diff --git a/iris/tab_ddpm/2/0/synth.csv b/iris/tab_ddpm/2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22d9fd643d399a9a746dd13550636232e0c64e50
--- /dev/null
+++ b/iris/tab_ddpm/2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.704782680044342,2.6198476920877165,6.899998686432741,2.2876965941464316,Iris-virginica
+1,6.195410502751246,2.7143349855400873,5.586148666312462,1.5830309072187745,Iris-virginica
+2,6.306885438134426,2.498615906464765,4.863873385468427,1.481566003899105,Iris-versicolor
+3,6.534171822276689,3.0,5.801671011526874,2.201339558265727,Iris-virginica
+4,5.592030741000101,2.7057947692426896,4.445563303690412,1.2584378302769597,Iris-versicolor
+5,5.775419414671891,2.6893562928893235,5.0785145466459545,1.893735579929482,Iris-virginica
+6,5.123764891334721,3.7729996348479578,1.498375816292191,0.20111481802120174,Iris-setosa
+7,5.608885302782519,2.5086231879986554,3.926042239275536,1.1136479148714493,Iris-versicolor
+8,6.935824568218691,2.8086125126360293,4.8195101277024195,1.4144521770570375,Iris-versicolor
+9,4.86456501181592,3.054585002194901,1.489374409062796,0.1,Iris-setosa
+10,5.3672880746923495,3.0,4.485787785808404,1.5144389160873444,Iris-versicolor
+11,5.384317557957434,3.7157715749381075,1.5555121732359052,0.2035789980474653,Iris-setosa
+12,5.563725039543161,2.5978919830312273,4.400170432196212,1.2000316144560392,Iris-versicolor
+13,5.095107258877633,2.489742931822656,3.049211347264812,1.0932974562062683,Iris-versicolor
+14,5.531339106641043,2.4075754068852984,3.724025620982892,1.086937439220466,Iris-versicolor
+15,6.392138700641877,2.9007577645843607,4.3495763987426965,1.3094810517325155,Iris-versicolor
+16,5.538140424979332,2.645071238263393,4.310930912494019,1.257979012096762,Iris-versicolor
+17,5.519104958899445,4.199999285044456,1.41086886983896,0.20036866961686442,Iris-setosa
+18,5.8602307127011155,2.71512450548046,5.1165787433246654,1.861197818790695,Iris-virginica
+19,6.79517339462749,3.0,5.502794447782268,2.095068814987667,Iris-virginica
+20,5.090889172084976,3.475176630328025,1.4010399665283333,0.29921532780316595,Iris-setosa
+21,5.815694463872865,2.7008457469300637,5.095270297366032,1.8999801584167861,Iris-virginica
+22,5.001984820035432,3.407599809581664,1.498419474524505,0.37898082914466874,Iris-setosa
+23,5.4023274257553675,2.438664803734277,3.6832803312490308,1.1056546507427225,Iris-versicolor
+24,4.914689197635251,3.0,1.4056433742390562,0.19666397340676917,Iris-setosa
+25,5.419391684904008,3.0,4.527636025418854,1.501504351657574,Iris-versicolor
+26,5.894102652552032,3.179776406171074,4.766855963738954,1.7847229044206607,Iris-versicolor
+27,6.9371556833027554,3.094953572904245,5.103536911527344,2.2970800230781445,Iris-virginica
+28,6.283754390783474,3.3999343422785464,5.555109633642914,2.406291098100508,Iris-virginica
+29,5.151445300388912,3.3196977788130124,1.6884019395879502,0.4962923533626581,Iris-setosa
+30,6.691123980083456,2.5202351362298057,5.8204442833444965,1.8033642371512606,Iris-virginica
+31,5.5427856295782885,2.5995331079756254,4.325568433364816,1.2171405485136786,Iris-versicolor
+32,4.785888340965689,3.0,1.3921361545390045,0.35706190772335983,Iris-setosa
+33,5.11232777454328,3.3088688249029254,1.7523093870503852,0.3831694919095556,Iris-setosa
+34,6.230894271547921,2.2,4.547795035818803,1.4665961100821978,Iris-versicolor
+35,7.9,3.8145469609321667,6.393031026983756,1.9860747886566483,Iris-virginica
+36,6.815373687494315,2.800818207215009,4.793251012589044,1.3933451412066988,Iris-versicolor
+37,6.248461840317894,2.2,4.575883528860233,1.516108074223905,Iris-versicolor
