2.9363772794393044,4.307446333819888,1.3328589023824096,Iris-versicolor
+105,5.70148072642054,3.0,4.2178890449757995,1.3381299339217962,Iris-versicolor
+106,5.674768899550187,2.8234684817277773,4.413320204457553,1.2722502120376455,Iris-versicolor
+107,5.624080796113604,2.92789599124758,3.740711778145924,1.3091834859653706,Iris-versicolor
+108,6.530304284864644,3.0,5.477080052642321,1.8414124503551648,Iris-virginica
+109,5.598688418978901,2.5307294136771055,4.071866413176808,1.1036756731438362,Iris-versicolor
+110,5.955929776823635,2.1953889788355574,4.994371701127608,1.4940021604128737,Iris-virginica
+111,6.895508198042725,3.2021593123358536,5.737428789287312,2.2949784484870213,Iris-virginica
+112,6.275549455295743,2.480403709753269,4.980993819626958,1.8608903335666054,Iris-virginica
+113,4.780861498923273,3.0,1.366076513128075,0.1,Iris-setosa
+114,4.593077278207739,3.377793177599936,1.37297724086566,0.29964014599017097,Iris-setosa
+115,4.894380954784371,3.100693622559405,1.6584967525405347,0.1,Iris-setosa
+116,6.790419131268373,3.0,5.5135564275948195,2.08117084977531,Iris-virginica
+117,6.782374463043094,2.793790056868077,4.7455411099675775,1.3788632805347703,Iris-versicolor
+118,5.729320341217661,3.7975293153020355,1.5934137041829795,0.3624598781038081,Iris-setosa
+119,6.288212857020739,3.2770874732787845,4.6776059407986175,1.5631061019574695,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/1/test.csv b/iris/tab_ddpm/5_3/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/1/train.csv b/iris/tab_ddpm/5_3/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/1/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/1/val.csv b/iris/tab_ddpm/5_3/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/10/synth.csv b/iris/tab_ddpm/5_3/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9e8936058e2d757411e26afeb13d0bebc01013a6
--- /dev/null
+++ b/iris/tab_ddpm/5_3/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.542242595018166,2.5583919736643512,4.274012500269628,1.1754985186412108,Iris-versicolor
+1,6.016567501273393,2.701559752934863,5.208607825157239,1.608170342764682,Iris-versicolor
+2,5.893625789447884,3.0,5.09921577085102,1.8252237997955454,Iris-virginica
+3,6.007354759212974,3.4040095621839,4.477585416239941,1.5872336204281683,Iris-versicolor
+4,6.709329407945629,3.3025898728631438,5.706352883614517,2.499999577446048,Iris-virginica
+5,5.685249498221534,2.913735500679667,4.118725165939509,1.295840804977675,Iris-versicolor
+6,4.895428221817222,2.4369821864868477,3.121567942729774,0.9126465994249355,Iris-versicolor
+7,6.068179827514903,2.841366772021967,4.6260613948380875,1.2310931213732903,Iris-versicolor
+8,6.7955312332330635,2.822335883884654,4.753939509162921,1.400739988230857,Iris-versicolor
+9,7.640024971114368,2.610945609736165,6.899996777815412,2.287038695796322,Iris-virginica
+10,5.020020786999769,2.0,3.5506858047663257,0.93079793712741,Iris-versicolor
+11,5.935630700514993,3.0,4.148105912210545,1.5185391918819169,Iris-versicolor
+12,4.400000471924303,2.8998021000282113,1.3969711819779476,0.20330577994425966,Iris-setosa
+13,7.718489293817286,2.822655920510682,6.728246922625523,2.006825225807297,Iris-virginica
+14,5.080377419911614,3.7120736263906866,1.482143361038223,0.411470691208477,Iris-setosa
+15,5.5410257056196155,2.4180625378661964,3.800407942489395,1.0577478256825124,Iris-versicolor
+16,5.097428840471808,3.7850154035200854,1.6198023615559256,0.20250857831014824,Iris-setosa
+17,7.651769478430328,2.89080139816354,6.6781253935218,2.0106297367809107,Iris-virginica
+18,5.8955374015774975,3.0,4.153776583994564,1.4942885252173423,Iris-versicolor
+19,5.9602242614321534,3.4042383660938254,4.471410254068436,1.5697642304889778,Iris-versicolor
+20,5.178729714729571,3.7037270437106047,1.4950094011167512,0.23225862703202835,Iris-setosa
+21,4.894356545007206,3.0,1.4026683421188784,0.20797460618834465,Iris-setosa
+22,6.076195347505247,3.0,4.606191869776646,1.382138333080229,Iris-versicolor
+23,5.971521124774769,2.9488364705597134,4.467381271265885,1.4936632335239235,Iris-versicolor
+24,6.712244318781331,3.3415174910097623,5.69983618840228,2.499999602705744,Iris-virginica
+25,6.475627855983481,3.290251621554226,5.447393428489716,2.3424697290897867,Iris-virginica
+26,4.812825979529941,3.0,1.3929884105210757,0.10000011558896162,Iris-setosa
+27,7.716000464992277,2.5906768698048914,6.899998601080037,2.278634796172838,Iris-virginica
+28,5.364150413796307,3.413224951046442,1.4956954240461509,0.41786896580000643,Iris-setosa
+29,6.681934546229226,2.495510982624102,5.762456569708433,1.7947651838554606,Iris-virginica
+30,4.491779884807947,2.293686725241236,1.2961828942175802,0.2943048143910863,Iris-setosa
+31,6.702640361707045,3.109561964281561,4.697458020377145,1.4963760901491767,Iris-versicolor
+32,6.297818902608939,2.502207028560163,5.00644809980553,1.8734439380050063,Iris-virginica
+33,7.701740360581876,2.81795611829905,6.687628327811734,2.0061407499090222,Iris-virginica
+34,5.098232926395296,3.7867821764574625,1.565174108556982,0.20403736957756113,Iris-setosa
+35,6.310125586478082,3.4014241137876313,5.616773827326116,2.4099966901181924,Iris-virginica
+36,6.014829419317294,3.4018752222104838,4.530364856683043,1.6285418066130652,Iris-versicolor
+37,5.091172199943911,3.688778066465104,1.559100124522454,0.403470291818058,Iris-setosa
+38,5.214069635691086,3.401733355865621,1.4000003871758402,0.20093113057184725,Iris-setosa
+39,6.198715424366456,2.227482826801763,4.5114195651186995,1.4868269924028348,Iris-versicolor
+40,5.988183381549573,2.7849730477294177,4.616485754271352,1.1883224950893727,Iris-versicolor
+41,6.679111902648756,3.2990047620672853,5.686781031846418,2.0956452686831932,Iris-virginica
+42,6.795408276195015,2.778271464126797,4.77258123234396,1.40276543972695,Iris-versicolor
+43,5.868049976356067,3.0,5.049870925669361,1.8151006863786812,Iris-virginica
+44,5.061757792001863,3.5461477310078844,1.4053435229686964,0.19609343493280731,Iris-setosa
+45,4.999205847291876,2.000000757032709,3.4192045071153796,1.003046193674547,Iris-versicolor
+46,5.407972256053868,3.899999557771471,1.3051069575350365,0.48568507678867245,Iris-setosa
+47,4.400187857003455,3.166111368770883,1.3633525529258301,0.23780720384235718,Iris-setosa
+48,4.995132167609324,2.0,3.4550946213227993,0.8655322573009372,Iris-versicolor
+49,6.496800204803031,3.2043043914704765,5.056883832410094,2.0068573874705877,Iris-virginica
+50,6.018724362114137,2.1952656766245675,5.037960538025446,1.4877744281177852,Iris-virginica
+51,6.237984615765637,2.17009060750902,4.4491436515082885,1.5062789391758855,Iris-versicolor
+52,5.462429739915044,2.938449485591526,4.285868526806375,1.433758139290933,Iris-versicolor
+53,6.296346739067867,2.396664718471509,4.814633282615223,1.4937452552006,Iris-versicolor
+54,5.7570451187138385,2.785683896940785,4.567660850972206,1.2698811737146423,Iris-versicolor
+55,6.0206047134486465,2.2144792256549497,4.990378704542671,1.510859656609921,Iris-virginica
+56,6.256228522179173,3.29330361950304,4.664795369694469,1.5795963182282757,Iris-versicolor
+57,5.903116346146933,3.0,4.186875216772157,1.4935553297942412,Iris-versicolor
+58,6.298452868144091,2.891939449773147,5.616127967406341,1.8026212668216175,Iris-virginica
+59,6.823993279714948,3.0355480474752916,5.278889078360625,2.2258185228798757,Iris-virginica
+60,6.171217430466712,2.1966467668492036,4.483435229367675,1.498225718509624,Iris-versicolor
+61,6.233158527577033,2.37185603699795,5.0510047686609285,1.7688380277208298,Iris-virginica
+62,5.847907779585512,3.0,5.121203549143639,1.8115186451143208,Iris-virginica
+63,5.901709821161542,3.0,5.04898978904098,1.8005966600740866,Iris-virginica
+64,5.614024277451128,3.0,4.502120539457174,1.4955430471401931,Iris-versicolor
+65,5.166190474078291,2.5153048620404155,3.1422590969389166,1.1539417537171184,Iris-versicolor
+66,4.919020113649063,3.1356549626741477,1.6998815218355343,0.1,Iris-setosa
+67,6.2937701944077595,2.3412733255251057,4.483148694768667,1.313554330052119,Iris-versicolor
+68,5.686218271280094,2.80349840493941,4.49714868980281,1.3021409120821543,Iris-versicolor
+69,6.808878485002901,3.0,5.561668287957511,2.0915665338517995,Iris-virginica
+70,7.684579663134441,2.7871621022486908,6.684665095846858,2.0109373471079075,Iris-virginica
+71,6.397654872813349,2.9137671834927215,4.325980147060452,1.307033165882372,Iris-versicolor
+72,7.6939858352409995,2.560447529348144,6.9,2.2917338074721036,Iris-virginica
+73,5.5876196018346835,2.9136290220049985,3.663841967339397,1.2916926802455846,Iris-versicolor
+74,5.700471118892576,2.8019901803931337,4.488127844979195,1.2783964255605889,Iris-versicolor
+75,4.497100506058356,2.3341432787712177,1.3202794766301718,0.3250307716903056,Iris-setosa
+76,5.2064871591906785,3.4087830512494124,1.3886140156335902,0.19950554450294566,Iris-setosa
+77,4.4,2.9162220305891164,1.4093527035098643,0.19980422401493392,Iris-setosa
+78,6.493643361405538,2.979140677751606,4.338597519569232,1.345270953334329,Iris-versicolor
+79,4.59833673172728,3.59336824275779,1.0,0.19915033035820853,Iris-setosa
+80,5.098031598557903,3.404191881796903,1.5146778954500912,0.4071440815931386,Iris-setosa
+81,5.587910252165986,2.9139186671966946,3.5126629966366716,1.2923639275142098,Iris-versicolor
+82,6.002364156052143,2.711642943438174,5.079786503321925,1.58939577351929,Iris-versicolor
+83,4.607197043684529,3.4041647625465847,1.4001112968857476,0.31744025492108624,Iris-setosa
+84,4.885533127669194,3.0,1.395664430573228,0.2376325550480866,Iris-setosa
+85,5.014553732489443,3.6000866055345004,1.3691101616465786,0.20044048845961465,Iris-setosa
+86,5.988263635327046,2.9637032252771007,4.295164970711433,1.4966444081678656,Iris-versicolor
+87,6.2950117549813855,3.4134219356087945,5.612020188581372,2.408737601992448,Iris-virginica
+88,6.510353132385059,3.0,5.470449359524328,1.8157743396879509,Iris-virginica
+89,5.009146590422306,3.425072228336552,1.4924974004072005,0.41354881355892986,Iris-setosa
+90,4.589981551545589,3.623700782740781,1.0000004519966852,0.20517254370161256,Iris-setosa
+91,6.180937052357712,2.202964433579228,4.511810503298957,1.4967102926415214,Iris-versicolor
+92,5.994213948231801,2.7012515382215767,5.087721510782172,1.6375606932750901,Iris-versicolor
+93,5.195241658951788,2.707548253250559,3.8797939852974923,1.4087238816036265,Iris-versicolor
+94,7.9,3.790959629715146,6.437339231495148,1.9921967207662892,Iris-virginica
+95,7.6632566045272394,3.0,6.648673047531106,2.0928445156942357,Iris-virginica
+96,5.300647878192342,3.6672962025408022,1.4998175688678475,0.19946382774238386,Iris-setosa
+97,7.9,3.820407485116625,6.400660910325658,2.0102665126220933,Iris-virginica
+98,6.965697950784628,3.0,5.759755154190163,2.111185642598432,Iris-virginica
+99,5.534570057796629,2.4551427817550184,3.7419621110056633,1.0520549194415716,Iris-versicolor
+100,5.156091409355821,3.6843131227404324,1.4963526116075772,0.2823819704195364,Iris-setosa
+101,7.639576515223148,2.9911600473897266,6.625618761156174,2.0646411676522374,Iris-virginica
+102,5.977042025577311,3.410592608460988,4.451298727868022,1.5800360804772726,Iris-versicolor
+103,6.312768160110287,3.2661061405222154,4.6643500624507075,1.5787610689228462,Iris-versicolor
+104,4.973694844536547,2.47723082918849,3.4692509333985893,1.0857619510037195,Iris-versicolor
+105,5.964672565379739,2.5987726915290428,5.165369621087913,1.891200030634272,Iris-virginica
+106,4.400000679800114,2.8939185348070535,1.3958885978574278,0.20328003864599622,Iris-setosa
+107,7.714758955623632,2.8343886065740516,6.695402173844779,2.013302881495943,Iris-virginica
+108,4.586330946353434,3.61531332346759,1.0000003859161861,0.19972614282889328,Iris-setosa
+109,5.602110578310529,2.4724308919104425,3.912520972323255,1.0812484257080313,Iris-versicolor
+110,6.733256637858986,3.3455251036630695,5.732903896439502,2.499999612596307,Iris-virginica
+111,5.080076088990861,3.509016452574611,1.401892742379162,0.28491515547159973,Iris-setosa
+112,5.310335950743108,3.6816871927384334,1.4978169618593384,0.1997235967832665,Iris-setosa
+113,4.898764833643243,3.0,1.4081766401331692,0.20209239399799805,Iris-setosa
+114,6.690893863170468,3.092564621205041,4.678177530581182,1.497764034137224,Iris-versicolor
+115,6.47574276860692,3.147905627032261,5.160328119798813,1.9649611507695823,Iris-virginica
+116,6.127451134025669,2.7808883468738377,4.7402790106589725,1.187106322373403,Iris-versicolor
+117,6.708250519284547,3.1260989729292006,4.744199642447657,1.5140940186922853,Iris-versicolor
+118,5.183535981503961,3.4074276908181864,1.4063075322094405,0.19913157157212005,Iris-setosa
+119,4.909827445445449,3.0,1.3841934443347408,0.20244497251991814,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/10/test.csv b/iris/tab_ddpm/5_3/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/10/train.csv b/iris/tab_ddpm/5_3/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/10/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/10/val.csv b/iris/tab_ddpm/5_3/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/11/synth.csv b/iris/tab_ddpm/5_3/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aeaec6867541c1ada32cfb285a349758ce6843cf
--- /dev/null
+++ b/iris/tab_ddpm/5_3/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.036448784795817,3.387928676507913,1.632248380334295,0.4215553563073145,Iris-setosa
+1,6.298956795027419,3.386264349237794,5.6071438744897675,2.3963720653966476,Iris-virginica
+2,6.777228254909336,2.793166947125043,4.779604224856095,1.3945268481409152,Iris-versicolor
+3,5.7135743382456425,2.8013899826449733,4.248354034863918,1.2435443730830438,Iris-versicolor
+4,4.987121974305344,2.0,3.2592388927584577,1.0422392910622995,Iris-versicolor
+5,4.8988804652437175,3.1016049187280315,1.6126558384298437,0.10000012752996301,Iris-setosa
+6,4.873848412718936,3.0576252879255557,1.498872137488302,0.10000010223721151,Iris-setosa
+7,4.793640396095895,3.0,1.3760942578042052,0.1,Iris-setosa
+8,6.295893429038971,2.9003053813878226,5.602355608321401,1.7862926734311848,Iris-virginica
+9,5.699198093909497,2.9070678563354955,4.408973085463823,1.3071319251810622,Iris-versicolor
+10,6.927191714901425,3.193404725004869,5.712571757921747,2.2956793480195636,Iris-virginica
+11,6.027372367061202,2.2212624648801444,4.9845529103947115,1.49824066712279,Iris-virginica
+12,7.347988113632999,2.9916462785228286,6.350148727971121,2.0274363649773477,Iris-virginica
+13,5.05361473963431,2.4878441739100543,3.110241864358944,1.072310174385628,Iris-versicolor
+14,5.006015902608565,3.4033414623211375,1.6259277463048913,0.4166045988357201,Iris-setosa
+15,5.271364151702545,3.750070035834123,1.6485574179789966,0.20099057077010707,Iris-setosa
+16,7.899998543120707,3.797549401452008,6.403059842110503,1.9956405024988273,Iris-virginica
+17,4.892100301355521,3.0944259966869576,1.4943024184450757,0.10000009040822842,Iris-setosa
+18,5.802821572136844,2.690921340379694,5.1214865444821385,1.8970866918795015,Iris-virginica
+19,5.877967056511949,3.0,4.209370793255367,1.5018689477736649,Iris-versicolor
+20,5.753839292403906,2.9290979307706935,4.243546831340951,1.3133747712929367,Iris-versicolor
+21,7.700464821173087,2.6199285694331076,6.899998392319512,2.302883604065952,Iris-virginica
+22,6.688748330369148,3.2972321641190128,5.681097090813487,2.499999459468072,Iris-virginica
+23,6.676400395998143,3.3204308074413658,5.701447686618504,2.121392359426385,Iris-virginica
+24,6.513158259399102,3.0,5.815026210601785,2.2170452494635113,Iris-virginica
+25,6.552323231431072,3.0,5.849478541818671,2.220602737477841,Iris-virginica
+26,5.585674075308968,2.5355906854468704,4.118568280764003,1.162170315988337,Iris-versicolor
+27,7.9,3.8106480835730943,6.389168815744929,2.003683754727303,Iris-virginica
+28,4.818674428351766,3.0,1.413419932688814,0.1,Iris-setosa
+29,6.597613805702497,3.0,4.423378434995927,1.3810025221756137,Iris-versicolor
+30,6.286943432244086,2.3024257733313314,4.4040136131873355,1.2819621400293904,Iris-versicolor
+31,5.992946071314604,2.695656233781318,5.149073796607872,1.6096482807062469,Iris-versicolor
+32,5.322171103895775,3.7705865111146144,1.4972094206770425,0.249147934439364,Iris-setosa
+33,5.38241560323381,3.4041304569988933,1.5811222470682247,0.2002770228752001,Iris-setosa
+34,5.322430463688049,3.3941067354022714,1.4991764119067639,0.40585976768514703,Iris-setosa
+35,6.606805965513354,3.0,5.426266744039734,1.9799082298408162,Iris-virginica
+36,6.054629899810216,2.6013535569116875,5.592870516647083,1.3968567588232903,Iris-virginica
+37,6.284082466459295,2.526941261127526,4.929293852066755,1.5081997843918027,Iris-versicolor
+38,4.99057002617262,3.6113969792547294,1.4001117776538266,0.20725433869699872,Iris-setosa
+39,5.348101261516305,3.3808486850765695,1.5624783382792091,0.1990377255417522,Iris-setosa
+40,5.1766411164996,2.6899233627807786,3.8926323454861795,1.4019303394306597,Iris-versicolor
+41,6.686625648070738,3.301841275179728,5.682422725469162,2.5,Iris-virginica
+42,5.649931216357717,2.5212150348155955,3.9880845880727005,1.1045252303496003,Iris-versicolor
+43,5.000465344975352,3.604186529888552,1.3981441611568193,0.1961758064479025,Iris-setosa
+44,5.2445450633650506,3.7016262700708995,1.5035955501227285,0.1957078671532052,Iris-setosa
+45,5.483178976218262,2.3540220426630505,3.6771170516350007,0.8388834436162387,Iris-versicolor
+46,5.117609276475383,3.7676912767832897,1.4968389570388434,0.206681059563426,Iris-setosa
+47,4.898387278533465,3.1088797163379374,1.5022526414793083,0.1,Iris-setosa
+48,4.4,3.2172729893836323,1.2980635225052184,0.19933448061648668,Iris-setosa
+49,4.990529913774911,2.0,3.3477269443559425,0.9214075503180559,Iris-versicolor
+50,6.012377469292561,3.367571348231084,4.520852231939792,1.5908489545920628,Iris-versicolor
+51,5.660866157120759,2.9076965213369093,3.945834006356778,1.3145414918354688,Iris-versicolor
+52,6.902598260092546,3.102035546673619,5.0820292847393365,2.300032493675173,Iris-virginica
+53,5.958739486305713,2.7536143863987537,4.631636689153466,1.1938515190722736,Iris-versicolor
+54,6.692938470650747,3.2972327410631785,5.71043486689835,2.5,Iris-virginica
+55,6.697566709294031,2.4999571335323414,5.850596590813284,1.8146857465647752,Iris-virginica
+56,6.241662277765196,3.3311993900878383,4.647649973896312,1.5998269076183744,Iris-versicolor
+57,4.4,3.0953945644209364,1.3135028384721057,0.1846260022263606,Iris-setosa
+58,5.106625504309375,3.8110119523903134,1.662868515567407,0.1971113798855948,Iris-setosa
+59,6.4823798801216945,3.0,5.76475655823864,2.1241201218362793,Iris-virginica
+60,6.079601619585623,3.3824759602622647,4.5034580353760765,1.6026292493944831,Iris-versicolor
+61,6.2324232068704095,2.270175491849016,4.510614659475992,1.4215648775988332,Iris-versicolor
+62,6.953725541763755,3.081760623042005,5.104208113954528,2.2976609161896744,Iris-virginica
+63,5.007189214957577,3.574635321391495,1.4021332498976,0.19778642734277146,Iris-setosa
+64,7.327614543841037,2.903549507818121,6.26056227711493,1.8180495363937967,Iris-virginica
+65,5.913290006240617,2.7948239028800734,4.527297787169482,1.175057971362883,Iris-versicolor
+66,6.698401327704114,3.101306623368976,4.704975346871723,1.5015127623393258,Iris-versicolor
+67,7.9,3.804632938058668,6.355491432569357,1.9799645292015007,Iris-virginica
+68,5.108690243684621,3.502164850158827,1.4012333515858333,0.31560108283946514,Iris-setosa
+69,6.228589086192223,2.864432596525517,5.593750542294063,1.759301933811497,Iris-virginica
+70,6.299952799413934,2.492557494203947,4.988195976942313,1.8999341339761633,Iris-virginica
+71,6.02370729350991,2.2270763694115114,4.960945362798533,1.4891868651239304,Iris-virginica
+72,4.875838623913502,3.0,1.3929654804773535,0.21043994202113608,Iris-setosa
+73,7.899998961793331,3.8089109530142933,6.4108433740894375,1.989209662860835,Iris-virginica
+74,5.9938519080796295,2.80903409575459,4.69085969175433,1.2292001538600115,Iris-versicolor
+75,6.315660296055078,3.3659425150259805,5.578163027313268,2.397914493012668,Iris-virginica
+76,5.0841367742726895,3.5192737440369406,1.3716406794965237,0.2087684917864012,Iris-setosa
+77,6.384735150783089,2.8863475863144585,4.287532611750844,1.278473963554691,Iris-versicolor
+78,5.984357894236113,2.681811492517622,5.086119351831555,1.6068638301384788,Iris-versicolor
+79,6.2734759527706005,2.5062823274388952,4.990395919404003,1.899253881809173,Iris-virginica
+80,5.411963048954065,3.3870724370013394,1.6543581448042353,0.20541009710930233,Iris-setosa
+81,6.696568736831064,3.083263698850077,4.718027177350188,1.496992617152785,Iris-versicolor
+82,5.548614937554922,2.6789302012801692,4.41942705892585,1.2913467681281756,Iris-versicolor
+83,6.025226818938153,2.691205513926082,5.0738517808992505,1.5706236924766472,Iris-versicolor
+84,5.893620534593005,3.0,5.099977119682219,1.8213541162021625,Iris-virginica
+85,4.822858922415751,3.0,1.3891981929688604,0.2827699182945202,Iris-setosa
+86,6.013909503730487,2.247415967242487,5.017301665937401,1.4956116217393536,Iris-virginica
+87,5.095790417792224,3.7724914682003696,1.4999426899321489,0.20304379431925423,Iris-setosa
+88,4.985994402514085,2.000000666257844,3.3921361554074383,0.9435507377150183,Iris-versicolor
+89,5.608239845546596,3.0,4.524509074129767,1.4966388144153835,Iris-versicolor
+90,5.422171975344444,3.9,1.291523544400634,0.48921093242745617,Iris-setosa
+91,5.695964659177041,2.812943604295909,4.480272827031934,1.2668788267720594,Iris-versicolor
+92,5.064196300356344,3.790140235338448,1.6620450869625771,0.20107401267661812,Iris-setosa
+93,5.095772761418497,3.711117047460268,1.5160755597834141,0.35986879158004326,Iris-setosa
+94,4.603714362987584,3.607452450078537,1.0,0.19455691695790733,Iris-setosa
+95,6.715432248564653,3.3019361192559726,5.72649074458389,2.4999990437011776,Iris-virginica
+96,5.00230699042569,3.3979886647805024,1.542097964830396,0.4318461218067936,Iris-setosa
+97,6.029965782499841,2.2083595827008953,5.01228723751766,1.5001490037875682,Iris-virginica
+98,5.407815765370574,3.385113689893256,1.5606563087893988,0.19520007132515393,Iris-setosa
+99,6.5771854133950365,3.057621693522651,5.915831248758737,2.277048942600497,Iris-virginica
+100,6.68136445859605,3.1081140358594586,4.68606480246312,1.485593969669178,Iris-versicolor
+101,5.620540988611227,2.8816751330413397,3.7203334004022626,1.2797302785706193,Iris-versicolor
+102,5.122332860174629,2.6521844471265332,3.841968426464021,1.3903331831007224,Iris-versicolor
+103,6.096861980158714,2.5991725810493174,5.608211559084587,1.396435015098573,Iris-virginica
+104,5.616938807239585,2.5297614968353335,3.928257020099768,1.1109089777526304,Iris-versicolor
+105,4.9789168704933715,3.3947785085918984,1.6134275949454373,0.39019809903893293,Iris-setosa
+106,5.902681980448517,3.0,4.215362069314563,1.4940148083183027,Iris-versicolor
+107,5.618966621751211,2.9430715371455283,3.795373146677772,1.305082575347611,Iris-versicolor
+108,6.873902836411721,2.6111740678596145,6.0980605219232675,1.820958329399954,Iris-virginica
+109,6.827560783755846,2.766351954782274,4.810741843948532,1.4021435987104789,Iris-versicolor
+110,7.697897090298682,2.593705981293847,6.9,2.2825844989236614,Iris-virginica
+111,6.810701286884268,2.8018738041666644,4.839836673223204,1.406841987284826,Iris-versicolor
+112,5.999372334369794,2.871694068087165,4.58420772606175,1.3037105541165586,Iris-versicolor
+113,7.9,3.789308153711865,6.391533793999942,2.0122118478564452,Iris-virginica
+114,4.587777354315557,3.6273694639626983,1.0,0.2017608312132722,Iris-setosa
+115,7.679989674024483,2.851867326320851,6.680231527638939,2.018242483118803,Iris-virginica
+116,5.403676922309303,3.899999532461759,1.2977556834901534,0.45832314485908365,Iris-setosa
+117,5.9967527179484845,2.204584300931906,5.029393054886206,1.4956157685302065,Iris-virginica
+118,6.768399068389277,3.0,5.602592362966854,2.0558738165186,Iris-virginica
+119,7.9,3.8153736785682555,6.375821864483808,2.0099965762658534,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/11/test.csv b/iris/tab_ddpm/5_3/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/11/train.csv b/iris/tab_ddpm/5_3/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/11/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/11/val.csv b/iris/tab_ddpm/5_3/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/12/synth.csv b/iris/tab_ddpm/5_3/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..401cb3df17e76ef75a7f22617d78168f26d61d93
--- /dev/null
+++ b/iris/tab_ddpm/5_3/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.524546798671423,3.182966524792053,5.096782903418434,2.018279126039884,Iris-virginica
+1,6.206168836535449,2.9939297252789827,4.467260514734834,1.392422604792388,Iris-versicolor
+2,5.365860797893669,3.9,1.2750100524208003,0.3869628908238081,Iris-setosa
+3,5.39256919630883,3.4036924902670638,1.5504035359434574,0.4199677830283236,Iris-setosa
+4,6.8962646731430395,3.118109084656618,5.1054782182758425,2.298208039943785,Iris-virginica
+5,5.703846390105937,2.789617365626384,4.47656439742325,1.2641866339305425,Iris-versicolor
+6,5.904665365332278,3.0,4.2104356734786155,1.5038845369455855,Iris-versicolor
+7,5.8018391414591495,2.7273333063967766,4.14919364410091,0.9706190788676916,Iris-versicolor
+8,6.469539281949475,3.1569212063598533,5.1205787637737155,1.9860012127488276,Iris-virginica
+9,4.900985890636303,3.0854485220132455,1.4932333012821577,0.1,Iris-setosa
+10,5.0097459820606804,3.3574401159936498,1.4795301992712313,0.21067796362471033,Iris-setosa
+11,5.089940132934134,3.497590909721334,1.3934980249781173,0.30742580475790415,Iris-setosa
+12,7.9,3.8187926899332383,6.455759779026938,2.0189802020804755,Iris-virginica
+13,6.309473248665838,2.307458871165058,4.406798457692894,1.318028232474943,Iris-versicolor
+14,5.645694478218425,2.9371364408249243,4.090204251569201,1.2875051379473113,Iris-versicolor
+15,5.584186405013303,2.492346950313328,3.82723472919357,1.032695636201145,Iris-versicolor
+16,6.137296881471905,3.0,4.623470948604814,1.4193965609298131,Iris-versicolor
+17,4.794887927252684,3.0,1.3996920223389568,0.29925169546041874,Iris-setosa
+18,5.154166000381532,3.7592688848116564,1.5697018100486284,0.19424321513093307,Iris-setosa
+19,5.246405239325478,3.7629531738993927,1.5661100342555023,0.20960964966326645,Iris-setosa
+20,7.686040717634907,2.587124907008491,6.899998994527072,2.2920783605214865,Iris-virginica
+21,6.085444997672663,3.0,4.6105187356682285,1.402924764525132,Iris-versicolor
+22,6.230039983220222,2.3610732209843435,5.024147612086149,1.7814746984294796,Iris-virginica
+23,4.8202344761755045,3.0,1.4004666032479935,0.29511854170730034,Iris-setosa
+24,5.912014791194704,2.826689846300033,4.6681255124048,1.5000900413403695,Iris-versicolor
+25,4.821716311997554,3.3980708076432946,1.4977092258898,0.20783708364271494,Iris-setosa
+26,4.566062649778031,3.401534612817269,1.369456816050042,0.29693100139251893,Iris-setosa
+27,6.109793364585,2.8032655778234257,4.68714463595314,1.2026372693575693,Iris-versicolor
+28,4.4000005063005405,3.2163961161459294,1.2888294912775828,0.20213298720554945,Iris-setosa
+29,5.66639153194244,2.734833737361562,4.470415482296612,1.2722136913408966,Iris-versicolor
+30,5.831460418860923,2.7709133610504684,5.067465038556218,1.9061698976661823,Iris-virginica
+31,6.653057367839903,2.4913384797829035,5.790549530607569,1.800391979021934,Iris-virginica
+32,5.588253027081799,3.0,4.09091935743125,1.3048157738483683,Iris-versicolor
+33,4.854533581390058,3.0,1.3979732422117026,0.3061319780842515,Iris-setosa
+34,4.915727338893486,3.4439538451404714,1.4360072898341625,0.2051737574503534,Iris-setosa
+35,5.395217827331462,3.377544229334961,1.749800852467981,0.19625732477023883,Iris-setosa
+36,6.666311906013982,3.3037236410986135,5.668858779243135,2.0756078903010318,Iris-virginica
+37,6.420164344914034,2.879382926196157,4.28785580962092,1.2706431021157505,Iris-versicolor
+38,6.5105226781012,3.023431353998846,5.783384595595163,2.1631602167209683,Iris-virginica
+39,5.14096141868282,3.4771350655835347,1.3951004966478509,0.19870135924293914,Iris-setosa
+40,6.263723504027734,2.447157688136557,4.842605023440727,1.5072759513748795,Iris-versicolor
+41,5.356090427141092,3.399037746325815,1.4918780595517918,0.21649695014796116,Iris-setosa
+42,5.602976487404637,3.0,4.115729344202663,1.3022412157787295,Iris-versicolor
+43,4.975680839080651,2.0,3.2023626876872537,0.9723526501528972,Iris-versicolor
+44,6.4176913523402135,2.905585231088793,4.26429305079717,1.312763847544392,Iris-versicolor
+45,4.948678367044175,2.431248409435918,2.9051626221028632,1.0343255931970565,Iris-versicolor
+46,6.00028583776525,2.989750264508541,4.328227563392244,1.4734070976250835,Iris-versicolor
+47,5.5218632880032095,2.441346141072195,3.7911366414145795,1.0139842158358956,Iris-versicolor
+48,5.690358675443756,2.783794095422901,4.489267463976838,1.2508464931174395,Iris-versicolor
+49,5.320114725631913,3.9,1.2886723171207581,0.3854943643889512,Iris-setosa
+50,5.479223340000427,2.515079280870281,3.7195603639484043,1.07613133740666,Iris-versicolor
+51,5.187110128340167,3.377838752215499,1.405585728093387,0.2022702256239175,Iris-setosa
+52,7.678599522621473,2.604193418457221,6.899998778893014,2.299129596236146,Iris-virginica
+53,4.787201196708382,3.389942873947314,1.5831083481536694,0.19461689941689572,Iris-setosa
+54,6.061515289102103,2.600513222819605,5.610100306871524,1.3872308406828522,Iris-virginica
+55,6.700052506801648,3.1081932501281275,4.714688594677869,1.4954231310411368,Iris-versicolor
+56,7.604225870587611,3.0,6.596858026620893,2.0871547396363357,Iris-virginica
+57,6.460189791508949,2.969936445598947,4.328479781394398,1.33844840202463,Iris-versicolor
+58,6.302097223723549,3.4060724950949197,5.612086215446128,2.39634186682489,Iris-virginica
+59,7.698807577513924,2.5849347666257882,6.9,2.2953389517477483,Iris-virginica
+60,4.913224918730986,3.09788280115071,1.499541787194389,0.1,Iris-setosa
+61,5.332768784429346,2.5029502449026944,3.5634589644223555,1.0729810754579012,Iris-versicolor
+62,6.3408314720541865,2.8579550294850495,4.275409501814426,1.24273003624239,Iris-versicolor
+63,5.22679213954509,2.739674002981638,3.9831353261637403,1.398432649100607,Iris-versicolor
+64,5.167120450117273,3.712961600182559,1.4947269146982423,0.2016811538687183,Iris-setosa
+65,5.312340903900679,3.6585295220052365,1.4972302192404952,0.20026489200238315,Iris-setosa
+66,6.251846943158341,2.455740102151986,4.863628476483301,1.4809836438683046,Iris-versicolor
+67,5.065071189384988,3.545655305504003,1.3956493966683712,0.2017487269472018,Iris-setosa
+68,5.792754748493118,2.741632328838403,4.595718873243334,1.2459934178587613,Iris-versicolor
+69,5.66437455870094,3.0,4.510639347817172,1.4994331433492036,Iris-versicolor
+70,6.078258934527929,2.968984081817787,4.554903218238778,1.500245859605407,Iris-versicolor
+71,5.353490742201717,3.8999996201860014,1.2927761317495214,0.5170483268385387,Iris-setosa
+72,5.406694568549431,3.9,1.2843434735027603,0.3912644422066162,Iris-setosa
+73,5.01521658529704,2.0000009144861424,3.5217756376618277,1.0244345389252258,Iris-versicolor
+74,5.137974051501686,3.482508329451779,1.4012474019586063,0.2826232271024674,Iris-setosa
+75,6.075043322298529,2.8274467306159448,4.685939625368934,1.2347235836010328,Iris-versicolor
+76,4.9839429705953355,2.000000548279823,3.365895595092105,0.9964731976055818,Iris-versicolor
+77,6.0955722450403425,2.2769366057643623,5.006212227015264,1.5967870097149501,Iris-virginica
+78,6.797718397469157,3.0,5.474438849028642,2.092915856992027,Iris-virginica
+79,5.582237041201052,2.9650112603142524,3.8552228218404743,1.2969612312106473,Iris-versicolor
+80,6.804320174660209,2.813483893702729,4.825376295040816,1.4030968554317762,Iris-versicolor
+81,6.233757370163811,2.2244898882594577,4.470602999824448,1.4819503903189124,Iris-versicolor
+82,4.91009937671039,2.406233107767309,3.233387161356737,1.0116152346341112,Iris-versicolor
+83,5.5486029434891995,2.4729075105178255,3.8739560047783446,1.0553054228959202,Iris-versicolor
+84,4.826396816843031,3.0,1.4048356079537854,0.3229072590424619,Iris-setosa
+85,4.797039093241551,3.0,1.3843139839764724,0.1,Iris-setosa
+86,6.300540938876348,3.302839610571314,4.691488481926518,1.5848546443922675,Iris-versicolor
+87,6.305081090838904,2.307147231570794,4.379459102147841,1.28468869396481,Iris-versicolor
+88,4.672077017344428,3.4068350148285953,1.4020944054543352,0.3027233956086632,Iris-setosa
+89,6.7541110548019745,3.0,5.6417391384136,2.0925777083855794,Iris-virginica
+90,6.504791045113108,3.1936788771599267,5.070926402974887,2.0117306102003267,Iris-virginica
+91,5.627118997580962,3.0,4.479779287061838,1.51145850667906,Iris-versicolor
+92,5.552847508700088,2.658319856537237,4.458961998867267,1.220079811977534,Iris-versicolor
+93,4.985353033890392,2.4635453523994357,3.017511013015562,1.06813150322785,Iris-versicolor
+94,7.713117223750472,2.807287950446607,6.704892516078097,1.9950070765579953,Iris-virginica
+95,6.68715228320574,3.3071950108507124,5.695202794484061,2.499999464508055,Iris-virginica
+96,6.710642813246902,3.124289520596694,4.699412863509099,1.5098938523756193,Iris-versicolor
+97,6.317380782756442,3.3654566362704714,5.621050866418662,2.3950888912866377,Iris-virginica
+98,4.4,2.897731815379408,1.3892082415479414,0.2002318165849398,Iris-setosa
+99,5.947671271800856,2.1763126692216734,4.919496262730374,1.4790155281780104,Iris-virginica
+100,7.198710398850517,3.0,6.160486142605183,2.1255247468536833,Iris-virginica
+101,4.400000594781362,3.1542267027817146,1.3147890045738124,0.1981877518336528,Iris-setosa
+102,6.3180492822493965,3.342924260355537,5.633352678042517,2.392248090882693,Iris-virginica
+103,5.272245648382713,3.7262110956321868,1.5148689145433565,0.20031092752617222,Iris-setosa
+104,5.504685952763345,2.5278171855211755,4.092727922541227,1.1456451397360168,Iris-versicolor
+105,4.825549966324574,3.0,1.406864923794032,0.1,Iris-setosa
+106,6.825929321519243,3.0,5.370677909190269,2.1726790110994574,Iris-virginica
+107,5.666132009130214,2.997761643187811,4.166300730583522,1.3131167966943733,Iris-versicolor
+108,7.704142451407635,2.802020379308467,6.706631765064039,2.0023415689118473,Iris-virginica
+109,6.315250131656944,2.2908045824769556,4.379963329701969,1.2997954491779957,Iris-versicolor
+110,6.683378188281248,3.2882247352846483,5.676572258131605,2.5,Iris-virginica
+111,5.114270918412422,3.5037991802868333,1.3976470149054134,0.2019506653449893,Iris-setosa
+112,6.475746282126564,3.0,5.801904007794259,2.2164977052489765,Iris-virginica
+113,4.825633066842421,3.3997912799493903,1.515790934743063,0.19402321725211785,Iris-setosa
+114,4.502490578757373,2.326442609540234,1.3217598413389582,0.2889171262098359,Iris-setosa
+115,5.094299225114896,3.794121657443008,1.4952313548156317,0.1983863363387362,Iris-setosa
+116,7.694975284635814,2.7935045003377725,6.703119375435108,1.9864835977084268,Iris-virginica
+117,6.685466665650028,2.504610031874971,5.796061795257723,1.799944638799892,Iris-virginica
+118,5.9995580581908055,2.7599160199041233,4.635758426891527,1.194483190905532,Iris-versicolor
+119,6.322786259112032,3.2879554755445706,4.707321704789253,1.5906696055915444,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/12/test.csv b/iris/tab_ddpm/5_3/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/12/train.csv b/iris/tab_ddpm/5_3/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/12/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/12/val.csv b/iris/tab_ddpm/5_3/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/13/synth.csv b/iris/tab_ddpm/5_3/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..33f835d5398b9b7178938520fedece7d1b56ce86
--- /dev/null
+++ b/iris/tab_ddpm/5_3/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.294199412853217,2.460347889623396,4.96537960826815,1.8799701535839268,Iris-virginica
+1,5.593653169893524,3.0,4.070337517816079,1.262940467498106,Iris-versicolor
+2,4.896727765845806,3.0,1.3941904499820554,0.20412379557490215,Iris-setosa
+3,6.237746296551583,2.842920530533697,5.589556493712678,1.751585553861628,Iris-virginica
+4,5.979873469434112,2.1875716543780057,5.028959147938075,1.5147506967672724,Iris-virginica
+5,5.009350894789393,2.000000639084246,3.458612730371872,0.9484889624556228,Iris-versicolor
+6,5.585566107614466,3.0,4.035305155368334,1.297489110745136,Iris-versicolor
+7,5.144321549199763,3.4995236259130325,1.4017880225863413,0.2970879886560992,Iris-setosa
+8,4.502947477465605,2.283344657369061,1.2833018839517776,0.288730205807642,Iris-setosa
+9,6.019014690893648,2.2134187486457297,5.025498506223292,1.4943728298218923,Iris-virginica
+10,7.412273064892869,3.0,6.396068093064509,2.074577855347594,Iris-virginica
+11,4.8182142326914255,3.0,1.4013472289056232,0.10000009287974983,Iris-setosa
+12,6.5087596630903795,3.0,5.515852039018427,1.815417542729961,Iris-virginica
+13,5.392949329066092,3.9,1.2831204869139545,0.3786796058119256,Iris-setosa
+14,6.291532806644853,2.2924348714971656,4.387547828331631,1.2808419657876886,Iris-versicolor
+15,6.107363435306441,2.798937745233695,4.698623840547981,1.1750149901479974,Iris-versicolor
+16,6.2818787822287,2.888746677380809,5.592392557448177,1.7952971611022415,Iris-virginica
+17,5.869462765093971,3.0,5.048116031456738,1.774777772728418,Iris-virginica
+18,4.4,3.203196967976655,1.2899347091094215,0.1988513686758348,Iris-setosa
+19,7.699324066560163,2.60949550129232,6.899998504888449,2.2846743479309346,Iris-virginica
+20,6.89891254761162,3.2037434001685803,5.680679673261637,2.2859069710762583,Iris-virginica
+21,5.173117422421176,3.4515507325190353,1.3934987467045115,0.19992850419224328,Iris-setosa
+22,4.80483464491815,3.0,1.3992850204140286,0.1,Iris-setosa
+23,6.678241409512188,3.130754852619373,4.722617037554383,1.5013511705645208,Iris-versicolor
+24,6.314808346279997,2.325203366204899,4.422974339802287,1.3322525837683323,Iris-versicolor
+25,5.024720313986736,3.4015011972391616,1.5769928202818093,0.42888837227648513,Iris-setosa
+26,6.874950222448714,3.1919635880897097,5.690090229186822,2.2977679011622945,Iris-virginica
+27,5.005551429123626,2.0000004705050864,3.2490706474292943,1.034069397018059,Iris-versicolor
+28,5.829227042204713,2.912607150679985,5.029596376819045,1.8657260456192402,Iris-virginica
+29,7.733248851076402,2.596124296528894,6.9,2.3095989781634434,Iris-virginica
+30,6.809148639686968,3.0587109203056873,5.209160460789975,2.2787948046705724,Iris-virginica
+31,5.669732473311309,3.8159903437470932,1.7258280213526656,0.32814410744885086,Iris-setosa
+32,6.021923275122861,2.7537868143005806,5.024267355812498,1.6053841781955005,Iris-versicolor
+33,7.707062811276569,2.600887380002298,6.899998662908061,2.2923222701755037,Iris-virginica
+34,6.592622979040624,3.3163932565674394,5.5786399451342135,2.0822459131729625,Iris-virginica
+35,4.767487099134035,3.0,1.3878843563320644,0.2963132372493744,Iris-setosa
+36,4.902675808724201,3.1123979075859896,1.5169892921868477,0.1,Iris-setosa
+37,6.2857737347793305,2.9143264528471096,5.590778929723563,1.7482472753776253,Iris-virginica
+38,6.1208970158668565,3.3611336814627784,4.570762095274805,1.6172872432032832,Iris-versicolor
+39,5.89983529358026,3.0,5.07556734314605,1.7902810857187736,Iris-virginica
+40,4.810841361977955,3.0,1.3893748434574984,0.2928479790879573,Iris-setosa
+41,5.196460850480913,3.7499401231394454,1.5349731522248224,0.2033288665507474,Iris-setosa
+42,4.90119163057763,3.0,1.4029503110770225,0.19835988457796278,Iris-setosa
+43,6.302736688016968,2.8932509805213966,5.6200149385260465,1.7852162970904253,Iris-virginica
+44,4.490825788507784,2.3005795789454777,1.2829040623266317,0.3203141235598991,Iris-setosa
+45,4.400000558647082,3.17502078058108,1.3012307749115926,0.20265126476694406,Iris-setosa
+46,6.129532546199539,2.6067147454250876,5.610769883914601,1.4079040142850532,Iris-virginica
+47,5.204034021996061,3.3999032560914144,1.3922096968121571,0.2003673934141165,Iris-setosa
+48,7.703303282324661,2.6072696060595044,6.899998961398362,2.2993807714730545,Iris-virginica
+49,4.598422745991254,3.406527383972314,1.4013326746802663,0.2961264303584537,Iris-setosa
+50,5.399716056767223,3.9,1.3004087144152376,0.5024164043216814,Iris-setosa
+51,6.488717923621688,3.2062396108675997,5.097680077558842,1.9839720704159463,Iris-virginica
+52,4.978283949621411,2.0,3.4972033015650723,0.967897639490743,Iris-versicolor
+53,5.291259716667311,3.715183389361905,1.6431779642464985,0.2017745706506547,Iris-setosa
+54,6.517778330253255,3.0,5.548802121777289,1.869274207053973,Iris-virginica
+55,6.31955110835182,3.408754881938884,5.591770597737217,2.40468261777573,Iris-virginica
+56,5.7579526351371735,2.8733252970766996,4.328239410054224,1.2992161285284631,Iris-versicolor
+57,7.679743828081073,2.579787174239331,6.899998992754894,2.3021486714200265,Iris-virginica
+58,6.531519608714495,3.134487721997127,5.207669167119839,1.9550619648851806,Iris-virginica
+59,4.822626938181097,3.0,1.4007675192371611,0.29160299483731533,Iris-setosa
+60,5.781294392983826,2.69085321917575,5.088912129592403,1.9067261714371966,Iris-virginica
+61,7.702163835956307,2.61614358090247,6.899998871057638,2.3008048377076586,Iris-virginica
+62,6.7915352797981505,3.0,5.514181632584042,2.0870721991561236,Iris-virginica
+63,5.10069930745362,3.7966273940742887,1.641438919790314,0.19908743822860892,Iris-setosa
+64,7.682647452080898,2.782703183237145,6.688638263555488,1.9804622585143208,Iris-virginica
+65,5.141758989924862,3.7828515676321643,1.5961279405345226,0.20016856589384519,Iris-setosa
+66,7.711661392359868,2.581709710233657,6.9,2.3234092535751945,Iris-virginica
+67,4.4,2.9063308769388647,1.396319315686797,0.19135683313635848,Iris-setosa
+68,5.434403402395761,3.9,1.3157895638782213,0.5483779329372552,Iris-setosa
+69,5.61724669811483,2.7214881515596656,4.347715712685864,1.2143512004030792,Iris-versicolor
+70,4.400000539017212,2.9213133249138608,1.3921523927470836,0.20606620187197172,Iris-setosa
+71,5.998406824129571,2.208833303433319,4.9997135151861825,1.5058084678819152,Iris-virginica
+72,5.147655207257435,3.4670358161750268,1.4012417865079232,0.1975915655732408,Iris-setosa
+73,6.058601995506084,2.9850166270165497,4.580704952022623,1.3524259490399297,Iris-versicolor
+74,4.8359375107439435,3.0,1.4292757008512202,0.10000011569193279,Iris-setosa