+38,6.53083300105388,3.20536096287589,5.114411279215126,2.00556318905342,Iris-virginica
+39,5.482361664114032,3.0,4.358554914804645,1.4561594434439478,Iris-versicolor
+40,4.611286712197838,3.4068149701878117,1.3999047944263905,0.3006321861359405,Iris-setosa
+41,5.325379770175765,3.384484450626021,1.4997548826703382,0.29512325056179056,Iris-setosa
+42,6.890644987339492,3.083578925956985,5.100909733441481,2.291985912777305,Iris-virginica
+43,6.303296203544462,3.303589827841656,4.674943757801997,1.5848593698198068,Iris-versicolor
+44,6.303040979174549,3.280600444552945,4.721958495134853,1.5952769553594837,Iris-versicolor
+45,5.650954326843032,2.756162466603612,4.473499798877505,1.293784603651103,Iris-versicolor
+46,6.294340032055011,2.6873381133768675,4.90774300169531,1.7967777270375545,Iris-virginica
+47,4.4901600474619325,2.3018360663198134,1.2984618773467522,0.2993797754467682,Iris-setosa
+48,6.007454529649592,3.0,4.836622786828676,1.8010186921545026,Iris-virginica
+49,6.711485997267826,3.2981071214847666,5.694601467863129,2.0880090601724426,Iris-virginica
+50,7.695400708161118,2.5772036421590494,6.9,2.290898961186056,Iris-virginica
+51,4.992823282354403,3.399482962079806,1.6306504329826808,0.4122837134332293,Iris-setosa
+52,4.920340634938194,3.394954482379973,1.4688481668697104,0.3332057462937973,Iris-setosa
+53,6.295324872699184,3.394343989764542,5.577523632409344,2.3962237875882906,Iris-virginica
+54,7.116321612718371,3.0,5.915811686230746,2.1132394769097798,Iris-virginica
+55,5.233767071115752,2.7248449145699256,4.041274892230381,1.3849356293741935,Iris-versicolor
+56,6.18110156057581,2.2,4.51276824147773,1.5018984891559715,Iris-versicolor
+57,6.9111473614118015,3.201504395838302,5.807387862707765,2.2967142003038994,Iris-virginica
+58,5.099610816415106,3.5229595076795044,1.4028533020423286,0.34427839049359227,Iris-setosa
+59,5.7110915896589995,2.8078381299915964,4.52838400442646,1.3118400092775304,Iris-versicolor
+60,5.027688724859304,2.4529447529337842,2.984373581044479,1.1027190818244925,Iris-versicolor
+61,5.147509210048194,3.44808966456409,1.5259346943008967,0.20067500921835182,Iris-setosa
+62,5.114112928782891,3.3107841039765136,1.6191434716372848,0.44706852710779066,Iris-setosa
+63,6.308188610411428,3.402004523024765,5.591394942434658,2.4030362527739553,Iris-virginica
+64,5.608231568733633,2.6690528564378018,4.134910431849781,1.2871136928441702,Iris-versicolor
+65,4.5930665484107225,3.196102591378333,1.3917997790541898,0.19976911025127553,Iris-setosa
+66,5.508823601533214,2.4100228361737313,3.862768931401103,1.1050931246725202,Iris-versicolor
+67,6.302762514935774,3.4039825239811967,5.577681481619825,2.4011543265141784,Iris-virginica
+68,4.796271754022797,3.0,1.400586718755689,0.3201933337612152,Iris-setosa
+69,5.714403512264817,2.496261809399529,5.002550863570782,1.9887082178245197,Iris-virginica
+70,6.705249996866085,3.2959052026493816,5.742258322590457,2.1046105978596183,Iris-virginica
+71,6.685338433053609,3.301212744482717,5.680509796057229,2.1014674974646166,Iris-virginica
+72,5.867906695855931,3.2081445085768876,4.816595276809557,1.8074799464328333,Iris-versicolor
+73,6.516680314802505,3.0,5.486226725311389,1.7939322637268487,Iris-virginica
+74,4.992731564835567,3.1926456609227882,1.2000002360459678,0.20162912788120316,Iris-setosa
+75,4.995535609996869,3.3819978245386846,1.4587711760772237,0.36874763171593594,Iris-setosa
+76,5.283695532920334,3.7074536024097835,1.4972984434174499,0.19813007563264512,Iris-setosa
+77,4.491149849275565,2.296417633426605,1.2984894242333391,0.29931389668817854,Iris-setosa