+75,7.9,3.8110765562090627,6.31953588239767,1.990011165242689,Iris-virginica
+76,4.578895626837245,3.3951244475150353,1.3858995337567115,0.32785341902226756,Iris-setosa
+77,4.504715546082112,2.322513341584177,1.308832301457692,0.3736514284231328,Iris-setosa
+78,6.302015406387131,2.490252472331126,4.954882209813472,1.4982204166138948,Iris-versicolor
+79,6.324197851988948,3.4130340202892504,5.598570411408023,2.3942131008657173,Iris-virginica
+80,6.14313454578693,2.6053652735627555,5.588458142951293,1.4240944354849578,Iris-virginica
+81,5.3786262391073025,3.3963854944500227,1.6667943630451898,0.19837176657644418,Iris-setosa
+82,4.496080208603865,2.3119465792797964,1.2871159380890047,0.29467491180746086,Iris-setosa
+83,4.999433181453473,2.4481505222160913,3.4470387241954348,1.06741321597114,Iris-versicolor
+84,6.698006959048386,3.295286862366451,5.697845889537763,2.499999544551007,Iris-virginica
+85,7.715199096437249,2.5853460385720206,6.9,2.297176973412183,Iris-virginica
+86,5.031970680643383,3.547637575702369,1.4021211509686173,0.1984293671198249,Iris-setosa
+87,7.290904401679539,2.9067640201752534,6.313128415030633,1.808767426944979,Iris-virginica
+88,6.658038918712798,3.0,5.768483186132771,2.2220450152470934,Iris-virginica
+89,6.803764676039836,3.042920755190872,5.757981049293826,2.2276956964192705,Iris-virginica
+90,6.1000565289532185,2.802896233002801,4.712587175033837,1.194567973433008,Iris-versicolor
+91,6.303378982511552,2.501296834819741,5.074685078380456,1.8854002582260738,Iris-virginica
+92,7.665515059483595,2.6159468531486154,6.899998596790253,2.293482766654653,Iris-virginica
+93,6.323535363720284,2.9199471568463236,5.582732939347461,1.7893598617794493,Iris-virginica
+94,5.792828571665306,2.803175169860296,4.21092631473107,1.1346926570614728,Iris-versicolor
+95,7.717212832811375,2.606524222487135,6.9,2.3050883045908086,Iris-virginica
+96,6.725656871202474,3.3247986388160182,5.71824935496004,2.5,Iris-virginica
+97,7.257620909187435,3.0,6.203283304788158,2.142104474211867,Iris-virginica
+98,4.921525888230218,2.417892258765452,3.1279693829407256,1.01912265770127,Iris-versicolor
+99,7.73122639919747,2.6293849235396323,6.9,2.300527105009626,Iris-virginica
+100,6.307368499496827,3.40697107061642,5.6200776969228805,2.3986134797331697,Iris-virginica
+101,6.008955555289474,3.3987825566065477,4.536996545244128,1.5946090564790687,Iris-versicolor
+102,7.580837518830493,3.0,6.550331777830337,2.099113728807469,Iris-virginica
+103,5.974159965477278,3.409360256002156,4.484513966559903,1.5956380894368707,Iris-versicolor
+104,7.9,3.817468183350259,6.368442758296524,1.9972569282731645,Iris-virginica
+105,4.8025951214261475,3.0,1.3974922874233544,0.3147744570040464,Iris-setosa
+106,6.98954812229005,3.028834053867767,5.755491483434227,2.1909958183088785,Iris-virginica
+107,5.215778215961564,2.6764256330844005,3.916910974740877,1.3933234208253689,Iris-versicolor
+108,7.9,3.7844973512283144,6.440710861253555,2.0079952307852214,Iris-virginica
+109,6.003424271461819,2.928543887572981,4.396211727094658,1.5096184409699496,Iris-versicolor
+110,6.49083860975792,3.0,5.875744347074834,2.231536723987785,Iris-virginica
+111,6.903563559217085,3.0643023165101795,5.254769375040108,2.2650321782950877,Iris-virginica
+112,5.635842038620992,2.9830826842362193,3.8657373424792727,1.313899526419119,Iris-versicolor
+113,5.761579772547332,2.742836081713789,4.0474828672958285,1.009345285777851,Iris-versicolor
+114,5.847782339139348,2.862634544104318,4.560638368427652,1.3069862242469625,Iris-versicolor
+115,5.108328550885225,3.5014786595427143,1.3956078122985933,0.30142376851317454,Iris-setosa
+116,5.4424377993657265,3.4004854540689227,1.9052883277826664,0.2002891482563468,Iris-setosa
+117,7.686450691980519,2.5985160711368795,6.9,2.291793912462373,Iris-virginica
+118,5.991830822223907,2.719412511579151,5.032958724326741,1.5965564505421403,Iris-versicolor
+119,6.527853452551251,3.0,5.512517567981463,1.7951467635771654,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/13/test.csv b/iris/tab_ddpm/5_3/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/13/train.csv b/iris/tab_ddpm/5_3/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/13/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/13/val.csv b/iris/tab_ddpm/5_3/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/14/synth.csv b/iris/tab_ddpm/5_3/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a2372c36e5633ea908fd47ca6529a020b3e1bc8c
--- /dev/null
+++ b/iris/tab_ddpm/5_3/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.509046501811031,2.4136275517407766,3.727628686121554,1.0061472895418317,Iris-versicolor
+1,6.383238776058711,2.8950099701700496,4.303449904008352,1.2870167571820037,Iris-versicolor
+2,5.83562262604225,2.767232818438778,4.587007419060507,1.2314123550260636,Iris-versicolor
+3,4.989539758292434,2.0,3.241173982595627,0.941957967028306,Iris-versicolor
+4,5.590814593235899,2.8842061434223765,3.4926353043276754,1.301848205046466,Iris-versicolor
+5,4.60659381283587,3.6125215214119875,1.0,0.1989134937019949,Iris-setosa
+6,6.493392846655007,3.0,5.498352769433932,1.8091620215040427,Iris-virginica
+7,6.134897840930213,2.6078671902838124,5.594473622714983,1.4207097048526995,Iris-virginica
+8,4.873910893321927,3.0,1.4009419655492366,0.19974335115168668,Iris-setosa
+9,5.177667399960644,3.4161965087714705,1.3901340587840552,0.20066056850105518,Iris-setosa
+10,5.7037221306128965,2.775353434573949,4.49654072858713,1.2978597552621853,Iris-versicolor
+11,6.792387504509194,3.0,5.571562581934293,2.0305906878842213,Iris-virginica
+12,5.69234350594746,2.90676283143172,4.195219045632165,1.2802691202300944,Iris-versicolor
+13,4.955755331128486,3.068091288326666,1.4136184636577764,0.20140862722139696,Iris-setosa
+14,5.480030250085484,2.4526984268214402,3.7083451279670894,1.0055230162750972,Iris-versicolor
+15,4.4,2.895707868795617,1.4002866907293554,0.18924349531529627,Iris-setosa
+16,7.328591645032726,2.9056401512445493,6.297754168491581,1.793309302257192,Iris-virginica
+17,5.5842632179493465,2.951935281857256,3.7015085887299053,1.2839312620943848,Iris-versicolor
+18,6.778373765167859,3.1380293303385773,5.076093235650417,2.2323842322594722,Iris-virginica
+19,7.0625802751901166,3.0,5.94572898643093,2.1022474186295548,Iris-virginica
+20,6.706066363701627,3.2999206790395283,5.692716159895077,2.103730452156294,Iris-virginica
+21,4.924413602904751,2.4035587948878145,3.108512756478553,1.0146619712947544,Iris-versicolor
+22,6.283011026644455,2.3913573431437,4.4255715789580945,1.2901863620953438,Iris-versicolor
+23,6.736464196933182,3.1155879845627488,4.736312316719896,1.507748322395766,Iris-versicolor
+24,5.388585905154163,3.9,1.31451566179843,0.432001839631066,Iris-setosa
+25,6.286536108094011,2.312127508760541,4.409091233914763,1.301216819226782,Iris-versicolor
+26,6.702883959858637,3.2947715897178997,5.6886272483568545,2.113092073265363,Iris-virginica
+27,5.992178233234254,2.7157114940775755,5.064987767762128,1.5890328767920279,Iris-versicolor
+28,6.794953453691676,3.1906170561909017,5.9009815821832765,2.2875100277941827,Iris-virginica
+29,6.104723764229541,2.8055473904728125,4.728518358199546,1.189861893945608,Iris-versicolor
+30,5.984224368842317,2.8205057570894723,4.738282144791696,1.528893275928604,Iris-versicolor
+31,6.699444553281186,2.5053278206085703,5.813737829284763,1.8079317449323318,Iris-virginica
+32,6.276023373061909,2.4781108787315405,5.006672745825157,1.8665242888569138,Iris-virginica
+33,6.376882327749555,2.9294286652711845,5.533298874121844,1.8032052025758567,Iris-virginica
+34,4.8556560995047535,3.0,1.3955407891841343,0.23302485405244827,Iris-setosa
+35,6.313025323850507,2.283705062576689,4.387490962008951,1.303014788155713,Iris-versicolor
+36,6.293907567012541,3.305504229098297,4.6793678358096535,1.5981543184545213,Iris-versicolor
+37,6.799429024405896,2.80618333141456,4.788136128690367,1.41502050827917,Iris-versicolor
+38,6.841003965086692,3.206929479862205,5.7624878201359815,2.300281475478305,Iris-virginica
+39,6.808666025905093,3.101343750319011,5.134722664119722,2.317564939858016,Iris-virginica
+40,4.9295111970791785,3.0774131117505084,1.416072540364399,0.297479985168876,Iris-setosa
+41,7.189367225211311,2.8908900747180364,6.226178539738998,1.764060043737574,Iris-virginica
+42,5.139383357020923,3.7491690437875906,1.7496421428398299,0.19925475291390654,Iris-setosa
+43,6.340105806605715,2.5167853361109813,5.659005845165648,1.52006053696779,Iris-virginica
+44,5.682430667871958,3.7942102781686495,1.6746355097069145,0.2978167267866397,Iris-setosa
+45,5.542806361106876,2.5497150197069867,4.276733579108717,1.134967991778066,Iris-versicolor
+46,5.5364314968708275,2.607239889590822,4.410564107239206,1.1985257988180438,Iris-versicolor
+47,7.092923881108777,3.0,5.846715463681324,2.0757296062605324,Iris-virginica
+48,7.9,3.797607713164757,6.422412877179636,1.9903934552301286,Iris-virginica
+49,4.999855865580708,2.0000006701687547,3.4487102487625663,1.0161389652007606,Iris-versicolor
+50,5.001121993153299,3.5703719157610747,1.3908916344225166,0.2007527212877159,Iris-setosa
+51,4.5910669198224525,3.4176110684130316,1.4002229054953024,0.2973537723415537,Iris-setosa
+52,5.365867361954455,2.463596305863891,3.6671385836685046,1.020681621337824,Iris-versicolor
+53,6.02404502569059,2.775510880950605,4.2260298109275105,1.0715937152417325,Iris-versicolor
+54,4.981874341765263,3.6228048573724707,1.4004226018237347,0.20129406433293054,Iris-setosa
+55,5.3707794662985515,3.899999632240797,1.3273931663036223,0.41094809280872885,Iris-setosa
+56,5.789323454673361,2.722871324405866,4.248442494024312,1.0277639871941475,Iris-versicolor
+57,7.7039565053987005,2.7896511761575407,6.71264938370238,2.0161112399209458,Iris-virginica
+58,5.149061626257872,3.40052646588811,1.4018171294669508,0.19800418344880807,Iris-setosa
+59,5.351168304558592,3.4033421031873474,1.5927535731218627,0.3752645754115474,Iris-setosa
+60,7.198285898536438,2.884383215763912,6.220731326783715,1.7781612916416962,Iris-virginica
+61,7.708426582950802,2.601599303383904,6.899998668665886,2.3069292970055804,Iris-virginica
+62,6.676345377732755,3.0760311453659352,4.664420600470423,1.4850617325317004,Iris-versicolor
+63,5.606910455638266,3.0,4.450512332163745,1.4991274417860947,Iris-versicolor
+64,6.028552750169731,3.4045818688225187,4.488748643216196,1.6128325365161622,Iris-versicolor
+65,5.653078443552663,2.6036053172082103,4.22732791563891,1.0966523170452709,Iris-versicolor
+66,7.663927195685111,2.6114018564885852,6.899998443093433,2.30119591950952,Iris-virginica
+67,6.804966253667506,3.171522174411707,5.716301207719529,2.2168212154514886,Iris-virginica
+68,5.537988371885315,2.454278211662804,3.823633609483846,1.0805283405865704,Iris-versicolor
+69,5.726284937606978,2.7782180519386066,4.475828038288923,1.3000591888880597,Iris-versicolor
+70,7.6902174891050965,2.593877006168659,6.89999883298593,2.2937734668258023,Iris-virginica
+71,5.531836190605944,2.409777759614313,3.7655864781770925,1.0462146562550931,Iris-versicolor
+72,4.9793366133268275,2.0,3.2900991592790203,1.0194257693232807,Iris-versicolor
+73,6.058504689170617,2.8456730439663036,4.679970345623773,1.2992256687233943,Iris-versicolor
+74,7.732995418097004,2.59488253583832,6.899998737633944,2.3157910278787077,Iris-virginica
+75,4.977238915657081,2.440782845174639,2.9583669856846884,1.0466282390196568,Iris-versicolor
+76,4.4848633787276135,2.2461009034089487,1.3234531920269021,0.28692294008268854,Iris-setosa
+77,5.018088907708518,3.5542008440585877,1.3897154414162047,0.20148351414022572,Iris-setosa
+78,4.4,2.9054184014262976,1.4000777599933276,0.19766413037051866,Iris-setosa
+79,6.8280223349778515,3.183872244465446,5.757746712247545,2.2893456071534075,Iris-virginica
+80,5.096982392105049,3.812530991309463,1.5609025342696925,0.20799121733055964,Iris-setosa
+81,4.591632171849609,3.599941790493582,1.0,0.20583056372560543,Iris-setosa
+82,5.623704989035894,2.8737216706299042,3.681432601001677,1.2842016355802086,Iris-versicolor
+83,6.112728722223973,3.0,5.266816052229879,1.803497916970941,Iris-virginica
+84,5.119833560013566,3.7876319722810865,1.7527805568317145,0.20260319852327818,Iris-setosa
+85,6.021477618229891,3.348926760480303,4.5166575593571,1.5920216607632955,Iris-versicolor
+86,5.984129809272876,2.701097495513682,5.0344570572765805,1.588152542685979,Iris-versicolor
+87,4.857404179661176,3.0,1.4007506056053332,0.1,Iris-setosa
+88,4.4,2.8873293796705655,1.4052948400494845,0.2067123042672512,Iris-setosa
+89,5.9123236890224256,3.0,4.2066775537015,1.5140693406819985,Iris-versicolor
+90,6.020118945204406,2.2006903782260125,4.902942808394247,1.5014443388092313,Iris-virginica
+91,6.257417177606641,3.3987576497407943,5.602059709292024,2.3962928793435263,Iris-virginica
+92,5.520305233668252,2.573942137363558,4.279314793506849,1.1899393171498367,Iris-versicolor
+93,4.5890067488162805,3.6099627535721353,1.0,0.19425000149247762,Iris-setosa
+94,5.992072871730907,3.0,4.439842044244589,1.4941233984371798,Iris-versicolor
+95,5.045938383563023,3.4160810906601156,1.8900379056904346,0.3942592541998743,Iris-setosa
+96,6.227052126821743,2.177264863980395,4.516237262149577,1.4961046026008196,Iris-versicolor
+97,5.91794821096552,3.0,5.094845908638799,1.8201716779194954,Iris-virginica
+98,5.899589430805347,2.7797453041175713,4.6546436499047905,1.2456699193165817,Iris-versicolor
+99,7.301499578246274,2.887592371478559,6.289095672780411,1.7908956606844866,Iris-virginica
+100,4.90470604237806,3.114469770306229,1.6260993750369115,0.1,Iris-setosa
+101,5.140113468670472,3.714982103290659,1.5984742262184215,0.3378905017783506,Iris-setosa
+102,5.188863908239717,3.380877616195086,1.4018573860718204,0.19581332869246845,Iris-setosa
+103,6.054452735875117,3.341583587615329,4.526294912723087,1.5605734187253775,Iris-versicolor
+104,6.5048999193466415,3.2008888414707783,5.0925638588774085,2.0138102669164737,Iris-virginica
+105,6.780118897760299,3.0,5.505250144204758,2.0892984132561647,Iris-virginica
+106,4.400000492834662,2.889373547423095,1.365584225651272,0.20031036483145545,Iris-setosa
+107,4.998814403490607,3.611959464490542,1.3924783237150133,0.19852157677999882,Iris-setosa
+108,5.218382396365999,2.683159261606258,3.894177108968605,1.3916782160421963,Iris-versicolor
+109,6.0098760836327685,3.3661236434415387,4.523449819683836,1.5939357111929453,Iris-versicolor
+110,5.7856636203355665,2.8489440675734987,4.071741309479572,1.1704571401819823,Iris-versicolor
+111,7.40122999627959,2.8770497786924785,6.477673881807851,1.8712087448551884,Iris-virginica
+112,6.858346968511601,3.0,5.564906333432822,2.093499019588263,Iris-virginica
+113,4.669317974585273,3.4149364281516688,1.4227889190423582,0.2823675732400911,Iris-setosa
+114,4.604112007489955,3.6121059389744903,1.0,0.20516259497338052,Iris-setosa
+115,5.092733768272176,2.6088289593227687,3.690941227803599,1.3496640265067492,Iris-versicolor
+116,4.649287849938638,3.401685071004737,1.4118982713530162,0.2985281625409124,Iris-setosa
+117,4.970300089897397,3.59489287902319,1.378755976565385,0.20201004484165522,Iris-setosa
+118,6.916279598901421,3.187195829848848,5.68579632745896,2.305670908338583,Iris-virginica
+119,6.801816052927727,3.007487630633207,5.2333274079690755,2.251310038940088,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/14/test.csv b/iris/tab_ddpm/5_3/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/14/train.csv b/iris/tab_ddpm/5_3/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/14/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/14/val.csv b/iris/tab_ddpm/5_3/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/15/synth.csv b/iris/tab_ddpm/5_3/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d8b7e938af136cf9ee3a5af9ed7a1f8f7b807a1a
--- /dev/null
+++ b/iris/tab_ddpm/5_3/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.664759077374417,2.7483230936402148,4.485218800414576,1.281090882755887,Iris-versicolor
+1,5.679923394610639,2.8707822755747068,4.032976764535012,1.2836525235710128,Iris-versicolor
+2,5.781759086889256,2.8217839428464098,4.5060736159314745,1.3092950334080236,Iris-versicolor
+3,5.005585805945007,2.0,3.55457513305193,0.8987080867929216,Iris-versicolor
+4,4.4,2.880904643591796,1.3830384406943714,0.20111151589711412,Iris-setosa
+5,5.551552843063747,2.6665265034916343,4.464204541498914,1.2549878744375038,Iris-versicolor
+6,5.936902435997222,2.9624390536791223,4.456894164787936,1.5016594345922234,Iris-versicolor
+7,6.167347059818887,2.196891483873474,4.4874890701629875,1.5044282430398264,Iris-versicolor
+8,6.850049694340761,3.065275282983872,5.192322682895342,2.2498874509889677,Iris-virginica
+9,7.696881338192283,2.5922072513446133,6.9,2.300423541808845,Iris-virginica
+10,5.64713871877412,3.0,4.506022850772289,1.5098490328299268,Iris-versicolor
+11,6.478470182222914,3.0,5.429237190030503,1.805748409085293,Iris-virginica
+12,4.8840814877325665,3.0908154633080795,1.4901637388634497,0.1,Iris-setosa
+13,7.160248774278879,3.0,6.130957006266626,2.1099922507007762,Iris-virginica
+14,7.344548327375289,2.8819996563403616,6.401452726969827,1.81768598105233,Iris-virginica
+15,5.00332177604337,3.6146653520211016,1.3811256474648106,0.2045435255434665,Iris-setosa
+16,4.996433533327586,2.0000004574444477,3.3771257245045443,0.9082347493923926,Iris-versicolor
+17,5.630616939982799,2.8702897699357623,3.577456275259761,1.301853246892128,Iris-versicolor
+18,6.161085113428675,2.593753996480696,5.604001899332867,1.414707054748333,Iris-virginica
+19,4.82856034869268,3.0,1.4028567955342708,0.100000099466807,Iris-setosa
+20,5.676397349228749,3.80165530283979,1.8731798467376275,0.3697308833109324,Iris-setosa
+21,5.990557093688818,2.7179759479993364,5.052403110527459,1.594826450332188,Iris-versicolor
+22,6.322652340024794,2.307587088395651,4.371088970514677,1.3028563330371838,Iris-versicolor
+23,6.70358879629914,3.09365743569672,4.710621840657744,1.507134563758135,Iris-versicolor
+24,5.942058061827392,2.650208962589079,5.279386572143751,1.809918769523574,Iris-virginica
+25,5.55447395082766,2.413104516999732,3.709502031099333,1.071898727080464,Iris-versicolor
+26,4.785387186592871,3.3973200317322436,1.6336214744593796,0.19434558008493819,Iris-setosa
+27,5.783206822044208,3.0,4.562067563818541,1.5039757885004583,Iris-versicolor
+28,6.708643884650201,3.275372131510026,5.696534018926776,2.499999566048909,Iris-virginica
+29,5.594888184008915,3.0,4.412640099087608,1.5088893088739024,Iris-versicolor
+30,6.7990429399841865,2.804895771874294,4.799488614545058,1.3971302217406358,Iris-versicolor
+31,4.5030928022889585,2.308766237497172,1.3157053465354156,0.3248504119469022,Iris-setosa
+32,5.095210534692274,3.8142615859634357,1.496336562581603,0.20086801833157916,Iris-setosa
+33,4.8943537291837735,3.1002277298788927,1.4957519435541395,0.10000014277712957,Iris-setosa
+34,6.68075173770545,2.4723742207019357,5.77584225885477,1.8135316500845486,Iris-virginica
+35,4.596463606354339,3.607135703707186,1.0000004871876826,0.19744905355722925,Iris-setosa
+36,5.091764969057319,3.5012917744822225,1.380770232353963,0.19932345928514583,Iris-setosa
+37,7.374915545169098,3.0,6.331109666763656,2.062259112233642,Iris-virginica
+38,5.177795407825418,2.6874004933485165,3.920295969888629,1.4141570027243517,Iris-versicolor
+39,7.14364915464343,2.920650778895906,6.075688566458854,1.8251193081128758,Iris-virginica
+40,4.8996033919721365,3.0,1.381569075722333,0.20310237114268692,Iris-setosa
+41,4.986393568405099,2.0,3.619792317147866,0.9962625398822218,Iris-versicolor
+42,6.196974324107281,3.2823498653713186,4.654524500150598,1.5639480880443857,Iris-versicolor
+43,7.714711504284571,2.6166231470074686,6.899998935579946,2.3009124057152133,Iris-virginica
+44,6.700497927694456,2.5144554339808933,5.8668317409742805,1.815923188984197,Iris-virginica
+45,6.876496626334666,3.1778265652361344,5.658024790172579,2.299848451718383,Iris-virginica
+46,6.292189841839821,2.8416254913778185,4.263016728361611,1.24653581397979,Iris-versicolor
+47,6.302741747835879,3.400755758283774,5.616576174423746,2.402892901252427,Iris-virginica
+48,6.298386849339394,3.2389260530029826,4.690764139359542,1.5605664270070432,Iris-versicolor
+49,4.990459291421623,2.0,3.4736151955789834,0.9101161904827142,Iris-versicolor
+50,7.67951603858619,2.6174844809254783,6.899998961288875,2.3012983371529403,Iris-virginica
+51,4.963893038810428,2.441432470486928,3.3606769952743294,1.0655952707880783,Iris-versicolor
+52,5.223144035647561,3.4076541141382104,1.3889426220003949,0.1993961942569078,Iris-setosa
+53,7.700449478618031,2.600366809591042,6.9,2.3042589347191753,Iris-virginica
+54,5.383695486720153,3.9,1.2769083821624805,0.37439551601051246,Iris-setosa
+55,4.637949677956018,3.4076218695022806,1.4016375486151138,0.2984260817477868,Iris-setosa
+56,6.468088777103615,3.030045139188646,4.5618141389425535,1.4506032537265485,Iris-versicolor
+57,5.4093359514773285,3.388169063274837,1.7277265964785058,0.1999715990153093,Iris-setosa
+58,6.1709298120404545,2.236056576480509,4.507882390027406,1.4762651763107653,Iris-versicolor
+59,6.90296759839285,3.180190156919724,5.596639187017079,2.3048337531981513,Iris-virginica
+60,6.201750342040177,2.23031765655976,4.471131601160177,1.453075947709268,Iris-versicolor
+61,4.8017904498285695,3.4029494762986965,1.6549886753029548,0.20268251289350211,Iris-setosa
+62,6.3417767028198275,2.993083120687784,5.55679978084133,1.8063226928482883,Iris-virginica
+63,6.800964377145289,3.192168208411977,5.755777345957754,2.2788005461929997,Iris-virginica
+64,5.839260781112476,2.6823679277282206,5.17660818434648,1.8909218985283245,Iris-virginica
+65,6.003619940836093,2.793877473820439,5.332883054313329,1.825749412016651,Iris-virginica
+66,7.664466619305539,3.0,6.653262653586495,2.08042215055741,Iris-virginica
+67,6.3347873502540555,3.0633605688195598,5.117999527060307,1.924633231149797,Iris-virginica
+68,5.430414666493957,3.3838670557068995,1.8206024426274656,0.19781931334828223,Iris-setosa
+69,5.888176851472072,3.0,4.231766315704384,1.4954640342274415,Iris-versicolor
+70,6.032576640147166,3.0,4.496190099885051,1.3842173233217456,Iris-versicolor
+71,6.0231432409079195,2.6953858539583755,5.133333872275205,1.595556096524906,Iris-versicolor
+72,6.802705767749188,3.213464857947578,5.776328103637912,2.263886827311618,Iris-virginica
+73,6.184133788419656,2.201383690098431,4.481861559429132,1.4925420151795261,Iris-versicolor
+74,7.705711362598279,2.6068478135360538,6.8999984283460645,2.3081605238036396,Iris-virginica
+75,6.721246490707696,3.3128727328666763,5.685402698785293,2.5,Iris-virginica
+76,4.4,3.2222818905602253,1.2946898078201188,0.20694274803658685,Iris-setosa
+77,5.869377435598819,3.079018716196492,4.400051740075593,1.5061288249022333,Iris-versicolor
+78,7.626714405586974,2.79870916721258,6.65236050239973,1.9972994021451347,Iris-virginica
+79,6.681954976052976,3.070404779910288,4.615470317517088,1.498932836067368,Iris-versicolor
+80,6.605766513865762,3.0,4.4076243305027765,1.4033830616130176,Iris-versicolor
+81,6.71346541689213,2.4947816106971175,5.829446254972649,1.808050323635697,Iris-virginica
+82,6.785180294703302,3.0,5.477510719084924,2.093433089971673,Iris-virginica
+83,6.20999443626557,2.1836400447604656,4.460856345552151,1.4974650482357237,Iris-versicolor
+84,5.597191953587485,3.0,4.503169532787288,1.4919831147632068,Iris-versicolor
+85,6.337727778579093,3.3850361025163433,5.615486622880945,2.3878326868900723,Iris-virginica
+86,6.707818989709502,3.288000105289655,5.693491779073799,2.11482575045725,Iris-virginica
+87,5.366694559143009,3.8999995132020993,1.272307798570792,0.3529239803907605,Iris-setosa
+88,7.374616017678461,2.891948607489229,6.366633036237602,1.822178643609941,Iris-virginica
+89,6.003607481890614,2.7056928792074952,5.056838554885093,1.5845039938664989,Iris-versicolor
+90,4.999683886953829,2.0000005053830745,3.4241737774171748,0.9731043727751298,Iris-versicolor
+91,6.514373167860963,3.0,5.79372813873469,2.1773415002526444,Iris-virginica
+92,5.718598109723308,3.802103735943972,1.6543579080705502,0.30115880172876763,Iris-setosa
+93,7.6919552216709945,2.627577904494411,6.899998396310075,2.3210251809412976,Iris-virginica
+94,4.6039345079299645,3.6272128804046293,1.000000579967746,0.20157613600147942,Iris-setosa
+95,5.405685138266545,3.899999640343391,1.309198161683342,0.3525498159234218,Iris-setosa
+96,5.0413150734529655,3.530693592119146,1.3875532226711305,0.20628122987899344,Iris-setosa
+97,6.208528850474501,2.245445110924805,4.520835558557025,1.4913158292079955,Iris-versicolor
+98,5.41139825224997,3.9,1.2965784804507694,0.43234629592408225,Iris-setosa
+99,4.611250127808268,3.364279116931239,1.4084012937627677,0.3099641709102712,Iris-setosa
+100,6.825930954713161,3.0,5.529346513179407,2.096021616345385,Iris-virginica
+101,5.81834981981907,2.7137841122480144,4.096369797069437,1.0252432005787204,Iris-versicolor
+102,5.02189259125272,2.0,3.5240675083436934,0.9284527493412418,Iris-versicolor
+103,5.687025463922787,2.9242913124138297,4.434544338087972,1.3784931919762997,Iris-versicolor
+104,5.390143302340274,3.899999559847271,1.2930627475186187,0.33749728416388314,Iris-setosa
+105,6.012991672150494,2.7001298898138315,5.129866225618678,1.6119272784391845,Iris-versicolor
+106,6.797348804319636,3.1849642859976,5.796904832232279,2.3022153085931327,Iris-virginica
+107,4.58373368043629,3.640507288047829,1.0,0.20350241557692345,Iris-setosa
+108,6.304454138606837,2.314401695483704,4.413538158943313,1.3095668384978414,Iris-versicolor
+109,6.835592676749988,3.188781473870812,5.711426754544332,2.3003183707203028,Iris-virginica
+110,6.338381545681171,2.8362146972290945,4.269300284182588,1.2472157469210094,Iris-versicolor
+111,6.301676530719904,3.398242107348606,5.589637126571273,2.396634906582184,Iris-virginica
+112,6.212913810549276,2.3155300823590723,4.71039900404198,1.5092442618169295,Iris-versicolor
+113,6.067749173109433,3.3984892869106607,4.558288601132186,1.6155985539101734,Iris-versicolor
+114,5.5676078266341005,2.523984588388073,4.246844719098333,1.0764106736705548,Iris-versicolor
+115,5.46690355879007,2.364105600406318,3.6340114078228267,0.9179919559656249,Iris-versicolor
+116,7.719711581870079,2.572525841637324,6.9,2.3136921237989383,Iris-virginica
+117,6.105751885458057,2.593990122204476,5.619739708286032,1.4040225411165175,Iris-virginica
+118,5.048052048465554,3.410129910616278,1.6167721058796027,0.4567279028797197,Iris-setosa
+119,4.498652785870823,2.3214484247086737,1.3148257217663417,0.29939815463294744,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/15/test.csv b/iris/tab_ddpm/5_3/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/15/train.csv b/iris/tab_ddpm/5_3/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/15/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/15/val.csv b/iris/tab_ddpm/5_3/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/16/synth.csv b/iris/tab_ddpm/5_3/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..76584243afd3e1fb06bca8e649d7418083cbf2b4
--- /dev/null
+++ b/iris/tab_ddpm/5_3/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.894227760622044,3.0,1.3790084576337758,0.19179546876175774,Iris-setosa
+1,5.635578884392168,3.0,4.47992101065618,1.5068660405962435,Iris-versicolor
+2,6.806050707195175,3.205091727273402,5.788179090282771,2.3016432742736535,Iris-virginica
+3,5.9706921445938095,3.0,4.232601657126365,1.4819708275756787,Iris-versicolor
+4,6.69944403574866,3.237474633614239,5.716728680915009,2.137119945620205,Iris-virginica
+5,6.081927969667961,2.60191303693174,5.6078105630455335,1.4017800016180655,Iris-virginica
+6,6.675527729662214,3.103397800707839,4.710175195133858,1.498051526528472,Iris-versicolor
+7,5.478481977326859,2.396322717007838,3.7451443896760988,1.0376522541019915,Iris-versicolor
+8,4.606609062088575,3.410224454517784,1.3931225256810795,0.4018520205722764,Iris-setosa
+9,5.401461702552487,3.3940423123034664,1.498508361572109,0.20287553911547362,Iris-setosa
+10,4.966567509163721,2.439666324814158,2.973573313515548,1.0172697846855425,Iris-versicolor
+11,7.9,3.799567724861034,6.376983334720629,1.9821230753657573,Iris-virginica
+12,7.700158142942859,2.6216375874571063,6.8999982986102015,2.301588058511225,Iris-virginica
+13,5.614864685315012,3.0,4.479010459422037,1.4902142836377923,Iris-versicolor
+14,4.952788736656,2.4109748955591797,3.1211210173560975,0.9914801052819693,Iris-versicolor
+15,5.12714437224833,3.497835998209506,1.4017213474717114,0.1987729537913155,Iris-setosa
+16,5.612171552817335,2.9084962560533647,3.6232969362589453,1.2844338064925411,Iris-versicolor
+17,6.399697724516685,2.975614743340619,5.5570290050959485,1.7863471714718786,Iris-virginica
+18,5.7888510514037135,2.708963743533498,4.14358520955189,1.0431584564465575,Iris-versicolor
+19,4.4,3.0,1.3310171508162236,0.1948865651918612,Iris-setosa
+20,6.202615004856155,2.2064520418712363,4.440017513504807,1.49685921401012,Iris-versicolor
+21,4.942751176824877,2.433348736345719,3.327541206242741,1.0101287318458507,Iris-versicolor
+22,5.118280028606182,3.4008829952367403,1.498781042710997,0.4116384485608525,Iris-setosa
+23,6.29267859148226,2.8940670218849953,5.61071528329883,1.7941648464633746,Iris-virginica
+24,5.3182500696619615,3.716728169836384,1.4960242894016167,0.20354447934231965,Iris-setosa
+25,6.290347790918089,2.506869697805362,4.822691787014985,1.499136941690476,Iris-versicolor
+26,5.41991422494797,3.9,1.2898141361292774,0.38412410761469096,Iris-setosa
+27,6.475997162537627,2.94912297892951,4.306515560785224,1.3214260814822578,Iris-versicolor
+28,5.455754513855621,3.8999995654472093,1.2924417325156294,0.2969585508790664,Iris-setosa
+29,6.685880402125006,3.2428980973784856,5.702760601830586,2.128420259967785,Iris-virginica
+30,5.93813385056874,3.0,5.107053320385744,1.8411234272154562,Iris-virginica
+31,4.830677696832097,3.42525002455486,1.6355988011542948,0.21226740164625935,Iris-setosa
+32,4.400000479370769,2.9213595231501164,1.3859719489653677,0.2004997670741806,Iris-setosa
+33,6.784776696060581,3.1913104663804375,5.792444224216173,2.2761508626168836,Iris-virginica
+34,6.462565839241754,3.0,5.44688644303756,1.7996987035042897,Iris-virginica
+35,5.521441279580634,2.6177092566820295,4.383943327745117,1.1871742792224063,Iris-versicolor
+36,6.302201286864536,2.9039260255708217,5.580011838315704,1.768752365835079,Iris-virginica
+37,4.587466590129684,3.6052462249922503,1.0,0.19836039656996524,Iris-setosa
+38,4.7737214910708365,3.0,1.3848101523033396,0.10000009239746284,Iris-setosa
+39,5.11503388497288,2.455952060733695,3.3843176041090297,1.1161809890902679,Iris-versicolor
+40,5.242192478764928,2.5007911587069804,3.4901820398089893,1.1139080797908216,Iris-versicolor
+41,5.620831118217889,2.8876178635910366,3.6399085725986184,1.2979091705552175,Iris-versicolor
+42,6.514329063406363,3.0,5.785860746241762,2.1979660968470918,Iris-virginica
+43,6.308423596423031,3.3838832258251768,5.604488581970699,2.3971775626142366,Iris-virginica
+44,7.9,3.775551267729202,6.417119137384059,2.030629163660869,Iris-virginica
+45,6.194000801851347,3.1960429301137645,4.64585069391002,1.512629722964025,Iris-versicolor
+46,7.899998759748817,3.7956041494705217,6.477274673666717,1.9862278051342144,Iris-virginica
+47,4.659690247968436,3.408652488322477,1.4222653299226162,0.2951248972839094,Iris-setosa
+48,5.52243538439905,2.4253211377613524,3.79281038390405,1.0424298469128876,Iris-versicolor
+49,5.4169338542945615,3.3913547544768536,1.5284430898830028,0.41071365034977425,Iris-setosa
+50,7.657707188461959,2.81596484324421,6.6929288447481525,1.9747214465539518,Iris-virginica
+51,5.891038163796551,2.659482376226973,5.064592615786994,1.8705022327993426,Iris-virginica
+52,4.813293054478807,3.394709286137684,1.4972950738294089,0.19814724658400917,Iris-setosa
+53,6.307578834547617,2.9311882158383415,5.581119406077827,1.790064867109421,Iris-virginica
+54,5.6038471170140856,2.5240017222558273,3.9066813284735136,1.0870846604391318,Iris-versicolor
+55,6.463937281241096,3.2038741931957078,4.772833218797612,1.570868770267014,Iris-versicolor
+56,6.0907249314739795,2.801523917607705,4.656779757274957,1.2382289548593053,Iris-versicolor
+57,5.962052580339507,3.415677130020839,4.515215765172121,1.5764530980320812,Iris-versicolor
+58,7.625009069445868,3.0,6.613131461958506,2.0906683610299512,Iris-virginica
+59,5.874464861582864,3.0,5.126557070426453,1.800137354537271,Iris-virginica
+60,6.802672066134492,3.0,5.526400286080209,2.0895444012103934,Iris-virginica
+61,5.471666241020673,2.410964146466365,3.67684520052906,1.0077533501752212,Iris-versicolor
+62,6.469597541717525,3.0613989256862784,5.224036330575226,1.9008652894318712,Iris-virginica
+63,5.8411179750514,2.733187850312762,5.156457186608102,1.8587018783104567,Iris-virginica
+64,6.489472302408923,3.1854180968734047,5.080455038589475,2.0339742823366067,Iris-virginica
+65,6.2020863491704645,2.235737958247322,4.505884126251667,1.4264461328272022,Iris-versicolor
+66,5.116920049648206,3.4886293813256084,1.3955730085258247,0.1985543347128747,Iris-setosa
+67,6.268450039117734,3.303205018899552,4.677105232912996,1.5575121467608093,Iris-versicolor
+68,6.5350926727723575,3.072351412471785,5.2510060306439765,1.8923291162362537,Iris-virginica
+69,7.178430030557351,2.885988605009323,6.2467877634758,1.7663805819799394,Iris-virginica
+70,4.8974336258635365,3.40885196515633,1.4829609210030439,0.2082970515329325,Iris-setosa
+71,6.20855889468309,3.413291944845617,5.627808237443263,2.4012199427681016,Iris-virginica
+72,5.132600149709517,3.7824179130650966,1.7946157276069679,0.1998580328550115,Iris-setosa
+73,6.173397406555523,2.2523915853835548,4.432334414496171,1.424696526980783,Iris-versicolor
+74,5.566413595782034,2.4685189073720486,3.9047567908034355,1.0968093845515083,Iris-versicolor
+75,5.297945048892307,3.4999867392462454,1.4952953167667045,0.20360280264231184,Iris-setosa
+76,6.9133525290294635,3.186013137268128,5.840891945884573,2.291145499001459,Iris-virginica
+77,5.370105048151918,3.6795258529762593,1.5408254753909476,0.20738688740827585,Iris-setosa
+78,6.890763057513826,3.0,5.653119301671136,2.145483285109644,Iris-virginica
+79,5.907202851949789,3.0,5.036452783924494,1.7477516693318442,Iris-virginica
+80,4.909831454354872,2.4227205814787904,3.1938107686576678,1.0038632648604258,Iris-versicolor
+81,6.770473120009843,2.818204838857399,4.767991166984377,1.4142773441314234,Iris-versicolor
+82,7.9,3.817618117809668,6.351336591147054,2.001854465820213,Iris-virginica
+83,5.173339071338729,3.3692794328935607,1.3997470504510385,0.1997689985490393,Iris-setosa
+84,5.43906780960455,3.9,1.2930744685330107,0.45335714548858586,Iris-setosa
+85,6.076885698365798,2.798799319212095,4.6689104770694945,1.1832714969742812,Iris-versicolor
+86,5.888433708357195,2.861480585398796,4.559831976688096,1.3015913105858978,Iris-versicolor
+87,5.422509330018956,3.4031927598654756,1.6050954561793025,0.38583607535348957,Iris-setosa
+88,6.281143444776296,2.8972332828918845,5.598936227470487,1.8294165086669032,Iris-virginica
+89,5.49581986581085,3.8999995676197514,1.3033304832964723,0.44897102027013314,Iris-setosa
+90,6.619164672224574,3.0,4.410225925242734,1.3985619566903997,Iris-versicolor
+91,4.770312486661272,3.0,1.379231477036368,0.29978092906705417,Iris-setosa
+92,5.369741597679065,3.9,1.302087132191031,0.3328338338599819,Iris-setosa
+93,5.635581915999768,2.9626337847321804,4.209049058943973,1.2818984418116783,Iris-versicolor
+94,6.816736670376365,3.1916247844806187,5.88584123310208,2.3013083760353523,Iris-virginica
+95,5.975431045403305,3.413782537802728,4.526166561339888,1.6400336044377568,Iris-versicolor
+96,7.254168610557982,2.8695197829295487,6.2508534094110955,1.7819803562642564,Iris-virginica
+97,4.990404444450717,2.0,3.4618343481712888,1.007078529435217,Iris-versicolor
+98,5.61519331767376,2.4641193577846967,3.8819110462232764,1.005282690386532,Iris-versicolor
+99,4.815749100593547,3.0,1.3960319582154128,0.10000009526850427,Iris-setosa
+100,5.8095022114430295,2.6822024132542266,5.07491900080541,1.8908416807892792,Iris-virginica
+101,5.571341834531093,2.5530977781660495,4.254642356296526,1.138859377434009,Iris-versicolor
+102,6.2866508002398795,2.2842102822609194,4.402912899695553,1.2725806492141463,Iris-versicolor
+103,5.393072257397444,3.3993818885911073,1.7340495171776096,0.20776219914320793,Iris-setosa
+104,5.428140215671985,3.395274940424331,1.4998488354554336,0.19520726046611503,Iris-setosa
+105,6.698999429000763,3.093269956661373,4.6525200951497245,1.4897261872592282,Iris-versicolor
+106,6.059061673869703,2.8122620901713913,4.680436060868104,1.1481976574377042,Iris-versicolor
+107,5.868469621073482,3.0,4.314001166217842,1.4781693799992441,Iris-versicolor
+108,6.548110665047186,3.0,4.352122097364289,1.3728740927017766,Iris-versicolor
+109,6.113162771216498,2.7936767834346625,4.716894147368741,1.2222325589324354,Iris-versicolor
+110,6.380650899977899,2.9732587685061906,5.567092593966558,1.8144358276776238,Iris-virginica
+111,5.56280267285685,2.716277814506878,4.4590561976729415,1.2825632171138333,Iris-versicolor
+112,6.684353379348101,3.299853917922956,5.706547382915715,2.5,Iris-virginica
+113,6.252909832119646,3.408335938895977,5.626606765739249,2.406153759686826,Iris-virginica
+114,4.4,2.888468349781116,1.4027392495096433,0.1942772703221443,Iris-setosa
+115,5.111181354458335,3.693433741845579,1.681704668385524,0.4226696012308583,Iris-setosa
+116,5.363601868678936,2.6701567619144293,4.301926518780139,1.330497092905801,Iris-versicolor
+117,6.813742646364881,3.2028241036326177,5.808254051472988,2.294605856647124,Iris-virginica
+118,5.176028415187665,2.703606390574328,3.815213405776205,1.3951337545733418,Iris-versicolor
+119,6.486458524404052,3.0,4.345929643926351,1.3809849093754012,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/16/test.csv b/iris/tab_ddpm/5_3/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/16/train.csv b/iris/tab_ddpm/5_3/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/16/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/16/val.csv b/iris/tab_ddpm/5_3/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/17/synth.csv b/iris/tab_ddpm/5_3/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0a3dca69907088c59231b42d9e143ab504f1f7d2
--- /dev/null
+++ b/iris/tab_ddpm/5_3/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.081195854091182,2.505869902863654,3.1251929179818223,1.1023748958374373,Iris-versicolor
+1,6.638841672671012,3.0391119454491995,4.6151049902530445,1.4568921253927944,Iris-versicolor
+2,5.149947192912763,3.5679130678517055,1.4907533378751125,0.3653237811699196,Iris-setosa
+3,5.331520521890187,3.6491228655235872,1.4925989782446654,0.20511362082002388,Iris-setosa
+4,6.853762398702524,3.2030518158346744,5.736395946668303,2.307418076752043,Iris-virginica
+5,4.597148651997428,3.605979376910324,1.000000638985683,0.1995132246200355,Iris-setosa
+6,5.515160351871111,2.4207302536922994,3.664368890235774,1.010239632935229,Iris-versicolor
+7,6.234449998256865,2.9014426141086935,5.5902615513455975,1.8117326230016806,Iris-virginica
+8,5.002936143141281,3.3949868735969724,1.5731485595332435,0.38284346566188854,Iris-setosa
+9,7.277911093052951,2.8886496942638438,6.284193681492856,1.7863550601266878,Iris-virginica
+10,6.112839082738747,2.6023527756578835,5.607921534327082,1.3979944948205976,Iris-virginica
+11,6.978322256111031,2.972993980854508,5.872072260667942,1.9782092077856477,Iris-virginica
+12,6.355754547589239,3.1140352117666437,4.693716104973913,1.487630289049459,Iris-versicolor
+13,5.93360600969005,3.0,5.102566566590769,1.775339203265731,Iris-virginica
+14,6.798262603558387,3.085947429290193,5.69414388726375,2.1997253154436955,Iris-virginica
+15,4.4,2.9137168245492253,1.3916958364573562,0.20111631589527507,Iris-setosa
+16,6.233992768639447,2.491625913008611,5.057841732360902,1.8950255562815448,Iris-virginica
+17,6.4879532449320285,3.0,5.795223551419643,2.2180424997593104,Iris-virginica
+18,5.416480615129553,3.9,1.3100567318797043,0.45758188802873623,Iris-setosa
+19,5.212829254183063,2.708081469838628,3.8980854882885128,1.4011299130123038,Iris-versicolor
+20,7.9,3.8165554609960153,6.339007010661547,2.007969859140761,Iris-virginica
+21,6.707523470857128,3.3139756701766334,5.702189275579903,2.4999996133487823,Iris-virginica
+22,5.090354047557237,3.6927283538216535,1.4973417954027988,0.4325738497072795,Iris-setosa
+23,4.594637535950858,3.619560859151913,1.0000003732608644,0.20037688014992777,Iris-setosa
+24,5.664760862616466,3.7883318560969523,1.6840368323748993,0.3126232104121227,Iris-setosa
+25,6.443399690917314,3.0,5.711723384734819,2.0175374534942305,Iris-virginica
+26,5.010193084516729,3.580483204903712,1.403127787393731,0.20410336473351295,Iris-setosa
+27,5.175485079358053,3.467353889951769,1.4138982730590117,0.20023087786810123,Iris-setosa
+28,5.988269562953675,3.3885459566189438,4.474391754028289,1.5490907264339098,Iris-versicolor
+29,5.68302568297334,2.7587406583105714,4.514332081041971,1.296078830753086,Iris-versicolor
+30,5.410965474365475,3.4079590283170327,1.5663746493130966,0.36773408108213773,Iris-setosa
+31,5.954789486086237,2.695135447599655,5.1261259064704765,1.5825393530698497,Iris-versicolor
+32,5.14508699264161,3.482664200520489,1.402818464263698,0.20368341393151723,Iris-setosa
+33,5.673554400866427,2.950232933078341,3.806283879686566,1.3316770097204027,Iris-versicolor
+34,5.003751543640646,3.1622252513134663,1.401469091589741,0.19748061141758105,Iris-setosa
+35,5.613199951621142,3.0,4.53199055437002,1.4971538698527833,Iris-versicolor
+36,5.31559745730669,3.698955724179898,1.4964156577560155,0.1972380491729519,Iris-setosa
+37,6.693176963172607,3.1102140174937007,4.676210430019595,1.5036276238091593,Iris-versicolor
+38,6.1412049085741245,3.1221552855835024,4.492948688920645,1.4793775778073694,Iris-versicolor
+39,6.0022420021338,2.732725629937687,5.069885849156457,1.5786622438823543,Iris-versicolor
+40,6.9315375598589535,3.1518702214962326,5.764025251305092,2.2605476899576975,Iris-virginica
+41,5.006867945061503,3.381413823007261,1.6243239933452325,0.37079603865750876,Iris-setosa
+42,7.739805410459341,2.577233823582828,6.9,2.326383000437241,Iris-virginica
+43,5.266932930148405,3.722072863987513,1.4968117330284534,0.20261118265299236,Iris-setosa
+44,5.391815179173569,3.403224025018289,1.4984104313871294,0.2475043607137954,Iris-setosa
+45,7.693995058728102,2.5967875613695774,6.9,2.283622832608038,Iris-virginica
+46,4.4,3.215398953900459,1.2700092372758967,0.1999104020622574,Iris-setosa
+47,5.674349318038126,2.568112808118144,4.235751523934107,1.1442690810802485,Iris-versicolor
+48,4.891269637738639,3.0832484784566696,1.5417403190668446,0.1,Iris-setosa
+49,4.597303689725093,3.5905026142096674,1.000000417578409,0.20005988067141076,Iris-setosa
+50,6.340367343080697,3.2261081978066155,4.661109179889914,1.5612551334534075,Iris-versicolor
+51,5.984369086204848,2.2002245563686724,4.964187633862492,1.5027224546511746,Iris-virginica
+52,4.935041814487905,2.4380857800988327,3.1866090895049917,1.024032856404978,Iris-versicolor
+53,5.78918120753672,2.675160427175978,3.9495012661904516,0.8779834090408627,Iris-versicolor
+54,5.3956837544415155,3.9,1.3191515545160102,0.3564120865063144,Iris-setosa
+55,5.937442615525526,2.916649885456218,4.519670301620823,1.3530784630784463,Iris-versicolor
+56,4.622135299440868,3.602021654341282,1.0000004254471424,0.20932135777479183,Iris-setosa
+57,5.121650327813266,3.782992475873642,1.644330323098714,0.19918739319296985,Iris-setosa
+58,5.641910907703111,3.0,4.205746659964003,1.3081955531302503,Iris-versicolor
+59,6.014133305702373,2.759856641797719,4.8989493478901736,1.5775155082127574,Iris-versicolor
+60,6.218572343070829,3.0369377527859287,4.6187113290916155,1.4690044172737335,Iris-versicolor
+61,5.967171495160793,2.829982705780249,4.493196833543246,1.2241641377339885,Iris-versicolor
+62,5.188454833967253,2.69029035233193,3.836588263280941,1.3655005555895323,Iris-versicolor
+63,6.622983337799678,3.0,4.494698637940579,1.4466155609746711,Iris-versicolor
+64,4.4970423951170915,2.330348297181097,1.2929845741547346,0.35160359291691623,Iris-setosa
+65,5.412978018650021,3.396467085787595,1.5917756998202632,0.2653472066022657,Iris-setosa
+66,6.2697339954826905,2.26073675334334,4.383214865990745,1.320019343623972,Iris-versicolor
+67,4.597681806410437,3.617405998688707,1.0000004337522808,0.19766221252935773,Iris-setosa
+68,7.682527561772845,2.631927029269673,6.899998023543009,2.2945413185728136,Iris-virginica
+69,4.5965770456057795,3.409816537104088,1.4013656772665593,0.38642662381925497,Iris-setosa
+70,6.873352570133424,3.099874274612784,5.130560498872595,2.2932329243704705,Iris-virginica
+71,5.310487334567391,3.718922863804254,1.498772615937646,0.20547228305056628,Iris-setosa
+72,6.687920848664571,3.2694586736382547,5.724517793023732,2.1080207284518577,Iris-virginica
+73,5.914303559021995,3.261011074328165,4.478536067855911,1.5144840187009991,Iris-versicolor
+74,5.001905917465765,2.0,3.49792059044791,1.0019642984785775,Iris-versicolor
+75,5.018515104424806,2.000000720649694,3.5153843354319516,0.85758777219285,Iris-versicolor
+76,4.84383093451465,3.0,1.397063363873686,0.287172412519485,Iris-setosa
+77,4.908432872570747,3.0,1.3972955699425271,0.19912048322563342,Iris-setosa
+78,6.095796125872845,2.6107801822182326,5.598232979990455,1.3910128575148195,Iris-virginica
+79,5.611665612833388,2.9050075026003865,3.641154358264423,1.3044933656185964,Iris-versicolor
+80,7.3108525786383955,2.907303450171528,6.256463494357369,1.7952061185889328,Iris-virginica
+81,5.231449983014938,2.7421795384760483,3.986692373486445,1.418446881615391,Iris-versicolor
+82,5.947533498454022,2.1845129302680983,4.9730291770824175,1.4907866067855555,Iris-virginica
+83,5.875014591914644,3.0,4.221619440971926,1.495532245270946,Iris-versicolor
+84,5.388600411756046,3.3909283585898224,1.5898811772966126,0.19813059186779397,Iris-setosa
+85,6.05613765489579,2.5745569957646786,5.617393338434794,1.428716102199272,Iris-virginica
+86,5.594254250631976,2.9065785133895745,3.6541739981772583,1.3076872320834,Iris-versicolor
+87,5.982724581201377,2.74526631150398,5.037517143701178,1.5968972624493991,Iris-versicolor
+88,6.9332180112276705,3.0412603980582533,5.9027499977615605,2.197563623531821,Iris-virginica
+89,7.715510978447185,2.7993181813105927,6.709613045906985,1.9928136246866128,Iris-virginica
+90,4.668818854452127,3.4168687975580117,1.4340375024644054,0.2519421753113714,Iris-setosa
+91,4.841544585724581,3.392044391343158,1.5125542575081579,0.19917661852816215,Iris-setosa
+92,5.6680377391405825,2.8690315767865777,3.9894378568489577,1.2793155045836406,Iris-versicolor
+93,6.818671265227616,3.0590496860369982,5.1332049452230235,2.2689477367881357,Iris-virginica
+94,5.37146192819477,3.401777728088718,1.4954549806699846,0.36907897744726426,Iris-setosa
+95,5.140038201915198,3.772713170672154,1.4911270798460414,0.20266049562877078,Iris-setosa
+96,6.467026274386521,2.9760829102964137,5.531433138207594,1.7867197251064526,Iris-virginica
+97,6.164141882371723,2.7958365197362633,4.285775255131307,1.1680187464793783,Iris-versicolor
+98,4.9884860736552,2.0,3.479133650949935,1.0036138426670034,Iris-versicolor
+99,6.664433891390274,2.46480968044833,5.768044850438332,1.8035698905541344,Iris-virginica
+100,5.8928427726404085,3.0,5.152643120512966,1.813450297467063,Iris-virginica
+101,6.126578883724607,2.60780587105799,5.611476485480413,1.4005182444320754,Iris-virginica
+102,5.407800963275511,3.899999365422079,1.298611757838522,0.40337038121029833,Iris-setosa
+103,7.7207416038492855,2.779754726792032,6.715445766613737,2.0045299314901195,Iris-virginica
+104,6.927795791896813,3.09861660529878,5.1827771587638445,2.2981083655657764,Iris-virginica
+105,6.877097088035692,3.106142722442846,5.068076093099423,2.3045628349280887,Iris-virginica
+106,5.61940124587834,3.0,4.531410198128494,1.5051797691756859,Iris-versicolor
+107,7.899998882581242,3.798951257323153,6.4093579138411485,2.0225888286524545,Iris-virginica
+108,5.723099630899618,2.9595466565473645,4.408714275279735,1.332660309509038,Iris-versicolor
+109,4.910722259480416,2.376530960658782,3.3089506481754,1.0176162876016754,Iris-versicolor
+110,5.983485789433621,2.180195605633168,4.988247417197459,1.5015070074562418,Iris-virginica
+111,4.5809906690939295,3.618020850440225,1.0000003979305472,0.19862984125518807,Iris-setosa
+112,6.804219351245493,3.2026274327656683,5.747177717439557,2.3001628638731666,Iris-virginica
+113,5.602985093732964,3.0,4.494977431967826,1.4992898048191423,Iris-versicolor
+114,6.282320198768204,3.2650784743422534,4.729972098255775,1.5715787622133943,Iris-versicolor
+115,5.392517892216703,3.8999996042249134,1.327433418304537,0.43514096590573315,Iris-setosa
+116,5.806659567486972,2.7385136392579694,5.075155302606915,1.8674758312586097,Iris-virginica
+117,5.935362319382025,2.9478430459259624,4.493030992268156,1.3377447169200138,Iris-versicolor
+118,6.809761450251152,3.202635110474019,5.82243883098579,2.3095885846632807,Iris-virginica
+119,6.207934195063817,3.1218845263587696,4.622219999796251,1.4635412399970513,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/17/test.csv b/iris/tab_ddpm/5_3/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/17/train.csv b/iris/tab_ddpm/5_3/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/17/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/17/val.csv b/iris/tab_ddpm/5_3/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/18/synth.csv b/iris/tab_ddpm/5_3/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f982edee4803c70e7f18eef7c06a2655d085ad3c
--- /dev/null
+++ b/iris/tab_ddpm/5_3/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.724611200804194,2.589041128640784,6.8999989029955815,2.3070282216282214,Iris-virginica
+1,4.8091426227746465,3.3954960477460707,1.5550335778689408,0.19890151607014056,Iris-setosa
+2,5.214526580475077,2.706156562573091,3.975908291475098,1.395540498266979,Iris-versicolor
+3,6.7137715329188,3.0844648812756765,4.6508280177089985,1.4708861348462583,Iris-versicolor
+4,5.063129330854346,2.4976908560880635,3.0923735343915744,1.0898719867862425,Iris-versicolor
+5,5.197842904693722,3.383089927745866,1.3831177758247468,0.2015712613798787,Iris-setosa
+6,5.683199654359652,3.7996435915765066,1.6290053596079508,0.29601908717250236,Iris-setosa
+7,5.122531393388293,3.482949093879052,1.4051923842595533,0.20022709145491274,Iris-setosa
+8,4.605769908521478,3.6181787820043345,1.0000003927239027,0.19908687633901978,Iris-setosa
+9,6.521299942019473,3.17897766123863,5.13129304661641,2.00816258992958,Iris-virginica
+10,7.004566473758116,3.210754549253182,5.744141325159414,2.2908308151830132,Iris-virginica
+11,5.305535954813595,3.6871380204755426,1.499205758994084,0.20459131350578336,Iris-setosa
+12,7.899998597000579,3.796880236943703,6.348265869306882,1.9966672175274014,Iris-virginica
+13,5.582650056855148,3.0,4.087925998550855,1.3038434991149708,Iris-versicolor
+14,6.267708249563297,2.2664928555785644,4.382098434359879,1.3136914190519795,Iris-versicolor
+15,6.509508075851848,3.0,5.801723358694311,2.231927036080404,Iris-virginica
+16,7.7013435155530585,2.8123660340784844,6.714473293663819,1.9787188355604926,Iris-virginica
+17,6.262343162979441,2.4413645616858526,4.746610256482449,1.4901913179248611,Iris-versicolor
+18,7.69756232228227,2.6080038399948005,6.899998808420184,2.2850514317596327,Iris-virginica
+19,7.7386447226055655,2.5666739010167707,6.9,2.334854549754239,Iris-virginica
+20,6.00680013731822,2.2001621636201634,4.958089907526424,1.5012333976094245,Iris-virginica
+21,6.834187687546115,3.223133682371865,5.73187862388496,2.2676093810939837,Iris-virginica
+22,6.705693789162933,3.289947570585139,5.679324098519222,2.499999439724486,Iris-virginica
+23,5.729122689277958,3.7980414575529142,1.6993286387485684,0.2970512974596741,Iris-setosa
+24,5.526032633732227,2.444271500729533,3.7411676663623843,1.0147407625610554,Iris-versicolor
+25,6.49482553271653,2.9566177085881797,4.314315647590301,1.333172963400261,Iris-versicolor
+26,5.389145296885684,3.899999489545662,1.284038664155063,0.3874680483735386,Iris-setosa
+27,4.82987295745534,3.4056128690681726,1.5687625022076765,0.20017290184255748,Iris-setosa
+28,6.498258640254394,3.0,5.793620109949031,2.2033146846858886,Iris-virginica
+29,7.699531260385056,2.8529250405730036,6.697265022841502,2.0165173304923854,Iris-virginica
+30,6.96036904866168,3.112945217001424,5.116672670692098,2.295475174304444,Iris-virginica
+31,6.673285719330877,3.31375674307418,5.718902372690666,2.5,Iris-virginica
+32,5.9774823098559455,3.217984078518366,4.524000831814868,1.5414260694584647,Iris-versicolor
+33,6.30805690284819,2.5027788648584437,4.905963365821013,1.5064529270892062,Iris-versicolor
+34,5.854738799346213,3.0,4.190576148778961,1.4874034754130707,Iris-versicolor
+35,5.495628028840804,2.5960344100828823,4.416580603107672,1.1840063872143354,Iris-versicolor
+36,6.603007618683292,3.2255818768451263,5.226783694178993,2.0909090606415894,Iris-virginica
+37,6.703021931066653,3.0972838892914054,4.696500628664201,1.493286358612175,Iris-versicolor
+38,4.790410218879533,3.3932097028846524,1.649579486115485,0.20166533097971887,Iris-setosa
+39,5.193774707558836,2.69503916989177,3.8866382946813225,1.391991483769345,Iris-versicolor
+40,4.829401710753637,3.393071249915616,1.7246196217570522,0.20070488745067497,Iris-setosa
+41,6.464553029380816,3.0,5.537808953137507,1.8230379349597319,Iris-virginica
+42,6.339104147499346,3.369938337471112,5.610684049522247,2.393691186851911,Iris-virginica
+43,4.9552464016252,3.4841048890957147,1.4302464030520237,0.20001958087095256,Iris-setosa
+44,6.86988339742522,3.0,5.724478155597764,2.103251227320485,Iris-virginica
+45,5.004423581648909,3.4058065372861113,1.5536110755364854,0.38716421981402827,Iris-setosa
+46,5.789628593206849,2.728317733338764,4.184086143865694,1.0018029772563313,Iris-versicolor
+47,4.788153071367643,3.0,1.3989370114987452,0.2932356852360433,Iris-setosa
+48,4.8076032533463,3.3920879728583,1.6395083809281976,0.20034884229060732,Iris-setosa
+49,6.678073148982577,3.0811711242684914,4.6713471655860355,1.496049263404656,Iris-versicolor
+50,5.017139813248451,2.0,3.5206804794406,0.9035988761439329,Iris-versicolor
+51,4.904601249253579,3.0,1.402949833498481,0.19959356743447465,Iris-setosa
+52,5.143921382684382,3.71054574114189,1.7167894301463082,0.3950840072366991,Iris-setosa
+53,4.609657337328009,3.597703959954218,1.0,0.20531344747792657,Iris-setosa
+54,4.978692288874969,2.0,3.448872571994877,1.0152111731139046,Iris-versicolor
+55,5.561804973467395,2.9054364217842035,3.5697686748852786,1.2998174384658159,Iris-versicolor
+56,6.806607130781294,2.803431875502332,4.772080294385863,1.3978396365528913,Iris-versicolor
+57,5.62008998206864,2.8954998313786713,3.697613854020346,1.3065238420330751,Iris-versicolor
+58,4.5986825791362245,3.6247574423021636,1.0,0.19632924646041106,Iris-setosa
+59,4.9892913442262605,3.6415588516126833,1.4055359408590637,0.19784760001437648,Iris-setosa
+60,6.821750411700962,2.800354751498859,4.8025669977807715,1.3958152653371756,Iris-versicolor
+61,6.015015765063389,2.9388644977829945,4.574389599741321,1.368393712501982,Iris-versicolor
+62,5.236895378063061,3.4070091180942175,1.4030752604027785,0.19942301285621794,Iris-setosa
+63,7.709489845975494,2.608295960788851,6.899998887768021,2.3031666995995903,Iris-virginica
+64,6.30619762749625,2.283340776141597,4.417586620636569,1.305883107261894,Iris-versicolor
+65,4.80717054358257,3.0,1.4035333704940418,0.10000010869484423,Iris-setosa
+66,4.400000453658696,2.9062431036509233,1.3909691124201378,0.20263303447877745,Iris-setosa
+67,6.553083274050213,3.0,4.375643847772291,1.3840068804675094,Iris-versicolor
+68,6.80538442376353,3.163610135929127,5.801418356371401,2.300089701427294,Iris-virginica
+69,5.093626897378477,3.7055877658889633,1.4945081418819335,0.4028874919272455,Iris-setosa
+70,6.344416912954944,2.915452758264007,5.597315618748773,1.8068494506564463,Iris-virginica
+71,6.687695852573316,3.0691223875828157,4.681709674427053,1.4979220186395552,Iris-versicolor
+72,6.666738523829477,3.292606658522015,5.714223243847498,2.499999429067422,Iris-virginica
+73,6.449261012586491,2.9197425534825014,4.334678463836778,1.3186592180621757,Iris-versicolor
+74,6.0599898181815615,2.3125163633386525,5.048678914684992,1.5375343831909067,Iris-virginica
+75,7.6364494482493335,2.820068251620102,6.6673784974466495,1.964074917474114,Iris-virginica
+76,6.87793401054403,3.1944503044930803,5.711909947026152,2.292469922439682,Iris-virginica
+77,7.686784089068274,2.813446100918232,6.683076482720698,2.0148653036111623,Iris-virginica
+78,5.104394570698375,3.4872453965548864,1.3876949473647093,0.29946493986428396,Iris-setosa
+79,5.8796469711968316,3.0,5.080709495530096,1.774153395181323,Iris-virginica
+80,6.291720949525841,2.2949075364148905,4.4180195286583475,1.2764977078250779,Iris-versicolor
+81,4.40000062644233,3.19400913384328,1.2622161391359124,0.19735571436973984,Iris-setosa
+82,5.8899015599155895,3.0,5.092920531988846,1.8195225414610017,Iris-virginica
+83,7.324889586372135,2.8162610376240043,6.442208791495033,1.8413747006881216,Iris-virginica
+84,5.509732275377595,2.6285971767173706,4.426394005900438,1.2290144423307154,Iris-versicolor
+85,5.38322272317722,2.5603538239825565,4.300488026869736,1.1602360621587842,Iris-versicolor
+86,4.620173464549611,3.6334781301481485,1.0,0.19277894321025102,Iris-setosa
+87,6.346886349910125,3.110415695235171,5.092818548816544,1.9711430308594413,Iris-virginica
+88,6.724753930460719,3.286101366199035,5.736177511077959,2.0992314826829923,Iris-virginica
+89,4.8503626502898545,3.036629973773475,1.4747088434746303,0.10000010177955436,Iris-setosa
+90,5.488179401490186,2.5711930099313127,4.320696329314885,1.1826980143321535,Iris-versicolor
+91,5.788975666921787,2.716782285851633,4.16049806180752,1.0531270189434512,Iris-versicolor
+92,5.076977138172888,3.505665903561546,1.4028800048320933,0.19652746429481074,Iris-setosa
+93,4.400000529270438,3.1464819043513996,1.2968162440804376,0.1929621599110063,Iris-setosa
+94,5.885216232888937,3.0,4.222907029892638,1.4964718266254449,Iris-versicolor
+95,5.1408021045497545,2.503730424019265,3.0897874978105646,1.0939848432657733,Iris-versicolor
+96,5.788417705580656,2.7089444615467624,4.099151801978769,0.9559757600624186,Iris-versicolor
+97,4.823333830843544,3.0,1.3941075629711617,0.1000001045076525,Iris-setosa
+98,5.638219567868302,2.9911063006218632,4.033413192848734,1.289291996974036,Iris-versicolor
+99,4.488640413523345,2.26667849332448,1.2831817964330225,0.28912970150222894,Iris-setosa
+100,4.891826116109162,3.1185207054430673,1.4874757505096174,0.10000009776925459,Iris-setosa
+101,4.997844335584596,2.0,3.1518806484643305,0.9509857861283404,Iris-versicolor
+102,6.252697093619831,2.490199271976978,4.99694768463818,1.883176274029234,Iris-virginica
+103,6.293625742931733,2.921060976083102,5.59655488840624,1.8314928719707888,Iris-virginica
+104,6.480111157689474,3.0,5.784930265232333,2.2026399825626495,Iris-virginica
+105,5.718046433233745,2.7124520816361826,4.295067601997826,1.0795362979150935,Iris-versicolor
+106,5.693397281010919,2.8086558741603613,4.09943533504572,1.1846252107946325,Iris-versicolor
+107,6.274766718292239,2.902392577012539,5.600024887846859,1.830499866762982,Iris-virginica
+108,5.118503343719352,3.702998674861364,1.562962537214644,0.4015787151257232,Iris-setosa
+109,6.912049709599449,3.1920359050743587,5.751968375849765,2.310991818453964,Iris-virginica
+110,4.400000451029671,2.9174848381594525,1.3839313103576574,0.19858344532639138,Iris-setosa
+111,6.004960649138057,2.206764901268626,5.032123938201612,1.5029599591318097,Iris-virginica
+112,4.806283551125139,3.0,1.4002098274763213,0.1,Iris-setosa
+113,5.876822003533618,3.0,5.062586645307649,1.8114160571525901,Iris-virginica
+114,7.240488019061514,2.8808938125204455,6.213328034863483,1.7826391347078632,Iris-virginica
+115,7.9,3.8012828269096137,6.392818495248617,2.001689624028295,Iris-virginica
+116,5.820358103702137,2.6955645753374733,4.195469302523393,1.0180856058634467,Iris-versicolor
+117,4.4,3.1608585085860588,1.311098565187725,0.20221046850627672,Iris-setosa
+118,6.208386788545321,2.783280963211375,5.598483310141299,1.7350913154751069,Iris-virginica
+119,5.0657514155381325,3.5054639789015685,1.3946725154617094,0.1977603905157282,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/18/test.csv b/iris/tab_ddpm/5_3/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/18/train.csv b/iris/tab_ddpm/5_3/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/18/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/18/val.csv b/iris/tab_ddpm/5_3/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/19/synth.csv b/iris/tab_ddpm/5_3/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d6aa21beba657baaa69125951d6ff5d40078e2e1
--- /dev/null
+++ b/iris/tab_ddpm/5_3/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.730812242577929,3.31670926081856,5.705148808957801,2.4999994957486114,Iris-virginica
+1,5.102209641546892,3.5031800211510515,1.383163454234474,0.30183891148046244,Iris-setosa
+2,7.119498854133761,2.7298319452054276,6.18379450203976,1.788351579579243,Iris-virginica
+3,5.9077522312254365,3.0,5.110890199484733,1.8044619515852405,Iris-virginica
+4,7.672071878391345,2.6192145837153378,6.9,2.298256421984872,Iris-virginica
+5,6.5573601186160335,3.0,5.501641370518251,1.8912461607678177,Iris-virginica
+6,5.1913776397937115,3.3868002525790195,1.4084809095011341,0.2017036020447457,Iris-setosa
+7,6.980093935750967,3.0,5.770817749129486,2.063702294795329,Iris-virginica
+8,6.787557658277139,2.8056861553662813,4.860110344539666,1.409271460875822,Iris-versicolor
+9,6.311246427482051,2.886997870450993,5.631796255878256,1.827166790759836,Iris-virginica
+10,4.903327682887638,3.0986839707897675,1.8082586831951315,0.10000009395000188,Iris-setosa
+11,5.048653553440683,2.4615117450873365,2.8664704710743303,1.0871407727306375,Iris-versicolor
+12,5.608213068498625,2.5199141169648622,4.028589191603571,1.155290761895904,Iris-versicolor
+13,6.042107637614045,2.680242493763691,5.076691841243027,1.5721928331312562,Iris-versicolor
+14,7.722330458376061,2.796280926596282,6.727670423398688,2.01980535390696,Iris-virginica
+15,5.077075580817326,3.509336810632657,1.3914804750801624,0.20333331755118667,Iris-setosa
+16,6.029497716224885,2.9660303691068726,4.585384402068138,1.3604311527362145,Iris-versicolor
+17,5.738076075787672,2.6971455325838694,5.059151784828764,1.8975835545226787,Iris-virginica
+18,6.423278350401339,2.901675407528889,4.333459033435306,1.3071720990317526,Iris-versicolor
+19,6.197426024774994,2.9206895122568457,5.5086473233870725,1.7975372844057596,Iris-virginica
+20,6.258714733354146,2.9001826168888134,5.607262184574175,1.7889061595886369,Iris-virginica
+21,6.088246332252874,2.5926103308110795,5.6144935024944775,1.402987570493575,Iris-virginica
+22,5.419314794782981,3.8999995221898858,1.3253411891078912,0.38289693011365306,Iris-setosa
+23,4.9092691883709785,3.0,1.3941598022149786,0.19417375482078014,Iris-setosa
+24,7.38075844895227,2.898015581606033,6.40898802465207,1.8061459347953361,Iris-virginica
+25,7.286079207737471,2.9116905109606983,6.238699274594446,1.811361654433131,Iris-virginica
+26,6.693079972111517,3.3071925482344615,5.684446685133579,2.4999995748873367,Iris-virginica
+27,5.749224068141543,2.7444865401374177,4.3206019369606325,1.1614831021068777,Iris-versicolor
+28,5.827972448370224,2.693153885368485,4.01572767494358,1.0091835324022267,Iris-versicolor
+29,6.69125846938367,3.320697620932763,5.695213749183335,2.5,Iris-virginica
+30,6.241913092936474,3.4003635856872894,5.576813592765101,2.4075288513212776,Iris-virginica
+31,7.662392402318362,2.6145162888724096,6.899998664833159,2.2850456501664786,Iris-virginica
+32,6.017746148843877,2.2252975338315744,5.001499179319383,1.503820287613612,Iris-virginica
+33,4.612559848782387,3.603945484653566,1.0,0.19844830907026292,Iris-setosa
+34,6.97610087013833,3.202959159756477,5.660192651536009,2.3061938479397575,Iris-virginica
+35,5.085827478837243,2.5052682807343376,2.9212222521425613,1.091403507927791,Iris-versicolor
+36,6.809074237162439,3.0,5.413487291951746,2.1809478285035744,Iris-virginica
+37,5.04350148525891,3.54325565312008,1.400262978039262,0.2008760833984326,Iris-setosa
+38,6.489081401960868,3.0,5.532432882790719,1.8163429155706599,Iris-virginica
+39,5.417060605749301,3.899999610894422,1.298862196285779,0.38483467958935236,Iris-setosa
+40,5.979214459068756,2.680327651686262,5.115657697171542,1.610327342225804,Iris-versicolor
+41,6.29096783436734,3.3804005387949934,5.624227051813247,2.399567779550911,Iris-virginica
+42,5.413698222233796,3.899999562354495,1.3078375152897626,0.38014211132381226,Iris-setosa
+43,5.735694229608063,3.0,4.3906492915449995,1.5013087862364827,Iris-versicolor
+44,5.966863226968847,3.051666859132716,4.39728042370307,1.5039236115509973,Iris-versicolor
+45,5.403659923844754,3.4065550624766656,1.6941495101542066,0.20062067992210883,Iris-setosa
+46,5.021220279144714,3.401858260012356,1.6916266630742665,0.35536837275931904,Iris-setosa
+47,5.217718195527408,3.401962299277612,1.4002033467724773,0.1978811978346341,Iris-setosa
+48,4.612779542433989,3.4012749181117856,1.4038899004824523,0.313790455266114,Iris-setosa
+49,5.849647329825484,2.710885337591631,4.056791485656456,0.9749182945753063,Iris-versicolor
+50,7.676191858076346,2.8889851361409615,6.661703273568461,2.0779767570606875,Iris-virginica
+51,6.839146221137107,3.0,5.568853691200883,2.0570750094791794,Iris-virginica
+52,5.410196707775339,3.390516023261849,1.6095323743801944,0.4273874123461333,Iris-setosa
+53,5.78614412801924,2.9953571007004953,4.457646146418284,1.4390181999719713,Iris-versicolor
+54,6.807317159656668,2.7770703652248563,4.8274069027328315,1.398610984863757,Iris-versicolor
+55,6.6947335398997385,2.5067666292928252,5.794383775792338,1.7882036558681986,Iris-virginica
+56,4.4978562654997205,2.3152747916106313,1.2868296404278736,0.298595620220385,Iris-setosa
+57,5.9941610925309075,2.8660808559718856,4.552508873767676,1.4964773014109976,Iris-versicolor
+58,5.5294018377881065,2.6072215310949995,4.40933591483709,1.224754958156219,Iris-versicolor
+59,4.790278332575886,3.3799221019893717,1.7080941489226902,0.19813936884933858,Iris-setosa
+60,6.352930612861803,2.8562084275760444,4.294152593977465,1.2577470737375855,Iris-versicolor
+61,7.9,3.8153511933057143,6.441458106072353,2.027100123229305,Iris-virginica
+62,6.279284456205568,3.319442305050608,4.705099075711673,1.601919247090156,Iris-versicolor
+63,5.086550921779021,3.4946999982955447,1.3899918059301886,0.19886775659181813,Iris-setosa
+64,7.2497758718305585,3.0,6.165327133322585,2.1070363054548364,Iris-virginica
+65,7.9,3.7751992598548973,6.3934177640673795,2.007454688263369,Iris-virginica
+66,4.9842797092528395,2.0,3.4376942586601955,0.8956665837506301,Iris-versicolor
+67,5.1218192645902345,3.4567350357814846,1.400583254036464,0.19861945848691592,Iris-setosa
+68,6.166556677290119,3.0879415050875108,4.62768919293103,1.4960510280039025,Iris-versicolor
+69,5.514188468593008,2.6157535776970873,4.440781482736288,1.2250246696138438,Iris-versicolor
+70,6.908421676431325,3.104354568315073,5.10273485052869,2.2903366789071824,Iris-virginica
+71,6.3105296807810305,2.4612613166868944,5.011110126441834,1.894811445951703,Iris-virginica
+72,6.004867367419098,3.4014086351743718,4.517622622514755,1.587396063079217,Iris-versicolor
+73,7.676267330955508,3.0,6.672875164345732,2.0881368080862703,Iris-virginica
+74,7.707309315306318,2.797359506716523,6.680255710066093,1.9896553648871114,Iris-virginica
+75,4.883456459953505,2.4044236455881967,3.1682325994016036,0.9821303228189173,Iris-versicolor
+76,5.616268335832375,3.0,4.155924474857172,1.3078067091980174,Iris-versicolor
+77,7.286656336778874,2.883997361172218,6.250380741539786,1.7882258535286617,Iris-virginica
+78,5.562911607182427,3.0,4.0604042688767015,1.3041364324217692,Iris-versicolor
+79,5.665208108348817,2.873624731947645,3.9688271937009167,1.2733723623598876,Iris-versicolor
+80,7.700950926548566,2.5963161163493513,6.899998503702526,2.301693456924355,Iris-virginica
+81,6.153724888421084,3.0328005536517155,4.626929835629463,1.4587388139472095,Iris-versicolor
+82,4.898319524023078,3.086176084095381,1.5681222036881088,0.10000011290442197,Iris-setosa
+83,4.979187287164212,2.4523181750429366,3.017080500257702,1.0407282658078263,Iris-versicolor
+84,5.747298061574863,2.8576543762946662,4.43775641212693,1.2792654792608649,Iris-versicolor
+85,4.618248003838858,3.598928569747073,1.0000004108020173,0.20004117361819995,Iris-setosa
+86,5.304139996005858,3.713944550727724,1.5698516194630785,0.2015099652449672,Iris-setosa
+87,5.220168425972332,2.7228010106979412,3.959375894915374,1.3997642251829205,Iris-versicolor
+88,5.95873279326357,3.0,4.47453660176614,1.4760977277947487,Iris-versicolor
+89,5.588264446924955,2.4632487992974674,3.8623917158200025,1.0861473759683065,Iris-versicolor
+90,6.7179093111706685,3.311381764748849,5.705217616923614,2.5,Iris-virginica
+91,4.897363243048307,3.13696888133762,1.5392499913333235,0.10000011155541297,Iris-setosa
+92,5.646995104242988,3.0,4.500652334787672,1.4921010398726338,Iris-versicolor
+93,5.637486736987899,2.5558862534824125,4.229316974745711,1.126785748195837,Iris-versicolor
+94,6.948127767770888,3.2158100206256854,5.670097934358739,2.3077486291587395,Iris-virginica
+95,6.698071480891483,3.106957483835472,4.646100464847744,1.4894302558710697,Iris-versicolor
+96,5.766270642872669,2.7195995659699097,5.11638457178505,1.896735743686393,Iris-virginica
+97,4.591523446365929,3.596009151142828,1.0,0.20233611010281638,Iris-setosa
+98,5.540541692988728,2.4559863527863053,3.75375186777425,1.0643006236613788,Iris-versicolor
+99,4.400000471937063,2.92824933692744,1.3990200956126164,0.19960286318582962,Iris-setosa
+100,5.070038219760576,3.535120191243782,1.3970896689596777,0.19971655001457878,Iris-setosa
+101,5.998306699292092,2.681809546832587,5.111928427141325,1.619344122470952,Iris-versicolor
+102,5.105842378680019,3.7961011691715902,1.6826226045012211,0.20144321099083337,Iris-setosa
+103,6.097956244935744,2.608475929472423,5.595124412278749,1.3862123916405236,Iris-virginica
+104,5.472789622017403,3.899999456739229,1.3191366000299427,0.45250338851804517,Iris-setosa
+105,5.948840533033863,3.2905688354306744,4.3682725817809365,1.5540758600755826,Iris-versicolor
+106,5.083690985534663,3.5158717590387627,1.4050683720161625,0.2988611331027147,Iris-setosa
+107,7.599823588865152,3.0,6.602415116590991,2.0914083887559465,Iris-virginica
+108,7.330583306762616,2.882623249358935,6.3573074522320026,1.8051521471014937,Iris-virginica
+109,4.98140347663226,2.0,3.2778663669956183,0.9369636488124278,Iris-versicolor
+110,4.4000007383872894,3.2179063651097426,1.2827948807844498,0.20395109384738308,Iris-setosa
+111,5.364784694467246,3.4034475087913014,1.5019709248319595,0.19973886719902603,Iris-setosa
+112,7.275249033809503,3.0,6.212558915673505,2.1148525071865536,Iris-virginica
+113,6.308912624682384,2.2874770112534675,4.390956080075923,1.3004344959927696,Iris-versicolor
+114,5.003477618639179,3.5914381308072105,1.3941517753425645,0.20136580776689147,Iris-setosa
+115,7.9,3.794747075398721,6.405994973476133,2.0017005264698513,Iris-virginica
+116,4.9891582385049675,2.0,3.4628392535900336,0.9970219324990754,Iris-versicolor
+117,7.325435437340536,2.8803205350569288,6.3295653454217975,1.8083802301906162,Iris-virginica
+118,4.500821714731345,2.313824114966524,1.3032959897385354,0.29573891355173043,Iris-setosa
+119,4.498593179189806,2.3134938510550023,1.2983708364353004,0.29426861009721805,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/19/test.csv b/iris/tab_ddpm/5_3/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/19/train.csv b/iris/tab_ddpm/5_3/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/19/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/19/val.csv b/iris/tab_ddpm/5_3/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/2/synth.csv b/iris/tab_ddpm/5_3/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..051cdc4dd21ebde92624bd737222881926b16333
--- /dev/null
+++ b/iris/tab_ddpm/5_3/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.057022059641427,2.292619133118813,5.055395344668423,1.516739447319368,Iris-virginica
+1,4.594815697267147,3.6300055003169422,1.0000003714220391,0.20245330046966833,Iris-setosa
+2,6.523475822378059,3.0,5.5086267703115785,1.8021697209409937,Iris-virginica
+3,6.306844739082211,2.4645988077173255,4.868997817865772,1.4897594180791423,Iris-versicolor
+4,6.29681248887713,3.3886560330491298,5.631910569482977,2.3917742360469796,Iris-virginica
+5,6.3443790806973395,3.287246953024246,4.713632508223375,1.5950082156863117,Iris-versicolor
+6,4.898864631689956,3.0,1.3958954276648954,0.1973819296981308,Iris-setosa
+7,4.804399271312491,3.3751919915664788,1.4955786322361804,0.1968133827331766,Iris-setosa
+8,6.705113031935722,3.2833238221993426,5.681021484795707,2.4999995279407603,Iris-virginica
+9,5.754303793860273,2.8548711185007067,4.5190676111280155,1.328576874861268,Iris-versicolor
+10,5.156334595849717,3.687888760968944,1.5658340549637602,0.397039698604312,Iris-setosa
+11,6.510086416757383,3.0,5.516578082601139,1.7859249668532982,Iris-virginica
+12,5.806607932657015,2.992390280282216,3.9332773641715826,1.404474206139167,Iris-versicolor
+13,6.387954567710916,2.951025131188552,5.54594585316111,1.7967728449638656,Iris-virginica
+14,6.690828418893902,3.29025132717094,5.694780579277856,2.5,Iris-virginica
+15,5.736555754159843,2.854741600832684,4.258926895071809,1.2922318893693248,Iris-versicolor
+16,6.080813068995795,2.5727819828445666,5.608747257527321,1.3992964109065638,Iris-virginica
+17,5.3409048587296315,3.685239903289849,1.4991216683442263,0.1989500989068878,Iris-setosa
+18,7.72211038935308,2.6052651949738803,6.9,2.3082554299878644,Iris-virginica
+19,5.0845341801132555,3.695387435008938,1.5366912757251465,0.4066524008979095,Iris-setosa
+20,7.729583708186961,2.6005926629310756,6.9,2.298986732298596,Iris-virginica
+21,6.2816765201125495,2.903617164691495,5.59055349761433,1.8164968534712722,Iris-virginica
+22,6.014855666891615,2.1907172057814543,4.977262896285597,1.5153851464936714,Iris-virginica
+23,6.302784894020122,3.3826310432339843,5.599203711256665,2.4058648758361683,Iris-virginica
+24,5.564284799214608,2.515167882072227,3.8721718757171,1.0964706968238356,Iris-versicolor
+25,5.091936754858456,3.813380813100233,1.6951353729127505,0.19845083217644516,Iris-setosa
+26,7.700444659396259,2.7966934535257186,6.6873177155441565,2.0203944560318177,Iris-virginica
+27,5.249431026396754,3.401161178681448,1.433662985067119,0.20000927665039436,Iris-setosa
+28,5.151890060709469,3.7428836274691304,1.5416137033029105,0.2055840485406819,Iris-setosa
+29,5.600660165209615,3.0,4.112878724233749,1.3012795689220356,Iris-versicolor
+30,4.400000444053072,3.1970449302055286,1.2892058691252326,0.18821409684490892,Iris-setosa
+31,4.587127775117799,3.399421209283914,1.377977256398261,0.3094733337043765,Iris-setosa
+32,5.546288341194426,2.4057994136411636,3.817785616086098,1.0028374068308943,Iris-versicolor
+33,4.911850340933297,2.434001752220882,3.3293945611051425,1.0287598247985388,Iris-versicolor
+34,7.700960365353838,2.5810731308766095,6.9,2.2969632058439537,Iris-virginica
+35,5.639313870029611,2.939982643797784,3.769081602572639,1.3143617178633704,Iris-versicolor
+36,4.922916061986728,2.4050099417136748,3.2731437994900316,1.0120320308876605,Iris-versicolor
+37,7.9,3.8026526938990592,6.387088977812273,2.017810804367967,Iris-virginica
+38,6.660819740331055,3.0333112041571573,4.531427314453485,1.4448109476057172,Iris-versicolor
+39,5.391628130803972,3.403925452636227,1.498324316344004,0.3708810199687462,Iris-setosa
+40,5.643930627679191,2.9170129095876725,3.9205425028784475,1.3101019985070501,Iris-versicolor
+41,5.395255102590439,3.9,1.3107707439737486,0.381811558968858,Iris-setosa
+42,7.527849398338519,3.0,6.517731681716405,2.0920955099175833,Iris-virginica
+43,6.331757309366253,3.261825431561233,4.719795009882371,1.5665938075385857,Iris-versicolor
+44,5.647483729347998,2.879188779852117,3.7769056347449674,1.3023566904515642,Iris-versicolor
+45,4.930385048460988,2.422972641446073,3.4035221047855977,1.0359066270867763,Iris-versicolor
+46,6.023838427666468,2.6377071884002095,5.1279043088251415,1.5783135469626668,Iris-versicolor
+47,6.183771321933898,3.3549964745647003,4.598104220570353,1.6317723038363656,Iris-versicolor
+48,6.382290758470965,3.3604859193901366,5.614845265473654,2.3775122982940085,Iris-virginica
+49,4.787777584637651,3.0,1.3965081292944492,0.2956056434490915,Iris-setosa
+50,5.7524953150250635,2.785601653843478,4.08574164258097,1.1776781102915734,Iris-versicolor
+51,5.4023161667735184,3.8999996064392835,1.2883959727325474,0.3223429937036944,Iris-setosa
+52,4.797845665236027,3.411471362757059,1.5488993938811966,0.20182632588360513,Iris-setosa
+53,5.78080683175721,2.8277699509371272,4.537655131400569,1.3056040811435432,Iris-versicolor
+54,5.409462987301566,3.402950978018384,1.6618744463538109,0.19599137804277933,Iris-setosa
+55,6.513498225399473,3.0,5.830797779784357,2.2077766832755157,Iris-virginica
+56,5.4460519690643485,3.8999994811865935,1.2947480717316004,0.35749990856595165,Iris-setosa
+57,5.711530694191221,2.630469985862207,4.101814494565829,1.0678589955131905,Iris-versicolor
+58,5.194747261336441,2.695709933593326,3.8776422028531026,1.3988012922809014,Iris-versicolor
+59,6.794111852171842,3.226405194588134,5.8352001077198725,2.309452004946369,Iris-virginica
+60,7.17243271776376,3.0,6.150799823212082,2.1326503186614993,Iris-virginica
+61,5.910400014245437,3.0,4.258067915167241,1.499391656793364,Iris-versicolor
+62,6.393163292868491,3.2476864039482183,4.708683063159242,1.5576711881415806,Iris-versicolor
+63,6.010446521234039,2.7217926424991408,5.084393578087797,1.5952770737521282,Iris-versicolor
+64,5.362930250435938,3.7230520274572565,1.5921823818074121,0.21401312475639575,Iris-setosa
+65,4.4,2.915011181412424,1.4008817113878158,0.2005521244588454,Iris-setosa
+66,5.736894772946908,2.9201733353291788,4.5893066866414385,1.472005738736543,Iris-versicolor
+67,5.667915814667268,2.8181449028579055,4.492545871967243,1.329422865734726,Iris-versicolor
+68,6.204610555843502,3.335556663943405,4.6477225749907936,1.5740034725274912,Iris-versicolor
+69,6.8909795922340376,3.2081142362638895,5.691265191178854,2.312709861126761,Iris-virginica
+70,5.202645286027195,3.4200233881736506,1.400955744690442,0.20335752018453446,Iris-setosa
+71,6.00616289675882,3.3789700273608485,4.495538618616481,1.614296700003651,Iris-versicolor
+72,6.0120150612221765,2.6133437175436147,5.055134575133832,1.9011430387385544,Iris-virginica
+73,5.600588533233062,2.875227082643651,3.5762352773922386,1.3020133649361012,Iris-versicolor
+74,6.844755095308368,3.0,5.311253828449916,2.1926102554841163,Iris-virginica
+75,6.274521073256177,2.8635124502588103,5.609504953109373,1.80855256577738,Iris-virginica
+76,5.089397104838885,2.513342613216025,3.2059484400808334,1.1179326500452622,Iris-versicolor
+77,5.650173180118347,2.816437696720833,3.653764027621294,1.2718910048251986,Iris-versicolor
+78,4.502624770631017,2.3173182918843604,1.28309187017832,0.29080372801634324,Iris-setosa
+79,6.101923940614673,2.61989729112338,5.599308841478004,1.3964277301182026,Iris-virginica
+80,4.999898536930899,2.0000006749263877,3.394012865575595,0.9595853382212058,Iris-versicolor
+81,6.758576545031672,2.860195112713974,4.76086966573072,1.4049439956253087,Iris-versicolor
+82,4.60357841157216,3.5972981505507344,1.0,0.2027876065729806,Iris-setosa
+83,5.572209605066878,2.4407299172444734,3.786807175094763,1.0857259415797358,Iris-versicolor
+84,4.607984024866789,3.390311550005129,1.379053982303696,0.2983862937385207,Iris-setosa
+85,6.508876947823427,3.171917727740658,5.144439489012548,2.02494386396873,Iris-virginica
+86,5.583712349511592,3.0,4.06817733150692,1.306543160461914,Iris-versicolor
+87,5.247081304002244,2.702635275706708,3.9800222460360524,1.3960056431065275,Iris-versicolor
+88,6.816018891237458,2.7896633274568794,4.760439192102051,1.397676496210943,Iris-versicolor
+89,6.68904647643379,3.289643173179506,5.670474310782036,2.0940058047733268,Iris-virginica
+90,5.549644847115989,2.5031799998280357,3.8174126108999578,1.0735274537901907,Iris-versicolor
+91,4.9073287032941595,2.401784940199935,3.4313358542913592,1.0053024678324052,Iris-versicolor
+92,5.214450561960664,3.3961009443282837,1.3829410516976122,0.2013413613497413,Iris-setosa
+93,5.641441938374874,2.7360205348970483,4.496902585930237,1.2621854192360502,Iris-versicolor
+94,6.158826299153988,2.824675562387552,4.6587934603125625,1.2131426457462149,Iris-versicolor
+95,6.030478471356596,2.6912669203667834,5.022381851850872,1.5806106594836282,Iris-versicolor
+96,6.1480188399537985,3.0,4.5968503117977235,1.439959966538607,Iris-versicolor
+97,5.980613428217443,2.2122369880498374,5.038639253061168,1.495964595696254,Iris-virginica
+98,4.602470902331495,3.6044436180374952,1.0000004146964308,0.18872673449161717,Iris-setosa
+99,5.291261051215252,2.567965752808412,3.793705197845918,1.2977806641962057,Iris-versicolor
+100,5.738730029735542,2.849613999444662,4.4184727657068175,1.2961251365108417,Iris-versicolor
+101,5.568189715770344,2.468720708878153,3.9027244178565383,1.0815486597898114,Iris-versicolor
+102,5.6112718532942365,3.0,4.487420626757404,1.491595326673992,Iris-versicolor
+103,6.615325228890956,3.0,4.406108724324723,1.4040575265947657,Iris-versicolor
+104,5.550308905066485,2.4767102616287517,3.8029657843098352,1.0731680613177068,Iris-versicolor
+105,5.776045388007227,2.750859951203527,5.09063056622276,1.8949399779613567,Iris-virginica
+106,4.400000449738096,2.9174642709418785,1.3907733262079598,0.1947273615376541,Iris-setosa
+107,5.080953359415071,3.8018501823624917,1.496991496808715,0.1979092430267526,Iris-setosa
+108,5.71335282607682,2.5850802213080883,3.9421670540006937,1.1134061431176305,Iris-versicolor
+109,5.420882596953037,3.405610513537454,1.4997182916489213,0.4058336532550478,Iris-setosa
+110,5.37824973002458,3.4456575231170596,1.518889477647908,0.2239377958571201,Iris-setosa
+111,7.708756143275139,2.6068207264671193,6.9,2.298431184297583,Iris-virginica
+112,6.021382705334053,2.905501199409396,4.515773394025495,1.495995001941462,Iris-versicolor
+113,5.512100507863652,2.603446600772539,4.413480870498225,1.2169101890522203,Iris-versicolor
+114,4.494121598950227,2.2863111152771904,1.3084250867472693,0.3290079698733287,Iris-setosa
+115,4.4,2.8687994759711506,1.3979309559955293,0.20084744171291335,Iris-setosa
+116,5.212928274868753,3.4052577399274737,1.3945055119477854,0.20445304330519443,Iris-setosa
+117,6.702471285556829,2.514696791054425,5.773308094664895,1.7792916721333984,Iris-virginica
+118,6.074913289277725,2.606351141009243,5.585058136349336,1.4025403038215045,Iris-virginica
+119,5.310691032898178,3.6934558018630876,1.4992595820975745,0.19939221137867486,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/2/test.csv b/iris/tab_ddpm/5_3/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/2/train.csv b/iris/tab_ddpm/5_3/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/2/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/2/val.csv b/iris/tab_ddpm/5_3/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/20/synth.csv b/iris/tab_ddpm/5_3/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9efe8641e41805f6989447899c17da82f29ee356
--- /dev/null
+++ b/iris/tab_ddpm/5_3/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.249477388915297,3.329553509259673,4.654948400622658,1.6241646002189167,Iris-versicolor
+1,5.226359768971989,2.7098772696402604,3.915513407255488,1.4073677189587048,Iris-versicolor
+2,6.501379850760204,3.033528024534272,5.40836001051576,1.873575611015559,Iris-virginica
+3,7.705402529651302,2.6179174254860786,6.899999002690492,2.2988655370561926,Iris-virginica
+4,5.235547485546987,2.709821384830629,3.9496697664037876,1.3997449436713392,Iris-versicolor
+5,7.713349008772525,2.616907795731235,6.9,2.3147073186311293,Iris-virginica
+6,5.583433004194933,3.0,4.126769708235841,1.3123657561578124,Iris-versicolor
+7,6.687394675804104,3.307593216767564,5.696748098518925,2.5,Iris-virginica
+8,5.6160640163587425,2.9473459781218763,3.7999362301061677,1.3094790759067787,Iris-versicolor
+9,5.385022371514824,3.4040981834158126,1.4993119964917203,0.40789168199943193,Iris-setosa