+78,5.489550211098173,2.4005827309748713,3.81240321402755,1.071764133413762,Iris-versicolor
+79,4.899711598386614,3.1115496089571857,1.5040733689813806,0.10000009655845993,Iris-setosa
+80,4.7890577340308305,3.0,1.403982490326496,0.31629312770932627,Iris-setosa
+81,5.937157097091395,3.239775602915419,4.7995506106091,1.7993188640723814,Iris-versicolor
+82,6.19311954711618,2.2,4.543233365717329,1.5073309032335664,Iris-versicolor
+83,5.0857610975820995,3.3947716990136017,1.49895855086247,0.20808703833514314,Iris-setosa
+84,5.93385717388674,3.194217114664476,4.797366540805756,1.796236693059951,Iris-versicolor
+85,5.6003392091306505,3.0,4.1182497029471685,1.2983726547562549,Iris-versicolor
+86,5.093650141325865,2.4883076373079467,3.01036337588765,1.1045045091463674,Iris-versicolor
+87,6.293942346585542,2.507132188564183,4.932780903093243,1.5210844811966182,Iris-versicolor
+88,6.7133899222592515,3.0,5.007336210550455,1.7096941749623684,Iris-versicolor
+89,5.327215130295075,3.6977894286507302,1.5107448091081899,0.20296016209927537,Iris-setosa
+90,6.284899219936484,3.2911840543399857,4.67159740394356,1.5810037504652823,Iris-versicolor
+91,6.483968846991037,3.1809518826411822,5.103267084314469,2.0061078329254163,Iris-virginica
+92,6.8371307266161265,3.0,5.569601543938341,2.100834616765599,Iris-virginica
+93,5.275411984001469,3.398903555402618,1.6522654884925412,0.20466632405205573,Iris-setosa
+94,6.50693962969605,3.0,5.520397423691631,1.7928951600732421,Iris-virginica
+95,4.400000714564656,2.9171319230898893,1.3954047959785385,0.19837822316382742,Iris-setosa
+96,4.899483722879269,3.0977114746201324,1.5811984459884652,0.10000009452011291,Iris-setosa
+97,4.882844219263002,3.0768983115204205,1.4801153557800528,0.10000009082520413,Iris-setosa
+98,6.513987933338012,3.1364651333312863,5.116347378245876,1.9734791523540887,Iris-virginica
+99,5.991296228705537,2.8929550006868663,4.518197775957309,1.4830273049336342,Iris-versicolor
+100,5.095301452103709,3.7395015469675466,1.5168926958645907,0.44124432499151833,Iris-setosa
+101,5.760690351244873,2.584448289293118,5.056142979462106,1.9382242873590205,Iris-virginica
+102,6.51985096950935,3.1920605592576936,5.099580524224792,2.0085431994940874,Iris-virginica
+103,4.931020745652947,2.429851934762679,3.2958688394360296,1.0834913752607254,Iris-versicolor
+104,6.072328568698971,3.0,4.587418750436658,1.4053220080988984,Iris-versicolor
+105,6.004523472097694,2.2,5.00181382289162,1.5091986098324093,Iris-virginica
+106,5.903010926292658,3.209360640185529,4.797005703845546,1.7937855484314462,Iris-versicolor
+107,7.009875118471687,3.0638551104092215,5.781533166884089,2.211632459416432,Iris-virginica
+108,6.421226409937541,3.0,5.504473017375209,1.8006557564500745,Iris-virginica
+109,4.400000754293877,2.9034488342232883,1.4048318923438008,0.20080094573265134,Iris-setosa
+110,6.775439369053235,3.0,5.497925836116881,2.0939952859116984,Iris-virginica
+111,6.110441026954069,2.8065813964209645,4.724589992250257,1.1884802371477667,Iris-versicolor
+112,6.277970672384434,3.3006030462763998,4.7330941087431055,1.6265779555146542,Iris-versicolor
+113,4.905104239245475,3.104254275623504,1.570550944949392,0.10000009196460438,Iris-setosa
+114,6.7991970398418555,3.1890250881503914,5.876541982607791,2.2983136318295934,Iris-virginica
+115,5.3844159755517715,3.391606714918702,1.7192573118076233,0.19893814326424425,Iris-setosa
+116,5.216952304914122,2.714775657007235,4.005504982702431,1.42085381489212,Iris-versicolor
+117,6.303770273528961,2.500316780711112,4.896196135690561,1.5173182850884037,Iris-versicolor
+118,6.429943579650094,3.0,5.788155996678681,2.1424360896622208,Iris-virginica
+119,5.091675314191866,3.5382436507898185,1.3847255465683448,0.32767743117471715,Iris-setosa
diff --git a/iris/tab_ddpm/2/0/test.csv b/iris/tab_ddpm/2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/0/train.csv b/iris/tab_ddpm/2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/0/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/0/val.csv b/iris/tab_ddpm/2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/1/synth.csv b/iris/tab_ddpm/2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6ecbea3f9357833888bff5dd818834d9796e8bf8
--- /dev/null
+++ b/iris/tab_ddpm/2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.992005403912259,3.2787619872144598,1.4023459818222888,0.20001515296714376,Iris-setosa
+1,4.808909426390695,3.0,1.4023200978078325,0.31441483833501155,Iris-setosa
+2,5.666961549254759,3.8025657035453277,1.7896002880269684,0.34760260858662906,Iris-setosa
+3,5.5012421386663775,4.199998983731536,1.3990969752553248,0.19886658818035852,Iris-setosa
+4,5.613136906996614,2.715171762185135,4.284471430017132,1.2958972585448512,Iris-versicolor
+5,5.002612525442744,3.294628363297795,1.3944708352444493,0.20652375843485005,Iris-setosa
+6,5.427556206975227,2.6476495623142573,4.162565700326742,1.3390602853834948,Iris-versicolor
+7,5.810648650814535,2.709503828942575,5.106607252963557,1.896480176916899,Iris-virginica
+8,6.324428355539768,3.301790612882684,4.70022941763292,1.5977339945171662,Iris-versicolor
+9,4.856031215962163,2.4044060284007718,3.304090749429798,0.9293271354296464,Iris-versicolor
+10,6.639110315294656,3.0,4.97635086341619,1.6649862423977548,Iris-versicolor
+11,5.530282839040434,2.879250857363004,3.6131103122957686,1.3030260534846354,Iris-versicolor
+12,6.51078605423431,3.0,5.51081254212444,1.8017014554258097,Iris-virginica
+13,6.678919699085325,3.0,5.0008593942612265,1.7077421915868625,Iris-versicolor
+14,4.889923078842167,3.0,1.3948628731334547,0.2016435319643936,Iris-setosa
+15,4.400000542268675,2.88684914171123,1.4000688572770426,0.18954379959942963,Iris-setosa
+16,6.216860098926799,2.200000320347765,4.477969091855539,1.507558943520346,Iris-versicolor
+17,5.440371186537339,3.403926434794212,1.7686219794689932,0.20197579392326023,Iris-setosa
+18,6.029954184747944,2.7208505645289534,5.0897459307975526,1.6008203107517776,Iris-versicolor
+19,5.984236868289135,3.0,4.858738421271231,1.8036291417081112,Iris-virginica
+20,6.835896964133725,3.20691395186328,5.843829121568368,2.2929076097652263,Iris-virginica
+21,6.728672774488346,3.2877028402469204,5.6907972481471605,2.5,Iris-virginica
+22,7.703104248709913,2.5944044868953524,6.899998625573894,2.310811427271214,Iris-virginica
+23,6.51657093600135,3.0,5.519829705204998,1.7997452655465251,Iris-virginica
+24,6.953755911034269,3.0,5.799263635718135,2.1589339458918393,Iris-virginica
+25,5.010801256949879,3.2972048845113258,1.4162165500769368,0.20033187985251513,Iris-setosa
+26,5.210703180402887,3.624834382743634,1.5142510693665816,0.20521652777842167,Iris-setosa
+27,6.933695052657636,3.1912967368758687,5.807313596175717,2.301040801706687,Iris-virginica
+28,7.8999989396342185,3.835307311258439,6.437918937765805,2.000720396113794,Iris-virginica
+29,5.434706085701563,3.0,4.504621824643121,1.5632475639081025,Iris-versicolor
+30,6.1008620108507,2.8000905010844286,4.680543915176199,1.1911116680352536,Iris-versicolor
+31,5.607470995683988,2.7107971180679575,4.21739118951429,1.2966280994872008,Iris-versicolor
+32,6.731593246424124,2.5055528360918324,5.781813934156238,1.79973595680163,Iris-virginica