+10,6.5172970216880985,3.191869633864044,5.103336531476474,2.0161552692374896,Iris-virginica
+11,6.511331869297593,3.207886939889261,5.15676346454838,1.9758156345766846,Iris-virginica
+12,4.988061653134603,2.000000490481185,3.3376532442633278,1.0472996789580904,Iris-versicolor
+13,5.881217655821253,2.85661834382336,4.522542963980055,1.306606745757888,Iris-versicolor
+14,5.95870624167105,3.0,5.139713092846669,1.823680611591582,Iris-virginica
+15,4.499788876649377,2.317638590872961,1.28729554122123,0.310835815799515,Iris-setosa
+16,6.300227364358336,2.4683221010440626,4.969053681836372,1.8887992686214117,Iris-virginica
+17,5.976121263620349,2.7256821825963744,5.067433744112092,1.602558908409534,Iris-versicolor
+18,6.789984176140729,3.1990120432956077,5.814960892971988,2.279103896154697,Iris-virginica
+19,6.68060741311054,3.292133472148765,5.705266412181147,2.5,Iris-virginica
+20,5.705539653838128,2.8609857794522755,3.9826751004611745,1.2773626293469513,Iris-versicolor
+21,5.09207199601024,3.5019851710310874,1.393356535927899,0.3321138906347346,Iris-setosa
+22,5.610771550330096,2.456627442889,3.869100537038822,1.0365542294533947,Iris-versicolor
+23,4.905252471154972,3.088208347283042,1.4899535507822126,0.1,Iris-setosa
+24,4.958463864779221,2.4731655372852557,3.3140166917951714,1.0414150202978554,Iris-versicolor
+25,6.028062073120244,2.8046695815761886,4.662070688380948,1.2077729432945157,Iris-versicolor
+26,6.80406582237983,3.0,5.363041797358343,2.2031364028550033,Iris-virginica
+27,4.4,3.199889126884163,1.285742197563641,0.20004192718675282,Iris-setosa
+28,5.197254242142015,3.4051526766271087,1.4009733928068124,0.2025531227443205,Iris-setosa
+29,6.390212801582549,3.074207328049701,5.1542443118893155,1.9416337819499279,Iris-virginica
+30,6.240299744448885,3.2171103276063135,4.681780341463491,1.5420540590304634,Iris-versicolor
+31,5.829607709945351,2.7847207188001244,5.1023767904956445,1.9024172316780072,Iris-virginica
+32,6.195446024768241,2.18998378891177,4.503450106099805,1.5028104194089011,Iris-versicolor
+33,6.666885272048709,3.3218164117043147,5.661943637963186,2.0832735913569733,Iris-virginica
+34,7.732601989690051,2.5672044602017166,6.9,2.311633436303857,Iris-virginica
+35,5.098517375449459,3.8003134128164247,1.5113304472647415,0.20194203878598246,Iris-setosa
+36,5.389856097074246,3.8999996145962794,1.2817076927017232,0.35082420572973255,Iris-setosa
+37,7.681233078987051,2.600347494264281,6.899998588845115,2.3061288821275374,Iris-virginica
+38,6.15510431800246,3.0,5.01831805498668,1.805240430954008,Iris-virginica
+39,6.321509228854461,3.39106878497454,5.582575668427876,2.404649139851043,Iris-virginica
+40,6.690805122306255,3.301115475627653,5.728330174858398,2.4999996227758965,Iris-virginica
+41,5.542029191242514,2.4275101719299426,3.738930619761443,1.025650060632399,Iris-versicolor
+42,5.966220779187209,2.9593413325145685,4.552756971099378,1.3470176762500812,Iris-versicolor
+43,5.972600844915318,3.0514722491440414,4.4173110677992256,1.4453856594995653,Iris-versicolor
+44,6.35001209149092,2.5132609138660076,4.378948976497075,1.3106437089973597,Iris-versicolor
+45,6.011770045306178,3.412550702086048,4.517022978834189,1.6080433022948004,Iris-versicolor
+46,4.976355107632139,3.6347980702602545,1.3990198398757336,0.19988916130184337,Iris-setosa
+47,5.84472048310752,2.7494531440725716,5.089158621389926,1.893041782189611,Iris-virginica
+48,4.4,3.2346094761104034,1.303253858878647,0.1951700052446393,Iris-setosa
+49,5.404685148500343,3.405365593473122,1.5215952544961966,0.38272341854238157,Iris-setosa
+50,6.497649683469875,3.0,5.51818070376811,1.8004712774567264,Iris-virginica
+51,7.70061399008498,2.6029588188317088,6.9,2.3058372511463596,Iris-virginica
+52,6.3283089325401445,3.384832808530447,5.6114074464164965,2.4047517608497864,Iris-virginica
+53,5.997816427181549,2.7084700154452475,5.02949598599463,1.6023187692650747,Iris-versicolor
+54,5.759845530470225,2.6951243474628526,5.0964013450327865,1.900063623383249,Iris-virginica
+55,4.775874769052944,3.394018742645044,1.5909590177872548,0.19738073802096556,Iris-setosa
+56,7.705485801469713,2.6048643321131357,6.9,2.310817699726603,Iris-virginica
+57,5.43855492306708,3.390479455329721,1.6457793488098347,0.19998319764964634,Iris-setosa
+58,7.693305847570218,2.897625164871531,6.6433152620931795,1.9902552129346456,Iris-virginica
+59,6.809151716318166,3.1952977021856843,5.850018627314837,2.2973324806296387,Iris-virginica
+60,6.444795541851258,2.9165478540232734,4.318252831766057,1.3166310327719024,Iris-versicolor
+61,6.701865024167551,3.3012444446970113,5.703254491834259,2.5,Iris-virginica
+62,5.036022277226577,3.3790810209013613,1.5166117672703672,0.4220694477341591,Iris-setosa
+63,6.285312330189283,3.333871893805397,4.7143518048955535,1.602564269309921,Iris-versicolor
+64,6.353923056150226,2.937119303760181,5.578792721602494,1.8237460191022146,Iris-virginica
+65,6.074068106207789,2.6024001252286886,5.5904903396135115,1.3992944977471051,Iris-virginica
+66,7.401247839105961,3.0,6.354364893594033,2.092042039520395,Iris-virginica
+67,6.797771983010416,3.0,5.51272481715263,2.134421572503537,Iris-virginica
+68,5.193419974065969,3.3789747793116582,1.3984949323100266,0.1996045721823139,Iris-setosa
+69,5.480759208349128,2.3998536438473104,3.724275933873591,1.0221558734479372,Iris-versicolor
+70,7.69743469513957,2.557479072697961,6.9,2.3076155668211853,Iris-virginica
+71,5.623891200261672,2.8775454654838986,3.699529814750445,1.2883937425938292,Iris-versicolor
+72,4.8955770570475705,3.089018556622985,1.4833158314593649,0.1,Iris-setosa
+73,6.1211246420569685,2.7987550485429082,4.722373408193428,1.1944215235876436,Iris-versicolor
+74,5.027846260199063,3.367153787768768,1.4985524647694697,0.3666668998923387,Iris-setosa
+75,6.460472132686244,3.0,5.8349637259869365,2.2117149011763084,Iris-virginica
+76,7.682428588587832,2.8313841572550587,6.692622576115962,2.001885514253614,Iris-virginica
+77,4.794281613321373,3.0,1.3629189498782834,0.1,Iris-setosa
+78,5.651928138620725,3.0,4.400301562598283,1.4994819189164281,Iris-versicolor
+79,7.698405067734791,2.6152714207673355,6.89999882527568,2.3129595465081976,Iris-virginica
+80,6.681664365160943,3.0911456105005306,4.649036313765959,1.4836437413994263,Iris-versicolor
+81,5.596911117065875,3.0,4.048596142723057,1.302191842801379,Iris-versicolor
+82,6.311304240673224,2.5138834831123327,4.991875134997781,1.9142988897674833,Iris-virginica
+83,5.651273763760001,3.7850709496733055,1.523789800257108,0.29960359619866855,Iris-setosa
+84,5.6147247286185324,2.6831637030108233,4.482903908208726,1.2316752881909656,Iris-versicolor
+85,7.663265884430338,2.7750892973246115,6.658467500057108,1.9750547309173756,Iris-virginica
+86,4.888847694798945,3.053034621473013,1.4751230572835856,0.10000010673768467,Iris-setosa
+87,6.393383127601824,3.1306567982592313,5.064338644369445,1.971727829310635,Iris-virginica
+88,4.898152867366386,2.41000303010506,3.436967377052725,0.9795654788367063,Iris-versicolor
+89,5.206495429896766,2.642545457204478,3.7355128785547893,1.3477468489016158,Iris-versicolor
+90,6.228257117777987,2.2480987407135737,4.493920360871523,1.4716252534439394,Iris-versicolor
+91,5.351133832254804,3.703229171135558,1.571769934023325,0.19457256427117936,Iris-setosa
+92,6.674940014098119,3.2754647512126915,5.715965748164213,2.5,Iris-virginica
+93,7.146349191113061,2.951209626055906,6.070080035513925,1.8809536487958982,Iris-virginica
+94,7.041402581463454,3.1420772530267547,5.435836661817907,2.2889939193124134,Iris-virginica
+95,6.932986130169596,3.0927236571191017,5.113600064946659,2.3024761009543475,Iris-virginica
+96,4.611362602166737,3.397398617251185,1.3746851928516608,0.2900842752690266,Iris-setosa
+97,6.234307758943454,3.315139884936794,4.654587665316798,1.6058998830693842,Iris-versicolor
+98,5.003921379643513,2.0,3.471784935268267,1.0311253118851134,Iris-versicolor
+99,5.89428866799631,3.0,4.142746024124584,1.4988432332943864,Iris-versicolor
+100,5.905874285250212,3.0,4.1910594944373285,1.5041391361404608,Iris-versicolor
+101,5.60134342648225,3.0,4.515297498464786,1.5084643024523703,Iris-versicolor
+102,6.805149636082754,3.0,5.788811091150607,2.094443623986901,Iris-virginica
+103,7.6088305259163,2.8068659706701196,6.565307143641471,1.958398918233188,Iris-virginica
+104,4.802008026267279,3.0,1.4008447923207694,0.2972174977203617,Iris-setosa
+105,6.126505183536058,2.583744407513981,5.604528734340779,1.4062884071785104,Iris-virginica
+106,4.990665546768447,2.0,3.511936307853047,1.0031722534824286,Iris-versicolor
+107,7.147115095135428,2.770930145244039,6.196818285544064,1.8159945361782566,Iris-virginica
+108,5.879177416229733,3.0,5.0829159276721025,1.8100758574412228,Iris-virginica
+109,5.253668292103697,2.4135337066939426,3.1338851993995247,1.001683668100666,Iris-versicolor
+110,6.054097312827396,2.9776960997163417,4.535622807617018,1.487895021114148,Iris-versicolor
+111,5.2056868059623715,2.6773070438106576,3.866016207301332,1.3883251309501943,Iris-versicolor
+112,5.46431318282527,2.6040292020076325,4.387938064424585,1.209210119684047,Iris-versicolor
+113,5.607729808522292,2.9022174063651476,3.7957891641355275,1.2807392313789747,Iris-versicolor
+114,5.5988904143076015,2.538512217935927,3.873399480344886,1.1707352366299322,Iris-versicolor
+115,6.452657906743745,3.401940834305827,5.627774496813347,2.2444760300366826,Iris-virginica
+116,5.491431944889945,2.3864360400556914,3.6738021657383477,0.9829448909317782,Iris-versicolor
+117,5.657986562689963,3.7887554472575733,1.7621013691911225,0.2999985464262622,Iris-setosa
+118,6.011682844098875,2.6811122617145577,5.0876810343524435,1.5318496846429095,Iris-versicolor
+119,5.612493073137114,3.0,4.083198368668399,1.3027903714638944,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/20/test.csv b/iris/tab_ddpm/5_3/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/20/train.csv b/iris/tab_ddpm/5_3/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/20/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/20/val.csv b/iris/tab_ddpm/5_3/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/21/synth.csv b/iris/tab_ddpm/5_3/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7268b6f5b54621a38fe3419188b50ad59e04cf51
--- /dev/null
+++ b/iris/tab_ddpm/5_3/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.520895052809143,3.1872236750093643,5.139817816304644,2.018870721867806,Iris-virginica
+1,5.719670241222916,3.7801312065713564,1.4976687469522643,0.29545739771712703,Iris-setosa
+2,6.0021732581529035,2.6911997065153743,5.0333890977393505,1.5879449993275105,Iris-versicolor
+3,4.4,2.9066429096263184,1.390625888012995,0.19767128573138942,Iris-setosa
+4,7.70418178694013,2.7722102353347315,6.7218568309204745,2.0298636356703077,Iris-virginica
+5,7.596165725340139,2.911614597727226,6.6119721907065285,1.9974593107348355,Iris-virginica
+6,4.836701261428375,3.3713992087190956,1.4999380455323212,0.19816750087799706,Iris-setosa
+7,7.694477727691385,2.7749090482979337,6.699629144363939,2.008136340284513,Iris-virginica
+8,5.210122849864334,3.4016789691507365,1.3651406589750479,0.19758073751180344,Iris-setosa
+9,5.1143101168132175,3.411945192346048,1.6943495692329718,0.4090116637781206,Iris-setosa
+10,5.717180895383473,2.779269650779842,4.20824375237462,1.1007983084995379,Iris-versicolor
+11,5.959882737269058,2.847567274074862,4.57601480879557,1.2637373728036057,Iris-versicolor
+12,6.848547758689441,3.100536091990473,5.143230344899468,2.2952420335184547,Iris-virginica
+13,5.898926495678268,3.0,5.142350853556798,1.7894475809316586,Iris-virginica
+14,6.4595293864580245,2.927451821407424,4.3145350834685505,1.3276560592075917,Iris-versicolor
+15,6.802985676141514,3.0,5.563246650730748,2.068255079607817,Iris-virginica
+16,6.805576601423749,2.7943568646395494,4.758003849761724,1.3930682055194659,Iris-versicolor
+17,4.903016315383525,2.414360366408831,3.383957215324239,0.9536545253557271,Iris-versicolor
+18,5.173834118439188,3.386059954946473,1.3820028567073364,0.19873397120307382,Iris-setosa
+19,7.310847463556234,3.0,6.267053825396006,2.1203402913421847,Iris-virginica
+20,4.8971267849859865,3.1016843642151875,1.604111123777878,0.1000001085951827,Iris-setosa
+21,6.512724096128254,3.1948543094739166,5.088361013903028,2.014482828893394,Iris-virginica
+22,5.8584467073467765,3.0,4.303234278804778,1.4989616181012415,Iris-versicolor
+23,4.790559321127261,3.0,1.386043306420242,0.29629736181915634,Iris-setosa
+24,5.436803602130099,3.9,1.2948910427233944,0.3968827263416389,Iris-setosa
+25,5.099805143768085,3.680130216078645,1.585214156683268,0.4433268529027261,Iris-setosa
+26,4.8975643340683614,3.0983551380754313,1.4894855703849434,0.1,Iris-setosa
+27,6.100722511571919,2.5981503984184213,5.591442160420139,1.388022226279694,Iris-virginica
+28,6.325699584306167,3.400040428696243,5.623522703880832,2.402261014513232,Iris-virginica
+29,5.978615539517196,2.780469871482122,4.834597750994596,1.5721452623848333,Iris-versicolor
+30,4.400000557764427,2.9081789969871314,1.3771216457018918,0.1983987181072196,Iris-setosa
+31,5.556298510732995,2.9727266140532778,4.456836263147285,1.4336570494096323,Iris-versicolor
+32,6.305614697431929,3.376758101378788,5.604274203980846,2.396960725957536,Iris-virginica
+33,4.783241044236228,3.392075807338016,1.6980856851636044,0.1865061008903346,Iris-setosa
+34,4.958170834119961,3.4010308998168983,1.4848844682110858,0.34662769591627607,Iris-setosa
+35,5.17763393011037,3.396410068327473,1.3694811360648131,0.1974250663125373,Iris-setosa
+36,6.0816988573285204,2.79321178533211,4.6707957432002924,1.1930630601768513,Iris-versicolor
+37,5.781104085482598,2.723924140651239,5.044412233830626,1.9210178941781966,Iris-virginica
+38,5.234375957409055,3.7552706293331277,1.6113373094521264,0.20032892430247123,Iris-setosa
+39,6.902360750923577,3.1880201426008345,5.7335706335942405,2.2912381786895386,Iris-virginica
+40,4.889909087152272,3.0877147094852666,1.4947255719318238,0.10000010976403244,Iris-setosa
+41,6.2787865989681855,2.3164815898264974,4.404405584408433,1.2992224620774147,Iris-versicolor
+42,5.591315741962178,3.7820892376978987,1.5442327104766724,0.2831204017065593,Iris-setosa
+43,5.512120005564921,2.575103958596302,4.3295752958825835,1.179287044447805,Iris-versicolor
+44,6.805033763430395,3.0,5.499796801654835,2.1178872388060808,Iris-virginica
+45,6.369686217269591,2.880000254802799,4.281926000816146,1.3004931549455652,Iris-versicolor
+46,5.09397969592197,2.489541967888591,2.9391189463964986,1.0720560623631474,Iris-versicolor
+47,5.110715493816179,3.7941004399451947,1.5830653308160667,0.20178234150997046,Iris-setosa
+48,7.684724459141654,2.8082484940401415,6.69757923458013,2.0232438418566576,Iris-virginica
+49,6.29079075559331,2.507371809254114,4.999617800349394,1.916455693879175,Iris-virginica
+50,4.880909873269989,3.0,1.4001586066915082,0.20138239448781733,Iris-setosa
+51,5.847235243474872,3.0,4.316856797589207,1.4879680609951484,Iris-versicolor
+52,5.657503592934385,2.759300006413945,4.459829216329112,1.2942331978545871,Iris-versicolor
+53,6.362684461591867,3.2722197930613883,4.702900714786995,1.545350136561623,Iris-versicolor
+54,4.601102844563972,3.5895961370465326,1.000000372879167,0.20371886281517634,Iris-setosa
+55,7.705156362438229,2.799779459744016,6.699652671673913,1.9721445607989592,Iris-virginica
+56,4.912957956136654,2.3914771118252443,3.263445317098107,1.0170135565648932,Iris-versicolor
+57,4.5059718293209485,2.2947278631661856,1.3145897257875154,0.363356490457165,Iris-setosa
+58,4.493621359327161,2.3402083202334656,1.2927107524478045,0.2981294767614049,Iris-setosa
+59,5.100241630801967,3.714724167593794,1.4918077298524892,0.4053161312626644,Iris-setosa
+60,6.301900408109017,2.5213967188343296,5.024074559368364,1.9255592258423122,Iris-virginica
+61,4.896418334141109,3.0,1.405043544173009,0.2009662178552208,Iris-setosa
+62,5.007101633974454,2.000000801858641,3.553978009122695,0.9812716913451254,Iris-versicolor
+63,6.454960578420894,2.9772890444540017,5.508992188602791,1.810181185240346,Iris-virginica
+64,5.074153454822783,3.4093846892803734,1.4999506901061563,0.4434062076003618,Iris-setosa
+65,5.521397924220136,2.4129421215161306,3.685929026435064,1.025156053394395,Iris-versicolor
+66,6.7135770306398115,3.2947397507321456,5.710179437934509,2.4999996184176188,Iris-virginica
+67,6.032212917616298,3.0760935524311623,4.549903052061069,1.470080768654221,Iris-versicolor
+68,6.0897288952764015,3.3754872809079273,4.554353717194959,1.6128726517801115,Iris-versicolor
+69,4.898549600786387,3.085412947158,1.5732586787250826,0.1,Iris-setosa
+70,5.025955167787935,3.576870067343292,1.4020917530660575,0.20710698560874727,Iris-setosa
+71,4.999330314164719,3.410777455066313,1.8829744410339686,0.366430541596847,Iris-setosa
+72,6.255038656719698,2.2808737201454647,4.39493446309461,1.3145483590729046,Iris-versicolor
+73,6.4923719093759775,3.1970634705149643,5.138758720919329,2.005323537053389,Iris-virginica
+74,6.09937316514292,3.36875358777016,4.574301136705894,1.6095941799851354,Iris-versicolor
+75,5.929032326571533,2.9995962953240864,4.554447530549817,1.3675128783163153,Iris-versicolor
+76,7.334752863169355,3.0,6.358378168653494,2.100247090348044,Iris-virginica
+77,7.006308487633921,3.2415567639915968,5.679131522183526,2.3084068071115573,Iris-virginica
+78,7.262522008661004,2.9172228428901312,6.1728919115534655,1.798946720678929,Iris-virginica
+79,6.889940066480509,3.1144544260168736,5.08183800700979,2.3051730527050065,Iris-virginica
+80,7.615252596657153,3.0,6.610764354621759,2.0733864812648335,Iris-virginica
+81,6.008219013732026,2.8303877314598878,5.279748520118483,1.9164324346835795,Iris-virginica
+82,6.869425325427811,3.0993937593046224,5.098447667825467,2.2707448524107874,Iris-virginica
+83,7.697820365101731,2.6010961452080084,6.899998957986967,2.306574076186382,Iris-virginica
+84,6.666189379427868,3.3086737285143113,5.657901437274058,2.499999633765768,Iris-virginica
+85,5.820914616995524,2.697199562718918,5.063123882145568,1.8978666344352868,Iris-virginica
+86,5.609322545392187,3.0,4.04816179974217,1.2834558226814963,Iris-versicolor
+87,6.286423555880191,2.3063733689006334,4.391482494256287,1.2858438789619036,Iris-versicolor
+88,5.031440723762901,2.0000009576592483,3.441753386135097,1.0171194317379122,Iris-versicolor
+89,6.799887249717778,3.0,5.465146648646938,2.1003407776559215,Iris-virginica
+90,6.394759913671994,2.890734761133411,4.311580657882981,1.293004855371946,Iris-versicolor
+91,4.835547323998278,3.0,1.401522138013607,0.3080239307728436,Iris-setosa
+92,5.205848120877839,2.701357556314106,3.929558821087362,1.3981932408609343,Iris-versicolor
+93,4.8988990816464355,3.1173310556870772,1.4958031533532474,0.1,Iris-setosa
+94,5.486698916456412,2.4837522437707635,3.7650582557165215,1.0524394913689787,Iris-versicolor
+95,4.901553891889383,3.096781337235827,1.677165093587245,0.10000010006508506,Iris-setosa
+96,5.0068525782127224,3.4150421154759374,1.5685311646818059,0.39553795924078927,Iris-setosa
+97,6.669701662995626,3.286100244447003,5.718905358597181,2.5,Iris-virginica
+98,5.449179007436407,2.354494410854704,3.65968043890863,1.0073177103080673,Iris-versicolor
+99,6.116978320118118,3.0,4.600197076732977,1.407274752750975,Iris-versicolor
+100,4.7922494203475035,3.0,1.3711887583570113,0.335547729414543,Iris-setosa
+101,6.72302302022832,2.5038818159514373,5.882079273505845,1.8024075484030828,Iris-virginica
+102,6.690834457242947,3.276358728835059,5.689283635207158,2.5,Iris-virginica
+103,6.322893644857803,3.4038666481609092,5.577169823442386,2.394604468498577,Iris-virginica
+104,6.772392008042682,3.0,5.580578911786959,2.0799073760403073,Iris-virginica
+105,6.302956245714418,2.866038934227275,5.590146260896035,1.7354252396994387,Iris-virginica
+106,7.3632229224069405,2.9008335149160662,6.4047340060531965,1.8333320395860102,Iris-virginica
+107,5.3678257507403035,3.9,1.2888662400117301,0.37848586785990407,Iris-setosa
+108,7.052332030644287,3.0,5.804338506959263,2.0389124312577542,Iris-virginica
+109,5.615847572579386,2.502391359411401,3.927945647361597,1.1132765968741225,Iris-versicolor
+110,6.023429888699852,2.702469838557131,5.061272523152872,1.5888595116551631,Iris-versicolor
+111,6.30359187083457,2.3873287605506914,4.8899667737235895,1.4941829491378482,Iris-versicolor
+112,5.387066454995729,3.9,1.3140990239879873,0.45642213308273283,Iris-setosa
+113,5.824440141755997,2.721483538991654,5.089274656880628,1.8844228876608242,Iris-virginica
+114,5.9074206395497875,3.0,4.2620222696008225,1.4916198096123052,Iris-versicolor
+115,5.413999417663249,3.398562636157099,1.6976328303782033,0.20089326454491663,Iris-setosa
+116,4.845239277904065,3.0,1.4015391030206348,0.29945591111884434,Iris-setosa
+117,5.37785126951016,3.3958705371456768,1.6669707991727496,0.22035952096317774,Iris-setosa
+118,4.400000454672737,2.914220280757273,1.3805824363592973,0.20378997662861434,Iris-setosa
+119,4.530966382031459,2.543203380981931,1.3075250625674568,0.29753565637087476,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/21/test.csv b/iris/tab_ddpm/5_3/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/21/train.csv b/iris/tab_ddpm/5_3/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/21/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/21/val.csv b/iris/tab_ddpm/5_3/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/22/synth.csv b/iris/tab_ddpm/5_3/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb0f487a0470594f333b4a3851d4ca1b1579c5f1
--- /dev/null
+++ b/iris/tab_ddpm/5_3/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.106419442479003,2.595972465270005,5.600069286337346,1.3991422615977094,Iris-virginica
+1,5.970832107255795,2.8745129388076953,4.5237835137494296,1.4942031906331499,Iris-versicolor
+2,5.403711892360004,3.899999551886766,1.3029739530698154,0.51359883281484,Iris-setosa
+3,5.5722434575934034,3.0,4.53944474488806,1.4964126818674863,Iris-versicolor
+4,6.289853864006915,2.308950890590721,4.385217385745877,1.294016834468805,Iris-versicolor
+5,7.309390597068083,2.890200940372914,6.294237416956098,1.8025395514365954,Iris-virginica
+6,5.237401046593143,3.749544177093488,1.5638600205224218,0.39310457458296283,Iris-setosa
+7,5.687548085911212,3.7962583563923276,1.7907194490771694,0.3383442983481354,Iris-setosa
+8,6.107271357467112,2.818856797756141,4.658147137842737,1.1793325780089128,Iris-versicolor
+9,6.668256057665191,3.295695763998105,5.702096202702061,2.1014894290674895,Iris-virginica
+10,5.996571574897857,2.8595815117948136,4.570589656562163,1.4938043665517726,Iris-versicolor
+11,5.826614769364126,3.0,4.313758427469434,1.5009293758616191,Iris-versicolor
+12,5.735493088488776,2.804369901104956,4.4957356666081605,1.3058007985364208,Iris-versicolor
+13,6.1133043213800855,2.6039562533725067,5.602211896286031,1.3908620594697005,Iris-virginica
+14,5.122333110196065,3.5019490074262194,1.385834832209087,0.3092499381519267,Iris-setosa
+15,6.004787353514443,2.685532431949963,5.192374983817423,1.5862915157859214,Iris-versicolor
+16,4.88147766614093,3.055204376284661,1.4835499720135348,0.1000000914107738,Iris-setosa
+17,6.70505336938225,3.0946801735250626,4.658905831185383,1.5036338201816266,Iris-versicolor
+18,6.568536323749574,3.0,4.376728290903966,1.386828824514073,Iris-versicolor
+19,5.608317869175354,2.526547270531111,3.9412221117172592,1.107832255612243,Iris-versicolor
+20,6.529630954044039,3.0,5.4788663669864555,1.8348324105491238,Iris-virginica
+21,5.194834379406762,2.7002847933412566,3.9359417158641374,1.4059761407157993,Iris-versicolor
+22,7.6962430449133485,2.5953018392908307,6.8999989583168055,2.3180370770142926,Iris-virginica
+23,7.686143888791094,2.589101083469641,6.8999987962437865,2.2858029273737572,Iris-virginica
+24,5.38076359057889,2.4557953461099773,3.499936990700342,1.0625681961031614,Iris-versicolor
+25,6.002647263344693,2.7804826093888955,4.750517507986397,1.4823172018859525,Iris-versicolor
+26,7.448359596637669,2.878380144646536,6.447058421032713,1.8467898581363698,Iris-virginica
+27,4.802844425498988,3.0,1.3617792962149178,0.10000013359808416,Iris-setosa
+28,6.711002545872054,3.303119248230186,5.740812393541394,2.5,Iris-virginica
+29,4.591112924674017,3.4033724431798738,1.370130702638025,0.29984776233056304,Iris-setosa
+30,6.685310690210527,3.0850797555595983,4.667049125019504,1.4982439947496604,Iris-versicolor
+31,5.723734382168269,2.8052032894141696,4.522189224722602,1.32686566421567,Iris-versicolor
+32,6.129274639217733,2.5790325443138062,5.041113365229753,1.5368422527316816,Iris-versicolor
+33,5.386881272087463,3.402502423515603,1.6448434895973376,0.20217276342374893,Iris-setosa
+34,6.734614673159944,3.2678869069127474,5.734655239553538,2.1304003355027086,Iris-virginica
+35,4.986830828719336,2.0000005746716982,3.4830895948734075,0.9473034917167775,Iris-versicolor
+36,5.588844018565721,2.9076493210422,3.569871899732892,1.307116544074072,Iris-versicolor
+37,7.603714650039302,2.883691579728415,6.599100730850247,2.025214294943756,Iris-virginica
+38,6.89257943864881,3.0840089684467005,5.124071486065578,2.27835410406254,Iris-virginica
+39,4.600087747685177,3.6084205167072096,1.0,0.196788133838036,Iris-setosa
+40,5.623393178809908,2.5111881369113394,3.9794291559136132,1.104660313873311,Iris-versicolor
+41,5.879644093197506,2.940041310109616,4.45273186131438,1.4351356869412362,Iris-versicolor
+42,6.6622481992277045,3.117891477263233,4.701945113868901,1.5176295421556292,Iris-versicolor
+43,6.024886466366939,2.9467643941499464,4.587531017930367,1.3356936123840426,Iris-versicolor
+44,6.010479477735255,2.708139334942857,5.054197325771596,1.5809702893782935,Iris-versicolor
+45,5.779987437365115,2.859616438472199,4.392365505091585,1.3064349509815991,Iris-versicolor
+46,5.339282712672635,3.404872235841409,1.4760738776179316,0.19885196811342587,Iris-setosa
+47,6.207588747663568,2.2145498328025197,4.510457196031605,1.484937144966425,Iris-versicolor
+48,6.294488449543798,2.4402265237575813,4.864022801441422,1.4997313838482835,Iris-versicolor
+49,6.116353986056693,2.6076211851322117,5.584220604113349,1.3892758923855153,Iris-virginica
+50,6.027357841073399,3.386660195434742,4.54391012170119,1.5906397821506755,Iris-versicolor
+51,6.296465791823035,3.3824912195738683,5.634646590318703,2.3977526946436165,Iris-virginica
+52,6.039807765087382,2.2520588436149667,5.038929954766353,1.527436133478457,Iris-virginica
+53,4.976091788076648,3.397609078830242,1.8487248593939858,0.3711849611934281,Iris-setosa
+54,5.203248138090802,3.3883555593600327,1.379668130774332,0.19632358610863718,Iris-setosa
+55,6.0128379386675554,2.2027396864332367,4.993922849947793,1.5067630507982608,Iris-virginica
+56,5.949263157500544,3.0,5.107255413756398,1.8285743711275957,Iris-virginica
+57,4.90683458516378,3.0,1.3939903969575627,0.19733243995264418,Iris-setosa
+58,5.962589270388826,2.8729335112242884,4.485839428462328,1.3235833440480904,Iris-versicolor
+59,6.668802898701271,3.3209615048025585,5.690769163579087,2.5,Iris-virginica
+60,6.279623155252736,2.8717063144697903,5.57046661803167,1.7897933133584807,Iris-virginica
+61,5.655285741298693,3.0,3.9924746394218014,1.3224717879269712,Iris-versicolor
+62,5.105402073556054,3.796115177330354,1.499595910318262,0.20273028572017007,Iris-setosa
+63,7.686238689094273,2.5965127905915915,6.899998849483,2.3001987419786682,Iris-virginica
+64,6.707586380916398,3.296277810435856,5.7052778359873,2.0891649019370115,Iris-virginica
+65,6.296299249663769,2.4769798269419847,4.975718718956877,1.9137843679343713,Iris-virginica
+66,6.6714115131935126,2.499624005529032,5.792621099646806,1.7702496727919619,Iris-virginica
+67,5.9910769980582685,2.696926115362869,5.0861512054819595,1.5913820929303553,Iris-versicolor
+68,4.62071099296832,3.4085076737266036,1.4062328768303993,0.3313371837740559,Iris-setosa
+69,5.292975815371531,3.7209806380549946,1.5117945543353197,0.19961656055685054,Iris-setosa
+70,6.1922104768601764,2.563131343947069,5.006310943567756,1.5074806421290075,Iris-versicolor
+71,4.506732402407052,2.342922826562821,1.2945519823555307,0.29900087996468555,Iris-setosa
+72,6.475674460779247,3.0,5.839732667384916,2.1831593058266607,Iris-virginica
+73,4.400000458734743,2.953910275750753,1.3550762823430846,0.19728195303547036,Iris-setosa
+74,5.520447218399878,2.433531417645015,3.7212385065196383,1.0303051279958553,Iris-versicolor
+75,4.810461593684495,3.0,1.3981208286048514,0.1000001074122618,Iris-setosa
+76,6.787034332516414,2.799589185695246,4.8085566075377395,1.3933400741567592,Iris-versicolor
+77,6.949337467320153,3.1575811642983993,5.939321169747539,2.264565118411278,Iris-virginica
+78,5.356436271734445,3.402299815281134,1.747820730956573,0.1996739250253901,Iris-setosa
+79,4.4,3.165939673454783,1.278626003034888,0.19839571993167399,Iris-setosa
+80,5.026014479066024,3.5702996332971786,1.4009015919697985,0.20113252714471352,Iris-setosa
+81,5.557895392799542,2.7121935023848254,4.452758173847106,1.2873917393654142,Iris-versicolor
+82,6.803293828115232,3.200961958589516,5.7935431356457245,2.320017533145055,Iris-virginica
+83,4.716164849261179,3.4058432987885663,1.4497710106306816,0.21708508340670127,Iris-setosa
+84,6.315640802312475,2.5171484061160174,4.90335156014128,1.486418123856635,Iris-versicolor
+85,7.899998463806763,3.7822466776593977,6.417654742888552,1.9954514390442797,Iris-virginica
+86,5.824404750224416,2.756775003088197,4.1586525456364125,1.0823548715198037,Iris-versicolor
+87,6.919160245914251,3.212270191084348,5.729825369560145,2.2954872829100936,Iris-virginica
+88,6.730594554776408,2.508953632237025,5.867886635269589,1.8011593164834225,Iris-virginica
+89,5.639137700682124,2.887800255012215,3.719027247839914,1.2951689563692668,Iris-versicolor
+90,4.821001529075567,3.0,1.36744889945873,0.10000009848842503,Iris-setosa
+91,6.6977369979558325,3.116357803320557,4.691520578293588,1.5020683365429253,Iris-versicolor
+92,5.753432948688142,2.9650490380230825,4.079785054989191,1.3779763236810614,Iris-versicolor
+93,4.504452563094683,2.3323848594618872,1.290657997649941,0.39537282948282887,Iris-setosa
+94,6.471880892543607,3.0,5.498824657598782,1.8091201258473102,Iris-virginica
+95,5.7701912483399065,2.6579288822054163,4.075142688760205,0.9666812919300658,Iris-versicolor
+96,4.836832776300779,3.0,1.4021713426495017,0.23552535191729282,Iris-setosa
+97,5.016431523622165,3.5778516337581774,1.4002703231701354,0.2064856199522698,Iris-setosa
+98,6.805117492808668,3.0,5.487457424664997,2.148131361670915,Iris-virginica
+99,6.069919323920766,2.989382749500143,4.594877237536253,1.3688614279481206,Iris-versicolor
+100,6.8712071939545005,3.0,5.449090839207214,2.1553498004351073,Iris-virginica
+101,4.8037757249342175,3.0,1.4002979714160069,0.1,Iris-setosa
+102,4.605497525660321,3.5767738120842187,1.0000003881685917,0.20772622672957158,Iris-setosa
+103,5.839890527628015,3.0,4.24719920389457,1.4934164316978689,Iris-versicolor
+104,4.60244118083894,3.620074149995719,1.0000003889337554,0.19367055694471952,Iris-setosa
+105,5.968126945740404,2.9607797802291747,4.566416171346578,1.35107636321918,Iris-versicolor
+106,6.307297562074244,2.4578669086831173,4.891502718342121,1.4995316203701559,Iris-versicolor
+107,7.575710068405163,2.767321090715561,6.595469824371258,1.9623662953114789,Iris-virginica
+108,5.593092559621536,2.9698381995886782,3.817137888965057,1.3033238344801097,Iris-versicolor
+109,5.014098832461941,2.439578643177008,3.1047627164949594,1.0577127831917492,Iris-versicolor
+110,6.5405116317885845,3.0,5.798850945120764,2.218100094847846,Iris-virginica
+111,5.397891388751278,3.9,1.2975810304959783,0.4267719890807202,Iris-setosa
+112,7.2836427436753395,2.904474498321686,6.318318322684185,1.8106930410882447,Iris-virginica
+113,6.857648688818183,3.1938811768085946,5.7523128872433755,2.285978854293417,Iris-virginica
+114,7.8999983914439404,3.8055185112305767,6.345380458191033,2.021020246136824,Iris-virginica
+115,6.931637523121204,3.177392555598411,5.650455942676252,2.2937856749138503,Iris-virginica
+116,6.64303691104188,3.342993409775184,5.704306109080705,2.135285481616133,Iris-virginica
+117,5.511337405481346,2.621351754527965,4.427142484259929,1.2080472382355216,Iris-versicolor
+118,6.289519443265857,2.910257238167401,5.605784539882409,1.8028724028525527,Iris-virginica
+119,4.899017324772164,3.0889279396175278,1.4936496078080994,0.1000000964276675,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/22/test.csv b/iris/tab_ddpm/5_3/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/22/train.csv b/iris/tab_ddpm/5_3/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/22/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/22/val.csv b/iris/tab_ddpm/5_3/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/23/synth.csv b/iris/tab_ddpm/5_3/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7a8c7c2f58ade083ebd1b9a67c297f86c4dc0562
--- /dev/null
+++ b/iris/tab_ddpm/5_3/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.315164888653472,2.5036989110437946,4.90566855882212,1.5052075839531562,Iris-versicolor
+1,6.620015414690636,3.0,4.392882148246983,1.4068483668742997,Iris-versicolor
+2,6.188468536225971,3.359195276660071,4.604512599041822,1.6134880685354938,Iris-versicolor
+3,5.364382135961136,2.4969488760136396,3.550893161195355,1.1180425236881577,Iris-versicolor
+4,7.720928956530223,2.5918162107556038,6.9,2.291363473378646,Iris-virginica
+5,5.938518114730054,3.0,4.199521322836839,1.5103586665758217,Iris-versicolor
+6,5.6929271884303345,3.7963057772308666,1.6810665823129738,0.29439289984279227,Iris-setosa
+7,6.307617306519128,3.385150129274996,5.595422372915683,2.3956465928614628,Iris-virginica
+8,5.991785820502892,2.1971043114600666,5.067127084550317,1.4972242302095653,Iris-virginica
+9,4.967200350173379,2.0,3.4907616584636267,0.8662251317780743,Iris-versicolor
+10,5.313765608303372,3.3890098319839974,1.492851640320798,0.3901760873217134,Iris-setosa
+11,5.602312746717244,3.0,4.56406118973017,1.495487086581284,Iris-versicolor
+12,5.529601947625862,2.407692061596735,3.705168723473628,1.0219740976144247,Iris-versicolor
+13,5.107548645234284,3.500119894468989,1.4070957110058386,0.19740506398198196,Iris-setosa
+14,6.7836009275302835,2.776612944570471,4.771053942749976,1.401158613269508,Iris-versicolor
+15,6.763751159121026,2.5270139497560486,5.897555435145494,1.8246167097061359,Iris-virginica
+16,6.691722902512978,3.301075666869072,5.694177384408484,2.0983837127669824,Iris-virginica
+17,4.4,3.2197969652828573,1.2874609864239048,0.1978205617026614,Iris-setosa
+18,6.713605624737521,3.0,4.665174024988749,1.4688336602297105,Iris-versicolor
+19,6.715333415791188,2.503814021538217,5.795410187217854,1.8088211277525876,Iris-virginica
+20,6.7984131424011185,2.8029702566853256,4.770857565899323,1.3989281385597112,Iris-versicolor
+21,5.951850143010547,2.902711598706291,4.457563007828313,1.4875265026611804,Iris-versicolor
+22,4.894899492055682,3.0,1.4003712373752,0.20441700492669426,Iris-setosa
+23,4.400000513840544,3.2124366973894727,1.2762349977537866,0.19289704230566868,Iris-setosa
+24,5.118785113959204,2.4971367002386238,2.9835183035342667,1.1186090462369846,Iris-versicolor
+25,7.678287845938637,2.591786820064037,6.899998964581309,2.2914876024504167,Iris-virginica
+26,6.695555571715842,3.107656975043457,4.639891172653706,1.489873695321651,Iris-versicolor
+27,4.991050475297775,2.0000005681387,3.377575199491008,0.9116847980068687,Iris-versicolor
+28,6.281274179172821,2.497250672817457,4.835662156125888,1.5045505552343046,Iris-versicolor
+29,6.796028496579642,3.0,5.537058793319078,2.071193461152667,Iris-virginica
+30,4.4,3.18991411771208,1.2918087249828316,0.20556337979272366,Iris-setosa
+31,5.1013639881248904,3.493213666871195,1.37867438358146,0.20017835969956158,Iris-setosa
+32,4.603285848701101,3.4084388810523265,1.410130720697226,0.3271592255429796,Iris-setosa
+33,6.68921802734799,3.0351327577383196,4.520058116622904,1.4538900689880523,Iris-versicolor
+34,6.704991837812766,3.300235714736574,5.698596001466178,2.4999996095821864,Iris-virginica
+35,7.693304943076568,2.6172616426341175,6.89999879568994,2.3055934046023365,Iris-virginica
+36,5.625485420348983,3.0,4.480111276732963,1.50321221429865,Iris-versicolor
+37,4.59414373820325,3.6086540354914374,1.0000004072157234,0.1984848508545473,Iris-setosa
+38,7.584896704048765,3.0,6.560558611137454,2.1087624232319913,Iris-virginica
+39,4.890222195113134,3.071110906137422,1.4937635147437327,0.10000009079462431,Iris-setosa
+40,5.394714049413985,3.9,1.2772396625331552,0.34253676185137244,Iris-setosa
+41,5.715604165650612,2.7905045321850146,4.514052097314918,1.3013243180774658,Iris-versicolor
+42,5.382308919835899,3.9,1.294144888351293,0.4547520111994946,Iris-setosa
+43,5.105371730861831,3.7877273385040215,1.5920371531822257,0.20083814103598394,Iris-setosa
+44,5.00556235691028,3.581098348342129,1.4019368777975336,0.2001658983994934,Iris-setosa
+45,7.899998810837367,3.7842689526678837,6.445075396247511,1.9796261943684652,Iris-virginica
+46,6.197895762185719,3.327124809717348,4.640835216438494,1.603423597836588,Iris-versicolor
+47,5.593430381760605,2.797922364339107,3.6315602055869602,1.2351137153008223,Iris-versicolor
+48,4.502257591712407,2.3268339037224663,1.3077785847466687,0.3039030528665247,Iris-setosa
+49,6.668806469287739,3.0314343463946183,4.569100018928243,1.4563743215820855,Iris-versicolor
+50,6.008249756438692,2.869653728162963,4.486624971668542,1.491425453328847,Iris-versicolor
+51,6.328447730780364,3.3836366579541277,5.598774001126092,2.398489905867161,Iris-virginica
+52,6.085803200437754,2.6120218193153115,5.589201491613915,1.3988436220878888,Iris-virginica
+53,4.4983271916596985,2.2964215910273613,1.2886866298060247,0.2963788392398855,Iris-setosa
+54,6.76921866500291,2.510358097670948,6.042414261556897,1.815109499032496,Iris-virginica
+55,6.2409334574230355,3.391379521804625,5.585708341586433,2.375597161963367,Iris-virginica
+56,5.983046517769701,2.2138492946300907,5.030034592131756,1.4965187634921302,Iris-virginica
+57,4.590872606520244,3.4003183533313854,1.3880140058949102,0.33097994852117985,Iris-setosa
+58,4.5014703230691895,2.319990912421946,1.2912887016164332,0.2952255224615963,Iris-setosa
+59,6.213655724982749,2.3091082828782095,4.648550499020792,1.5108767233837908,Iris-versicolor
+60,6.171068643331558,3.00883024764151,5.115644244068395,1.876126377762829,Iris-virginica
+61,6.02589912812646,2.7290120139294274,5.086494566123779,1.6100402890996164,Iris-versicolor
+62,7.303577814474081,2.911255867391854,6.2175883900464335,1.7644104426234677,Iris-virginica
+63,6.689041678003036,2.5010153437908547,5.778281349300784,1.7958268208488548,Iris-virginica
+64,6.310427383774179,2.5113481277823726,4.891562678183588,1.5098116780023987,Iris-versicolor
+65,6.006948585858599,3.0,5.054321322360334,1.834073594528651,Iris-virginica
+66,5.126821355613881,2.4961161131288105,2.8597290394224926,1.08748286330386,Iris-versicolor
+67,5.092369754378095,3.8016454191858613,1.5363933584249088,0.20267479146640396,Iris-setosa
+68,7.696892967101053,2.616106937901652,6.899999009696465,2.2992635865666378,Iris-virginica
+69,5.003955993155537,3.609151595058636,1.3943733379676404,0.2038849393962775,Iris-setosa
+70,7.744404216780438,2.5727835379162256,6.9,2.3094913290659576,Iris-virginica
+71,6.016849176952803,2.2302261058495816,5.036476851795571,1.519045003079885,Iris-virginica
+72,6.018425721306945,2.857735111779603,4.611302585800697,1.4936871257354185,Iris-versicolor
+73,6.089950395004006,3.0,4.498436414103452,1.420790445783121,Iris-versicolor
+74,4.890993611608073,2.3754852973749108,3.350266290896771,1.0262234901485687,Iris-versicolor
+75,5.757317012292652,2.7902906422274576,4.500677824619043,1.3036222597281624,Iris-versicolor
+76,6.793903787030539,3.1883716840656207,5.839192489499772,2.3091056911857053,Iris-virginica
+77,4.4000005137404345,2.877830363055477,1.3855922033865649,0.20542090563188978,Iris-setosa
+78,6.456090341285558,2.9262571958814663,4.318262842907074,1.3206144894799783,Iris-versicolor
+79,6.0016092087282304,2.877625183781914,4.559077207094829,1.4882874247269504,Iris-versicolor
+80,6.03468905604312,2.8910436910019643,4.66682965877385,1.51261496488183,Iris-versicolor
+81,6.0893387779962795,2.593047319470013,5.5893725781028385,1.4047235194044019,Iris-virginica
+82,7.227843934939988,2.9404306061741012,6.2229366336405025,1.8654643490843275,Iris-virginica
+83,5.52279920468176,2.575726615044154,4.331649720621776,1.2087106986318739,Iris-versicolor
+84,5.564186322219646,3.0,4.154817811290418,1.2963421572718523,Iris-versicolor
+85,6.407134032821928,3.352435117632847,5.591873483493673,2.372645822305973,Iris-virginica
+86,4.772612983426595,3.0,1.3959223163662042,0.2941065771918328,Iris-setosa
+87,4.797331024521185,3.3920371527268713,1.4993214332280278,0.1978639532612098,Iris-setosa
+88,6.274249734704006,3.298069030281754,4.723241469931341,1.6135168613314983,Iris-versicolor
+89,7.666788793110549,2.962614354610988,6.6666001386346565,2.049432341402371,Iris-virginica
+90,6.717524266814004,2.505332671758661,5.846832362486839,1.8127662927134465,Iris-virginica
+91,6.59390408733296,3.0,5.76578186111245,2.106980959146448,Iris-virginica
+92,6.000534510965548,2.8728154433951256,4.57787729746201,1.5070669906848706,Iris-versicolor
+93,5.981783551643624,2.199291196022136,5.061873797176012,1.4937831177425378,Iris-virginica
+94,5.121925885544207,3.7156222034586475,1.498090330765222,0.4576465118800902,Iris-setosa
+95,4.592787266177165,3.380969985895777,1.3895835099992193,0.29837425974933474,Iris-setosa
+96,5.650799028286238,2.9297686892371746,4.1119719220813495,1.276276318287009,Iris-versicolor
+97,5.641210602522755,2.711919176772717,4.482984944077913,1.2689715706311326,Iris-versicolor
+98,6.311954542374624,3.058687318609907,5.141803302791337,1.9341949296630037,Iris-virginica
+99,6.242011727855054,2.7222760053951225,5.518529703861079,1.73394541411761,Iris-virginica
+100,6.706588743256262,3.3216777172297243,5.697437839997557,2.087948705938148,Iris-virginica
+101,7.04976162122975,3.0,5.779141969808506,2.1571176131838734,Iris-virginica
+102,6.838669192792262,3.0,5.619253844597773,2.0635120454975646,Iris-virginica
+103,5.970300970753724,2.9480433151185688,4.574856351242264,1.3515499264361175,Iris-versicolor
+104,5.17321802786319,3.731292401393038,1.5561761285914297,0.3501220949452399,Iris-setosa