+33,7.1099644447648815,3.0,5.966457191271547,2.0733560306631413,Iris-virginica
+34,6.70564171100812,3.3094440169584156,5.7551550144724954,2.1093090155627525,Iris-virginica
+35,5.450487201116215,3.8766371242122344,1.715751447848757,0.37050872633156945,Iris-setosa
+36,5.987979582573688,3.0,4.735922580229578,1.794367848362511,Iris-virginica
+37,5.452787099537233,3.8675370985678574,1.4987664799105722,0.4461313222181627,Iris-setosa
+38,6.069557457193605,3.0,4.584894014131386,1.4075123388404984,Iris-versicolor
+39,4.988147336217445,3.201933317310897,1.2,0.19706444638836723,Iris-setosa
+40,4.617462047452614,3.4023880266342172,1.395786379148996,0.29459559136147473,Iris-setosa
+41,4.879344951922877,3.074758254023267,1.4949949816108763,0.10000011699070066,Iris-setosa
+42,5.958724316271238,2.7773492604841707,4.913521130449986,1.4999624164756606,Iris-versicolor
+43,6.793894614801814,2.7937768795991427,4.809790383774594,1.4070614650805213,Iris-versicolor
+44,5.7194281371567035,2.7905696414998746,4.370722409794992,1.290019781505581,Iris-versicolor
+45,5.684662465198594,3.7868815174102086,1.7720057886956577,0.29907760286589474,Iris-setosa
+46,6.313778404594386,3.399381792118575,5.6041885192096945,2.403713805936275,Iris-virginica
+47,6.307129848919246,2.2922170616278374,4.370769378025949,1.2952649403418135,Iris-versicolor
+48,6.0817784905859655,3.0,4.576954113083674,1.415290263332465,Iris-versicolor
+49,5.130890467401961,3.4039777617888594,1.4978715180542266,0.1994667424407653,Iris-setosa
+50,6.2915739397131984,3.397737495000576,5.621073149766167,2.4044569044188853,Iris-virginica
+51,4.9030505622299545,3.0,1.400222179253338,0.19893181895011647,Iris-setosa
+52,5.592094872613531,2.679008060689596,4.2096152472317545,1.28807926944661,Iris-versicolor
+53,6.109825607579037,2.608421984716408,5.597452424325974,1.4296893074962562,Iris-virginica
+54,5.979366608968895,2.9988838173145647,4.873673210634597,1.8127919656640246,Iris-virginica
+55,5.10628672369001,3.692312839571057,1.5002699629884113,0.3924566946804058,Iris-setosa
+56,6.508961002322576,3.0,5.441079553838706,1.8366470485331725,Iris-virginica
+57,5.5908176094820226,3.0,4.068194560064589,1.2962432642700368,Iris-versicolor
+58,6.325069572562158,2.9455410857870117,5.556187929896419,1.8074954532288665,Iris-virginica
+59,4.900996575401954,3.0,1.403450217005665,0.20232204952412794,Iris-setosa
+60,5.974747523547183,2.9528913512348023,4.504282878605708,1.4525344507726108,Iris-versicolor
+61,6.8832039356063905,3.077455927927347,5.097732399245109,2.293863621094624,Iris-virginica
+62,5.023750726803787,3.408508170273835,1.6067948167272972,0.3446399167661491,Iris-setosa
+63,4.6397964961465945,3.387586850809666,1.4242354203838603,0.338751028048239,Iris-setosa
+64,4.605719097933857,3.1990354103924035,1.4030064715730353,0.19589371729119093,Iris-setosa
+65,5.394929125705138,3.0,4.524335492849528,1.496587482870325,Iris-versicolor
+66,5.084206709095043,2.471196098327477,3.2104159393955904,1.0887423143797974,Iris-versicolor
+67,4.855052280403319,2.380684444327632,3.3104330432590965,0.9804713149636057,Iris-versicolor
+68,5.140140746243581,2.494519115151493,3.020873692102283,1.0840348853158341,Iris-versicolor
+69,4.887284539184398,3.0,1.4007474866779428,0.2011704193144972,Iris-setosa
+70,5.387896332510576,3.394939020596015,1.7985697187146388,0.20165763803012757,Iris-setosa
+71,5.562140204320091,2.4947950942488304,3.925285500513592,1.1160156672668584,Iris-versicolor
+72,5.110972876800501,3.301768878517917,1.6798908456304522,0.4941361440783491,Iris-setosa
+73,5.42540657017563,3.0,4.525363243238806,1.493870754738403,Iris-versicolor
+74,5.558926976551185,2.4427362977772873,3.812444335154435,1.08333581852321,Iris-versicolor
+75,5.588946189161186,2.896544394119044,3.686407733036935,1.3001469392919722,Iris-versicolor
+76,4.9277994623123575,2.411921283032855,3.2833550163689242,1.0489641254900528,Iris-versicolor
+77,4.4,2.8993611389799145,1.4057025318637788,0.20148188108380863,Iris-setosa
+78,5.7785255443155155,2.6820377893723344,5.089352322621112,1.9048773579694642,Iris-virginica
+79,6.304605363953276,2.702416755976744,4.9294538160531,1.8066658965226952,Iris-virginica
+80,5.069223821018438,3.3928464741238167,1.4235893309187033,0.29802659416827754,Iris-setosa
+81,5.088048088042115,3.3936981109312785,1.4953481166501974,0.20051849289724638,Iris-setosa
+82,6.098332742277129,2.607145465401412,5.5733697132857865,1.3925607225975614,Iris-virginica
+83,6.289618981344563,3.2857310213060917,4.69060654432374,1.5528986153179352,Iris-versicolor
+84,6.926930108040039,3.0899351570714755,5.103078934278556,2.3058935787640307,Iris-virginica
+85,7.899998800780589,3.820664312889253,6.347091963038747,1.9845092844892998,Iris-virginica
+86,6.708286677852754,3.3025025352702277,5.692445971785002,2.1003879761490585,Iris-virginica
+87,6.692700954584889,3.2938816529490778,5.751713541405484,2.499999628760793,Iris-virginica
+88,5.89471181518453,3.0,5.095700755747683,1.7976232951395565,Iris-virginica
+89,4.4,2.9147265445438406,1.3891741919573368,0.19767462422212045,Iris-setosa
+90,6.103896997761209,2.596666761564621,5.60431597751683,1.3983884136556093,Iris-virginica
+91,5.914230753919791,3.206587369271975,4.795377443286108,1.7992165022132132,Iris-versicolor
+92,6.293859280688099,2.5110354835559425,4.906614649588602,1.5169464763498026,Iris-versicolor
+93,6.404742085724519,2.8968907443337053,4.272198626224227,1.3086103511262948,Iris-versicolor
+94,6.821025736543265,3.0,5.534784346208582,2.0943667901832597,Iris-virginica
+95,5.404063866573716,3.0,4.505108618970903,1.4883673745296861,Iris-versicolor
+96,5.117725662632825,3.500471548185884,1.3978472411222567,0.29482756544774086,Iris-setosa
+97,6.628661149485875,3.1839636570137664,5.107242647642564,2.137971221091997,Iris-virginica
+98,6.494189168914263,3.2033119404721364,5.107607518574499,1.9944409175915143,Iris-virginica
+99,7.28580505417908,2.898468240048614,6.298033820434849,1.7997193574845425,Iris-virginica
+100,7.7227934841698165,2.603532190809644,6.899998905390724,2.2883643332441657,Iris-virginica
+101,5.403286489959621,3.0,4.534419783900116,1.4868966762138074,Iris-versicolor
+102,5.397658595746682,3.0,4.490331298649328,1.4814119319672978,Iris-versicolor
+103,5.983569287765133,3.0,4.786273501432757,1.7955599945690761,Iris-virginica
+104,6.84423571692659,3.0,5.503505021781242,2.1091466467027122,Iris-virginica
+105,5.607002552303872,3.0,4.115778118802933,1.2962776018115925,Iris-versicolor
+106,5.676348209906099,2.8009639344141615,4.450707181796139,1.2864150692398393,Iris-versicolor
+107,5.599762810884932,2.985834938214526,3.717937633395467,1.3163315835174962,Iris-versicolor
+108,6.5397910981169245,3.0,5.475791117150768,1.8131372598410367,Iris-virginica
+109,5.548350504197501,2.5133610322681963,4.143379780329401,1.1144261627336653,Iris-versicolor
+110,5.735769877134919,2.585722702335683,5.055753280072563,1.938292266920746,Iris-virginica
+111,6.849853485915193,3.217409665936376,5.793693233568438,2.3086895330290322,Iris-virginica
+112,5.689710306010064,2.492640241683433,4.990840552051776,1.9767895928681178,Iris-virginica
+113,4.783232796401704,3.0,1.3838583207893809,0.1,Iris-setosa
+114,4.603188365674772,3.388462177650706,1.3929469316731935,0.2999389260590144,Iris-setosa