+105,6.71688336365242,3.269342101754096,5.719433277053054,2.1140707087193555,Iris-virginica
+106,6.740957543561056,3.3578993033803743,5.714008428395907,2.5,Iris-virginica
+107,4.400000551733457,3.2003409688194098,1.303122864203015,0.20442997524942577,Iris-setosa
+108,7.722618160632146,2.7828601914455455,6.716025534288225,1.9997975238333265,Iris-virginica
+109,6.153557059942812,2.6103112011587224,5.608015612579908,1.4168980074989754,Iris-virginica
+110,5.204615670560251,3.411149797615252,1.400359235111121,0.2030118671067276,Iris-setosa
+111,6.303919757782534,3.3203118174855706,4.698172347153673,1.601307912891575,Iris-versicolor
+112,5.2287036814056025,3.413606971881388,1.401274349467478,0.20188599145318772,Iris-setosa
+113,6.010188410075904,2.7313299345766713,5.0256997135089545,1.5858823309950647,Iris-versicolor
+114,6.876987867683722,3.1012891966653724,5.134726380581054,2.294638092259923,Iris-virginica
+115,5.158709715473495,3.4074956703524815,1.4039547435532715,0.1995330493601129,Iris-setosa
+116,5.765888848737934,2.7117656576905693,4.986631437894262,1.9050734010380688,Iris-virginica
+117,5.70655807518115,3.7829849879476836,1.6583535252596175,0.2831027085839282,Iris-setosa
+118,5.21159678168482,2.7033236995759506,3.875282178663451,1.404152805153501,Iris-versicolor
+119,5.701345078359172,2.9536799308823203,4.227090076621522,1.3052551651737445,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/23/test.csv b/iris/tab_ddpm/5_3/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/23/train.csv b/iris/tab_ddpm/5_3/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/23/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/23/val.csv b/iris/tab_ddpm/5_3/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/24/synth.csv b/iris/tab_ddpm/5_3/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b665ca45d18a2cd20f2167cbe3b67ca165fd8f26
--- /dev/null
+++ b/iris/tab_ddpm/5_3/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.596643537564991,3.4069049156809803,1.4019945675191428,0.29478233829892486,Iris-setosa
+1,5.705216088407396,2.798876772921822,4.499978886811332,1.3007167950343796,Iris-versicolor
+2,6.838237931181914,3.1707467989810536,5.689584164440137,2.289194513166792,Iris-virginica
+3,6.661552915348486,2.479123133215162,5.752851864330269,1.7796051193776778,Iris-virginica
+4,5.602980250243483,3.0,4.482927181295827,1.4960925137205225,Iris-versicolor
+5,5.049598816142022,3.522661660980307,1.3974477537341252,0.19888539234428143,Iris-setosa
+6,6.010675130904003,2.2038604036268534,5.003970118351298,1.4971162610277409,Iris-virginica
+7,7.899999017727967,3.806858345757391,6.4262695870869075,2.009996260175056,Iris-virginica
+8,4.994854934969103,2.0,3.2741669457564155,1.0296205109611576,Iris-versicolor
+9,5.736098318122275,2.9170972260873715,4.260603887058096,1.3092620693791452,Iris-versicolor
+10,5.529412107280979,2.4491049682782178,3.7899895949084126,1.047307299589046,Iris-versicolor
+11,5.606909547565282,2.9221126896936105,3.67439881165081,1.30163023350758,Iris-versicolor
+12,6.092256209563093,2.7856798404139496,4.728350188912199,1.2148764251297484,Iris-versicolor
+13,5.67308015238976,3.0,4.064862820357836,1.3121774164309061,Iris-versicolor
+14,7.685201257565944,2.6163096780569455,6.9,2.2744484439580526,Iris-virginica
+15,5.8102588948173635,2.9585872277802823,4.377058705212411,1.3372696138706315,Iris-versicolor
+16,7.499238830300682,3.0,6.503337401668741,2.0639044150618147,Iris-virginica
+17,5.743154183150643,2.682029128506305,4.088262476739164,0.9939461946651909,Iris-versicolor
+18,5.361883648858889,3.4051814566157472,1.6328122607028894,0.2041423543257588,Iris-setosa
+19,5.894709868643189,3.0,5.12173431498486,1.787699486124537,Iris-virginica
+20,4.4,3.2029503451774057,1.3022190892666368,0.19778643301833973,Iris-setosa
+21,5.7866371958283,2.704429732730644,5.070718153901068,1.89386700130872,Iris-virginica
+22,6.645819013281446,3.1284361508377385,4.6900301907190345,1.5045880390784712,Iris-versicolor
+23,4.4,2.8275910089751557,1.403312262425894,0.2026639882233444,Iris-setosa
+24,5.283977877981117,2.4339956732039547,3.437108309357414,1.0577019009691213,Iris-versicolor
+25,5.116101787805478,3.491796060239634,1.398619115058862,0.19933818020246677,Iris-setosa
+26,4.893003004924409,3.0,1.377824401133432,0.2011496679134792,Iris-setosa
+27,5.4254194331821,3.899999510111506,1.3149143925295668,0.351311881675567,Iris-setosa
+28,6.795115950012902,3.203914371041083,5.812740113732105,2.2696861638564463,Iris-virginica
+29,4.4,3.226241248216626,1.2812264647309666,0.20205811900160622,Iris-setosa
+30,5.114160265275402,2.5437389032386024,3.2020086755265402,1.211850292193968,Iris-versicolor
+31,4.864008522424507,3.00593269264495,1.4403391134783585,0.1,Iris-setosa
+32,6.892261090175275,3.0939724799928174,5.723815962024724,2.213863224212366,Iris-virginica
+33,5.082723564529284,3.7999989426996823,1.4962083342531436,0.20182386773722105,Iris-setosa
+34,6.722544925129165,3.3109877496020506,5.731881999720672,2.5,Iris-virginica
+35,5.597050778281426,2.977483842494381,3.976682815753862,1.301193206341537,Iris-versicolor
+36,5.620734015358426,2.5112394526649586,3.8997290678359042,1.1021702064423824,Iris-versicolor
+37,5.354054100103215,3.8999994864439196,1.2833845395234909,0.41635352151608634,Iris-setosa
+38,5.918644048740464,3.0,4.162578898679209,1.5152127847648056,Iris-versicolor
+39,5.9928908530341465,2.6798538713349833,5.12980147671356,1.6219828467456183,Iris-versicolor
+40,7.364396889361564,2.9085102479476816,6.34059669453827,1.8057346456299221,Iris-virginica
+41,6.3372418395541255,2.9104137456460712,5.5876702923031765,1.8087908834016233,Iris-virginica
+42,6.115470581249087,2.6119293682036617,5.57898094719106,1.4088227772685982,Iris-virginica
+43,5.487330448224479,2.4264257895524155,3.705295978152204,0.9777909824322071,Iris-versicolor
+44,5.0120535921503615,2.00000050963214,3.4419131408980648,1.0400762514094049,Iris-versicolor
+45,5.89129909416224,3.0,4.183590733545928,1.5082319819547738,Iris-versicolor
+46,5.381905280708527,3.40776251893069,1.59317071297786,0.3365617405581868,Iris-setosa
+47,4.400000558666776,2.9028740020745643,1.391256032755522,0.2025225880085104,Iris-setosa
+48,6.128444774957923,2.611403034040014,5.591274870572561,1.4102218844634384,Iris-virginica
+49,7.685118741987878,2.6027889249988485,6.9,2.2920740391003034,Iris-virginica
+50,6.295799803907385,2.4576068227757077,4.904657760898125,1.4927372757790958,Iris-versicolor
+51,5.108256783215346,3.495874251076636,1.40112330808208,0.31706977607549913,Iris-setosa
+52,5.007196836063584,3.551442218283425,1.3565927225679992,0.20470367364708736,Iris-setosa
+53,6.933869693041207,3.1215097478324534,5.075478080484605,2.30815748184829,Iris-virginica
+54,6.270428609823,3.291627337265098,4.686510236510732,1.6080295224641408,Iris-versicolor
+55,6.905388345961754,3.2015525041370387,5.723588103394634,2.289461908407459,Iris-virginica
+56,5.53508064106648,2.4436249481602186,3.834930191475061,1.0458291102128496,Iris-versicolor
+57,5.713441103771413,2.806601275181667,4.420731671779208,1.270823557999343,Iris-versicolor
+58,6.099040395172343,2.607933075736126,5.577095681518894,1.4041353039333149,Iris-virginica
+59,6.010030379109815,2.705392820946733,5.109024962014262,1.614861463347753,Iris-versicolor
+60,5.10565326442749,3.4887689815431213,1.3832870661893533,0.20113909583169245,Iris-setosa
+61,5.600960169611723,2.5064305354741547,3.883620651736397,1.1137804255430273,Iris-versicolor
+62,5.223073511289422,2.4522803561235085,3.2366654664476586,1.0727423843385975,Iris-versicolor
+63,6.643127550152633,3.1507901547848256,4.757652271207781,1.5206760817411746,Iris-versicolor
+64,4.861193837583084,2.4264228837893023,3.24059249422112,0.9893595210719546,Iris-versicolor
+65,6.050990639383184,2.939444434323652,4.373487095937901,1.3839313286468051,Iris-versicolor
+66,5.3928550841992005,3.4026394668589246,1.4957708946939339,0.4283438572197925,Iris-setosa
+67,5.587410308498982,2.4541505431251505,3.844386516692138,1.105647150547372,Iris-versicolor
+68,6.718612046365697,3.094580402697515,4.6988301968574335,1.5004218409986083,Iris-versicolor
+69,4.903942299267621,3.0,1.3944138338803365,0.19501860054799042,Iris-setosa
+70,5.545244687992663,2.43128145440332,3.8336466376060994,1.0164089967794665,Iris-versicolor
+71,4.9854913736258295,3.4014142933474893,1.632043052841232,0.41570996001077765,Iris-setosa
+72,5.640451524326263,3.791207873557931,1.6526531303754721,0.3575276879436336,Iris-setosa
+73,6.686368058384506,3.300438229369936,5.67764219771934,2.5,Iris-virginica
+74,7.711908282247008,2.5894754699045497,6.9,2.303459311914169,Iris-virginica
+75,6.245874306149325,2.8681272427636033,5.581443142081237,1.8088464938914512,Iris-virginica
+76,6.652095266169704,3.3155444311627313,5.680609173694756,2.1314159633103618,Iris-virginica
+77,6.020618616517304,3.397274986151702,4.508547099605343,1.5979650111722978,Iris-versicolor
+78,5.189256729398768,3.402521011689172,1.4016023635688644,0.20448141379094015,Iris-setosa
+79,6.483414756695529,3.0,5.7952012346090465,2.197006533283964,Iris-virginica
+80,4.40000051087438,2.907648579606071,1.3991208956962733,0.1946454496788116,Iris-setosa
+81,7.483094349215833,3.0,6.513765856102908,2.134959774892668,Iris-virginica
+82,4.994013340742324,3.400526294951107,1.6279491122151466,0.3816031949781239,Iris-setosa
+83,5.574587759849046,2.480852378051502,3.733041418356337,1.098739427282491,Iris-versicolor
+84,6.2558100148122175,2.484921461215702,5.0002035746781575,1.884599310098984,Iris-virginica
+85,4.999013670156238,2.0,3.465744075753044,1.0214157194634392,Iris-versicolor
+86,4.795579529207833,3.4038080468437313,1.4925414387591864,0.19657526543197962,Iris-setosa
+87,5.193186184272219,2.6991881925645824,3.9878280519273313,1.4042742307948028,Iris-versicolor
+88,5.589283831082777,3.0,4.037193454817576,1.3000808857123465,Iris-versicolor
+89,6.2086692934231085,2.200103929091456,4.474240811400228,1.5037201808427365,Iris-versicolor
+90,6.086185709826401,2.6662885569150094,5.0850008216869265,1.5526603467849875,Iris-versicolor
+91,5.126830813315162,3.495830970053754,1.4043255745187166,0.29097017413845655,Iris-setosa
+92,6.924332280848261,3.0,5.310726443166679,2.2162944253218106,Iris-virginica
+93,5.385483891578733,3.3878615341656366,1.4989997968055238,0.29855081229050395,Iris-setosa
+94,6.373414739578682,3.2722004327285874,5.665992136326169,2.346665241455991,Iris-virginica
+95,5.242463894551496,2.706332206106083,3.6078401972088723,1.3868279278824076,Iris-versicolor
+96,6.490713465301681,3.1820354554065378,5.117825671627749,2.010691934278707,Iris-virginica
+97,5.033133841488843,3.390417692962645,1.5277978629805704,0.39584073444814444,Iris-setosa
+98,5.335448597516782,2.771180577106575,3.799883235750909,1.3595535548963218,Iris-versicolor
+99,6.697635059694216,3.2844101779989447,5.685598750757797,2.5,Iris-virginica
+100,5.387268797555177,3.404549784440443,1.6906686673290892,0.23869148130018764,Iris-setosa
+101,7.272346024468981,2.904552065159772,6.3771256728711245,1.793505133007343,Iris-virginica
+102,4.885966967022856,3.0,1.4006332104148522,0.1982364511046546,Iris-setosa
+103,5.923226190332028,2.717923393923612,5.184702654868697,1.9031199046476341,Iris-virginica
+104,6.71115390275475,3.3137000100017824,5.709388565039562,2.4999995840791183,Iris-virginica
+105,6.509435114513254,2.998765552095933,4.338829506829568,1.3547363009857025,Iris-versicolor
+106,6.495096964584494,3.2685669225137994,5.705222952363372,2.3488941640370697,Iris-virginica
+107,6.283631352673449,2.294076399035858,4.388734079927974,1.2708977398801693,Iris-versicolor
+108,6.711008884559493,2.493291536877248,5.792025710396942,1.8492646501982921,Iris-virginica
+109,5.412381910165719,3.9,1.298682809501555,0.40844127969193605,Iris-setosa
+110,5.11387798357876,2.5026452847467424,2.9460291413297766,1.0570786108018968,Iris-versicolor
+111,5.874929728152971,3.0,4.215465782563384,1.4886544300938487,Iris-versicolor
+112,7.6928649696389835,2.6032574331477663,6.899998757906498,2.287886278982393,Iris-virginica
+113,4.913459550188949,2.379282515689443,3.203645198919193,1.0094534174342136,Iris-versicolor
+114,4.4,2.8927351413608258,1.4064473740808647,0.20145274725584913,Iris-setosa
+115,5.549747410698915,2.653021892085161,4.450521888654319,1.2010587941635236,Iris-versicolor
+116,5.997699054984053,3.410506251463628,4.5001607766823675,1.5926258544661918,Iris-versicolor
+117,4.4,3.2017089485186347,1.3164150155586236,0.2063328564533846,Iris-setosa
+118,5.196467739154103,2.502770662614787,3.1703835298558327,1.1193203797018452,Iris-versicolor
+119,5.603839417731394,2.6845186295025476,4.458198689714282,1.228765993290148,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/24/test.csv b/iris/tab_ddpm/5_3/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/24/train.csv b/iris/tab_ddpm/5_3/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/24/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/24/val.csv b/iris/tab_ddpm/5_3/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/25/synth.csv b/iris/tab_ddpm/5_3/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5de90fe837a36c73fb1e9b383f5ad37f54f16d2b
--- /dev/null
+++ b/iris/tab_ddpm/5_3/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.400218654660233,3.3846957720816255,1.7648793426289013,0.19179008119308605,Iris-setosa
+1,6.216462345116544,2.1409222973245083,4.528315422754409,1.5117423850774354,Iris-versicolor
+2,4.584619291104392,3.6043734439608484,1.0,0.1964198359134864,Iris-setosa
+3,7.9,3.7998771652687773,6.389195564890423,1.9956572795695184,Iris-virginica
+4,6.585007490486462,3.0,5.424703671700871,1.8953337155529004,Iris-virginica
+5,6.0309417503061615,2.797222884259964,4.6313342132841795,1.5011126533147507,Iris-versicolor
+6,7.6700326439040225,2.618629749719715,6.899998102527691,2.3011917389655276,Iris-virginica
+7,4.911833075361395,3.0,1.3537039489268388,0.19761751883858814,Iris-setosa
+8,5.092843641302536,3.7208479351010504,1.629702721570665,0.41744799572761115,Iris-setosa
+9,6.876052263761968,3.193872251038244,5.678110074597975,2.309857826873964,Iris-virginica
+10,5.19816335396028,3.408589883900196,1.4035400759021408,0.1982962084982568,Iris-setosa
+11,6.289251367546754,2.2934320095365113,4.403887614693951,1.2707095681911724,Iris-versicolor
+12,6.4360773151333825,2.921223813781552,4.320071636000726,1.311306804726533,Iris-versicolor
+13,5.795320285431829,2.6902092900181387,5.096295011921066,1.9078659308758599,Iris-virginica
+14,6.803737386038605,3.198200501675122,5.86507272731607,2.299978147290803,Iris-virginica
+15,5.978820251923813,2.7641330096368497,4.814846884134471,1.5474975875132728,Iris-versicolor
+16,6.808516746338343,3.1986938178213657,5.774483038863715,2.305799070131234,Iris-virginica
+17,6.901993312351156,3.1870635704602686,5.7516594260623455,2.3005844603252728,Iris-virginica
+18,6.832848789134468,2.8101431367737395,4.801938050973846,1.3857839937242715,Iris-versicolor
+19,6.871280948506571,3.095192858047784,5.141943157115373,2.2824182368566013,Iris-virginica
+20,7.594871164980247,3.0,6.618897951564918,2.098861257629988,Iris-virginica
+21,6.87341071692866,3.2108748247671413,5.736628825573548,2.287587981755103,Iris-virginica
+22,5.638032289179178,2.790087664717562,4.375460557565066,1.2647292090519455,Iris-versicolor
+23,5.793598569481662,2.7014700556793634,5.1563789742064,1.904023743394141,Iris-virginica
+24,4.5525729651892615,3.3637635256074887,1.3889543631340082,0.35660963651188676,Iris-setosa
+25,7.723801125082831,2.6180916431141448,6.899998831196431,2.3031405519681805,Iris-virginica
+26,5.603212028073077,3.0,4.511647795618198,1.4973050930256682,Iris-versicolor
+27,5.504713236911313,2.4230813994989977,3.765722517584429,1.0100714982220929,Iris-versicolor
+28,4.580340753050097,3.5725851327895723,1.0,0.19590051705822087,Iris-setosa
+29,7.697694641976329,2.6128704429533087,6.899998345245045,2.297466758868077,Iris-virginica
+30,7.685889113632438,2.782524324943534,6.6752331844148465,1.99252960353344,Iris-virginica
+31,6.680440846398161,3.296220848087896,5.677208232894125,2.5,Iris-virginica
+32,6.491371757514389,2.9695735236438643,4.314489580981143,1.3425172922581567,Iris-versicolor
+33,5.049461825520556,3.50980673281819,1.4006901109983976,0.20514526489543458,Iris-setosa
+34,6.277342252530305,2.295356720805751,4.418527576712338,1.3148199266392706,Iris-versicolor
+35,6.804917498907604,3.1436525092234677,5.783014263563471,2.272520938357073,Iris-virginica
+36,6.517888730630115,3.0,4.359574633522778,1.3772076852633726,Iris-versicolor
+37,6.32219103734817,2.477546567098096,4.922511725117677,1.503732387285758,Iris-versicolor
+38,6.21686251672785,2.2298516807892335,4.51770387642182,1.4838503689015519,Iris-versicolor
+39,5.889992979391679,3.0,5.0418622951496,1.7730248444512666,Iris-virginica
+40,7.237852559217418,2.873721109956806,6.26290676833571,1.809563036416164,Iris-virginica
+41,5.961651015864276,3.0,4.237983894762121,1.498331961310202,Iris-versicolor
+42,5.744190104884928,2.829685222862559,4.473640713446552,1.2801506765897581,Iris-versicolor
+43,6.783731471452071,2.784295554260572,4.777859302981582,1.4093576271459733,Iris-versicolor
+44,5.314235978572628,3.705661838323979,1.494949027989827,0.1980149714013874,Iris-setosa
+45,6.089231741159736,2.597832792150158,5.585415979847689,1.4073840982997456,Iris-virginica
+46,4.575094148176741,3.597032272112571,1.0000006699984798,0.2115571266173985,Iris-setosa
+47,5.743113222095752,2.618409408876681,4.039212956345208,1.0282440917978308,Iris-versicolor
+48,5.19978056913758,2.7194950305521997,3.943442763967865,1.4043699568759853,Iris-versicolor
+49,5.398782730050416,3.4052382738233242,1.8116140058373496,0.20626573615997168,Iris-setosa
+50,4.988806603593667,3.4080008285377663,1.5196470461911455,0.3810123512118651,Iris-setosa
+51,6.684365319290241,2.495544903450923,5.799442384693444,1.8191063852832483,Iris-virginica
+52,4.888468308308691,3.066561655429729,1.494242488671391,0.10000011520664977,Iris-setosa
+53,6.684206299419885,3.286304169150628,5.682899172370305,2.09743371367202,Iris-virginica
+54,5.719861168367256,2.632290516226841,4.098167564714876,1.0277669170160655,Iris-versicolor
+55,7.70053481712098,2.597789955914653,6.899998373648231,2.2865633947059396,Iris-virginica
+56,6.899417435499654,3.0,5.717876952202146,2.0585674666178786,Iris-virginica
+57,5.098425886148676,3.8075254277660195,1.4968817855186998,0.19918000489241533,Iris-setosa
+58,6.0289037273763935,2.9447931422366023,4.484632358977222,1.485698881608632,Iris-versicolor
+59,6.656135094716395,3.0,4.491678569406486,1.4462219774980003,Iris-versicolor
+60,5.006548536244302,3.403127233798939,1.499671817320264,0.40204032189577804,Iris-setosa
+61,7.389357306052231,2.895062947882837,6.391373847463537,1.8289344684393225,Iris-virginica
+62,6.530738783634054,3.0,4.322458834275379,1.3667833467256496,Iris-versicolor
+63,6.332337732041821,3.242236495022883,4.720509906619622,1.5842177209294193,Iris-versicolor
+64,7.2100557994462005,2.8905743746670174,6.174359623308164,1.7919514325111696,Iris-virginica
+65,6.712233564245607,3.3199838950842584,5.726691341474412,2.4999995541520756,Iris-virginica
+66,6.4969165246911516,3.1961008112480727,5.102299356251454,2.0002526372423097,Iris-virginica
+67,4.839991165279654,3.0,1.4023848514614907,0.10000011052359478,Iris-setosa
+68,7.287889805850428,3.0,6.14192165870354,2.0971376021442394,Iris-virginica
+69,6.791122284804377,3.0,5.569505371998657,2.050574679901657,Iris-virginica
+70,5.277282016359694,3.7062711962933865,1.4964780223595566,0.19847419483265294,Iris-setosa
+71,6.698037059864453,3.0881609803665104,4.67348353550726,1.5002960832179955,Iris-versicolor
+72,4.906960340890842,3.0771342729185824,1.563543905586478,0.10000012515614563,Iris-setosa
+73,5.193417751288981,3.7036921204257354,1.5171791213200772,0.3629905351965128,Iris-setosa
+74,4.801325195813414,3.0,1.4029469509224923,0.1000001323857836,Iris-setosa
+75,6.27135515816893,2.465643591114594,4.904503867498871,1.4936054263755172,Iris-versicolor
+76,4.606537660740036,3.6173921583780198,1.0,0.1980466769624527,Iris-setosa
+77,6.693176426242102,3.3038679160035445,5.699410579179869,2.0643581278828314,Iris-virginica
+78,7.9,3.827252192588475,6.419147892818562,1.9764792644151503,Iris-virginica
+79,6.1913311917645935,3.0150723629899505,4.6433197362142025,1.456014257087324,Iris-versicolor
+80,6.264134482416274,2.4774200292508906,4.867108218775878,1.4978177830398618,Iris-versicolor
+81,6.709430600379791,3.286534878545086,5.698439204560565,2.5,Iris-virginica
+82,6.081933401565023,2.238660960568102,4.9930923961231155,1.5819894748177938,Iris-virginica
+83,4.94695277198986,2.390298107126047,3.0689952101368005,1.0216574435725592,Iris-versicolor
+84,6.111804031572891,2.6107386912138435,5.613985452033087,1.3921421728158518,Iris-virginica
+85,6.427071097874416,2.934046276285662,4.288239206470749,1.3222210317903516,Iris-versicolor
+86,6.156330155167475,3.077245050528077,4.651096515835536,1.4816525160880465,Iris-versicolor
+87,4.400000547557667,2.8741338766315936,1.401574496506568,0.19604870905239002,Iris-setosa
+88,6.581256522588514,3.036581697379825,5.413466257334895,2.0119817590710674,Iris-virginica
+89,6.926743649385837,3.10707272402214,5.064428292256441,2.2911684882461603,Iris-virginica
+90,6.1533171870640695,3.3316815281074694,4.6547344613451,1.6027043905749425,Iris-versicolor
+91,4.9878885246747,3.408042663459889,1.6259140484427177,0.44249945479408015,Iris-setosa
+92,6.533836204979817,3.0,5.845811909714238,2.216181658382976,Iris-virginica
+93,5.4116164230470964,3.3962272420684436,1.7683839872474547,0.1977662228654828,Iris-setosa
+94,7.703338200767661,2.607330179277784,6.899998787658006,2.294221654584053,Iris-virginica
+95,5.401602525534291,3.9,1.2641921683745092,0.2960544793660693,Iris-setosa
+96,6.0312429713458,2.673493025615082,5.119318567523771,1.567071133432509,Iris-versicolor
+97,4.400000493514313,2.904775815191626,1.3889020558439444,0.19784157607382685,Iris-setosa
+98,5.855152840451343,3.0,5.122621925667345,1.8248496394161544,Iris-virginica
+99,6.0381023787859585,2.914446755334937,4.4635288500797,1.488266043019166,Iris-versicolor
+100,6.884571204521303,3.053161614222974,5.24152346926078,2.2293733559103646,Iris-virginica
+101,5.596676978861201,2.9336077233976927,3.697738716213344,1.3120634812671286,Iris-versicolor
+102,5.623582023805844,2.524992967534721,3.9427763604710724,1.1028623920029532,Iris-versicolor
+103,5.994965985600048,2.735445498615419,5.056955425841614,1.5907048921768385,Iris-versicolor
+104,5.610921590522987,3.7831372918022708,1.4994905610931002,0.28912945681618807,Iris-setosa
+105,7.0884198783630685,2.870430941492286,6.13642431902695,1.7730006909507832,Iris-virginica
+106,4.4,3.174657778829828,1.2979756137081633,0.19215127868006598,Iris-setosa
+107,5.093088678647657,3.375379260061501,1.5446721994520571,0.3411395907865632,Iris-setosa
+108,4.50684153200095,2.2964821971964438,1.3007766467777766,0.286854698075459,Iris-setosa
+109,5.117116864902178,3.799749733289587,1.5111274869725984,0.2054387606458886,Iris-setosa
+110,6.3012811237373905,2.3159122445372704,4.396029035146562,1.3065948027543055,Iris-versicolor
+111,5.153941353958532,3.4935625257776377,1.3998217018408288,0.2040313524260267,Iris-setosa
+112,5.000235207354796,2.0000005830706424,3.5571854630340645,1.006908491174142,Iris-versicolor
+113,6.290033482884677,2.500116988945648,5.018745522189414,1.903493761274058,Iris-virginica
+114,7.267502316534627,2.885842200762838,6.30722601385062,1.8115930720588276,Iris-virginica
+115,6.794986319259026,2.774086232147339,4.79349447739596,1.4153640980865345,Iris-versicolor
+116,5.637408270460829,2.9098419910993716,3.8554825416016945,1.2955594193421525,Iris-versicolor
+117,6.233202349614449,2.272910766278712,4.643575157959057,1.4926195287449928,Iris-versicolor
+118,5.86570054124464,3.0,4.469310620376786,1.420914961915051,Iris-versicolor
+119,5.894473368241456,3.0,5.072469866132255,1.80413878035641,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/25/test.csv b/iris/tab_ddpm/5_3/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/25/train.csv b/iris/tab_ddpm/5_3/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/25/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/25/val.csv b/iris/tab_ddpm/5_3/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/26/synth.csv b/iris/tab_ddpm/5_3/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..28a0e6b2c4074eb067562a80332e4fd4944d4466
--- /dev/null
+++ b/iris/tab_ddpm/5_3/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.096296484610402,2.488617595324989,2.8683574429292955,1.1091469577488413,Iris-versicolor
+1,6.694209042184614,3.307889185027034,5.699920861702782,2.1006648090001208,Iris-virginica
+2,5.611671046930059,3.0,4.502784162120696,1.492478282015038,Iris-versicolor
+3,5.00680406788683,2.456699628755398,3.08628594450198,1.071771140406869,Iris-versicolor
+4,6.364670919819745,3.3653336012906903,5.606131378789385,2.394934502764414,Iris-virginica
+5,6.838125272747558,3.091534414425394,5.166713626499883,2.264393441547755,Iris-virginica
+6,6.848595029972974,3.193001398997621,5.771923380644416,2.2911603030437138,Iris-virginica
+7,4.400000515983412,3.172953978676334,1.3260730478027516,0.202961243196258,Iris-setosa
+8,6.310383415408984,3.39415811403185,5.649000336423383,2.392101453690139,Iris-virginica
+9,5.109958912102533,3.498917512217522,1.407846375901548,0.2974360052501997,Iris-setosa
+10,4.4,3.0423795937659976,1.3161024440206595,0.19797653487813405,Iris-setosa
+11,6.1750327732134584,2.1903084112890414,4.484930317665594,1.5112445919308228,Iris-versicolor
+12,4.992225984991648,3.402254375015466,1.611064420555805,0.39000846801478256,Iris-setosa
+13,4.927157159628774,2.41092207015006,3.3308038113669562,1.0302676569652685,Iris-versicolor
+14,6.311006269926453,2.8422646669082163,4.281992091188456,1.2622232263117545,Iris-versicolor
+15,5.1452699069182986,3.4932393825390067,1.3980538527152908,0.20120631825606747,Iris-setosa
+16,5.36325760512966,3.4004954446017672,1.494351505653728,0.36601750308600783,Iris-setosa
+17,4.5875027774041985,3.379048632247448,1.3929069782718648,0.34583256865991013,Iris-setosa
+18,5.334359315571105,2.7993772178791345,3.751524988811273,1.3992414461611529,Iris-versicolor
+19,4.815892360194621,3.3884245517448863,1.7210919097996085,0.20433724067616668,Iris-setosa
+20,6.5042372983474195,3.1996647576825543,4.974736655717472,2.0019072040685244,Iris-virginica
+21,5.0836773808728095,3.7933954665221923,1.5616341703929888,0.20535919106721245,Iris-setosa
+22,4.607681391138154,3.5701496127640073,1.0,0.1969422362596293,Iris-setosa
+23,6.685408685084723,3.2996700623948274,5.679700492113982,2.0935678379365217,Iris-virginica
+24,5.921816970412898,2.9091911315713013,4.548475998787385,1.3000305271303576,Iris-versicolor
+25,7.9,3.8155283399870568,6.390171958524262,2.013830158908867,Iris-virginica
+26,6.192254918412075,2.216428189193181,4.468951275814598,1.47894020334232,Iris-versicolor
+27,4.487411433930468,2.286493850752844,1.3179245944719313,0.29000275617498034,Iris-setosa
+28,5.703165855094077,3.779600979998926,1.5116276950266403,0.2938595715722105,Iris-setosa
+29,4.610868602122613,3.607164728864414,1.0,0.19977947930777998,Iris-setosa
+30,6.309435640107577,2.5275930768047514,4.877943179461212,1.4895520440854741,Iris-versicolor
+31,6.322110847345972,2.8844171775821112,5.598840678056748,1.8246277824304251,Iris-virginica
+32,5.43022698847079,3.9,1.3048618821693667,0.490803599478965,Iris-setosa
+33,4.8216719484054815,3.0,1.3873086766354878,0.29669718043337306,Iris-setosa
+34,6.456662629848861,2.944206593448077,4.331039915455056,1.322737183886011,Iris-versicolor
+35,6.688318262037799,2.488217583284154,5.788154176877343,1.8132251788698661,Iris-virginica
+36,4.832579767605101,3.0,1.3931129018839843,0.29325580225638914,Iris-setosa
+37,6.94972179128642,3.2096038426058975,5.651373041035888,2.308169315179727,Iris-virginica
+38,5.10018094076839,3.496974723109763,1.3863255675107307,0.29430107543507494,Iris-setosa
+39,6.6803004719205745,3.3184456271672946,5.659399143915939,2.120623173879897,Iris-virginica
+40,6.8926666849814255,3.2063257439669197,5.682270976991374,2.2990522550307118,Iris-virginica
+41,6.758564037441971,3.0,5.754719277871145,2.1750567149593554,Iris-virginica
+42,4.901837037304242,3.095479944612283,1.4952007806687078,0.10000012432613048,Iris-setosa
+43,7.2127557099502635,2.8835389520309196,6.150486549731103,1.756967187996719,Iris-virginica
+44,7.228641808827117,2.9008729147493915,6.239015792853148,1.7796463082645526,Iris-virginica
+45,5.0860844473793465,3.805796374361128,1.4989174489927917,0.20335613248284956,Iris-setosa
+46,5.814743632181877,2.691870692188786,5.0806479405341385,1.8550377364555597,Iris-virginica
+47,5.0052043890912135,2.000000497581803,3.4551767112566676,0.9803163424885437,Iris-versicolor
+48,6.163288707463018,3.364396603534144,4.625985862421701,1.6318477639723132,Iris-versicolor
+49,5.863527417900466,3.0,5.161593631114858,1.8128604086093631,Iris-virginica
+50,6.722139054098336,3.3127428168172433,5.715378690148856,2.5,Iris-virginica
+51,5.493336364952795,2.4383560493097516,3.7346372404974186,1.030258018653337,Iris-versicolor
+52,6.1768447332130805,2.187270942282765,4.488011490287239,1.5030536611948118,Iris-versicolor
+53,6.797266361519312,2.7873322509343863,4.766792331184958,1.3810143368138519,Iris-versicolor
+54,4.938570856031942,2.4176142248980392,3.261397700054302,1.0357270585872573,Iris-versicolor
+55,4.75537169412085,3.3914463100696226,1.49976887500897,0.19611353541422388,Iris-setosa
+56,4.8481626395190345,3.078028593229435,1.495960674407239,0.1000001169263003,Iris-setosa
+57,5.517152860840607,2.6258410977201923,4.37193472543968,1.2029085192785263,Iris-versicolor
+58,7.601120329152288,3.0,6.614957544402254,2.102815424575721,Iris-virginica
+59,5.475620725151738,2.3665198420275546,3.6233993707157204,0.9255909394033837,Iris-versicolor
+60,4.793395800916965,3.0,1.3892980612948935,0.1,Iris-setosa
+61,6.489474118683214,3.0,5.4791148415263065,1.7964324586334768,Iris-virginica
+62,6.519502799940407,3.0,4.38364362618891,1.381133423162769,Iris-versicolor
+63,7.682774746368723,2.8254111974267895,6.652381106904911,2.0140118503916327,Iris-virginica
+64,4.877138082138082,2.3981408946095195,3.207714302713594,0.8845187670709258,Iris-versicolor
+65,7.704588798751552,2.608635542723191,6.9,2.301292036963036,Iris-virginica
+66,7.682454777030555,2.608323728297483,6.899998127593956,2.3109608119430924,Iris-virginica
+67,4.4,3.189414020114321,1.309260325530717,0.2035170138830974,Iris-setosa
+68,4.790742607229332,2.366185496885543,3.440849563464068,0.9363445254273781,Iris-versicolor
+69,7.277925051177654,3.0,6.251842598675998,2.1154203662217905,Iris-virginica
+70,7.435931755422905,3.0,6.397906591873852,2.076504790385205,Iris-virginica
+71,4.990729090599256,3.3927314072575987,1.499899090626938,0.4812548369348193,Iris-setosa
+72,6.785840217561674,2.7966357649056035,4.798651229695057,1.4240428864658246,Iris-versicolor
+73,6.202632522185901,3.353836046157278,4.631172359927629,1.610490080068695,Iris-versicolor
+74,4.59609845138086,3.613704955744787,1.000000514311262,0.19915404351026844,Iris-setosa
+75,4.910996165385875,3.0,1.401159856105435,0.19608684557421213,Iris-setosa
+76,5.353448231908201,3.40875939830499,1.5640624492387476,0.3627101538246792,Iris-setosa
+77,5.6479569338892475,2.9067136848048682,3.899381524755638,1.3122855293524243,Iris-versicolor
+78,4.7530507806226705,3.0,1.401689130675627,0.29780226216318706,Iris-setosa
+79,4.900055905390074,3.1059092978416114,1.5877303639616924,0.10000011205164892,Iris-setosa
+80,7.711265596014327,2.602561935011446,6.9,2.316196692753343,Iris-virginica
+81,4.602170951885654,3.6149809647102242,1.0000004581503839,0.19897826996838808,Iris-setosa
+82,4.844313760536787,3.0,1.4252812335588156,0.10000013155076663,Iris-setosa
+83,6.005645529330491,2.8765047209334136,4.529136270590447,1.5057340289737988,Iris-versicolor
+84,5.34503250709827,3.678195287222429,1.495747437435163,0.19944402296324562,Iris-setosa
+85,6.103978653699456,2.595316167781246,5.603903735325566,1.4155278766203587,Iris-virginica
+86,7.9,3.8071066756510996,6.383056585112759,1.9847830571733662,Iris-virginica
+87,6.301393386663638,2.308958279928866,4.4215330557249874,1.3037177960394108,Iris-versicolor
+88,5.625022494975481,3.0,4.537820624938929,1.5014869102312973,Iris-versicolor
+89,5.775320108787873,2.70978673345727,5.069011148017625,1.8842952947413194,Iris-virginica
+90,6.475786640927251,3.0,5.825272766714952,2.210208070855532,Iris-virginica
+91,4.8060643660624045,3.0,1.3813468930455146,0.1,Iris-setosa
+92,7.723709131530559,2.564568320376363,6.89999875480599,2.307215517004219,Iris-virginica
+93,5.011582294335248,2.462404559156745,2.946011823315432,1.0630059390666466,Iris-versicolor
+94,6.708174494906112,3.2369783374207386,5.72022015016347,2.1126737263500894,Iris-virginica
+95,7.899997341706869,3.766506599517675,6.373731257410677,2.001750302746563,Iris-virginica
+96,6.491164104088756,3.0,5.510939315269465,1.8080273349022076,Iris-virginica
+97,5.906717256885386,2.9091663970004884,4.5497491830272025,1.321218849748143,Iris-versicolor
+98,5.149620133529727,2.5029687333536588,3.250995173806075,1.1085833973466095,Iris-versicolor
+99,6.264128616375038,2.8552978758794225,5.601372443843325,1.8047756885954633,Iris-virginica
+100,7.063486948021138,2.828943463285127,6.145390441720076,1.7650418996635155,Iris-virginica
+101,5.5590583355701755,2.4661023184132866,3.822445482033558,1.0658169383539602,Iris-versicolor
+102,7.656637644335027,2.5866474356569595,6.9,2.300011994852328,Iris-virginica
+103,6.309321349633975,2.4950755588743085,4.953578022951996,1.9154198501887618,Iris-virginica
+104,6.240546904212756,2.2656658215464307,4.633373542810741,1.4834656204257517,Iris-versicolor
+105,7.680431214377516,2.629283436426628,6.89999865334597,2.2924345858466406,Iris-virginica
+106,6.089016956145247,2.6608432851509476,5.083264024886846,1.5511366057533698,Iris-versicolor
+107,5.697459185569931,2.747721574826612,4.457528738172579,1.2542037234520396,Iris-versicolor
+108,6.493358623773661,3.1979460557800965,5.078731139553324,1.9810364149786024,Iris-virginica
+109,5.398764722388288,3.4022457972223226,1.76945892293784,0.20051737846989606,Iris-setosa
+110,4.624175695946708,3.3944703120679187,1.4099677478615356,0.29852849442437324,Iris-setosa
+111,6.504228881037233,3.1356167166607567,4.634597556956629,1.4970102702526793,Iris-versicolor
+112,6.27925754175153,2.302336645453724,4.429302504436901,1.3066686990501999,Iris-versicolor
+113,6.102015939905539,3.3590434340071607,4.5417401088617435,1.592090099746375,Iris-versicolor
+114,7.9,3.8040039533707426,6.449120223569462,2.0180555524339354,Iris-virginica
+115,5.541002768268829,2.438200300652402,3.8085116889450576,1.043969358444705,Iris-versicolor
+116,7.259953395329633,2.904050669697201,6.277580914932992,1.785191178185874,Iris-virginica
+117,5.085458276363472,2.4891415071501584,3.02772972530577,1.0853225708401149,Iris-versicolor
+118,4.961618775308273,2.4527679916272804,3.029759466363224,1.024562322553676,Iris-versicolor
+119,4.4,3.183110284719094,1.3074618528020818,0.20294257448450112,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/26/test.csv b/iris/tab_ddpm/5_3/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/26/train.csv b/iris/tab_ddpm/5_3/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/26/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/26/val.csv b/iris/tab_ddpm/5_3/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/27/synth.csv b/iris/tab_ddpm/5_3/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1b1136381e5f729e98958b72b5db27fe554a9ff6
--- /dev/null
+++ b/iris/tab_ddpm/5_3/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899998241388381,3.790703833506143,6.432479894134409,1.9799216698977633,Iris-virginica
+1,4.795507841617545,3.0,1.4211727152738438,0.1,Iris-setosa
+2,5.10765642568693,3.5883675839151437,1.430710993415682,0.1918721762800975,Iris-setosa
+3,5.762669042794129,2.8530504463354713,4.288208839231352,1.3053271029595146,Iris-versicolor
+4,4.910328745633763,3.0920614346053554,1.4948000602296998,0.1,Iris-setosa
+5,7.689547596997733,2.8005062768661815,6.681200827838979,1.9980443616658998,Iris-virginica
+6,4.400000457303521,2.880036918871813,1.3777643731851916,0.2002924263022246,Iris-setosa
+7,6.266874666358173,2.288582885636324,4.436913591568846,1.3114805574156585,Iris-versicolor
+8,5.082999527793255,3.5098827669271797,1.4280884879146694,0.3037932458989013,Iris-setosa
+9,4.900224709756604,3.0935481021003164,1.4999032448549285,0.10000011099588027,Iris-setosa
+10,4.958886013957267,3.4028016020666514,1.5462238963920494,0.38684519679285345,Iris-setosa
+11,4.600535685444117,3.619448534507191,1.0000004163026883,0.19627638091989857,Iris-setosa
+12,5.697320195513279,3.0,4.430286564151645,1.4784797660551974,Iris-versicolor
+13,4.605971477891463,3.385236411011228,1.4028366062723965,0.2978695334432742,Iris-setosa
+14,6.09812510705769,2.638971527753915,4.2369138062886655,1.155839120543305,Iris-versicolor
+15,6.298846235024757,2.902906736295718,5.634788252871251,1.8398852750092642,Iris-virginica
+16,6.719431357911132,3.287119750705618,5.674967288516251,2.5,Iris-virginica
+17,5.872796853783956,3.0,4.251286389962778,1.4848864812110472,Iris-versicolor
+18,4.877954516331187,2.378917493254075,3.4593148819899837,1.0080251109241336,Iris-versicolor
+19,4.992538152865431,3.3990715083418306,1.4985366779082818,0.3417081581933266,Iris-setosa
+20,5.084737956013178,3.8041016771876843,1.6652472405934122,0.19702615182994926,Iris-setosa
+21,6.6777482065870775,2.486931623766881,5.783218101888303,1.8010908157088477,Iris-virginica
+22,5.442419271621931,3.397328791444711,1.796614958749497,0.2022042006457152,Iris-setosa
+23,6.034557880863288,3.3720626395112574,4.50306992151927,1.5951699513608764,Iris-versicolor
+24,5.622616149611728,3.0,4.459449319840554,1.5091251401814085,Iris-versicolor
+25,6.014356200705074,2.2148522287308543,5.008539141210383,1.49367231966625,Iris-virginica
+26,5.729954540487755,2.8823860586565924,4.175438090105716,1.289148461970368,Iris-versicolor
+27,4.880884759075494,2.414952332895777,3.346356113093417,1.0046618848147606,Iris-versicolor
+28,5.639325630369237,3.0,4.182376120713295,1.2713953887865113,Iris-versicolor
+29,6.713156561673594,3.3024878441777137,5.703406290530772,2.5,Iris-virginica
+30,6.28386705335829,3.4005852284914324,5.585009513651278,2.3958709539968805,Iris-virginica
+31,6.947512513502786,3.212494983095827,5.66095996850581,2.316887270876279,Iris-virginica
+32,5.594869415511898,2.9017642401572163,3.558100945246279,1.3026534095244924,Iris-versicolor
+33,5.198478491801854,2.7232869204985737,3.9498096947604964,1.411484069576828,Iris-versicolor
+34,5.104079989105281,3.8024310218934314,1.6768116817016032,0.20042242553142867,Iris-setosa
+35,4.862955887698258,3.0100635942680967,1.4389594525782232,0.10000009230627782,Iris-setosa
+36,5.571657823265834,2.8825666683743107,3.641130934380839,1.3059861200869465,Iris-versicolor
+37,5.593895740855483,2.476798311622583,3.954182292984721,1.0611343834263536,Iris-versicolor
+38,6.883908116436056,3.2331725941691563,5.7238173378338315,2.255830778590305,Iris-virginica
+39,6.775562785395028,2.796439057888896,4.720761171267789,1.3963021978249957,Iris-versicolor
+40,6.303870947696024,2.3130249125417457,4.432613260960564,1.3030291429794916,Iris-versicolor
+41,6.107774034763404,3.019369093922045,4.619261086095578,1.4475571915572552,Iris-versicolor
+42,4.994176843703805,3.5987321241381878,1.4014280186474193,0.20067910161298655,Iris-setosa
+43,5.790358192440386,2.7259990683797914,5.135169624952831,1.8910239574840932,Iris-virginica
+44,4.565436921050736,3.3722126053864865,1.3557887280406915,0.2998881757648719,Iris-setosa
+45,5.000182782738286,2.0000006863780833,3.3579415957387466,0.9545460188812966,Iris-versicolor
+46,6.720563081904783,3.2576096773031273,5.7262235398373065,2.1948527346292264,Iris-virginica
+47,6.021964036305228,2.672742351893575,5.060572885683093,1.5843816218064573,Iris-versicolor
+48,4.857779710132199,3.0099181477363954,1.439616673466534,0.10000010874891534,Iris-setosa
+49,7.690225028118427,2.5884804147145206,6.899998763653008,2.307365959361889,Iris-virginica
+50,4.8204240008827295,3.0,1.387223082344343,0.1,Iris-setosa
+51,7.253151914589663,3.0,6.127129990916912,2.1306362806009282,Iris-virginica
+52,5.177786546150445,2.6856905910373348,3.795497063714275,1.3954302246289723,Iris-versicolor
+53,7.36082925722646,2.902045514292812,6.361670408662007,1.8314665781851729,Iris-virginica
+54,4.598867048325786,3.393427205944108,1.4014602624450652,0.36036160303089804,Iris-setosa
+55,5.811762474985676,2.686169269841,5.079703065206668,1.9155246415922726,Iris-virginica
+56,4.90757954430847,3.0,1.4027153368112526,0.19843940985002229,Iris-setosa
+57,4.870972716498672,3.0,1.4127539764271195,0.10000041051066245,Iris-setosa
+58,4.593097195133838,3.6254502752771267,1.0,0.20041588455423534,Iris-setosa
+59,6.677923993469389,3.302071330655731,5.668792086431708,2.092413429123062,Iris-virginica
+60,6.775928845671676,3.21246234703427,5.767583865630196,2.247304538170807,Iris-virginica
+61,7.677213284505463,2.779737832701188,6.6913096966426195,1.9853702941661813,Iris-virginica
+62,6.62190621735941,3.0,4.435664603499428,1.4347827214343245,Iris-versicolor
+63,5.348241250705387,3.8999996334304625,1.3008833499022159,0.35991160020996543,Iris-setosa
+64,5.431152672364519,3.375840612958394,1.804295574917398,0.19899814642944022,Iris-setosa
+65,5.907315109232558,3.0,5.1072947570077565,1.8402641852805932,Iris-virginica
+66,6.739851892043234,2.528272513288732,5.849246237266784,1.8078079475543885,Iris-virginica
+67,7.698895838471061,2.5946213809851284,6.899998859382963,2.299831173544572,Iris-virginica
+68,5.185052651066719,3.3925595525887187,1.3934990800604652,0.19933128143033213,Iris-setosa
+69,5.1178570924488,3.5006167653011993,1.3961173913627833,0.2930993542800377,Iris-setosa
+70,6.658470346785332,3.026211781458199,4.572754231329179,1.4559774271134667,Iris-versicolor
+71,6.23615207023587,3.3292199729812793,4.626995141744357,1.596999724980239,Iris-versicolor
+72,5.179269324182031,2.6774983878245386,3.8680057366511003,1.3923770664568633,Iris-versicolor
+73,6.686524394349778,3.3121018615590514,5.689646973646016,2.5,Iris-virginica