+115,4.884143779748271,3.1007386011424156,1.619443933330972,0.1,Iris-setosa
+116,6.509204497896883,3.188565288981492,5.111081919599098,1.9964742183020134,Iris-virginica
+117,6.803172922966552,2.7960773852247325,4.7965153294574225,1.384686577287585,Iris-versicolor
+118,5.708220813425807,3.789696878860595,1.643798842214544,0.34507822489779344,Iris-setosa
+119,6.2899891342280965,3.289123149962599,4.694005580818286,1.5782926831001132,Iris-versicolor
diff --git a/iris/tab_ddpm/2/1/test.csv b/iris/tab_ddpm/2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/1/train.csv b/iris/tab_ddpm/2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/1/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/1/val.csv b/iris/tab_ddpm/2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/10/synth.csv b/iris/tab_ddpm/2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2f29ad3ca59087bc9872e18849ead0a24f10511a
--- /dev/null
+++ b/iris/tab_ddpm/2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.808513883128424,2.6746213674369335,5.087302466723962,1.9080490197220505,Iris-virginica
+1,6.022768117120107,2.7077747695706735,5.12863932901123,1.6081908635220565,Iris-versicolor
+2,6.00220439202376,3.0,4.805411151765282,1.8030715304359541,Iris-virginica
+3,6.291799599659661,3.2935926210415323,4.6755485978027735,1.5930116440628064,Iris-versicolor
+4,6.704519799806746,3.300098316349299,5.732234454425772,2.4999996292892916,Iris-virginica
+5,5.6862430614601935,3.0,4.068580711374796,1.343865701777354,Iris-versicolor
+6,4.870708075102642,2.4114235120241054,3.276927209613466,0.8905298550793121,Iris-versicolor
+7,6.197864195506286,2.200000335432251,4.495876086215885,1.4909068783568307,Iris-versicolor
+8,6.795222202456937,2.8215407390566978,4.778183843250827,1.4021002172582062,Iris-versicolor
+9,6.531446371059504,3.172648470040658,5.1382939061519295,2.041502989552317,Iris-virginica
+10,6.223817965516624,2.2,4.559399330547418,1.4970477269807294,Iris-versicolor
+11,5.923647707862473,3.1976422819845056,4.781000039182855,1.812800776623816,Iris-versicolor
+12,5.062579109366905,3.2855521900750166,1.474239946556741,0.3969077305908183,Iris-setosa
+13,6.707010671578706,2.5134050255924563,5.877720102683221,1.8014520506285516,Iris-virginica
+14,5.0770475439252465,3.6393330259413537,1.484158090250522,0.41509403434263925,Iris-setosa
+15,5.500385042378295,2.3959827859713263,3.8236496127193,1.1092752950516638,Iris-versicolor
+16,5.103980761572831,3.7544694625904986,1.59452572731718,0.2040890617242362,Iris-setosa
+17,5.999622839415772,2.2,5.01006095553733,1.4926083546139164,Iris-virginica
+18,5.657340598878966,3.0,3.9598170892177094,1.3455816787905839,Iris-versicolor
+19,6.278531734636828,3.29416364864727,4.693589233223298,1.59176149062175,Iris-versicolor
+20,5.075911651977651,3.549775309959842,1.4986856218237612,0.40569929967543755,Iris-setosa
+21,4.905435953697226,3.0,1.402608610974298,0.19981373920093895,Iris-setosa
+22,6.1095235327552615,3.0,4.606504645804518,1.402587516551712,Iris-versicolor
+23,5.972666525520698,2.8983080667142676,4.549127586122357,1.4956677382770756,Iris-versicolor
+24,6.722537976865032,3.1807518889986683,5.099321758783062,2.1875676293712214,Iris-virginica
+25,6.548835278396397,3.193111827225982,5.099349765443157,2.052419916125832,Iris-virginica
+26,4.809237869952739,3.0,1.3998519645039558,0.10000010708403032,Iris-setosa
+27,7.9,3.770283417108554,6.355981255346532,1.9687425582878508,Iris-virginica
+28,5.372184595416711,3.4062780700498285,1.4999386980164686,0.46275262745498447,Iris-setosa
+29,5.990019281281771,2.2,4.940879832419088,1.498516813391737,Iris-virginica