+74,6.088717380597579,2.589980393715107,5.6126683517404174,1.4000983249216992,Iris-virginica
+75,6.7693243648534205,3.221996342693464,5.85029558535517,2.2547702181333196,Iris-virginica
+76,6.515648748565699,3.0,5.820604650224017,2.177545975878033,Iris-virginica
+77,5.682481125599852,3.799462642595773,1.8701764403408785,0.32782581788236576,Iris-setosa
+78,6.805603982019325,3.0,5.5136185823664645,2.1044971289398537,Iris-virginica
+79,4.400000608046702,2.879392176006199,1.4023155468489201,0.20480626293000753,Iris-setosa
+80,5.452065798661022,3.4020703985193417,1.499033845437171,0.34885438127392876,Iris-setosa
+81,5.673417678390045,2.8115886257377065,4.479090686542557,1.2529934453923195,Iris-versicolor
+82,5.5783712535086325,2.4443013281778314,3.8007880923796913,1.0719833956106415,Iris-versicolor
+83,5.373846833578181,3.8999995853187626,1.296571869400529,0.39423698591224693,Iris-setosa
+84,6.534360790318942,3.0,4.336915544184019,1.3666338441168806,Iris-versicolor
+85,6.14009829462169,2.809902815023262,4.698977418181458,1.1979275835428962,Iris-versicolor
+86,6.2185051992447224,2.9110846217832065,5.607595943807707,1.7802039107888903,Iris-virginica
+87,4.892040219497614,3.0,1.394444384573593,0.20380509593378668,Iris-setosa
+88,4.4,2.9384634603615036,1.3902890396383873,0.19459846864640373,Iris-setosa
+89,6.358211863055569,2.8664738700001298,4.27988828772279,1.2777214561944903,Iris-versicolor
+90,6.900918712189807,3.1900624624793883,5.746447913238644,2.3034714549693844,Iris-virginica
+91,7.9,3.801484385059508,6.399990767112731,1.9533081185234409,Iris-virginica
+92,6.243959947757526,2.5020104458567376,4.9560042459923395,1.5039023764522337,Iris-versicolor
+93,6.4614977955442985,3.193845861218113,5.058763359137414,1.9867150995849405,Iris-virginica
+94,5.513020463553229,2.5058171435914462,4.249973965254146,1.1313125686439494,Iris-versicolor
+95,4.507956857525486,2.311754092054368,1.3077027807716441,0.29908665243285015,Iris-setosa
+96,6.195530017001315,2.212162212843722,4.476863469810405,1.4970442899617142,Iris-versicolor
+97,7.231446779341385,2.8928620544688215,6.191273184333452,1.7746431216747414,Iris-virginica
+98,6.19445087429949,2.2003849340899673,4.4921268425302925,1.5066101411530326,Iris-versicolor
+99,6.18379435203989,2.8481337337954717,4.694522782389988,1.2600629016411953,Iris-versicolor
+100,7.709994046681761,2.598103241041035,6.8999989524740615,2.2965652900630436,Iris-virginica
+101,5.612496008834133,2.900935243010873,3.5723640090592204,1.2913052073236786,Iris-versicolor
+102,6.427679610927225,2.9255930244276165,4.297455728580881,1.3156032926466081,Iris-versicolor
+103,5.055520117288604,3.547272590350362,1.3961360434338612,0.19514772686533577,Iris-setosa
+104,7.731517827254674,2.5732187866888614,6.899998998237237,2.2845322791723093,Iris-virginica
+105,5.834534527998406,2.715879540658324,5.094125499840856,1.9091214018706297,Iris-virginica
+106,5.1133015433579265,3.7609391320890904,1.6193014156758085,0.25989703884755205,Iris-setosa
+107,6.519236330796639,3.0,4.297673662549489,1.3562020726713966,Iris-versicolor
+108,6.3076795689885135,2.508838517477462,4.887387019374272,1.490953924397885,Iris-versicolor
+109,6.253943203103744,2.5163842474078097,4.953568701489564,1.505212370176704,Iris-versicolor
+110,7.31507796524537,3.0,6.260617922035147,2.1131300222948983,Iris-virginica
+111,6.7182648011919515,3.130366728280784,4.705360815961515,1.5058728074823435,Iris-versicolor
+112,6.8009031759128575,3.193970591273269,5.7753049127623335,2.2818836118609873,Iris-virginica
+113,6.292283980770983,3.290657273337183,4.670136241130948,1.5837200561002045,Iris-versicolor
+114,4.728988861766173,3.3749787228536383,1.4742151469371736,0.22354299156137206,Iris-setosa
+115,5.003687488663192,2.0,3.4968919756401267,0.9999161278497704,Iris-versicolor
+116,4.997115441053213,2.0,3.4982649930992338,0.9691161647877384,Iris-versicolor
+117,6.301148077731821,2.3648020025773566,4.7722272331176185,1.508003877169689,Iris-versicolor
+118,6.308459766725548,2.4787601536479387,4.847716539182836,1.505835040634335,Iris-versicolor
+119,5.584056000173514,3.0,4.497537352298262,1.5044970037516374,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/27/test.csv b/iris/tab_ddpm/5_3/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/27/train.csv b/iris/tab_ddpm/5_3/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/27/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/27/val.csv b/iris/tab_ddpm/5_3/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/28/synth.csv b/iris/tab_ddpm/5_3/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7c5e8e7fa87fa65d493b6a11040e2acbe1536620
--- /dev/null
+++ b/iris/tab_ddpm/5_3/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.732190601497012,3.8059225609355556,1.7565785006383092,0.307406870432524,Iris-setosa
+1,6.095129069819835,2.9634507686560516,4.5013786275244465,1.45818590459951,Iris-versicolor
+2,6.476319005702049,3.113853957223711,5.155373619687371,1.9171231425543789,Iris-virginica
+3,4.897280641351686,3.0,1.400149040489886,0.2000111525846544,Iris-setosa
+4,5.420976446806753,3.398816276663866,1.4958312010162906,0.3467209919151244,Iris-setosa
+5,6.320454128549859,2.314124460737136,4.375304781518349,1.2971156478836927,Iris-versicolor
+6,5.213961837809359,3.4127346369426643,1.3951213169028829,0.19679719248842648,Iris-setosa
+7,7.298320953522336,2.9350298296009725,6.210369932982938,1.8562438526253169,Iris-virginica
+8,6.128413733787067,3.337450157348964,4.5951680347148525,1.6085811549987163,Iris-versicolor
+9,5.567597292028028,2.443878186469032,3.8196833209317362,1.0592206434583482,Iris-versicolor
+10,6.144006136542848,3.334416682468982,4.647068368654825,1.5966639193904388,Iris-versicolor
+11,5.658233117525762,3.788061593648894,1.6837784393868094,0.2875610584414105,Iris-setosa
+12,7.736690601379244,2.610310250733071,6.8999985357062945,2.2973269678618853,Iris-virginica
+13,6.714681733863589,3.3366713920079816,5.696035590028737,2.5,Iris-virginica
+14,6.135112080723615,3.3423676621795844,4.588465473300395,1.609931858686267,Iris-versicolor
+15,5.946359161369601,3.0,5.1584576120703876,1.8019523972012674,Iris-virginica
+16,4.9095512755869395,3.1091097086462494,1.524968174930618,0.1,Iris-setosa
+17,5.0672223400128615,2.4890718667273415,3.3170908685270373,1.1107323955251815,Iris-versicolor
+18,6.024554921634964,2.228514654707991,4.983326063528756,1.4891709245889648,Iris-virginica
+19,7.315656753946211,2.908534312093017,6.360353383900615,1.815431337054025,Iris-virginica
+20,6.711989766459276,2.5037847109442914,5.779409401892097,1.7780991394997698,Iris-virginica
+21,7.713549944811236,2.8051448391159886,6.691333238015082,1.9805371610037972,Iris-virginica
+22,7.9,3.8088693933976865,6.3827310113098354,2.018513710658474,Iris-virginica
+23,7.9,3.8062100644018213,6.451950931497977,1.9906140504635217,Iris-virginica
+24,6.047203861221755,3.0,4.628262549481538,1.368441042842106,Iris-versicolor
+25,6.866866812328698,3.1057225836466316,5.093407412563709,2.2890484551481074,Iris-virginica
+26,5.137502455161417,3.4718910827270224,1.3953063128531031,0.2036145547413186,Iris-setosa
+27,5.286914878101832,2.444311252890378,3.50044373223745,1.0007252447809247,Iris-versicolor
+28,6.340520230617647,2.5109524223034603,5.019856311547902,1.8983905739195692,Iris-virginica
+29,6.30472304262857,3.404204557659285,5.616500577436378,2.3929884562133026,Iris-virginica
+30,6.310000085631874,2.3647252747402883,4.481788658026435,1.314039973241526,Iris-versicolor
+31,4.628624830702026,3.589118880886576,1.000000703946061,0.20234214912333834,Iris-setosa
+32,7.485360109557418,3.0,6.453139836866606,2.1007019689378525,Iris-virginica
+33,6.605045637365296,3.0,5.607211341268961,1.7893812918041272,Iris-virginica
+34,6.263424605053306,2.2818893350566176,4.565886308718671,1.4878105748835015,Iris-versicolor
+35,5.083281457687356,3.702382273043465,1.4968067858965617,0.41228875303945806,Iris-setosa
+36,5.145444656082532,3.785366157137234,1.5451175193137308,0.2069870339576521,Iris-setosa
+37,5.3304641825363515,3.6420662573251983,1.4967123785845229,0.20171944976800238,Iris-setosa
+38,5.661147138599342,2.9024579523658423,4.310452948445023,1.3009435786300645,Iris-versicolor
+39,6.461818581829151,3.0,5.511146677568776,1.785862607725715,Iris-virginica
+40,6.128552811767246,2.590194689064675,5.066707851698575,1.5594363957767579,Iris-versicolor
+41,5.94348829528602,2.9206257747726942,4.41675249067555,1.495372012415688,Iris-versicolor
+42,5.809620928598904,2.9606992583457727,4.0503666496827915,1.4760468122848205,Iris-versicolor
+43,5.7031397691266985,3.801534713172248,1.5496611193528438,0.3177174703891024,Iris-setosa
+44,5.807154337055587,2.6942510666466206,4.087306981848263,0.8729840645305176,Iris-versicolor
+45,4.624164497376102,3.598432199926976,1.0000004263157911,0.1952442818973418,Iris-setosa
+46,5.096403901394142,3.49670136872748,1.3951856898540194,0.3105385843022598,Iris-setosa
+47,5.567414841598416,2.504283220372261,3.8580882015024773,1.0649946187711234,Iris-versicolor
+48,5.953705875728992,2.692720628895348,5.052722944418726,1.5829105189851571,Iris-versicolor
+49,5.989452230993049,3.3727634948892575,4.45082694426512,1.6133654182604773,Iris-versicolor
+50,5.409595444873803,3.3912730859459774,1.5537699290927736,0.20061656210148182,Iris-setosa
+51,4.4,2.8883772847957876,1.39583838285174,0.19774351557572054,Iris-setosa
+52,4.902306366493847,3.0670699727856188,1.4967189475316507,0.1,Iris-setosa
+53,4.4,2.8878000732621127,1.4004717625564735,0.20362750328159865,Iris-setosa
+54,6.271829761124053,2.267576443610713,4.6648945072357675,1.4912815884841915,Iris-versicolor
+55,6.5300220632629005,3.0,4.349459344575792,1.3562216029998833,Iris-versicolor
+56,5.221267601395966,2.7155029073297543,3.8751527229073988,1.4053599259766065,Iris-versicolor
+57,6.710776345773466,3.291806042324662,5.692659056941694,2.5,Iris-virginica
+58,7.684122989230898,2.591609400649321,6.899998450177177,2.29450660842215,Iris-virginica
+59,6.826194092306916,3.2133918921165145,5.678866721623188,2.2675818935813465,Iris-virginica
+60,6.319120723203644,3.3996116680721293,5.619093157100111,2.399458574984764,Iris-virginica
+61,6.522893884936126,3.0,5.780771782139006,2.203053078783817,Iris-virginica
+62,5.10292690913319,3.501879356246812,1.3943168569683504,0.29525248411584515,Iris-setosa
+63,6.153219911211199,2.617349860206088,5.604125512526381,1.4227440582249697,Iris-virginica
+64,6.6956497131548485,3.318650320835223,5.692272626639069,2.5,Iris-virginica
+65,5.429943425135206,3.8999995719875056,1.266794528917221,0.4055988311093961,Iris-setosa
+66,6.214651770100049,2.2392384724259466,4.515665008207445,1.491597455667773,Iris-versicolor
+67,6.696966084820211,3.297911784128793,5.679330268409308,2.5,Iris-virginica
+68,7.689999992929909,2.806155489954537,6.682306840138918,2.006106680089209,Iris-virginica
+69,5.786675821457835,2.704757489995158,4.064083727145368,1.0130782665981375,Iris-versicolor
+70,4.4,3.203797866671624,1.3049762586889646,0.19988778784083788,Iris-setosa
+71,5.399984633751476,3.8999994678148764,1.3101717728664037,0.35827813360159844,Iris-setosa
+72,7.693855729274222,2.6081742577239715,6.9,2.302028968819607,Iris-virginica
+73,5.028293365910419,3.5697173665014783,1.402395795523225,0.20967921970168757,Iris-setosa
+74,5.10781084489964,3.4959392549100796,1.3987899647201236,0.21211846535106418,Iris-setosa
+75,4.601354110137111,2.7322565187857086,1.3592688503964934,0.34671646860254457,Iris-setosa
+76,5.387972401314218,3.391387644013044,1.4990471276667061,0.19211817053850716,Iris-setosa
+77,5.657888417303475,2.922862750689341,3.9574064228040697,1.3027623042945926,Iris-versicolor
+78,5.9025881850411865,3.0,4.225424004519423,1.4667837670099282,Iris-versicolor
+79,5.0985197262284645,3.4914400283102784,1.4011525486213288,0.2034223606919012,Iris-setosa
+80,4.909516034862091,2.4327496134139825,3.4422394930426305,1.0306555195500287,Iris-versicolor
+81,4.7886714237220005,3.380702869835301,1.5967715459662373,0.20115403550972583,Iris-setosa
+82,6.092080844787206,2.586640759790464,5.590316535231253,1.3950286597843604,Iris-virginica
+83,5.687353774462833,2.949393847999565,4.23639968991829,1.2792783374851044,Iris-versicolor
+84,4.904263374375526,2.391897430458406,3.3080161479215704,0.9725579361967509,Iris-versicolor
+85,5.776857041421977,2.7480582921199472,4.150242972907073,1.0043366321419644,Iris-versicolor
+86,5.305270863665149,3.6389352210721526,1.4941671142662332,0.19918042029290656,Iris-setosa
+87,5.199485040691481,3.411229566411675,1.3694426614977833,0.2021165495371805,Iris-setosa
+88,5.435253907047083,3.3992847436787264,1.6430720661735476,0.1987639010089287,Iris-setosa
+89,5.116055202396479,3.3730087998208607,1.6703470526136852,0.1950315614485332,Iris-setosa
+90,6.109914257207274,3.363276001595549,4.576260094295716,1.5609342506309898,Iris-versicolor
+91,6.764251676194344,3.214892488505216,5.801704230097914,2.298855327653573,Iris-virginica
+92,5.665236703674296,2.551001628608667,4.002555086999728,1.0829455812298434,Iris-versicolor
+93,4.400000496908271,2.899548395917779,1.4030811901852092,0.1963499222458502,Iris-setosa
+94,6.681111634122474,3.2770824426555842,5.6675462112227635,2.4999994889308206,Iris-virginica
+95,7.659748197327194,2.58964035419028,6.899998734152742,2.2864760954648125,Iris-virginica
+96,5.196037789504727,2.6910364070918535,3.8016320657522047,1.3977364692144332,Iris-versicolor
+97,4.4000004452683,3.0,1.3281217487409378,0.19979433276101655,Iris-setosa
+98,5.612220483792468,3.0,4.102868257733092,1.3054735641741184,Iris-versicolor
+99,6.011669776743503,2.6669145286556706,5.05140671105501,1.6211132355595785,Iris-versicolor
+100,4.621484818028481,3.396781518322928,1.3888507634934009,0.30064967097796175,Iris-setosa
+101,6.317393681651579,2.864726216150934,4.3114746003355835,1.2617246477827633,Iris-versicolor
+102,6.701795829090814,3.3028275678982046,5.696569422655508,2.096277290925037,Iris-virginica
+103,4.400000707594076,2.9122554823616387,1.4029902414234143,0.2012193419378321,Iris-setosa
+104,6.282866765438405,2.459768974085261,4.882189300801051,1.523970811461204,Iris-versicolor
+105,5.946627894518045,2.204595751039806,4.974814628651008,1.5003481674254173,Iris-virginica
+106,5.146889420476244,3.469561468958791,1.3963524060020673,0.19741110989235605,Iris-setosa
+107,5.431384033280824,3.3897428056056347,1.8062400911585401,0.19588467251639585,Iris-setosa
+108,4.608703644709363,3.6128832509955515,1.0000004283169566,0.1961617996346603,Iris-setosa
+109,6.540474990764083,2.989195149225556,4.322837300058758,1.359529963830812,Iris-versicolor
+110,4.4,3.187555950249463,1.2752522303888782,0.20177631532292584,Iris-setosa
+111,5.008336199919909,2.436305074646474,2.968975173576095,1.0395330753261012,Iris-versicolor
+112,4.824910101477151,3.0,1.4066665344634897,0.1,Iris-setosa
+113,7.693760827418352,2.6011031022380986,6.8999987819177395,2.298115217996455,Iris-virginica
+114,6.302684627871388,2.5060873192268818,5.2005734079393084,1.9099715155183739,Iris-virginica
+115,7.9,3.806972327816728,6.389800891060593,2.031770053860155,Iris-virginica
+116,6.8270332486567975,3.201822950801274,5.782669663881648,2.294131892950023,Iris-virginica
+117,5.249561038108503,2.4636581381079274,3.352894951844674,1.062007107636714,Iris-versicolor
+118,7.659693009836446,2.7995133173044744,6.688035236440994,1.9909538707842196,Iris-virginica
+119,5.905435539328049,3.0,5.097585650785402,1.7962860735389636,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/28/test.csv b/iris/tab_ddpm/5_3/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/28/train.csv b/iris/tab_ddpm/5_3/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/28/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/28/val.csv b/iris/tab_ddpm/5_3/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/29/synth.csv b/iris/tab_ddpm/5_3/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a9485418e8580b494d88ca212049be071dea5001
--- /dev/null
+++ b/iris/tab_ddpm/5_3/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7927060034182367,6.342795233744285,2.0137896642936663,Iris-virginica
+1,5.524890208982671,2.6064900754027245,4.424932662439016,1.206964231781045,Iris-versicolor
+2,4.510828633103445,2.378576714049468,1.2752764624458597,0.3023125425448813,Iris-setosa
+3,5.200214404106908,3.4204291382547023,1.4009524451822337,0.20433961372499887,Iris-setosa
+4,4.622767901551906,3.6077655712527803,1.0,0.20376964735207523,Iris-setosa
+5,5.76680755545023,2.7445616322556217,4.2299615887347315,1.0839314502241248,Iris-versicolor
+6,4.494868127786355,2.327016904883733,1.2927755167728763,0.2846979324754283,Iris-setosa
+7,6.086425817433801,2.6019213172514233,5.026513263467668,1.5577899961225616,Iris-versicolor
+8,4.590104956394187,3.617961040822063,1.0,0.19498886316652206,Iris-setosa
+9,6.3099584885752416,2.3343349236713173,4.4062366353335625,1.3075774951883643,Iris-versicolor
+10,5.612693564415239,3.0,4.090461603857649,1.2761741054193048,Iris-versicolor
+11,5.007989601680071,3.5687687341986685,1.4056680932581804,0.19950017863282743,Iris-setosa
+12,5.276327283442005,2.7340029750975168,4.091178719388737,1.386351182130323,Iris-versicolor
+13,5.503353667992678,3.8999996480834813,1.3322713087421212,0.38482148316964593,Iris-setosa
+14,6.3015904986770535,2.5019823630693083,4.908126540925722,1.5108424886970557,Iris-versicolor
+15,5.092583908837943,3.692437380071167,1.4964694009132333,0.42247451862635216,Iris-setosa
+16,4.820618513517541,3.0,1.3652833020487134,0.1,Iris-setosa
+17,7.9,3.807893755646279,6.404009274852286,1.9997943613010245,Iris-virginica
+18,4.400000541405531,2.904847060489853,1.3942845420092753,0.1955554785394227,Iris-setosa
+19,4.400000503699147,3.151282979079963,1.3238683887873952,0.1985754886758071,Iris-setosa
+20,5.0447071772403325,3.556554327881077,1.3872337200366895,0.19937206258098378,Iris-setosa
+21,6.080719466135143,3.382909289748559,4.548477820236872,1.6125525329800185,Iris-versicolor
+22,5.662408820960448,2.921230317557188,4.149633671562332,1.308277196357574,Iris-versicolor
+23,6.306684180612272,3.3878385326811085,5.599364093588156,2.3942426932932177,Iris-virginica
+24,6.89150434307174,3.10442209848686,5.138892947090346,2.31024976109609,Iris-virginica
+25,7.604448440288677,3.0,6.585943596151651,2.1118125159831544,Iris-virginica
+26,6.055840836241681,2.5483238227946945,5.492961940807395,1.4102441903712273,Iris-virginica
+27,5.654663125449564,2.789138110060782,4.450591920433438,1.292458385769143,Iris-versicolor
+28,6.3066551141750296,2.2704692263106008,4.39125908157461,1.305304449837216,Iris-versicolor
+29,6.808034871014956,3.1646294701485402,5.769811533080096,2.2768253051978276,Iris-virginica
+30,5.062159999653565,3.508965923025849,1.3895153307385426,0.20255916253787695,Iris-setosa
+31,5.422036268752742,3.9,1.3049695907533532,0.42309319432951675,Iris-setosa
+32,5.1800464105598145,3.689694879656431,1.4601438036640806,0.19579017385591838,Iris-setosa
+33,7.673395042667386,2.817754520577665,6.678259698149039,1.9866764116323878,Iris-virginica
+34,7.610956921902296,3.0,6.619016438772629,2.1052108835691055,Iris-virginica
+35,4.894484782981147,3.0893972532902696,1.5618289473687184,0.1,Iris-setosa
+36,6.2263571303092045,3.3212839536960836,4.663382209814951,1.611554722794016,Iris-versicolor
+37,6.798503309040984,3.177982536058383,5.7877109878996835,2.2926712492166663,Iris-virginica
+38,4.856904122395915,3.0,1.4007499190419346,0.20302424988752776,Iris-setosa
+39,6.301281731408445,2.292154831362833,4.3851044476583985,1.3012407610052386,Iris-versicolor
+40,5.8990601989674785,3.0,4.1332886810751965,1.491394863897931,Iris-versicolor
+41,4.835028236731734,3.0,1.4164181568922003,0.100000125997283,Iris-setosa
+42,7.9,3.804877561060044,6.370407362160352,2.0026836750946284,Iris-virginica
+43,5.099575920982871,3.500226170973846,1.3849339909608824,0.3221728270641911,Iris-setosa
+44,6.3271535443796365,2.929350350109916,5.599167639186671,1.8068810008274707,Iris-virginica
+45,6.593028820859412,3.0,4.404371134979434,1.4058206435908842,Iris-versicolor
+46,5.982864240022009,2.8587420858388053,4.527262601282123,1.5079545470098816,Iris-versicolor
+47,7.374632793090402,2.9193660487403648,6.382370805047598,1.819920786261731,Iris-virginica
+48,5.575893645261144,2.9335638826475194,3.6776613791706705,1.2797902824875973,Iris-versicolor
+49,5.472475078353111,3.8999996404664357,1.2874990380470164,0.4321451198765187,Iris-setosa
+50,6.2899514663110185,3.265448753629696,4.678194123592112,1.5847106246288956,Iris-versicolor
+51,6.090063479589044,2.604587267113163,5.605393304373517,1.400610667903083,Iris-virginica
+52,4.995960160864321,3.6154646626188747,1.3924594933340912,0.1992129891486847,Iris-setosa
+53,6.505992237357364,2.9785437530589522,4.351976227943116,1.3499070377334619,Iris-versicolor
+54,7.899998129490556,3.7852030283951765,6.375662893777756,1.9959805434302575,Iris-virginica
+55,5.529272293477439,2.3764714744388122,3.7608032262744766,1.0163360785308664,Iris-versicolor
+56,6.190274962990558,2.1918493109702846,4.477066035487497,1.5024460763993366,Iris-versicolor
+57,5.99992875027912,2.713830943965788,5.075321060974723,1.5661590187749856,Iris-versicolor
+58,5.527142104771607,2.4336692921242524,3.9552369450838127,1.1178178786791453,Iris-versicolor
+59,5.360744748918289,3.4114463684521574,1.4986346450820864,0.3703229628385439,Iris-setosa
+60,6.296493720709471,2.5181518549286643,4.8911427292161305,1.498624912535672,Iris-versicolor
+61,5.35597430516319,3.4014325483117385,1.4954179181970562,0.20457655113482234,Iris-setosa
+62,4.756201825621623,3.0,1.371703209119641,0.1,Iris-setosa
+63,5.020314648049263,2.455085602245846,3.1677322316519447,1.0571784168404605,Iris-versicolor
+64,6.793052376912834,2.780649817249248,4.746066934752214,1.3920290550100576,Iris-versicolor
+65,6.923540832581295,3.1183369956327405,5.12623518799154,2.311178482359416,Iris-virginica
+66,6.556773475180455,3.0560509829812634,5.3167409857842935,1.9385298833847637,Iris-virginica
+67,5.42201620019208,3.3948579703047757,1.5725662697026281,0.44517304892220055,Iris-setosa
+68,4.998389953112323,3.4029860552511786,1.659432541577218,0.41424814992527914,Iris-setosa
+69,6.002311170319853,2.6957057883683566,5.059326842711422,1.5847301866039514,Iris-versicolor
+70,6.443345959891904,2.924737876449101,4.295884652731807,1.3321423537809702,Iris-versicolor
+71,4.601146492003579,3.589681170823109,1.0000005045498686,0.20074911128525452,Iris-setosa
+72,6.872105682541426,3.1262078084964275,5.292745410262035,2.2915246760156736,Iris-virginica
+73,6.2923826037359,2.503121809912626,4.925897806767535,1.497443673891539,Iris-versicolor
+74,6.631920029055763,3.16948116654081,5.191957473264964,2.0894022538778954,Iris-virginica
+75,6.469396795175663,3.0,5.528718021198459,1.80723211284406,Iris-virginica
+76,5.96183898523995,2.909851616550413,4.503271748945572,1.494371378068201,Iris-versicolor
+77,5.2673796994265345,3.770191889512741,1.4987664944170977,0.20605145047413737,Iris-setosa
+78,6.219139949387354,3.3108808169794197,4.643760809342482,1.590799747977194,Iris-versicolor
+79,5.801946224885669,2.7314493804978497,4.159724549061049,1.0181159528205257,Iris-versicolor
+80,5.904213792989732,3.0,4.193195101649689,1.488110341730324,Iris-versicolor
+81,6.309720656134058,2.2630233503841133,4.40434559656689,1.309779511218672,Iris-versicolor
+82,6.855641432713978,3.0147275151866064,5.331517714943173,2.206170485593539,Iris-virginica
+83,4.400000564609967,3.148913257784748,1.3379808805219735,0.19756115145864261,Iris-setosa
+84,4.927681159229324,2.4405594286087595,3.4251861812725997,1.0313782474043294,Iris-versicolor
+85,6.549534949945453,3.0,4.3544390069344505,1.366510220385604,Iris-versicolor
+86,6.282820166228071,2.3130579392819652,4.371953451703788,1.28802711993813,Iris-versicolor
+87,6.210371924312591,2.19624590169738,4.457939743016486,1.4942817024343549,Iris-versicolor
+88,5.6112458696460505,3.0,4.500878511940382,1.504582160192123,Iris-versicolor
+89,6.30755799865806,2.8869655725821737,5.6129794639803405,1.8068520966137336,Iris-virginica
+90,6.212533308068534,2.197737873771007,4.504081753913304,1.4930757850773606,Iris-versicolor
+91,6.7005293247516935,2.499178774949838,5.8361656286841175,1.7924836002223359,Iris-virginica
+92,4.939333014460278,2.4478120289587944,3.2756903703691007,1.050750200934902,Iris-versicolor
+93,4.808087925214632,3.400087245136249,1.571959517284999,0.19830632230223522,Iris-setosa
+94,6.041770871819718,2.7872227858847625,4.673890948688621,1.1989967228586227,Iris-versicolor
+95,6.717779468860158,3.3035042623751063,5.711421573510052,2.1066164098505715,Iris-virginica
+96,5.672213310325775,3.8048378678060923,1.7566452713012983,0.2919756107456092,Iris-setosa
+97,5.998299864651781,2.225397094158741,5.029670765918832,1.5049208937307739,Iris-virginica
+98,4.996489284046021,2.00000070993587,3.5112523342326947,0.9968509921160749,Iris-versicolor
+99,6.80068839062522,3.192431184466873,5.853784032847809,2.2888930597041894,Iris-virginica
+100,4.89514059348386,3.0,1.374654628702633,0.1994823077498094,Iris-setosa
+101,4.780785626302073,2.984067192945172,1.3762147186178757,0.2745140736157943,Iris-setosa
+102,5.727056179529725,2.9026117207895807,4.296639617252775,1.3011041096299971,Iris-versicolor
+103,6.499101488137897,3.1786963906580703,5.086777207662813,2.0034931894867776,Iris-virginica
+104,5.612965373954921,2.9520276800138374,3.670365256651984,1.304488680702414,Iris-versicolor
+105,7.899998912171286,3.8022775036984537,6.41353765798269,1.9841532362132281,Iris-virginica
+106,6.296393300534696,2.321845867886596,4.439075986096089,1.3111344725147709,Iris-versicolor
+107,7.371026758134304,3.0,6.387479280738674,2.1055946155714396,Iris-virginica
+108,5.460305399022978,2.559468902179967,4.333254368635016,1.1605030185866523,Iris-versicolor
+109,7.714029627188192,2.581973143204086,6.9,2.3149375282086764,Iris-virginica
+110,4.808274642183164,3.0,1.4069717564042044,0.1,Iris-setosa
+111,6.201960816282508,2.1927465619423505,4.482778460506976,1.4945580900968798,Iris-versicolor
+112,5.615110987914156,2.9509919350688794,3.9716048826967514,1.307736161211189,Iris-versicolor
+113,5.045538694627725,3.508409516534982,1.393200338400461,0.20863387018035742,Iris-setosa
+114,7.9,3.8007843851792424,6.404063461895175,2.016129615705181,Iris-virginica
+115,5.501719727348293,2.4106767080622564,3.6511310497415894,0.9998103866896717,Iris-versicolor
+116,7.688081174819805,2.5818561916980483,6.9,2.302523706810826,Iris-virginica
+117,6.3314095755815805,3.005079900858217,5.231758940731645,1.8514891151456607,Iris-virginica
+118,5.799314862696417,2.8638911020565794,4.275226711615304,1.3136067003729655,Iris-versicolor
+119,4.8124691435352185,3.0,1.4022052562302472,0.10000010135969756,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/29/test.csv b/iris/tab_ddpm/5_3/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/29/train.csv b/iris/tab_ddpm/5_3/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/29/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/29/val.csv b/iris/tab_ddpm/5_3/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/3/synth.csv b/iris/tab_ddpm/5_3/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9d59e597061c5923769d37466ff06926fcca8163
--- /dev/null
+++ b/iris/tab_ddpm/5_3/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.930246709119152,3.082785966037827,1.4261750453981696,0.19856147131999685,Iris-setosa
+1,4.505563269409491,2.320162828188852,1.2998314836992098,0.2985919973989968,Iris-setosa
+2,6.735988052256174,3.2788148505134176,5.684982270516647,2.1450516402007485,Iris-virginica
+3,4.400000655938721,2.904089752884855,1.3675978399253057,0.1980456609532572,Iris-setosa
+4,6.463906035699293,3.0,5.551191089762642,1.8000490741874957,Iris-virginica
+5,6.172631002061143,2.220686680314233,4.4712549037999105,1.490462251415593,Iris-versicolor
+6,4.4,3.1936275269679015,1.2955530195940879,0.20044573896011222,Iris-setosa
+7,5.993791158260049,2.8770330978157523,4.537329015613466,1.5045829186943824,Iris-versicolor
+8,4.994083533505337,2.0,3.510086860756229,0.9065660083380565,Iris-versicolor
+9,7.899998336663103,3.7912351274584903,6.378815916973883,1.980944115316169,Iris-virginica
+10,5.399964291608625,3.8999994938777807,1.2982305852806226,0.42993667368454414,Iris-setosa
+11,6.02041507802437,2.7189353633460818,5.012197252994144,1.6042386078228428,Iris-versicolor
+12,5.573224944748924,2.445350636615437,3.826498174791058,1.0455187372649541,Iris-versicolor
+13,5.496277047902122,2.9750836309273967,4.024997535101539,1.3309316820851422,Iris-versicolor
+14,6.072307856365668,2.5924673307655266,5.61143060332219,1.4063964032808145,Iris-virginica
+15,4.589945479283815,3.6165335563830387,1.0,0.20329078741303416,Iris-setosa
+16,4.400000469015941,3.135687151247322,1.302037819332202,0.20126109804018144,Iris-setosa
+17,5.0140387590998605,2.000000477593322,3.4608747097606,1.0204558834504593,Iris-versicolor
+18,6.518959006848931,3.221590352984189,5.187822495319364,2.0476883542685504,Iris-virginica
+19,5.1071443562914824,3.8045114948898346,1.771763489284046,0.20029806560364613,Iris-setosa
+20,6.100840917248686,2.836291616390824,4.664882760333866,1.207107027469617,Iris-versicolor
+21,6.210692351303218,2.215087626602458,4.572331771049001,1.5067725529399292,Iris-versicolor
+22,5.408607120847156,3.9,1.2702136908839834,0.4412178334069912,Iris-setosa
+23,5.440096140720768,3.404818788810964,1.6058424330823686,0.20283488380083392,Iris-setosa
+24,5.995752996522759,2.6643475773756395,4.935412838505688,1.5512454880851683,Iris-versicolor
+25,5.147503582483517,3.703354715631843,1.6862632118561889,0.41426469566903307,Iris-setosa
+26,6.501788055769025,2.924143974816538,4.370710602838698,1.3286214361598714,Iris-versicolor
+27,5.625876827213489,3.0,4.445925168864206,1.493768789369722,Iris-versicolor
+28,5.670228192113759,2.9921440383346893,4.524989714102895,1.509578938299134,Iris-versicolor
+29,6.308148643331344,3.401515258454892,5.594941427291794,2.3996774350974737,Iris-virginica
+30,7.701340159773492,2.6096750916158666,6.9,2.326321931837601,Iris-virginica
+31,4.8906799358674915,3.0930818003802703,1.496244477400008,0.1000000974712651,Iris-setosa
+32,5.039843400701679,3.555718985392649,1.3997641274215158,0.20371259409590667,Iris-setosa
+33,5.359538716173067,3.3804001875799066,1.4932622797150905,0.20046767428150974,Iris-setosa
+34,5.392369685682023,3.4067108827227948,1.496107470718274,0.36639563093532707,Iris-setosa
+35,7.261730468078925,2.8846854421312362,6.269629758777125,1.7986304279449834,Iris-virginica
+36,4.611799330943029,3.588596901973774,1.0,0.19470142021819842,Iris-setosa
+37,5.980778725448072,2.7591267197370573,4.220335034863636,1.1566336131799966,Iris-versicolor
+38,6.191531822770976,2.204586913885187,4.5151569138577505,1.503956974731979,Iris-versicolor
+39,6.798287029857319,3.2042059974811377,5.95455294146653,2.291655351912963,Iris-virginica
+40,5.666225200518464,3.0,4.456148681478329,1.5027141793924934,Iris-versicolor
+41,5.805709500172561,2.851004358626662,4.509108572265942,1.3120994169737312,Iris-versicolor
+42,4.99981860937038,2.0000004783559495,3.463150329241261,0.9728942199157709,Iris-versicolor
+43,5.602516331829672,3.0,4.118858466368488,1.2957621648429192,Iris-versicolor
+44,5.672581398647883,2.884489566579309,4.048246163526102,1.304156784018751,Iris-versicolor
+45,5.772445737800064,2.772194377443631,4.228924274364883,1.2049649708005377,Iris-versicolor
+46,5.7873846025979185,2.6911476722036656,4.0559560328159625,0.9919009793299367,Iris-versicolor
+47,5.5768270927069725,3.0,4.515429024499407,1.4988602844255015,Iris-versicolor
+48,5.365643098038794,3.3993636149522817,1.4935926048144665,0.363564187588663,Iris-setosa
+49,4.4,3.176027147089764,1.2799373558595564,0.20166331113593763,Iris-setosa
+50,6.072364359278784,3.3981319049934147,4.533327274931583,1.59323283606879,Iris-versicolor
+51,6.018238479218163,2.7296061933251954,4.967638007732934,1.5301682724298888,Iris-versicolor
+52,7.301899206863053,2.8961054675415063,6.317218653627151,1.8230095477278645,Iris-virginica
+53,6.690756475401069,3.0943797977857184,4.641283398301294,1.4797993289975337,Iris-versicolor
+54,5.840052787090131,2.7105465413500256,4.211749464038779,1.0361742268791985,Iris-versicolor
+55,6.7936052058008825,3.0,5.597503686184169,2.0485740594364885,Iris-virginica
+56,6.295239776264835,3.266671998211674,4.692420420681302,1.5400528620750897,Iris-versicolor
+57,6.279339199073453,2.461307223551844,4.843488082570488,1.4806413906568305,Iris-versicolor
+58,5.867777241202829,3.0,4.191488709807117,1.4986539988082834,Iris-versicolor
+59,6.519885935937936,3.0,4.343630336246791,1.3466429921510523,Iris-versicolor
+60,5.410187901053145,3.388723847151261,1.5925154212447956,0.19679933041958053,Iris-setosa
+61,6.268767337406622,2.4886583692354187,4.856747573678248,1.51961464747094,Iris-versicolor
+62,4.823789326355368,3.3915032819644604,1.5405281463732847,0.19797306419058835,Iris-setosa
+63,5.09154421896259,3.6969507339169208,1.4992655640288524,0.411424495152312,Iris-setosa
+64,5.179646846396386,3.756871024130227,1.6344948396997738,0.19876943638389466,Iris-setosa
+65,5.706919753145194,2.8020910317993923,4.510150798600741,1.2876502231350315,Iris-versicolor
+66,5.2822663755561425,3.669919649702311,1.4907141014664416,0.19770769161344282,Iris-setosa
+67,6.69853501427023,3.3114809950970607,5.672157529024028,2.099286612195061,Iris-virginica
+68,6.809777431864833,3.0,5.529739237933121,2.099362934179827,Iris-virginica
+69,5.107119728420647,3.5008856843881753,1.4020520825355238,0.1977076829518103,Iris-setosa
+70,4.56277663401461,3.583627404253193,1.0,0.20529763379592128,Iris-setosa
+71,5.00001334625268,3.406150250584242,1.543498755406756,0.37977331207402737,Iris-setosa
+72,6.307412858358326,2.31768306571675,4.369914562737293,1.302763104585389,Iris-versicolor
+73,7.688486909428078,2.5833043476074837,6.9,2.3143916262178834,Iris-virginica
+74,7.684568288163727,2.7754608219819312,6.695322972837404,1.9642135595560553,Iris-virginica
+75,5.391489784715136,3.8999996365404774,1.2878743980813294,0.42912433863229416,Iris-setosa
+76,5.775267564394904,2.7335266060468077,4.316613813655681,1.092634202161714,Iris-versicolor
+77,6.524100332120332,3.206180953242895,4.684965935787753,1.5559878620995518,Iris-versicolor
+78,4.585336031488322,3.397029220352365,1.3849716582037515,0.3130441317126263,Iris-setosa
+79,4.592305836611594,3.415445743960989,1.4017416492313124,0.3336878766529774,Iris-setosa
+80,7.6322173738061725,3.0,6.613305305530246,2.0728268968309145,Iris-virginica
+81,4.502913425237073,2.2825961568366693,1.3015431773901045,0.2968869861289192,Iris-setosa
+82,6.045987370699725,3.3880355112975384,4.535964139780781,1.597178515962404,Iris-versicolor
+83,7.156366944171876,3.0,5.999152405801003,2.069440093075714,Iris-virginica
+84,7.716568728297265,2.8134456874893656,6.682867897709361,2.007358849441716,Iris-virginica
+85,4.897673203475343,3.07088902775145,1.4668965549046435,0.10000012571136341,Iris-setosa
+86,6.31068866627144,3.26839513419723,4.721585803828465,1.5913262667893986,Iris-versicolor
+87,4.977507847667473,2.0,3.343462830544701,0.9185996466476498,Iris-versicolor
+88,7.693524242328279,2.6312785923124213,6.899997411064389,2.321624550422698,Iris-virginica
+89,6.3039742171175535,2.281055607276026,4.45512180349579,1.3000320364210796,Iris-versicolor
+90,4.991620267877639,2.0,3.4504422664357093,0.875755848953236,Iris-versicolor
+91,5.554384353489225,2.687569255155755,4.440595434498661,1.2390090325859688,Iris-versicolor
+92,5.502148529972116,2.5866233808299985,4.3572446592414655,1.2188795269479313,Iris-versicolor
+93,4.805172229669448,3.0,1.3840084040571217,0.1,Iris-setosa
+94,6.6756324877566815,3.01035789348014,4.535181656200225,1.4665154487624814,Iris-versicolor
+95,6.109432019622761,2.6017503293657307,5.592827532608508,1.3979960440030146,Iris-virginica
+96,6.925138465814267,3.1158786209992253,5.149774958942271,2.2937579352905306,Iris-virginica
+97,5.920872592983682,3.0,4.21345229689005,1.49714309460981,Iris-versicolor
+98,5.099978890105128,3.2952405124421307,1.3943916047017402,0.19528856286986174,Iris-setosa
+99,4.928259246858129,3.0,1.3881215477038449,0.19373575512912317,Iris-setosa
+100,5.767008560578988,3.036934456850787,4.505231914007498,1.4983523087340513,Iris-versicolor
+101,5.392211062646509,3.4022328825298227,1.4947060647147408,0.3973612032303312,Iris-setosa
+102,6.255434070237057,2.3675287533273575,4.7847565641619205,1.5009894317839354,Iris-versicolor
+103,7.6209377317623765,3.0,6.587348526452979,2.090496051687788,Iris-virginica
+104,6.913034361510871,3.0918935577092332,5.097542964144345,2.2928223064082878,Iris-virginica
+105,4.499713696119692,2.296222139148126,1.299580734874769,0.29993036722875227,Iris-setosa
+106,6.342631241500697,2.919404616092773,5.615598106767726,1.8069417396709768,Iris-virginica
+107,4.400000494667209,2.8978108808034624,1.3760597660066385,0.19796398305109375,Iris-setosa
+108,5.2337374453758825,2.685383748088957,3.8049429672301702,1.3943471266783423,Iris-versicolor
+109,4.807830715074632,3.4012361488131697,1.5639664212991085,0.19975630544213063,Iris-setosa
+110,5.471109367163193,2.5922831643807154,4.400130768190394,1.1707188649899034,Iris-versicolor
+111,6.189391518323438,2.1992483260311646,4.513069452836105,1.4914011135219023,Iris-versicolor
+112,6.06754933256605,3.0,4.465955210676539,1.4505356908743388,Iris-versicolor
+113,6.283649637742566,3.4012151057762816,5.57461297121133,2.410325117326409,Iris-virginica
+114,6.898172427092818,3.169456471875833,5.885763494943226,2.2607221536007307,Iris-virginica
+115,6.345590177453176,2.87198060512672,4.248739560018157,1.238099121007211,Iris-versicolor
+116,4.906292834782812,3.0885191847866142,1.4988218112561182,0.1,Iris-setosa
+117,5.090921459360722,2.506077215310982,2.9066020220776787,1.0927706019089654,Iris-versicolor
+118,4.4,3.2257329128897374,1.2870062863874119,0.2082783580722396,Iris-setosa
+119,6.205777277982603,2.19610772777525,4.4629269436327865,1.4763852939855286,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/3/test.csv b/iris/tab_ddpm/5_3/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/3/train.csv b/iris/tab_ddpm/5_3/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/3/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/3/val.csv b/iris/tab_ddpm/5_3/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/4/synth.csv b/iris/tab_ddpm/5_3/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2d9d81c566835d3ea8f647fae7478d2caad44db6
--- /dev/null
+++ b/iris/tab_ddpm/5_3/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.674110569433116,3.0,4.49600866482718,1.4811191672715611,Iris-versicolor
+1,7.331814042176484,2.8951436493233658,6.335510276321067,1.7915108228801497,Iris-virginica
+2,4.617843964829465,3.5921142541627837,1.0000005271428076,0.2032288761844135,Iris-setosa
+3,7.255634775233945,3.0,6.222946657106809,2.094801966392557,Iris-virginica
+4,6.3434970952721494,2.9510442891470894,5.576986872073714,1.7841429430755456,Iris-virginica
+5,6.024936903228028,2.653047034440123,5.043913518885353,1.5703124655453646,Iris-versicolor
+6,6.304013289798311,2.5357594073974186,4.963953002303132,1.5089464871728815,Iris-versicolor
+7,7.679725452331224,2.59745280039975,6.899998367100763,2.3132089456504703,Iris-virginica
+8,4.6021666904418295,3.411785418391775,1.3830041218721651,0.36314657637307207,Iris-setosa
+9,5.995691184942602,2.907236927133989,4.463613481053979,1.4949897644278536,Iris-versicolor
+10,4.400000503492711,3.210276547590425,1.3206698426132324,0.19811420985932157,Iris-setosa
+11,7.724724429396032,2.583003484309941,6.9,2.26734052390446,Iris-virginica
+12,6.711572016821637,3.123042317938699,4.708093974704195,1.5038289813574826,Iris-versicolor
+13,4.80968527672881,3.0,1.399873112926489,0.2958777312251756,Iris-setosa
+14,5.632498361776258,2.997420399070845,4.018075153800085,1.2794867189524348,Iris-versicolor
+15,5.958257451325899,2.8601796832805224,4.515567861294653,1.5082921991717608,Iris-versicolor
+16,5.979299938265253,2.6976159339826618,5.022841955532747,1.5983247223663652,Iris-versicolor
+17,6.703855728658946,3.2973272617772866,5.718415030195926,2.107205236483018,Iris-virginica
+18,5.82316660686752,2.696613142933675,4.055741529505379,1.0205490801972654,Iris-versicolor
+19,5.418848707011721,3.9,1.2928966894663982,0.37097718984353323,Iris-setosa
+20,4.668713926505602,3.4237012062817826,1.4191823538740378,0.23903167317270893,Iris-setosa
+21,6.285475482531577,2.2822365674637517,4.396178068172198,1.298846223248848,Iris-versicolor
+22,6.301676506736356,2.4856874189954916,4.855096375829582,1.4945726507851649,Iris-versicolor
+23,5.394386864097888,3.4026240784969177,1.5073957235211217,0.3851975161235412,Iris-setosa
+24,4.986139856272043,2.0000007186758886,3.5147656540779213,1.0684826649613188,Iris-versicolor
+25,5.984637558339852,3.3076106001346592,4.419162350299516,1.5427220189235245,Iris-versicolor
+26,5.01815618396114,2.0,3.498115150659013,1.024022673572063,Iris-versicolor
+27,5.165593359293179,3.431368418760549,1.4011692679943373,0.19726303495329228,Iris-setosa
+28,7.703755805588285,2.7841383923495884,6.708061931830624,2.0091859349165446,Iris-virginica
+29,6.325232978542671,2.444955364743623,4.877866769593217,1.4987420648263627,Iris-versicolor
+30,4.796499148811559,3.0,1.4028555173373825,0.1,Iris-setosa
+31,4.49855086420306,2.3117844814157427,1.3290746127198292,0.29446510398393644,Iris-setosa
+32,6.513183399631553,2.992131419256451,4.327708032410649,1.3626028749483676,Iris-versicolor
+33,6.3047271651899415,2.306292049430049,4.39613977264134,1.30239419464721,Iris-versicolor
+34,4.874877813350294,3.0,1.4071039760264392,0.2020566041272831,Iris-setosa
+35,6.292546045719987,2.3317378710273964,4.379262923252253,1.300713313926536,Iris-versicolor
+36,6.957818015463848,3.179712671083548,5.666831361570773,2.287365236402754,Iris-virginica
+37,6.334724858391556,3.410335611731862,5.597950442078542,2.4006283826583457,Iris-virginica
+38,4.801947872139031,3.3948914945108664,1.5594507020473725,0.19678645213165435,Iris-setosa
+39,7.9,3.812011424788379,6.441410869678579,1.9816166329097264,Iris-virginica
+40,7.341971634940922,3.0,6.293434161622583,2.090347233997226,Iris-virginica
+41,7.277483399590109,2.907559573367517,6.25658557618493,1.7947324139782426,Iris-virginica
+42,6.208703459437364,2.205013973809259,4.496758733293773,1.5002131880003913,Iris-versicolor
+43,5.629430163882228,2.903521586875456,3.8599448980929565,1.2951830011570618,Iris-versicolor
+44,5.080561217757221,3.8082538116087825,1.5001892856536068,0.19809776670245938,Iris-setosa
+45,4.796235732976653,3.398090002793265,1.498890289507482,0.19900493426065763,Iris-setosa
+46,4.4,2.89290253975675,1.4038149461599572,0.20253534101297962,Iris-setosa
+47,6.234583665810199,3.3391926693365237,4.627128330105025,1.5516499473219447,Iris-versicolor
+48,5.4099059966269945,3.4085988514567407,1.584872549557827,0.19499471753051578,Iris-setosa
+49,7.565626665549469,3.0,6.596640837664269,2.1096914114650254,Iris-virginica
+50,6.95740919814796,3.1118502378526363,5.102798877621371,2.3047186356992584,Iris-virginica
+51,5.406681943802238,3.7404716757197742,1.5448121727786943,0.34336308452146885,Iris-setosa
+52,6.502883019040964,3.201728897879909,5.03654483518026,2.0069525978128024,Iris-virginica
+53,4.91308085392765,3.098464764215247,1.64441834741973,0.10000010931060851,Iris-setosa
+54,6.280458430774277,2.2895222098606243,4.395352043789461,1.3024435469086924,Iris-versicolor
+55,5.897012937394013,3.0,4.124597912880209,1.4974463703102896,Iris-versicolor
+56,6.701012482821511,3.291775497256709,5.695309755752995,2.1037291707832964,Iris-virginica
+57,5.619089558962009,2.864908010781492,3.6252749233202706,1.3008300844879441,Iris-versicolor
+58,4.81485517596958,3.0,1.401572131039054,0.10000010510107664,Iris-setosa
+59,6.298856342439527,2.2994023574511924,4.355887287210242,1.3112571640208819,Iris-versicolor
+60,6.017670349190204,2.218385113391549,5.030811133576586,1.5091022602454411,Iris-virginica
+61,5.7151855284106245,3.792909478088643,1.5476005360423613,0.29668768235296095,Iris-setosa
+62,4.6364973955814515,3.4007345500073636,1.390712245802361,0.32481128424721134,Iris-setosa
+63,5.811780374359028,2.686779999623186,5.144460945803958,1.9292446600153252,Iris-virginica
+64,5.569107718315527,2.4763488493829895,3.8336230927165142,1.083333338290441,Iris-versicolor
+65,6.814151787140955,2.78131964853171,4.884301521406916,1.409053341274497,Iris-versicolor
+66,7.899997545262,3.7871749340709675,6.3475236034251195,1.9800539855054369,Iris-virginica
+67,6.29436952558824,2.297365911429601,4.411676562513034,1.298634972695854,Iris-versicolor
+68,5.6881241500527615,3.7957029083506146,1.758797838192606,0.31167279673441095,Iris-setosa
+69,6.587513155106626,3.0137865954603633,5.777208517660197,2.23127108440087,Iris-virginica
+70,6.680228409558268,3.1069405583797303,4.726025350326664,1.5021970157713889,Iris-versicolor
+71,5.502503760957823,3.9,1.3023837371849583,0.3635877707482619,Iris-setosa
+72,4.639149521605386,3.4007031928486238,1.4046938693565434,0.3002584894559058,Iris-setosa
+73,4.818826598120228,3.0,1.389828117296666,0.294479173820164,Iris-setosa
+74,5.4050141058242955,3.385987354071043,1.4963650243675737,0.35072584165246434,Iris-setosa
+75,5.0967125621776015,3.6926930059810066,1.6885029968825962,0.4002884742400325,Iris-setosa
+76,6.548946143837816,2.9978629457481722,4.322542575039132,1.3672212590675956,Iris-versicolor
+77,5.219212873379214,2.7093240658968964,3.9149891167581803,1.4072444210231656,Iris-versicolor
+78,6.710998555438109,3.307212291099566,5.693186293785532,2.087752602850913,Iris-virginica
+79,6.269014317477801,2.301338087269677,4.397716131790351,1.3086093550832707,Iris-versicolor
+80,5.693861010114284,2.759524170265114,4.501680371285687,1.2713236736484022,Iris-versicolor
+81,7.610533389871929,3.0,6.628530595946594,2.09203156424413,Iris-virginica
+82,6.282343774135871,3.3997663725188576,5.5905808966811215,2.398131046834118,Iris-virginica
+83,5.404711983409216,3.391402349136477,1.5930312717912758,0.19760650797262533,Iris-setosa
+84,6.803960565618867,3.201378652443301,5.8470244654790795,2.308254025610663,Iris-virginica
+85,6.307390627905401,2.514240128448675,5.003498404933094,1.8830967269173586,Iris-virginica
+86,7.699585223327045,2.5927876700488643,6.899998972623868,2.3030901768341243,Iris-virginica
+87,5.096850441676909,3.811211450422113,1.6091459795636651,0.19179384706148978,Iris-setosa
+88,6.803312114386072,3.191976717931079,5.798114727024048,2.303682016890206,Iris-virginica
+89,6.272265455232871,2.861295822138378,5.611921982637662,1.8021692103895426,Iris-virginica
+90,7.67532274106513,2.6026708900354207,6.9,2.309122651572527,Iris-virginica
+91,5.466289064594606,2.389966937616312,3.735738478077638,1.0193945767544184,Iris-versicolor
+92,5.795734510833863,2.7403507409992622,4.130370928632234,0.9336858016699885,Iris-versicolor
+93,5.142895076064718,3.6325303465232253,1.4239355798870474,0.2026499451878748,Iris-setosa
+94,5.60183373827074,2.5039024246877895,3.9189796632769696,1.1093890650351195,Iris-versicolor
+95,5.290634037406222,3.405556969120106,1.4775344688258836,0.43821175976232485,Iris-setosa
+96,7.644134252716929,3.0,6.6137779258234115,2.08604908349572,Iris-virginica
+97,5.601318012192183,3.0,4.48115653157367,1.501534963938703,Iris-versicolor
+98,5.11607957583618,2.532613397791732,3.4405592769104354,1.1740151176556215,Iris-versicolor
+99,5.492100893462575,2.6035570682125515,4.380390393383771,1.1911406770414865,Iris-versicolor
+100,5.241263232002257,2.696484390094865,4.032320812365773,1.386388189025237,Iris-versicolor
+101,6.130268735108018,2.599550541275833,5.61200028907808,1.4423575338152808,Iris-virginica
+102,4.400000451817532,2.926135207847049,1.3826923587010547,0.20038179219706137,Iris-setosa
+103,4.605633335813778,3.602249531293688,1.00000052836373,0.19219953640874438,Iris-setosa
+104,5.004773466308685,3.6197615753356853,1.3858792683001755,0.19947886446055874,Iris-setosa
+105,4.4,2.9028671144171287,1.396428586208128,0.1988952494849577,Iris-setosa
+106,5.680150422205586,2.906403305132175,3.8688120768899017,1.3253668915904782,Iris-versicolor
+107,4.826496549560251,3.004416628057919,1.4436755565700994,0.10000011389626262,Iris-setosa
+108,6.0038251197863985,2.2054131565641706,4.992578563500828,1.509104453609552,Iris-virginica
+109,6.7035150338483245,3.2941167391402444,5.708935450197293,2.1218637977443224,Iris-virginica
+110,6.2915873368192825,2.3022475470198107,4.383319387752621,1.260868608362923,Iris-versicolor
+111,6.7880560006492345,2.79354200542279,4.786034565791961,1.4059217274907965,Iris-versicolor
+112,4.4,3.1283573557847473,1.3248464648246712,0.19718476975600385,Iris-setosa
+113,6.489635510442054,3.0,5.467484952507407,1.7907028048992162,Iris-virginica
+114,6.692766858695766,3.1158511599973866,4.677836197672789,1.516594014883143,Iris-versicolor
+115,6.130698022093526,2.58555485357434,5.619807595470654,1.4088557116244727,Iris-virginica
+116,6.662088034316248,2.5015203071958223,5.798921328737823,1.7875517698092278,Iris-virginica
+117,7.7007775060748,2.5768377755515512,6.899998924214277,2.3018314353478537,Iris-virginica
+118,6.79743564167594,3.2148253198302843,5.8982133974749305,2.30203634580703,Iris-virginica
+119,5.5530297455011,2.4450764772045566,3.8153993678477613,1.053363703781331,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/4/test.csv b/iris/tab_ddpm/5_3/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/4/train.csv b/iris/tab_ddpm/5_3/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/4/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/4/val.csv b/iris/tab_ddpm/5_3/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/5/synth.csv b/iris/tab_ddpm/5_3/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e4c686e8616b151ea3de12ea627c36b26529f848
--- /dev/null
+++ b/iris/tab_ddpm/5_3/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7662628734876655,2.985717125796266,3.908700647445921,1.4098252212280526,Iris-versicolor
+1,4.607556786157117,3.585083130238685,1.0000005708831767,0.1991486491368859,Iris-setosa
+2,6.234739756801721,2.244301079426348,4.597403869754538,1.4935457241266965,Iris-versicolor
+3,5.502879065432312,2.611823057342668,4.39898152937975,1.2255950447571784,Iris-versicolor
+4,4.794438075276212,3.3945175739237174,1.6284779284625808,0.20168440772164095,Iris-setosa
+5,6.718935080464219,2.4959264265798007,5.842431573562085,1.8136210435786904,Iris-virginica
+6,5.6526100106271535,2.717590003243618,4.49150918286613,1.2432046560150298,Iris-versicolor
+7,6.924944526382533,3.187001824069558,5.624199431352505,2.3073935108858623,Iris-virginica
+8,7.5252192457310665,3.0,6.510426824838037,2.097250499162471,Iris-virginica
+9,5.937521516041339,3.425705453850284,4.4783699326506685,1.6006311199230054,Iris-versicolor
+10,5.542898203363461,2.4123219152069537,3.82273678617599,1.0527164115862648,Iris-versicolor
+11,4.915262362503123,2.4120723357104206,3.1640818922024314,1.012634318046863,Iris-versicolor
+12,5.986692566878705,2.179403112114601,5.005263322075857,1.491391157091464,Iris-virginica
+13,5.385742687753249,3.4129307525480805,1.7487039307293726,0.1977319804755603,Iris-setosa
+14,5.392230998458435,3.41469584144151,1.679347340952542,0.2037697806920719,Iris-setosa
+15,6.003403538561302,2.8477467816005397,4.608398187995364,1.5197985259480866,Iris-versicolor
+16,6.074008971395863,3.386055937563483,4.538347419878266,1.5909167323657702,Iris-versicolor
+17,5.964801597098912,2.829643518680985,4.640249510133413,1.278471573305896,Iris-versicolor
+18,7.0387018797442575,2.9984331015407673,5.899119949847453,2.0027970247046563,Iris-virginica
+19,6.707826958903794,3.116356068843794,4.712962973547732,1.4891706138093916,Iris-versicolor
+20,6.792043265760581,2.792597226172353,4.801228281458011,1.4043783786288122,Iris-versicolor
+21,5.717828282534676,2.611648972024825,3.980231718184384,1.0682486188247435,Iris-versicolor
+22,4.4,3.177314576086494,1.3064419376146166,0.19974440687640904,Iris-setosa
+23,6.2528840516044335,2.5072970422957126,4.873148969979786,1.4961844299965084,Iris-versicolor
+24,6.537769733782119,3.2068001730377613,5.10489314711596,2.000697831832922,Iris-virginica
+25,4.400000577823522,3.2077386467134574,1.2814570593703831,0.20388105543243984,Iris-setosa
+26,5.078593444425114,3.5104711823765835,1.4013634970698197,0.1999996641968172,Iris-setosa
+27,4.9820660871919715,3.618603853543833,1.397949057495481,0.19531767016391627,Iris-setosa
+28,6.65031658756916,3.1129654548537276,4.631114431597457,1.5063026716588557,Iris-versicolor
+29,6.495559372776197,3.0,5.795261816031227,2.1980395306961285,Iris-virginica
+30,6.270932789080098,2.936941405044847,5.544100483478498,1.7622467343427701,Iris-virginica
+31,6.866007104889728,3.0310589496420604,5.244644456018872,2.2403484900548163,Iris-virginica
+32,4.564937239665407,3.6021164250649353,1.0,0.20109489209642836,Iris-setosa
+33,6.033624919957942,3.3458458420368005,4.424627071408192,1.5701906378024635,Iris-versicolor
+34,6.803531792564118,3.052790832603748,5.757155235973842,2.2202381215308953,Iris-virginica
+35,4.400000538939332,3.166246319079428,1.3295843301935535,0.20503876928711015,Iris-setosa
+36,5.169461960939911,2.6685815837012763,3.847834717429585,1.3936373957052066,Iris-versicolor
+37,6.771055115813942,3.2017930957298044,5.84448289533986,2.285415961784094,Iris-virginica
+38,4.617477318103217,3.4021820561372165,1.40820714144364,0.29778664590145854,Iris-setosa
+39,5.517448101664976,2.3908554428521085,3.7761639051154634,1.0345048691473926,Iris-versicolor
+40,5.6403182320337155,2.55131333875625,3.881560628719252,1.0690855932713295,Iris-versicolor
+41,5.009149098189397,2.0000005048579643,3.5163260622543433,1.0050094927989077,Iris-versicolor
+42,6.685608511860973,2.5090709222274077,5.802302203524292,1.7980435937757189,Iris-virginica
+43,6.574646041229732,3.2862165338546103,5.7474337586815105,2.3154771321283105,Iris-virginica
+44,6.7916114858374685,2.805704569279395,4.810666017597942,1.4087890659527236,Iris-versicolor
+45,6.000947344271633,2.704532438627685,5.069651419053102,1.6099392533870849,Iris-versicolor
+46,5.4036629851486015,3.400774639363929,1.7488411914394737,0.20103897976080834,Iris-setosa
+47,5.226780839864012,3.396304123728024,1.3920876758821796,0.19500567533987961,Iris-setosa
+48,5.194137329438864,2.5248893456696058,3.2598544252434625,1.1503713380713432,Iris-versicolor
+49,4.577477363107414,3.583479703616539,1.0,0.19520559328904402,Iris-setosa
+50,5.990403356873892,2.196365366464385,4.973797178975717,1.4930292621144474,Iris-virginica
+51,5.64411468417976,3.7904816541756277,1.6262920470083393,0.2933454532567502,Iris-setosa
+52,5.98602599615962,2.6848402234499864,5.003200866282195,1.6352928778327305,Iris-versicolor
+53,4.595460845641046,3.6068107291326075,1.0,0.20915022350018692,Iris-setosa
+54,5.679543131737193,3.7967275565222702,1.574752543718859,0.28604839714009733,Iris-setosa
+55,6.026706274661046,2.702320445075026,5.163799121121098,1.645974285649009,Iris-versicolor
+56,5.093306542974703,3.688936577102278,1.526528575062161,0.3830793439691244,Iris-setosa
+57,6.992394644034734,3.139079577888508,5.285082152725573,2.311954580516932,Iris-virginica
+58,6.258521570749875,2.5291185216445493,4.942206607172345,1.505687387869446,Iris-versicolor
+59,5.5024140061142335,2.3938117861917974,3.6001504594187415,0.9521379057184327,Iris-versicolor
+60,5.1998842813249055,3.3973081071359323,1.401993290514603,0.1991529336912084,Iris-setosa
+61,7.350588298504045,2.893146519850495,6.410509694852669,1.8140595647137825,Iris-virginica
+62,6.73515758809356,3.0903619871331345,5.791392961751816,2.264576616954175,Iris-virginica
+63,4.9059145588014665,3.1164889240001052,1.616158876860585,0.10000013839166091,Iris-setosa
+64,4.743637513123904,2.989251475673366,1.3777975978273047,0.3046952414761658,Iris-setosa
+65,5.882779697284375,2.7153620477019764,5.11470329298061,1.8464564259403755,Iris-virginica
+66,6.060046342530613,2.6878896282924023,5.096937167908,1.5807368654110026,Iris-versicolor
+67,6.3346328342108285,3.3771929833549583,5.619169645552788,2.392069315165756,Iris-virginica
+68,6.10718893919382,2.601723356688787,5.576234873268894,1.4085273631208515,Iris-virginica
+69,6.0166384930245735,2.7775252279324176,4.376750959472337,1.1106396391069742,Iris-versicolor
+70,6.309265071443751,3.405223861293033,5.594123320487518,2.40062351370222,Iris-virginica
+71,5.952333291697176,3.4002423783865434,4.495919315177944,1.594229621138857,Iris-versicolor
+72,6.246655571643699,2.2519897039765024,4.429308385107333,1.3373942789079076,Iris-versicolor
+73,5.551983231232445,2.460748237801258,3.7527962702357174,1.0398852417437314,Iris-versicolor
+74,6.442084163122413,2.9199871721590545,4.300560864094162,1.3149245897582122,Iris-versicolor
+75,4.400000596239887,3.168151295523701,1.2859920107682608,0.1995160479886099,Iris-setosa
+76,5.00614720811327,2.000000596156959,3.5208418039236413,1.0088037100814735,Iris-versicolor
+77,6.703628767268214,3.1013266270049447,4.68517285967209,1.504323236126003,Iris-versicolor
+78,5.079308951305178,3.7939280000260354,1.6368725666723143,0.1991003098908679,Iris-setosa
+79,7.706177951033394,2.587445047523757,6.9,2.2870613486918856,Iris-virginica
+80,5.810123029900494,2.644870567207234,3.8666075500233132,0.9677195437460675,Iris-versicolor
+81,7.664137644404978,2.5839403784289883,6.899998948877358,2.303196268527094,Iris-virginica
+82,5.614559984867989,2.723341150747257,4.4778898089301,1.2961894623913919,Iris-versicolor
+83,5.616717711800666,3.0,4.413108068676887,1.497324469282074,Iris-versicolor
+84,5.695039306657444,2.9273124707888925,4.208066024061858,1.2923945376071417,Iris-versicolor
+85,4.801309542371112,3.3931116469050453,1.668606426768422,0.19348651313703835,Iris-setosa
+86,5.401488869919583,3.403451749873765,1.585465704749074,0.38198373417207104,Iris-setosa
+87,5.619819665969768,2.918688659463744,3.7122712220890692,1.292473740707269,Iris-versicolor
+88,7.043217692304357,3.0430650306495077,5.877489236136054,2.1875746224263373,Iris-virginica
+89,5.573172497798918,2.612328256183642,4.3335977801166035,1.1660297640720494,Iris-versicolor
+90,5.19789033796638,2.6881041589359986,3.9246310741615176,1.4084020914009479,Iris-versicolor
+91,6.649967126638341,3.0148002645053493,4.525678601357267,1.465091308114556,Iris-versicolor
+92,6.400741293575716,2.9003973878990235,4.354316399181717,1.3035384391591283,Iris-versicolor
+93,6.012757047376776,2.5612580131549656,5.557186933191207,1.4068308186894958,Iris-virginica
+94,4.400000516731742,2.90092425401536,1.3993431187340852,0.20697251074843961,Iris-setosa
+95,6.173783814579301,2.2080606294176084,4.49582324732996,1.48600056418294,Iris-versicolor
+96,5.742362450676258,2.8218383505379925,4.482655997027945,1.302116142610311,Iris-versicolor
+97,6.393698832682274,2.96653876360676,5.593787575643077,1.8953387922185714,Iris-virginica
+98,6.5564355245613894,3.0107826803029227,5.442712620701852,1.8910183657921322,Iris-virginica
+99,6.07987936562558,2.792790660070001,4.669385198652432,1.1890858147128491,Iris-versicolor
+100,5.613603866483636,2.8540086792810255,3.6730891007912745,1.2896985180596579,Iris-versicolor
+101,5.062802504998572,3.5252779516534427,1.3904458287328698,0.20180821088940185,Iris-setosa
+102,5.5317468658151725,2.5550284777213976,4.25700358845964,1.1421756510996302,Iris-versicolor
+103,4.978261288843367,3.4006835191056473,1.7061404179992237,0.29503315057416446,Iris-setosa
+104,6.205941568357908,2.1923928255165643,4.4593375572468394,1.496008994550972,Iris-versicolor
+105,6.80746207460222,2.7894152048240537,4.781958627531511,1.3937940404133304,Iris-versicolor
+106,5.10410732120044,3.6590177562739097,1.431174927582349,0.20125923110512456,Iris-setosa
+107,5.406892213476357,3.8999994536510525,1.2661078867562423,0.34635768645686515,Iris-setosa
+108,4.4000004990998285,3.181187213613053,1.3082837645489178,0.20365787797423254,Iris-setosa
+109,5.379537400181841,3.3961214279487915,1.5893221929633419,0.19654483172116122,Iris-setosa
+110,7.686972312003192,2.6026632655739412,6.899998474434452,2.303683144814786,Iris-virginica
+111,5.00877619655437,3.4034637241832852,1.6072993437188203,0.3987931095660598,Iris-setosa
+112,6.515655068474069,3.0,4.346999185584777,1.3582068654826018,Iris-versicolor
+113,5.612331890412395,2.5045985991195465,3.9455435516249024,1.1358476684688559,Iris-versicolor
+114,5.9592839594433356,3.0,5.178150277289296,1.8188904065808646,Iris-virginica
+115,5.00990965946516,2.000000558882958,3.490702137295826,1.0251129598527255,Iris-versicolor
+116,6.704529072039317,2.5070632353525815,5.803522175447706,1.809969077603808,Iris-virginica
+117,6.294695316242893,3.3141445459003798,4.663133084239168,1.5797166489787333,Iris-versicolor
+118,7.680626436048435,2.7807085979190425,6.679765458132471,1.9879189288322778,Iris-virginica
+119,5.898858462458603,3.0,4.150482988226464,1.4916827554735912,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/5/test.csv b/iris/tab_ddpm/5_3/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/5/train.csv b/iris/tab_ddpm/5_3/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/5/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/5/val.csv b/iris/tab_ddpm/5_3/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/6/synth.csv b/iris/tab_ddpm/5_3/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bec705299a3a20600acf6b152bfe9c9b6f36eac0
--- /dev/null
+++ b/iris/tab_ddpm/5_3/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.783135393048949,2.659366564012281,4.125623764427691,1.0408827332931279,Iris-versicolor
+1,7.689080813029541,2.5936581511190333,6.8999987383934975,2.3045546743719165,Iris-virginica
+2,5.823648837915725,2.638721846991717,5.118251021484031,1.856976705986341,Iris-virginica
+3,5.621560727833633,3.0,4.4857946185132285,1.4960506071428312,Iris-versicolor
+4,5.747343534404303,2.7862401999326036,4.158772181086261,1.1249260133706471,Iris-versicolor
+5,6.62379837934732,2.673004740828803,4.791244314840354,1.4399045793320782,Iris-versicolor
+6,5.133769386567066,3.745052035911043,1.4828557847074915,0.1995255879872665,Iris-setosa
+7,7.704224235549138,2.603720556247806,6.899998855346947,2.2975570979534194,Iris-virginica
+8,6.4684389654882715,3.0,5.504911812246391,1.794561011967187,Iris-virginica
+9,6.7106279025351006,3.2943700843241346,5.7056024988957175,2.1054051747310454,Iris-virginica
+10,6.601062361779158,3.0,4.403032442957891,1.412927599145292,Iris-versicolor
+11,4.766711877772931,3.0,1.384895874328014,0.1,Iris-setosa
+12,6.8969431357324975,3.105398846986641,5.101060844206592,2.3015953967364524,Iris-virginica
+13,6.200246566173915,3.0181802953519146,4.698660424262353,1.4316676328221114,Iris-versicolor
+14,6.792786876848753,3.2322863528254384,5.749671278422076,2.2453840673710674,Iris-virginica
+15,6.307406089833348,2.922346765494387,5.598064022146489,1.8195319972923123,Iris-virginica
+16,5.088434767113016,3.403021056576345,1.4991406602695894,0.4451715896924195,Iris-setosa
+17,4.910877303166111,3.103725302064352,1.576387572410463,0.10000011406608701,Iris-setosa
+18,6.276149681011085,2.361456525933461,4.7904068441774745,1.502805419605378,Iris-versicolor
+19,5.707870090581833,3.8046692162806672,1.7369457561539021,0.2920270641289776,Iris-setosa
+20,6.680113957598378,3.0935510068596903,4.674637810524097,1.497278395351287,Iris-versicolor
+21,6.506990597173717,3.0,5.805118753006002,2.207366683706074,Iris-virginica
+22,6.787174471152519,3.1951144150801785,5.9062376329755,2.2999950223624177,Iris-virginica
+23,5.001294537258781,3.3935983277379704,1.6642623190780572,0.36952328348650265,Iris-setosa
+24,4.4,2.908048678825671,1.380361597660727,0.1987784502522788,Iris-setosa
+25,7.499999845905864,2.8762828541908094,6.494570848433002,1.814587459009675,Iris-virginica
+26,6.295178169269727,2.5041271329118393,4.923871349239405,1.500365802531288,Iris-versicolor
+27,5.1980414958980585,3.389341276960312,1.381623166881132,0.20254956640318134,Iris-setosa
+28,6.50074637603878,3.1851568507823016,5.087918070175488,1.993451120067299,Iris-virginica
+29,5.986150145541577,2.7055299391279526,5.094538291069928,1.589287059822897,Iris-versicolor
+30,6.684289747566367,2.578838687491455,5.948760553060434,1.7812175904170682,Iris-virginica
+31,5.391334586946107,3.8999996296338715,1.2870285158067063,0.3703284767286204,Iris-setosa
+32,5.891023060573659,3.0,4.245325425102815,1.511703295219038,Iris-versicolor
+33,6.292167578854459,2.508719338841992,5.026966833079104,1.89521841412312,Iris-virginica
+34,6.33084237556469,3.380606513918685,5.606337215207995,2.4040293938477855,Iris-virginica
+35,4.831969463004311,3.0,1.4007381062018582,0.29470154678335075,Iris-setosa
+36,6.671740494449749,3.2892319338622467,5.6708612772417695,2.097950768677355,Iris-virginica
+37,6.713730505921059,2.740689230094399,4.7780552629806765,1.3906755259945196,Iris-versicolor
+38,6.452300473234118,2.9306847781678007,4.320067788256743,1.325976900651356,Iris-versicolor
+39,4.827522191272379,3.0,1.4009648016142056,0.3090287640087262,Iris-setosa
+40,7.702319499954384,2.590688461217493,6.899998416561424,2.2950317415322337,Iris-virginica
+41,6.7188354278935405,3.326125477646514,5.697660239492969,2.5,Iris-virginica
+42,6.125086444526703,2.5865470221548286,5.604281894480885,1.412693542344764,Iris-virginica
+43,4.898079583213285,3.1208735852513603,1.495527741606433,0.1000001035840546,Iris-setosa
+44,6.662915085513846,3.0475923978946624,4.59287903554866,1.498330945168142,Iris-versicolor
+45,5.695901042471251,2.7901503103391248,4.4700264146568935,1.3075031558975592,Iris-versicolor
+46,5.959020786615847,2.80822826917399,4.6088288374636095,1.3001629799390868,Iris-versicolor
+47,5.825671700864898,2.7107716357208544,5.023570392211215,1.9283842326410117,Iris-virginica
+48,7.9,3.811029505751912,6.398962582426335,1.9691477233956913,Iris-virginica
+49,6.305589458753662,3.383449678145123,5.603903884549171,2.3929695962058237,Iris-virginica
+50,4.4000004806866855,2.926731530857609,1.3890823854078866,0.2028066614080223,Iris-setosa
+51,5.892807178382077,3.0,4.206366824774365,1.4880385538573209,Iris-versicolor
+52,5.125628427803562,3.697388242706661,1.603913686822729,0.413600311014417,Iris-setosa
+53,5.117756868398311,3.4917278838123043,1.4000167197081637,0.19979494515011684,Iris-setosa
+54,6.475798372181062,3.0,5.798620374070965,2.196052011176754,Iris-virginica
+55,6.704071082909084,3.2667198949695164,5.697398654635521,2.499999461806727,Iris-virginica
+56,5.401446522934767,3.9,1.2828226030866487,0.4694388154036438,Iris-setosa
+57,5.10344950681163,3.813933941284795,1.5148257473510183,0.19697770835791356,Iris-setosa
+58,7.9,3.797834704736593,6.37909360139141,1.9975427301123374,Iris-virginica
+59,5.232627767629723,2.6924957155520923,3.963333392200395,1.3988650843960493,Iris-versicolor
+60,5.406179656349489,3.3881001955031027,1.6068966751688487,0.33240988450332365,Iris-setosa
+61,6.104091860702226,2.793235376967882,5.402547996589467,1.8504448500044954,Iris-virginica
+62,6.716712887882834,3.259981110607192,5.72501684865448,2.164904889119381,Iris-virginica
+63,5.985395924216795,2.7790563445407686,4.628492556365143,1.217754944264041,Iris-versicolor
+64,6.229552129864562,3.321208707296781,4.656992292052985,1.602083643042949,Iris-versicolor
+65,4.4,2.884032691674654,1.406794390302199,0.1953989672466106,Iris-setosa
+66,6.663283645239323,3.339171121988177,5.663755637877895,2.499999529445485,Iris-virginica
+67,5.551246574772077,3.0,4.070430528582178,1.2919061465358295,Iris-versicolor
+68,5.553761012138131,2.4314289020543893,3.81065835646596,1.051034932827502,Iris-versicolor
+69,5.37862432245575,3.899999633487081,1.2984031029853975,0.38974616426477743,Iris-setosa
+70,4.898051819817577,3.0,1.377463415096333,0.19226906289199375,Iris-setosa
+71,6.336001751460778,3.286308544945415,4.682956154203354,1.6006308555527906,Iris-versicolor
+72,5.587520851479018,3.0,4.505232224960834,1.5005654921345246,Iris-versicolor
+73,5.432023193884236,2.4736824026105633,3.6351458332358244,1.0197436227060797,Iris-versicolor
+74,7.129919062224918,3.0,5.9680202560251905,2.1327552699225114,Iris-virginica
+75,4.919050701968052,2.423931220689872,2.9793529738614715,1.0048099151288363,Iris-versicolor
+76,6.378647400766086,2.9508987528654074,5.577382202721395,1.8440308944002053,Iris-virginica
+77,6.126159860664866,3.3944405432227804,4.62653446713054,1.6309616003030836,Iris-versicolor
+78,6.521852022717802,3.1817094082551396,5.121141003239431,2.0045277487003306,Iris-virginica
+79,6.6850381128548335,3.075888023776671,4.640685746568582,1.4911409909323738,Iris-versicolor
+80,4.991747079898478,2.0,3.648112978550934,1.0083145852075797,Iris-versicolor
+81,7.69480717305679,2.8032830530821893,6.692073397793088,2.0108242058763444,Iris-virginica
+82,5.196390136861277,2.6955189596640343,3.8707739105634933,1.403386816542683,Iris-versicolor
+83,6.0579791230404565,3.373115944943689,4.484920168511766,1.5793457807933504,Iris-versicolor
+84,5.1811683213352895,2.6743900839121726,3.836791971901764,1.3815255741079155,Iris-versicolor
+85,5.8122865541273985,2.793785257714267,5.13352059904024,1.8606971159665713,Iris-virginica
+86,7.352783345255927,3.0,6.286167023281142,2.1184242370914523,Iris-virginica
+87,5.215868973892205,2.7019720117330386,3.8901025779548313,1.396065766340161,Iris-versicolor
+88,6.679739982418546,3.0,5.775644229388102,2.1727722943636376,Iris-virginica
+89,6.006017423496886,2.880016402630979,4.491605141663936,1.4949872040387957,Iris-versicolor
+90,6.7190859755507795,3.3039572521030407,5.709936223874946,2.5,Iris-virginica
+91,5.685300598926776,3.7931214480159863,1.7723647182418452,0.29390910140050314,Iris-setosa
+92,7.439619410082136,3.0,6.450626795109845,2.156893766228836,Iris-virginica
+93,4.807801018245496,3.0,1.4059133832349535,0.10000010611547328,Iris-setosa
+94,6.712237548159845,3.2970286995615528,5.71082745894047,2.0770894421490462,Iris-virginica
+95,6.918497666374936,3.1863744715322206,5.722572150738853,2.3124378582189715,Iris-virginica
+96,6.239551806119864,3.0,4.585111785304179,1.4084132415543527,Iris-versicolor
+97,6.792036501003673,3.218670796108965,5.793679102618558,2.2922922256999327,Iris-virginica
+98,6.268524628919829,2.237515590417113,4.45514358828395,1.3829463316595743,Iris-versicolor
+99,5.409750089576292,3.39130939796241,1.7768873903245768,0.20140589957153204,Iris-setosa
+100,4.927927825888337,3.0,1.4044625565484041,0.20298299007622247,Iris-setosa
+101,7.711290910367132,2.5740767063702052,6.9,2.3131272027278764,Iris-virginica
+102,6.211544367885336,2.2814745482815857,4.684060473448326,1.488325704120873,Iris-versicolor
+103,5.022774405708731,2.0000007241956324,3.544427169490488,1.0115152067133903,Iris-versicolor
+104,5.9276841947750665,3.0,4.212639117359193,1.5000000855218105,Iris-versicolor
+105,5.37790826752356,3.9,1.2824012038539503,0.36643613259161134,Iris-setosa
+106,5.382111913332941,2.4881004143210017,3.603626958252988,1.035964893092175,Iris-versicolor
+107,5.011883645205775,3.407087740463789,1.7503510624423997,0.3652499639636021,Iris-setosa
+108,5.287210924237574,3.709431073033696,1.5120100271320762,0.2006605115246851,Iris-setosa
+109,6.2829883678448475,2.272536169256839,4.388505831292427,1.2933118206936485,Iris-versicolor
+110,5.602868049051594,2.9042063919231214,3.6305261795592076,1.301894351106166,Iris-versicolor
+111,6.791074441742497,2.7976758876140297,4.792347182389205,1.4022412049381439,Iris-versicolor
+112,7.9,3.7984074434381303,6.4166714775989115,2.008249836624464,Iris-virginica
+113,6.305844189994887,2.4881644016454176,5.0271701642943745,1.886854283303782,Iris-virginica
+114,7.378816551007583,2.895885924746537,6.350144734469796,1.8433298377925065,Iris-virginica
+115,6.51822925553458,3.206429873192136,5.126669287476509,2.0023437237738695,Iris-virginica
+116,5.031913715936562,2.000000526425057,3.5082286447192828,1.022052601554255,Iris-versicolor
+117,7.523040402111934,3.0,6.425314880691434,2.100935236856141,Iris-virginica
+118,7.346120105201808,2.9955650090830255,6.433441402158845,2.0296558835995335,Iris-virginica
+119,5.98319163114209,2.8084397118482163,4.691554786231461,1.514978870597178,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/6/test.csv b/iris/tab_ddpm/5_3/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/6/train.csv b/iris/tab_ddpm/5_3/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/6/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/6/val.csv b/iris/tab_ddpm/5_3/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/7/synth.csv b/iris/tab_ddpm/5_3/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1a4f7c2d122ea50c7785f128174a7cb535cd88a5
--- /dev/null
+++ b/iris/tab_ddpm/5_3/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.5026834321694285,2.2967162658457627,1.3012114271139716,0.29287205576476555,Iris-setosa
+1,4.787439374355653,3.0,1.398426355460917,0.33335663651175684,Iris-setosa
+2,6.993966216923115,3.1038171719561936,5.056515003823732,2.3030515639673523,Iris-virginica
+3,5.599425765793592,2.9239303598214645,3.6320227356473223,1.3048829694859434,Iris-versicolor
+4,6.679705887467135,3.307730735357141,5.707785830378466,2.5,Iris-virginica
+5,6.808570413862087,3.1934943411510597,5.785312747235834,2.3029744112261197,Iris-virginica
+6,5.005410428464142,3.400640252201685,1.5221742418689799,0.39950118528518197,Iris-setosa
+7,5.79330883596397,2.761606108997319,4.192755265603045,1.1021914665230212,Iris-versicolor
+8,6.2906355066912845,3.4068104557968315,5.590558785031874,2.4039882770687706,Iris-virginica
+9,5.879168178366415,3.0,5.118859430307419,1.797458832000375,Iris-virginica
+10,4.400000633756052,2.92087962465138,1.4009166570334568,0.21060345635962008,Iris-setosa
+11,4.847827157687975,3.0,1.4204107329399516,0.1,Iris-setosa
+12,4.801704544146987,3.4068901053950014,1.5046212284316856,0.20211465464199874,Iris-setosa
+13,4.617090275292631,3.61036155336318,1.0000003985041699,0.1979680308339917,Iris-setosa
+14,4.985995834154455,3.398227857887518,1.4979586929330828,0.41293868993943356,Iris-setosa
+15,6.107229316406527,2.58638603818516,5.598491701349001,1.4206870467502524,Iris-virginica
+16,4.400000541260728,2.91487039881087,1.4018149991496087,0.20048838529538807,Iris-setosa
+17,6.299107492042483,2.4883179079702793,5.080196589945088,1.8633179245660056,Iris-virginica
+18,5.087956123170523,3.5059882542850334,1.4003550782162524,0.22234531370182598,Iris-setosa
+19,6.295081521981523,2.9052890465462027,5.5991565931429115,1.7947482029156259,Iris-virginica
+20,7.9,3.805778632003994,6.416190974285197,1.9715437835437906,Iris-virginica
+21,6.8881345883975715,3.1055032858199385,5.113193448149802,2.315774927100858,Iris-virginica
+22,6.084176529889896,2.991503072512171,4.647828162613815,1.3567734018450133,Iris-versicolor
+23,6.054918452435986,2.339994617947691,4.2747193291997805,1.2488114899073297,Iris-versicolor
+24,6.722697953682295,2.4856190912069542,5.817541370719761,1.800456307163829,Iris-virginica
+25,5.908429583092522,3.0,5.121611249806854,1.7793249760086962,Iris-virginica
+26,7.712042337313249,2.7804271041269826,6.740629573618769,2.000669123733529,Iris-virginica
+27,7.69147955050619,2.790080658922466,6.682054583294636,1.9902401702896095,Iris-virginica
+28,5.112456149027567,3.502279474578492,1.3948947497553665,0.3369256029817784,Iris-setosa
+29,6.69494574751588,3.0637517636818736,5.783105831513123,2.2430428937947546,Iris-virginica
+30,6.402495556135504,2.9375731368510736,4.372528271106998,1.323802907116717,Iris-versicolor
+31,5.40829423696789,3.9,1.2846567790475367,0.3739459032985808,Iris-setosa
+32,5.324454695017852,2.4481846407339365,3.4783673885113915,1.063096024561419,Iris-versicolor
+33,7.702290396565843,2.592925817429734,6.899998648750789,2.2928935910235078,Iris-virginica
+34,6.582487453648671,3.0485805124664913,4.482842934440349,1.4796791154133697,Iris-versicolor
+35,4.4,3.2349323911312786,1.3280735526985006,0.1988570345785065,Iris-setosa
+36,4.881436487128595,3.0,1.402199126639791,0.19517996157925377,Iris-setosa
+37,5.291421462027833,3.674494355089124,1.529854960228277,0.19828257569625532,Iris-setosa
+38,5.863324376178746,3.0,5.097116680527149,1.8056509244935894,Iris-virginica
+39,6.250021611922356,2.2984473505433973,4.379840753744092,1.2632397299672329,Iris-versicolor
+40,6.682672514993379,3.0542766315052847,4.64405672340009,1.493218275891386,Iris-versicolor
+41,7.9,3.8110039028268083,6.402566433870438,1.9908447001126965,Iris-virginica
+42,6.313696392557977,2.326643632065383,4.3830674083922645,1.3021447862230744,Iris-versicolor
+43,5.752368548044354,2.9572435691006524,4.2944046849435695,1.3025020594213332,Iris-versicolor
+44,5.093721598192813,3.4773339399009884,1.4049361620214573,0.29640382822509703,Iris-setosa
+45,4.912689776310828,3.124990620517217,1.5439101051114361,0.10000010089796499,Iris-setosa
+46,6.305208780571444,2.510201079965617,4.989260145970671,1.9080028794363062,Iris-virginica
+47,6.529135748029748,2.9554668009688387,4.351776481303585,1.3666838800417818,Iris-versicolor
+48,5.003151232358078,2.0000006902291854,3.5738233240225203,0.9817080197501442,Iris-versicolor
+49,6.655759887127935,3.0004392731606493,5.820050976249632,2.2536662755054655,Iris-virginica
+50,5.347529331921509,3.9,1.3123531066572283,0.4666829651837241,Iris-setosa
+51,6.1882342202899085,2.8271505923100744,4.7204450516067755,1.1824681891917468,Iris-versicolor
+52,4.582249196792729,3.404027772129906,1.398093705141477,0.31969471122863424,Iris-setosa
+53,6.721692182839704,2.4935490593120453,5.822983824480077,1.802861860807347,Iris-virginica
+54,7.696073029365471,2.8071781947086842,6.6774723130387414,1.9564986058007547,Iris-virginica
+55,7.672020898719926,2.605653272123796,6.899998459101611,2.306860714571334,Iris-virginica
+56,7.238185531602703,2.901514958241973,6.206995154629231,1.7780658730865897,Iris-virginica
+57,6.096363659579808,2.606315857880077,5.605934499684284,1.3893576873810012,Iris-virginica
+58,6.302288121008182,2.498785670001957,5.078626146760937,1.9096093559445413,Iris-virginica
+59,5.76583288879836,2.711417011414329,5.142579981683473,1.8951613304912782,Iris-virginica
+60,7.704926458247122,2.645770464247465,6.899998447596506,2.3130386140052663,Iris-virginica
+61,5.583403044382288,2.4487241076054427,3.8800772688069776,1.071848803212987,Iris-versicolor
+62,6.311446118026212,2.914812436537072,5.601813364009795,1.8096375479389726,Iris-virginica
+63,4.974875685359992,2.0,3.5013918066388756,0.87464533043681,Iris-versicolor
+64,5.8020481952492275,2.701977268590033,4.060457554589682,0.9991474745249815,Iris-versicolor
+65,4.9579961956608285,2.440406302209446,2.9802830460880596,1.0394903537762719,Iris-versicolor
+66,4.905235058896438,3.084471994786831,1.5352485092344252,0.10000009943840393,Iris-setosa
+67,6.129653211277469,2.629027917556123,5.078771025504269,1.567952102511874,Iris-versicolor
+68,5.165457715473127,2.7114946169288743,3.9820539541021076,1.400388574844591,Iris-versicolor
+69,5.596688016566019,3.0,4.1053914412400845,1.3023759170556464,Iris-versicolor
+70,5.5916977170750615,3.0,4.14804748874303,1.319274632401673,Iris-versicolor
+71,6.144318429186761,3.0,4.617376277667077,1.4564897891075812,Iris-versicolor
+72,5.1482850374156,3.77292191064855,1.8380703096102864,0.20379823352945858,Iris-setosa
+73,5.447216872473026,3.9,1.313878890779711,0.5720100456266966,Iris-setosa
+74,5.679416439966537,3.794363757391643,1.4989922970940108,0.32791299150425446,Iris-setosa
+75,5.980152654627428,2.2111047197918685,4.997513440741337,1.48268450247816,Iris-virginica
+76,5.075777745584968,2.4814832680362704,3.0580285001870697,1.0682770802020878,Iris-versicolor
+77,6.286818700433706,2.2921070939207393,4.401004947933021,1.2818483928131807,Iris-versicolor
+78,6.302290721219387,3.288959740462316,4.694039573330667,1.5913113500796023,Iris-versicolor
+79,4.400000474173581,2.9080547073385046,1.4031434606682083,0.19648952682493512,Iris-setosa
+80,7.9,3.802480745209492,6.315920067016579,1.9853104918239177,Iris-virginica
+81,6.469575847590528,3.0,5.74012119741511,2.094413889768342,Iris-virginica
+82,6.247700895371552,2.8784409741194867,5.583389078679077,1.8154704337136494,Iris-virginica
+83,7.9,3.7982823239574453,6.422445768238244,1.978485195353474,Iris-virginica
+84,5.788093600425239,3.800347154258261,1.7053596062790564,0.2995589176417429,Iris-setosa
+85,5.793495225602664,2.756289139553421,5.139906330071675,1.8561376066072857,Iris-virginica
+86,5.665384528535344,3.0,4.224868588950224,1.3114979336464467,Iris-versicolor
+87,7.591088823016181,2.8351933376167855,6.567565765431811,1.9679411506620432,Iris-virginica
+88,4.569329867443092,3.411993328929738,1.3901193009876454,0.2938581326550344,Iris-setosa
+89,5.086486155151299,3.7237954754785947,1.5880214684303586,0.36240060073667985,Iris-setosa
+90,6.228778761365553,3.3047004996349707,4.67213747828364,1.6006286902874456,Iris-versicolor
+91,5.203228489776279,3.403667352337207,1.3864368423270312,0.1963056097227205,Iris-setosa
+92,5.4134836003594815,3.9,1.2976349795876496,0.41423402097884193,Iris-setosa
+93,6.113432017298466,2.789120763635404,4.723822264783183,1.2175735393927702,Iris-versicolor
+94,5.753511287575131,2.730916529921278,4.102637127548244,1.0942735423438779,Iris-versicolor
+95,6.000196518383871,3.0036624032290398,4.301552586079231,1.4935196095936514,Iris-versicolor
+96,7.671342454571126,2.6150174688974284,6.8999988627551865,2.3312573930977734,Iris-virginica
+97,6.715989252714655,3.3210492833800034,5.689673366094125,2.5,Iris-virginica
+98,6.1721654452907995,2.5790024814870445,4.957350217669069,1.5315788464262958,Iris-versicolor
+99,5.656716215923113,3.7876889327919767,1.6237383120879854,0.29753087796555777,Iris-setosa
+100,5.981878237677016,2.161831879851215,4.968734021376322,1.484906153014066,Iris-virginica
+101,5.01943993185598,3.3718530383714347,1.586423367850137,0.42189996755352877,Iris-setosa
+102,5.66900820440044,3.0,4.443651409355305,1.499106761702467,Iris-versicolor
+103,7.713993056550664,2.7977211117981438,6.704379476310858,1.9903146053491574,Iris-virginica
+104,6.16853525011501,2.194682738463739,4.50224326349785,1.4996858757770613,Iris-versicolor
+105,4.950203593245958,3.493215577010965,1.3900126826501835,0.2959655361931894,Iris-setosa
+106,6.7983448072242965,3.0,5.59863025784991,2.0627515292493013,Iris-virginica
+107,5.960080354136326,3.4113824425330805,4.480453831817517,1.6041344617668973,Iris-versicolor
+108,6.207566920935451,2.190102921661182,4.522903942684832,1.5145640857398444,Iris-versicolor
+109,7.703021754989447,2.6198004648596203,6.9,2.3161775648091347,Iris-virginica
+110,5.995879850908877,3.3946733778940534,4.4942278056678555,1.5928210587800737,Iris-versicolor
+111,5.140194453638719,2.5089320073610826,3.0617845439822586,1.0854211295533267,Iris-versicolor
+112,6.695861714416805,3.300334783825307,5.694333013092188,2.094118619310834,Iris-virginica
+113,6.928449020938741,3.073368779018645,5.181686787133507,2.262805557560715,Iris-virginica
+114,5.956589174249022,3.3975031539889877,4.4765132569673405,1.6059439521344205,Iris-versicolor
+115,7.711214558819199,2.5972019728706153,6.9,2.321396043914178,Iris-virginica
+116,5.877825845352971,3.117798992538039,4.320394163275631,1.50519647693967,Iris-versicolor
+117,6.6077380967846056,3.2605768164076565,5.538536881309522,2.0606666507237135,Iris-virginica
+118,7.571198387227373,3.0,6.540233326845584,2.1229272968553663,Iris-virginica
+119,5.806925954694719,2.708105175284206,4.1467875286438005,0.9871594957886769,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/7/test.csv b/iris/tab_ddpm/5_3/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/7/train.csv b/iris/tab_ddpm/5_3/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/7/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/7/val.csv b/iris/tab_ddpm/5_3/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/8/synth.csv b/iris/tab_ddpm/5_3/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e3b1a9f376030679501ded0f0ed725bed3a3074e
--- /dev/null
+++ b/iris/tab_ddpm/5_3/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.79565957793426,3.0,5.463949557497589,2.104790910640379,Iris-virginica
+1,5.676125790190944,2.87164748825463,4.534670492644811,1.3248398504515642,Iris-versicolor
+2,5.306481305766362,3.6804764767053992,1.5109255681898275,0.19999289296636535,Iris-setosa
+3,5.120167565323031,3.7979881362111545,1.5895758759883334,0.19924353173795736,Iris-setosa
+4,6.09930823169105,2.7913246213401366,4.684419705667824,1.2030128288690585,Iris-versicolor
+5,6.016400436842691,2.80742357734107,4.6431420956283525,1.207550012641204,Iris-versicolor
+6,6.285059069153371,2.290736299022112,4.434480061275136,1.3069835016932496,Iris-versicolor
+7,5.4083553722517115,3.3951024318244922,1.5647799962970264,0.41609575877621874,Iris-setosa
+8,5.995029241832285,2.7745323415573444,4.629042678087816,1.2282053942774727,Iris-versicolor
+9,6.661485682503451,3.0,5.519506253189272,1.9259490236420074,Iris-virginica
+10,4.869947273719946,2.386244433851379,3.4110272703439444,0.9316312543031107,Iris-versicolor
+11,7.721420891057539,2.806234639392704,6.720335536328756,2.0024842417903272,Iris-virginica
+12,6.317606967713208,2.2784445804634217,4.409041799813694,1.3018798480606133,Iris-versicolor
+13,6.283066263025365,3.406114934613756,5.591563386772221,2.3872638043409604,Iris-virginica
+14,5.058722877468701,3.544963750829872,1.3891855424967936,0.19798475320597625,Iris-setosa
+15,6.174912212295149,2.184970734043091,4.49395282500576,1.4954332409128925,Iris-versicolor
+16,4.607122936107639,3.6077513195627815,1.0000003889266984,0.20124427407745654,Iris-setosa
+17,5.426680858936527,2.4291698669386226,3.681401842454379,1.0017561726173538,Iris-versicolor
+18,6.001700245135696,3.3846782423586963,4.489735640839593,1.6003660194762879,Iris-versicolor
+19,4.825492899198053,3.0,1.3780065521511378,0.2525533779337385,Iris-setosa
+20,5.896486616879438,2.697843804159993,5.042075384084964,1.9188531329855785,Iris-virginica
+21,6.132400879468304,2.5981770511147597,5.602536001244638,1.4115909393836361,Iris-virginica
+22,6.247382704609217,2.4425446640221224,5.006233663024552,1.8517362973928537,Iris-virginica
+23,7.899998118553889,3.785122878435073,6.466505776467476,1.9985409673367172,Iris-virginica
+24,4.610260889043538,3.6268559357204895,1.000000418197219,0.19764486393072103,Iris-setosa
+25,5.583617501026665,2.6802623800113228,4.469715626432684,1.2221837775484303,Iris-versicolor
+26,5.408406003065003,3.405340358681645,1.784685607650656,0.2012195585048497,Iris-setosa
+27,4.642691955696509,3.4158576901872357,1.4182339334896354,0.28100045367094595,Iris-setosa
+28,4.989104055111353,2.0,3.3195849231444203,1.0083969063068654,Iris-versicolor
+29,6.291078458256815,2.5013756262316513,5.000548881173798,1.894418916587878,Iris-virginica
+30,7.682020887270034,2.600280760370975,6.9,2.312319478172859,Iris-virginica
+31,4.4,3.1912609090729136,1.2870968781168526,0.20065733195967192,Iris-setosa
+32,4.807622880499592,3.3922000015539133,1.6714269392554346,0.2020578959436786,Iris-setosa
+33,5.897683636759074,3.0,5.07126438064909,1.8239836782043646,Iris-virginica
+34,4.928656688192111,2.4295689234458,3.2112291116272327,1.0597593090515938,Iris-versicolor
+35,6.296430919349905,2.8896798513817403,5.622828270007793,1.8057493721251836,Iris-virginica
+36,7.720096434951174,2.798691623672884,6.7271139485962035,1.9876606473998544,Iris-virginica
+37,5.217832013536413,3.6143719329652457,1.4493145428758836,0.19936701212087976,Iris-setosa
+38,6.381248568625862,2.555681380681407,4.91225176579371,1.4876098557430568,Iris-versicolor
+39,5.400255134263793,3.400279236817203,1.8440952897084602,0.20365800429197012,Iris-setosa
+40,5.989838029158771,2.7094723924280326,5.112357913014648,1.584948993097301,Iris-versicolor
+41,5.206965948885382,3.7238968134850405,1.625923800942411,0.3636400243156461,Iris-setosa
+42,5.539965595725375,3.0,4.470967000370502,1.4944313935887508,Iris-versicolor
+43,5.968855659749139,2.7038423627039267,5.096584999780718,1.624825767945511,Iris-versicolor
+44,6.472226875914154,3.191650813136051,5.08505175226062,2.00864023201481,Iris-virginica
+45,5.381850903186573,3.7049977802023206,1.517846524371798,0.20210480939736064,Iris-setosa
+46,4.954316041771274,2.4483023773504096,3.4645205947948368,1.0386690050982437,Iris-versicolor
+47,7.696348005502402,2.58798044406008,6.9,2.2923107004711234,Iris-virginica
+48,7.6909481116857865,2.6201814497721014,6.899998797853139,2.295339278251394,Iris-virginica
+49,4.40000054156251,3.2036398883665687,1.340583506190289,0.20587628598290794,Iris-setosa
+50,5.7122342732754605,3.0729381439897505,4.506506124333899,1.5311133858803878,Iris-versicolor
+51,4.8108363032162975,3.0,1.404803691311427,0.10000010270832971,Iris-setosa
+52,6.3048990993445555,3.4048954929144792,5.619878389005493,2.3849592924761347,Iris-virginica
+53,4.926084247857848,3.0,1.3976850365445077,0.19778515639339467,Iris-setosa
+54,5.353647296890557,3.469984811202352,1.814001134330968,0.19903060602076722,Iris-setosa
+55,6.302171963782787,2.290196007724738,4.400177865365279,1.2703139229251401,Iris-versicolor
+56,5.991289608076774,2.715779932610858,5.0841134049881544,1.6023201608532194,Iris-versicolor
+57,5.516684033043239,2.602057462926683,4.37433024435057,1.1981216642560935,Iris-versicolor
+58,7.572893562660623,3.0,6.550817304847704,2.1319592087185497,Iris-virginica
+59,6.09929774039707,3.3872542793460854,4.578401952243671,1.6119262793195426,Iris-versicolor
+60,4.400000727150495,2.8783586615903616,1.4042123097310941,0.20306761393715378,Iris-setosa
+61,6.475696078401693,3.0,5.83499742822799,2.2207354231311482,Iris-virginica
+62,5.622807646367659,3.0,3.8180632977224613,1.3199721105628137,Iris-versicolor
+63,6.7983189591349955,2.806642233232464,4.802103461273008,1.3998709442796486,Iris-versicolor
+64,5.086063912061346,3.5051469229635277,1.4010728199220137,0.3134186833968298,Iris-setosa
+65,5.376020840037652,3.3991004040506576,1.498672407940977,0.3619489891741243,Iris-setosa
+66,5.658469810521147,2.7710006705430823,4.412283634906715,1.3021089272258222,Iris-versicolor
+67,5.848817127647903,3.0,5.07775969143307,1.7882179719899662,Iris-virginica
+68,7.4700365005145,2.8677630711064643,6.426932934875686,1.851748761525813,Iris-virginica
+69,7.688405430613668,2.587777473327778,6.899998796409199,2.288308897285072,Iris-virginica
+70,6.571381160498008,3.2237086804525275,5.104671466019043,2.021144246583186,Iris-virginica
+71,5.8917854718109615,3.0,4.216473357691722,1.511829112093736,Iris-versicolor
+72,6.117214237481809,3.3626205038192074,4.612725221522529,1.6017407843574178,Iris-versicolor
+73,4.598985707598239,3.5689595505269818,1.0000005575695032,0.20203485137516852,Iris-setosa
+74,4.822827140200956,3.3753102740356042,1.5218873455929667,0.2009001090022113,Iris-setosa
+75,5.5659093801866755,2.447925473749161,3.8404951884183394,1.081440142723698,Iris-versicolor
+76,7.899998480454067,3.7908995782501775,6.350549372041653,1.9675254043353603,Iris-virginica
+77,5.176179896752033,2.6900568115361048,3.9138373629383527,1.406039051865824,Iris-versicolor
+78,6.673759503304135,2.504232201858543,5.797783588105786,1.7874324283927536,Iris-virginica
+79,6.984742765584125,3.0,5.763983318128204,2.135442800681815,Iris-virginica
+80,4.778224505776007,3.0,1.3955561955482003,0.2979915409148117,Iris-setosa
+81,5.474872843107126,2.394989924113527,3.7131478599906793,0.9341534081965752,Iris-versicolor
+82,5.983481417761646,3.2187067887102563,4.577660199441336,1.5319979890399982,Iris-versicolor
+83,5.622134199055527,3.0,4.206806378404237,1.293065684647376,Iris-versicolor
+84,6.804984714253499,3.2106703526911846,5.950147143074867,2.3075440044664886,Iris-virginica
+85,5.994631207671423,3.4001194016754503,4.525208561823188,1.5836742107633424,Iris-versicolor
+86,4.876460219326658,3.0,1.4035626266016168,0.2020025699330995,Iris-setosa
+87,7.700209645061302,2.8095872634029586,6.696223391886498,2.007382099064603,Iris-virginica
+88,5.952461596152784,2.9337814903371036,4.419653889391145,1.4923245556486964,Iris-versicolor
+89,5.002281751929922,2.000000586834952,3.519796125493619,0.9391264467618841,Iris-versicolor
+90,5.110407509402578,3.4018356596535,1.5569246539469686,0.3793073815699334,Iris-setosa
+91,4.619386815163445,3.4071584170898688,1.3855558130798806,0.33484525537531284,Iris-setosa
+92,5.982237816676843,2.9051654898341424,4.489048915409207,1.4973325171295238,Iris-versicolor
+93,6.544546571332696,3.0,4.381927221580041,1.3668420268569692,Iris-versicolor
+94,4.501931983295545,2.325296806568737,1.2887334640483288,0.29954609559882306,Iris-setosa
+95,5.005833901331832,2.0,3.4730328340341736,0.953921213638041,Iris-versicolor
+96,6.255188434069524,3.3121528089993055,4.6946468151896505,1.6153314621610464,Iris-versicolor
+97,5.387639313409651,3.398101967716661,1.6259193197287682,0.20266428993994112,Iris-setosa
+98,5.079509447875905,3.508523269740827,1.4087085090321418,0.20252702505184522,Iris-setosa
+99,5.343518114995315,3.393382464879732,1.554432924144091,0.19738397637814484,Iris-setosa
+100,4.492307337994943,2.292563353556137,1.2957425699843537,0.2999403672308653,Iris-setosa
+101,5.363009944377583,3.761098298069888,1.6104611999660463,0.3764922972395538,Iris-setosa
+102,6.1649887375370716,2.1944618728735104,4.5046078166219825,1.5013967957676795,Iris-versicolor
+103,5.074590829217656,3.8393278799415844,1.6540122349531723,0.19542943487762598,Iris-setosa
+104,5.909917917415517,3.0,5.041382831617927,1.7910241660955633,Iris-virginica
+105,6.681693091234443,3.054548631917442,4.657749432012163,1.502767709241356,Iris-versicolor
+106,6.697612541148386,3.1045666486520602,4.6812715011335575,1.5056836550142711,Iris-versicolor
+107,4.985472794195641,3.6147885079633153,1.3996097933838585,0.19406024479290326,Iris-setosa
+108,4.797634610134357,3.4059525449620165,1.6239998066625279,0.1952777810707006,Iris-setosa
+109,4.800715235920713,3.0,1.3970003591325888,0.1,Iris-setosa
+110,6.318447887511644,2.8926408372271943,5.6041966354735315,1.8007581147892546,Iris-virginica
+111,5.0212256480547905,3.5774646897889006,1.389778131728281,0.19712336867906066,Iris-setosa
+112,7.633609037243376,3.0,6.623766087084978,2.075855530841587,Iris-virginica
+113,6.441849879827363,2.9231527021592925,4.325284798327287,1.3115008497429363,Iris-versicolor
+114,5.690885701293406,2.850855680144903,4.201235479940501,1.2890615256415936,Iris-versicolor
+115,6.30129258687487,2.5008784006689346,4.949076028086314,1.5007759730260293,Iris-versicolor
+116,7.5460406108597535,3.0,6.530500915223222,2.10932304156514,Iris-virginica
+117,6.850314656869683,3.015247553616089,5.21707668065359,2.267759613918298,Iris-virginica
+118,6.278550228149594,2.2837136424888254,4.433161096291365,1.334674716590369,Iris-versicolor
+119,6.079708455117006,2.802719007693102,4.6934174891279685,1.2121357296217188,Iris-versicolor
diff --git a/iris/tab_ddpm/5_3/8/test.csv b/iris/tab_ddpm/5_3/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/8/train.csv b/iris/tab_ddpm/5_3/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/8/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/8/val.csv b/iris/tab_ddpm/5_3/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/9/synth.csv b/iris/tab_ddpm/5_3/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cbef8eeb54a13d45627e54af7ada626b70858aac
--- /dev/null
+++ b/iris/tab_ddpm/5_3/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.257206113399101,3.3838455692669633,1.415905938014626,0.20508303536872108,Iris-setosa
+1,6.69856200854064,3.2743892674016193,5.690988701509219,2.4999995286628858,Iris-virginica
+2,4.943558070649861,2.4421773117893997,3.330921626612195,1.0310714755729453,Iris-versicolor
+3,5.408810687994523,3.4025347360462384,1.7426984946212916,0.20094621352002062,Iris-setosa
+4,5.2688815249703795,3.685930293974618,1.4990214111681608,0.1980742475019956,Iris-setosa
+5,5.692327690222478,2.821424955741123,4.101495140940395,1.1943189098209936,Iris-versicolor
+6,4.899254637998595,3.0990918843306736,1.4939467766898278,0.10000010444441533,Iris-setosa
+7,5.135643579735245,3.788487627576762,1.65635946025074,0.2020551607779254,Iris-setosa
+8,5.118648903567331,3.8022948610717306,1.6844989980930027,0.19744613253093074,Iris-setosa
+9,5.177626110155047,2.7148883168637883,3.9860962759899365,1.4053427534809129,Iris-versicolor
+10,5.895453320677586,2.38981930621983,4.255310347568882,1.1596165488304033,Iris-versicolor
+11,5.1946637550277,3.4057322590480905,1.3992781569279371,0.20040208944781077,Iris-setosa
+12,6.086378653559613,3.152463146326784,4.6266654604929816,1.5171696494986977,Iris-versicolor
+13,5.986364079063586,3.4130895150530236,4.495174628051653,1.6159444237827398,Iris-versicolor
+14,7.69926364991606,2.7931367420595516,6.68708563547793,1.9562697862931917,Iris-virginica
+15,5.70764954226365,3.8007898591269282,1.663139320165396,0.3470016944975171,Iris-setosa
+16,5.057568091359843,3.7585671397968348,1.4611480116624125,0.19842902223594971,Iris-setosa
+17,6.7267083417854625,3.2442312891713354,5.7981568865236754,2.309049541364868,Iris-virginica
+18,6.684723371199644,3.3136950187141263,5.679698428027553,2.105999465882251,Iris-virginica
+19,6.202828308294467,2.909126226381988,4.328612194838041,1.3171116180983988,Iris-versicolor
+20,5.851187097717186,2.863897600649069,4.563037053509839,1.3329344464290562,Iris-versicolor
+21,4.614152616417322,3.3940068545812885,1.4080119055429685,0.32250933360846834,Iris-setosa
+22,6.394021406926097,2.881048373106666,4.28949563416124,1.2911493988346583,Iris-versicolor
+23,5.814285128290562,2.709685406351165,5.089517467256219,1.8949875549111472,Iris-virginica
+24,4.791191839285536,3.3961230694760074,1.562900051305284,0.20163152990002517,Iris-setosa
+25,4.896190532223681,3.0983429845875476,1.6106319201253736,0.10000011412700953,Iris-setosa
+26,7.717750861330163,2.797746671100058,6.7130500095240855,1.9885407780724091,Iris-virginica
+27,6.133922416401183,3.0,4.650430231402015,1.413652924354213,Iris-versicolor
+28,4.400000453606477,3.208347774004181,1.3095539870407682,0.202178507011643,Iris-setosa
+29,5.822181921255223,2.7056941700309167,4.14568687753236,1.0523618497878695,Iris-versicolor
+30,4.599598180570241,3.3835968535372203,1.4002886890264745,0.29817130490598054,Iris-setosa
+31,7.711465969378984,2.6025933818585405,6.899998762154226,2.319505138883832,Iris-virginica
+32,5.219721554708193,3.409694911067145,1.4044584367831396,0.20357018392231555,Iris-setosa
+33,6.500104856699457,3.197300859857694,5.145778045940019,2.006944171937808,Iris-virginica
+34,7.899998789053922,3.809136040859685,6.379967489227721,2.0141286212335796,Iris-virginica
+35,6.461721580155885,3.1896763154422874,5.092785969342577,1.9683983821250006,Iris-virginica
+36,5.099774889262047,3.8001153663128315,1.4966596085354558,0.19914721224684573,Iris-setosa
+37,6.525704919101463,3.1694122379397975,5.12974882722641,2.000838219954756,Iris-virginica
+38,5.755874626480308,2.656082550480006,3.971759527210576,1.0469274680270724,Iris-versicolor
+39,5.723476071705999,3.0,4.502439849078502,1.4898371781510575,Iris-versicolor
+40,6.361729612164034,2.8364522765626887,4.35272896326537,1.2331380446526898,Iris-versicolor
+41,5.021523037402516,2.0000007220432727,3.6206138516070885,0.9710148531531559,Iris-versicolor
+42,6.318577699420196,2.8672494104457598,5.607362034413305,1.8006101537970274,Iris-virginica
+43,4.506365347724879,2.3142949118166936,1.3055490518766646,0.32310503649076716,Iris-setosa
+44,5.219378119053969,2.7128407837394657,3.88705187892937,1.3991837775832168,Iris-versicolor
+45,5.819774557083233,2.697136941140405,5.102216064043111,1.8831584003633544,Iris-virginica
+46,6.3358120299542495,3.2565967943305716,4.7390682636851675,1.6012501260890502,Iris-versicolor
+47,6.673811078942161,2.487456475230595,5.7863257671569235,1.817177328191329,Iris-virginica
+48,6.505213225941519,3.1951979642709216,5.081861207502318,1.9947737202601408,Iris-virginica
+49,7.649808305217814,2.8211949657066167,6.647099790685531,1.9949335740336764,Iris-virginica
+50,5.099589828625663,3.799677289593411,1.5531088138869216,0.2040755954977604,Iris-setosa
+51,6.897661790702918,3.224599133125346,5.724786760042947,2.313736818386686,Iris-virginica
+52,6.256260942913704,2.2282031378068683,4.5319661395816215,1.4932482555661406,Iris-versicolor
+53,6.33780147576185,2.881142728918756,4.261195254048163,1.2667226389761945,Iris-versicolor
+54,6.499666699686429,3.2065525902284686,5.048218865216346,2.016220700486239,Iris-virginica
+55,5.401810300260248,3.399546900521303,1.7002204949145858,0.2041446063879097,Iris-setosa
+56,5.491703295531108,3.9,1.2648995361746393,0.3817148002612712,Iris-setosa
+57,4.896920932632374,3.0,1.4070991943515203,0.20175960915842175,Iris-setosa
+58,5.379992205325949,3.4078363619050256,1.5878516397582583,0.19757395999747024,Iris-setosa
+59,7.899998165144316,3.782530229438349,6.4407313152003915,2.007422815415291,Iris-virginica
+60,5.255614754967884,3.7255653380933884,1.4973880818419356,0.19321812776132763,Iris-setosa
+61,6.09314291105969,2.5993259270526106,5.604415322299866,1.4038475301476037,Iris-virginica
+62,6.491957786464552,3.0,5.795628893291041,2.184811364860069,Iris-virginica
+63,5.1355881507066545,2.4889334490725563,3.0860704008354105,1.064007064654899,Iris-versicolor
+64,5.4834267537873265,2.5864107685675215,4.384945358284595,1.1678117424734193,Iris-versicolor
+65,6.709280916946545,3.309715965766115,5.68327358446063,2.499999619791788,Iris-virginica
+66,5.104141520856088,3.4960632281341164,1.403883652087177,0.38461587404735953,Iris-setosa
+67,7.7169287111095315,2.583337654133965,6.9,2.3068336587035208,Iris-virginica
+68,4.4,2.8951646895311,1.394105941594625,0.20103964993170584,Iris-setosa
+69,4.96059335368995,2.424521468213327,3.078903230227409,1.0756906207997432,Iris-versicolor
+70,5.203161629909039,3.396943387629796,1.4034475703775093,0.1946190602624399,Iris-setosa
+71,5.7764494809273925,2.7626353996213346,4.336138096355139,1.1362247600925555,Iris-versicolor
+72,6.62861544444096,3.0,5.8698051988490105,2.1812808570426463,Iris-virginica
+73,6.096228953680834,2.870821056058863,4.654637216767543,1.2307563594090885,Iris-versicolor
+74,6.692113108266071,3.2828543544962865,5.701278229589159,2.4999991736806395,Iris-virginica
+75,5.09808734099987,3.8231667559962865,1.6094190947026323,0.20369053184748576,Iris-setosa
+76,6.506749179267333,3.0,5.416860858302758,1.8555574443204368,Iris-virginica
+77,6.284925800799753,2.8772223044621628,5.593332296593362,1.814664317375763,Iris-virginica
+78,4.994653510100867,2.0000006586594656,3.4743012922447627,0.9121642168215416,Iris-versicolor
+79,6.80169471200141,3.1922197999278255,5.855747412957559,2.2971400566922444,Iris-virginica
+80,7.137076251586399,3.0323538726629247,6.068513676356857,2.179897589114646,Iris-virginica
+81,4.615186172535522,3.404633052995571,1.40528978148135,0.337316004362801,Iris-setosa
+82,6.101216697759274,2.285982054996537,5.023913031953276,1.5948512029736701,Iris-virginica
+83,4.905136903911987,3.1151158336638636,1.5318972086718488,0.1,Iris-setosa
+84,5.795162325165681,2.723450330403688,4.036703791063073,1.068629333742616,Iris-versicolor
+85,5.0927093695353856,3.500054561159697,1.3950824160998796,0.26987788313928013,Iris-setosa
+86,6.366812336218034,2.891078299764563,4.279425513863514,1.2707986013627246,Iris-versicolor
+87,5.626409170361582,2.9986723559262907,4.103882636875894,1.2823089412874284,Iris-versicolor
+88,4.88370678283164,3.078502243303853,1.4986987022741027,0.1,Iris-setosa
+89,6.970699918868062,3.2076654577780053,5.6413761788702566,2.306656402694861,Iris-virginica
+90,5.588652661377039,3.791413992199389,1.498361077776943,0.29733720299934774,Iris-setosa
+91,5.997190000838879,2.7732325116983754,4.882881157992584,1.5499819255524152,Iris-versicolor
+92,4.598359891755698,3.602451557311972,1.0,0.20477614339215489,Iris-setosa
+93,7.714097475989983,2.5979610504589985,6.9,2.2936604427764666,Iris-virginica
+94,6.059327396018388,2.668903575080375,4.994328713220194,1.5987899256467013,Iris-versicolor
+95,6.824131011040765,3.0,5.432711503809079,2.124574572527968,Iris-virginica
+96,5.010222714480199,3.5989110574958745,1.3949637611985006,0.1965228998310709,Iris-setosa
+97,4.400000558432252,3.222836739171469,1.3020034873050754,0.20550593913357212,Iris-setosa
+98,5.553213904679986,2.452122264086099,3.8286539760311418,1.045639026957635,Iris-versicolor
+99,6.2953229044625685,3.294918922383152,4.673681874277875,1.6303083949420014,Iris-versicolor
+100,5.057859132716033,3.3979613379402163,1.6830906065606344,0.40160687853549076,Iris-setosa
+101,6.278451999427964,3.1761947964426214,4.626819982022205,1.55066689431773,Iris-versicolor
+102,6.16574876250171,2.593881300122411,4.949604236552003,1.5066621033322138,Iris-versicolor
+103,6.701843707814466,3.2851711499189804,5.673472102685906,2.150979910100706,Iris-virginica
+104,6.49943882805325,2.9888767314043188,4.404771047154801,1.3650294011730695,Iris-versicolor
+105,6.2930257258848314,2.501042799010831,4.9093096548694675,1.493477496877162,Iris-versicolor
+106,7.587351932357016,3.0,6.585921203168203,2.1228107409238635,Iris-virginica
+107,5.792796253489299,2.7116045531357633,4.097782168707719,1.0167341874379974,Iris-versicolor
+108,6.00577686661794,2.695209565797404,5.135895839107527,1.6120108299033598,Iris-versicolor
+109,4.831111001698378,3.0,1.388544955185033,0.30000457998266694,Iris-setosa
+110,6.02225595530656,2.209670630099924,5.010905114526742,1.5210220301580821,Iris-virginica
+111,5.421506315299202,3.380155697170475,1.8593609311356214,0.2041482684605534,Iris-setosa
+112,6.798695341600352,3.184836649174715,5.970920192504867,2.2768503896617616,Iris-virginica
+113,5.564785559095286,2.4632498872290554,3.8476983755963694,1.1055978732299867,Iris-versicolor
+114,6.623643437986165,3.0,4.424120215818683,1.4037696409644547,Iris-versicolor
+115,6.28365231211491,2.5260192024047696,4.887960960009578,1.5080192832107768,Iris-versicolor
+116,6.590284673923077,3.0,4.370223572299814,1.3962063973834404,Iris-versicolor
+117,5.002638751017465,3.62892018775011,1.4032378759066688,0.20012537756388504,Iris-setosa
+118,6.009080464140247,2.2090974039716897,4.999735340349685,1.5077056656187262,Iris-virginica
+119,5.098365104173974,3.794573770850209,1.6206751561246195,0.20096018871517768,Iris-setosa
diff --git a/iris/tab_ddpm/5_3/9/test.csv b/iris/tab_ddpm/5_3/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/9/train.csv b/iris/tab_ddpm/5_3/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/5_3/9/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
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/5_3/9/val.csv b/iris/tab_ddpm/5_3/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/5_3/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/5_3/params.json b/iris/tab_ddpm/5_3/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad9511be7bc223ac6a477bd52d511f1951fc0fb3
--- /dev/null
+++ b/iris/tab_ddpm/5_3/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:736f90396b11be64d38e50cf131306b3dc9b4746a61359007654bac099c45411
+size 331
diff --git a/iris/tab_ddpm/5_3/tab_ddpm_eval.ipynb b/iris/tab_ddpm/5_3/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..6ddb24d4e32087e052370bd90952345232f0e682
--- /dev/null
+++ b/iris/tab_ddpm/5_3/tab_ddpm_eval.ipynb
@@ -0,0 +1,2056 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "749b17c7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:05:51.826657Z",
+     "iopub.status.busy": "2024-07-22T03:05:51.826203Z",
+     "iopub.status.idle": "2024-07-22T03:06:04.597652Z",
+     "shell.execute_reply": "2024-07-22T03:06:04.596679Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.783906,
+     "end_time": "2024-07-22T03:06:04.599998",
+     "exception": false,
+     "start_time": "2024-07-22T03:05:51.816092",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "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",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 99%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "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": "74dfd4cb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:04.624374Z",
+     "iopub.status.busy": "2024-07-22T03:06:04.623466Z",
+     "iopub.status.idle": "2024-07-22T03:06:04.631791Z",
+     "shell.execute_reply": "2024-07-22T03:06:04.630954Z"
+    },
+    "papermill": {
+     "duration": 0.022778,
+     "end_time": "2024-07-22T03:06:04.633825",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:04.611047",
+     "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": "2d7d3ca1",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009566,
+     "end_time": "2024-07-22T03:06:04.652868",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:04.643302",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "35cddb5d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:04.673672Z",
+     "iopub.status.busy": "2024-07-22T03:06:04.673401Z",
+     "iopub.status.idle": "2024-07-22T03:06:04.680453Z",
+     "shell.execute_reply": "2024-07-22T03:06:04.679646Z"
+    },
+    "papermill": {
+     "duration": 0.01976,
+     "end_time": "2024-07-22T03:06:04.682390",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:04.662630",
+     "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": "a4721892",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:04.703276Z",
+     "iopub.status.busy": "2024-07-22T03:06:04.703018Z",
+     "iopub.status.idle": "2024-07-22T03:06:04.708026Z",
+     "shell.execute_reply": "2024-07-22T03:06:04.707203Z"
+    },
+    "papermill": {
+     "duration": 0.017919,
+     "end_time": "2024-07-22T03:06:04.709969",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:04.692050",
+     "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 = 3\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/5_3\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.6\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "251e6ffb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:04.732896Z",
+     "iopub.status.busy": "2024-07-22T03:06:04.732598Z",
+     "iopub.status.idle": "2024-07-22T03:06:04.737742Z",
+     "shell.execute_reply": "2024-07-22T03:06:04.736908Z"
+    },
+    "papermill": {
+     "duration": 0.019608,
+     "end_time": "2024-07-22T03:06:04.739960",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:04.720352",
+     "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": "6f114399",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:04.760719Z",
+     "iopub.status.busy": "2024-07-22T03:06:04.760419Z",
+     "iopub.status.idle": "2024-07-22T03:06:06.001045Z",
+     "shell.execute_reply": "2024-07-22T03:06:06.000135Z"
+    },
+    "papermill": {
+     "duration": 1.25347,
+     "end_time": "2024-07-22T03:06:06.003207",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:04.749737",
+     "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": "97dac84c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:06.026429Z",
+     "iopub.status.busy": "2024-07-22T03:06:06.025756Z",
+     "iopub.status.idle": "2024-07-22T03:06:07.009415Z",
+     "shell.execute_reply": "2024-07-22T03:06:07.008356Z"
+    },
+    "papermill": {
+     "duration": 0.997626,
+     "end_time": "2024-07-22T03:06:07.011579",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:06.013953",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mkdir: cannot create directory 'iris': File exists\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "4b7f262a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:07.034766Z",
+     "iopub.status.busy": "2024-07-22T03:06:07.034401Z",
+     "iopub.status.idle": "2024-07-22T03:06:07.043580Z",
+     "shell.execute_reply": "2024-07-22T03:06:07.042802Z"
+    },
+    "papermill": {
+     "duration": 0.022954,
+     "end_time": "2024-07-22T03:06:07.045482",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:07.022528",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/5_3\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": "80ddffd1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:07.069420Z",
+     "iopub.status.busy": "2024-07-22T03:06:07.069142Z",
+     "iopub.status.idle": "2024-07-22T03:06:07.430210Z",
+     "shell.execute_reply": "2024-07-22T03:06:07.429429Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.375569,
+     "end_time": "2024-07-22T03:06:07.432504",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:07.056935",
+     "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": "55d55fac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:07.456420Z",
+     "iopub.status.busy": "2024-07-22T03:06:07.456121Z",
+     "iopub.status.idle": "2024-07-22T03:06:09.059857Z",
+     "shell.execute_reply": "2024-07-22T03:06:09.058875Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.618432,
+     "end_time": "2024-07-22T03:06:09.062329",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:07.443897",
+     "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": "07b315ba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:09.087890Z",
+     "iopub.status.busy": "2024-07-22T03:06:09.087491Z",
+     "iopub.status.idle": "2024-07-22T03:06:09.095660Z",
+     "shell.execute_reply": "2024-07-22T03:06:09.094788Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023005,
+     "end_time": "2024-07-22T03:06:09.097566",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:09.074561",
+     "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": "2b3e1694",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:09.120251Z",
+     "iopub.status.busy": "2024-07-22T03:06:09.119950Z",
+     "iopub.status.idle": "2024-07-22T03:06:09.125305Z",
+     "shell.execute_reply": "2024-07-22T03:06:09.123899Z"
+    },
+    "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": 0.019233,
+     "end_time": "2024-07-22T03:06:09.127530",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:09.108297",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "b1bd07f6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:09.150485Z",
+     "iopub.status.busy": "2024-07-22T03:06:09.150236Z",
+     "iopub.status.idle": "2024-07-22T03:06:09.266257Z",
+     "shell.execute_reply": "2024-07-22T03:06:09.265481Z"
+    },
+    "papermill": {
+     "duration": 0.130122,
+     "end_time": "2024-07-22T03:06:09.268541",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:09.138419",
+     "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": "b40e675b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:09.294292Z",
+     "iopub.status.busy": "2024-07-22T03:06:09.294014Z",
+     "iopub.status.idle": "2024-07-22T03:06:13.596112Z",
+     "shell.execute_reply": "2024-07-22T03:06:13.595068Z"
+    },
+    "papermill": {
+     "duration": 4.317537,
+     "end_time": "2024-07-22T03:06:13.598529",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:09.280992",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 03:06:11.016188: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 03:06:11.016244: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 03:06:11.017838: 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": "ec43b82f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:13.623260Z",
+     "iopub.status.busy": "2024-07-22T03:06:13.622669Z",
+     "iopub.status.idle": "2024-07-22T03:06:13.628694Z",
+     "shell.execute_reply": "2024-07-22T03:06:13.627761Z"
+    },
+    "papermill": {
+     "duration": 0.020386,
+     "end_time": "2024-07-22T03:06:13.630641",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:13.610255",
+     "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": "7e326026",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:13.656356Z",
+     "iopub.status.busy": "2024-07-22T03:06:13.656072Z",
+     "iopub.status.idle": "2024-07-22T03:06:16.346599Z",
+     "shell.execute_reply": "2024-07-22T03:06:16.345736Z"
+    },
+    "papermill": {
+     "duration": 2.706569,
+     "end_time": "2024-07-22T03:06:16.349016",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:13.642447",
+     "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": "3292125d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:16.376078Z",
+     "iopub.status.busy": "2024-07-22T03:06:16.375329Z",
+     "iopub.status.idle": "2024-07-22T03:06:16.382180Z",
+     "shell.execute_reply": "2024-07-22T03:06:16.381370Z"
+    },
+    "papermill": {
+     "duration": 0.022653,
+     "end_time": "2024-07-22T03:06:16.384251",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:16.361598",
+     "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": "6119e7e1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:16.408742Z",
+     "iopub.status.busy": "2024-07-22T03:06:16.408441Z",
+     "iopub.status.idle": "2024-07-22T03:06:16.897697Z",
+     "shell.execute_reply": "2024-07-22T03:06:16.896662Z"
+    },
+    "papermill": {
+     "duration": 0.50433,
+     "end_time": "2024-07-22T03:06:16.900203",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:16.395873",
+     "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": "0cf01619",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:16.927344Z",
+     "iopub.status.busy": "2024-07-22T03:06:16.927013Z",
+     "iopub.status.idle": "2024-07-22T03:06:16.932991Z",
+     "shell.execute_reply": "2024-07-22T03:06:16.932069Z"
+    },
+    "papermill": {
+     "duration": 0.021798,
+     "end_time": "2024-07-22T03:06:16.935084",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:16.913286",
+     "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": "c6e9434c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:16.959999Z",
+     "iopub.status.busy": "2024-07-22T03:06:16.959498Z",
+     "iopub.status.idle": "2024-07-22T03:06:17.006078Z",
+     "shell.execute_reply": "2024-07-22T03:06:17.005178Z"
+    },
+    "papermill": {
+     "duration": 0.061258,
+     "end_time": "2024-07-22T03:06:17.008004",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:16.946746",
+     "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": "7ec43f97",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:17.034301Z",
+     "iopub.status.busy": "2024-07-22T03:06:17.034003Z",
+     "iopub.status.idle": "2024-07-22T03:06:17.039432Z",
+     "shell.execute_reply": "2024-07-22T03:06:17.038644Z"
+    },
+    "papermill": {
+     "duration": 0.020872,
+     "end_time": "2024-07-22T03:06:17.041303",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:17.020431",
+     "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": "c015a339",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:17.065977Z",
+     "iopub.status.busy": "2024-07-22T03:06:17.065702Z",
+     "iopub.status.idle": "2024-07-22T03:06:17.069474Z",
+     "shell.execute_reply": "2024-07-22T03:06:17.068652Z"
+    },
+    "papermill": {
+     "duration": 0.018249,
+     "end_time": "2024-07-22T03:06:17.071385",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:17.053136",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "61b37110",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:17.095964Z",
+     "iopub.status.busy": "2024-07-22T03:06:17.095687Z",
+     "iopub.status.idle": "2024-07-22T03:06:17.101348Z",
+     "shell.execute_reply": "2024-07-22T03:06:17.100492Z"
+    },
+    "papermill": {
+     "duration": 0.020158,
+     "end_time": "2024-07-22T03:06:17.103287",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:17.083129",
+     "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": "84fc7f8b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:17.127971Z",
+     "iopub.status.busy": "2024-07-22T03:06:17.127722Z",
+     "iopub.status.idle": "2024-07-22T03:06:17.133974Z",
+     "shell.execute_reply": "2024-07-22T03:06:17.133263Z"
+    },
+    "papermill": {
+     "duration": 0.020814,
+     "end_time": "2024-07-22T03:06:17.135899",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:17.115085",
+     "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": "91738ddd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:17.163543Z",
+     "iopub.status.busy": "2024-07-22T03:06:17.163176Z",
+     "iopub.status.idle": "2024-07-22T03:06:17.171836Z",
+     "shell.execute_reply": "2024-07-22T03:06:17.170995Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024973,
+     "end_time": "2024-07-22T03:06:17.173709",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:17.148736",
+     "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": "41864b7c",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:06:17.199029Z",
+     "iopub.status.busy": "2024-07-22T03:06:17.198350Z",
+     "iopub.status.idle": "2024-07-22T03:10:10.343079Z",
+     "shell.execute_reply": "2024-07-22T03:10:10.341934Z"
+    },
+    "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": 233.160164,
+     "end_time": "2024-07-22T03:10:10.345724",
+     "exception": false,
+     "start_time": "2024-07-22T03:06:17.185560",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/50898 MLoss: 0.0 GLoss: 0.3527 Sum: 0.3527\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/50898 MLoss: 0.0 GLoss: 0.3066 Sum: 0.3066\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/50898 MLoss: 0.0 GLoss: 0.2904 Sum: 0.2904\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/50898 MLoss: 0.0 GLoss: 0.2786 Sum: 0.2786\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/50898 MLoss: 0.0 GLoss: 0.2735 Sum: 0.2735\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/50898 MLoss: 0.0 GLoss: 0.2659 Sum: 0.2659\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/50898 MLoss: 0.0 GLoss: 0.2626 Sum: 0.2626\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/50898 MLoss: 0.0 GLoss: 0.2556 Sum: 0.2556\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/50898 MLoss: 0.0 GLoss: 0.2499 Sum: 0.2499\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/50898 MLoss: 0.0 GLoss: 0.2479 Sum: 0.2479\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/50898 MLoss: 0.0 GLoss: 0.2439 Sum: 0.2439\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/50898 MLoss: 0.0 GLoss: 0.2419 Sum: 0.2419\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/50898 MLoss: 0.0 GLoss: 0.2427 Sum: 0.2427\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/50898 MLoss: 0.0 GLoss: 0.2356 Sum: 0.2356\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/50898 MLoss: 0.0 GLoss: 0.2345 Sum: 0.2345\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/50898 MLoss: 0.0 GLoss: 0.2358 Sum: 0.2358\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/50898 MLoss: 0.0 GLoss: 0.2311 Sum: 0.2311\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/50898 MLoss: 0.0 GLoss: 0.2291 Sum: 0.2291\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/50898 MLoss: 0.0 GLoss: 0.2284 Sum: 0.2284\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/50898 MLoss: 0.0 GLoss: 0.2264 Sum: 0.2264\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/50898 MLoss: 0.0 GLoss: 0.2253 Sum: 0.2253\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/50898 MLoss: 0.0 GLoss: 0.2214 Sum: 0.2214\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/50898 MLoss: 0.0 GLoss: 0.2189 Sum: 0.2189\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/50898 MLoss: 0.0 GLoss: 0.2227 Sum: 0.2227\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/50898 MLoss: 0.0 GLoss: 0.2193 Sum: 0.2193\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/50898 MLoss: 0.0 GLoss: 0.2181 Sum: 0.2181\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/50898 MLoss: 0.0 GLoss: 0.2186 Sum: 0.2186\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/50898 MLoss: 0.0 GLoss: 0.2159 Sum: 0.2159\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/50898 MLoss: 0.0 GLoss: 0.2154 Sum: 0.2154\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/50898 MLoss: 0.0 GLoss: 0.2148 Sum: 0.2148\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/50898 MLoss: 0.0 GLoss: 0.2126 Sum: 0.2126\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/50898 MLoss: 0.0 GLoss: 0.2126 Sum: 0.2126\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/50898 MLoss: 0.0 GLoss: 0.2132 Sum: 0.2132\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/50898 MLoss: 0.0 GLoss: 0.2093 Sum: 0.2093\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/50898 MLoss: 0.0 GLoss: 0.209 Sum: 0.209\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/50898 MLoss: 0.0 GLoss: 0.2108 Sum: 0.2108\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/50898 MLoss: 0.0 GLoss: 0.207 Sum: 0.207\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/50898 MLoss: 0.0 GLoss: 0.2093 Sum: 0.2093\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/50898 MLoss: 0.0 GLoss: 0.2068 Sum: 0.2068\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/50898 MLoss: 0.0 GLoss: 0.2061 Sum: 0.2061\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/50898 MLoss: 0.0 GLoss: 0.2065 Sum: 0.2065\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/50898 MLoss: 0.0 GLoss: 0.2045 Sum: 0.2045\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/50898 MLoss: 0.0 GLoss: 0.2036 Sum: 0.2036\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/50898 MLoss: 0.0 GLoss: 0.203 Sum: 0.203\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/50898 MLoss: 0.0 GLoss: 0.2023 Sum: 0.2023\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/50898 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/50898 MLoss: 0.0 GLoss: 0.2 Sum: 0.2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/50898 MLoss: 0.0 GLoss: 0.2 Sum: 0.2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/50898 MLoss: 0.0 GLoss: 0.1987 Sum: 0.1987\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/50898 MLoss: 0.0 GLoss: 0.1979 Sum: 0.1979\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": "1b2c9ef0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016865,
+     "end_time": "2024-07-22T03:10:10.380013",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:10.363148",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "96e31789",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:10.414007Z",
+     "iopub.status.busy": "2024-07-22T03:10:10.413074Z",
+     "iopub.status.idle": "2024-07-22T03:10:10.421216Z",
+     "shell.execute_reply": "2024-07-22T03:10:10.420330Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.027311,
+     "end_time": "2024-07-22T03:10:10.423243",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:10.395932",
+     "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": "f385ad0f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:10:10.456984Z",
+     "iopub.status.busy": "2024-07-22T03:10:10.456701Z",
+     "iopub.status.idle": "2024-07-22T03:10:26.586580Z",
+     "shell.execute_reply": "2024-07-22T03:10:26.585771Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.149575,
+     "end_time": "2024-07-22T03:10:26.588973",
+     "exception": false,
+     "start_time": "2024-07-22T03:10:10.439398",
+     "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": "dfb97f45",
+   "metadata": {
+    "papermill": {
+     "duration": 0.017229,
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