+30,4.488745260938663,2.2963882742717936,1.2987965725661028,0.29847770000347457,Iris-setosa
+31,6.704879193454037,3.0,4.998904955665981,1.705900847682358,Iris-versicolor
+32,6.295603973882464,2.7003993286684493,4.883303962801,1.790629894262363,Iris-virginica
+33,7.103200702927384,3.0,5.8445677026831735,2.1105843199170846,Iris-virginica
+34,5.156030397617402,3.7890491079506687,1.606208942080676,0.20314068416001269,Iris-setosa
+35,6.299711047269076,3.4046486862089114,5.608787770675356,2.407846802232058,Iris-virginica
+36,6.2742731005871795,3.298557164841029,4.715574413954641,1.6420722610679712,Iris-versicolor
+37,5.321746714314335,3.380816234950277,1.5822424188477338,0.4225885127560354,Iris-setosa
+38,5.393820700089457,3.3995026346441453,1.7022054244158966,0.20384494775162604,Iris-setosa
+39,5.510502146243228,2.6043748063588827,4.354996996058845,1.1953695120571035,Iris-versicolor
+40,5.756604283907554,2.7911570622857247,4.5328451189865,1.2772842551652899,Iris-versicolor
+41,6.69140003382968,3.2940822026290473,5.686612937894636,2.0953089333160095,Iris-virginica
+42,6.703363410822612,3.0,4.999605956818222,1.7039676403831165,Iris-versicolor
+43,5.77658883844298,2.793743701277239,5.0926201265065245,2.4090395350476292,Iris-virginica
+44,5.107258126915748,3.5187832211529915,1.4081371610765228,0.29684647240974005,Iris-setosa
+45,6.194032872884643,2.2000003765987626,4.471606954687441,1.5117606118107798,Iris-versicolor
+46,5.223308421783488,3.787958808063275,1.588828980606967,0.45463097535803176,Iris-setosa
+47,4.997810740523502,3.218135203755207,1.2000001967615146,0.2032876491003828,Iris-setosa
+48,5.597765943666066,2.6567522588710646,4.431484289955986,1.2134142197566304,Iris-versicolor
+49,5.995755696998022,3.0,4.777943312926145,1.7992462958928703,Iris-virginica
+50,5.751137712577974,2.529677487382606,5.031582840420395,1.9732512673274991,Iris-virginica
+51,6.242446531015368,2.2,4.4277296919594376,1.523291965189219,Iris-versicolor
+52,5.210405871048827,2.7152897059790657,3.88090433896002,1.383073401692109,Iris-versicolor
+53,6.318780669522717,2.479112422910025,4.880459438060086,1.5007211641005165,Iris-versicolor
+54,6.301197214015851,2.901304482803265,5.616282862986044,1.798706171791636,Iris-virginica
+55,5.735392004964783,2.522073078000685,5.005913451088262,2.0040416912693115,Iris-virginica
+56,6.786258108831882,3.1838657619476383,5.831167857215685,2.292643654051018,Iris-virginica
+57,5.903164537260245,3.2068652512525233,4.791549172151521,1.7950300283742147,Iris-versicolor
+58,5.749740201529012,2.594546524578376,5.061099644935009,1.9579273914575672,Iris-virginica
+59,6.795541404220845,3.0,5.4471001665856855,2.1181787629598086,Iris-virginica
+60,6.29091669875678,2.303031150895522,4.383623669055344,1.3030677804474684,Iris-versicolor
+61,6.719628042669623,2.4952295008383305,5.862030841531578,1.800701723463509,Iris-virginica
+62,5.865988825870189,3.0,5.109350379535034,1.802637105274771,Iris-virginica
+63,6.293064619912882,2.6976517607148005,4.851569576545492,1.7975303571878791,Iris-virginica
+64,5.400913172427346,3.0,4.512095400215485,1.4979744069029457,Iris-versicolor
+65,5.133058218985303,2.5929526594923638,3.5152060604234796,1.304412233470906,Iris-versicolor
+66,4.90394674126306,3.124114657353578,1.509216894268262,0.1,Iris-setosa
+67,6.298213735904004,2.4480452187763984,4.840728144123352,1.4749127307438095,Iris-versicolor
+68,5.00716262217557,3.3856333437198054,1.596849346223864,0.4277016983685525,Iris-setosa
+69,6.861321099494213,3.0,5.542224719117884,2.1038763311588067,Iris-virginica
+70,6.682255920712749,2.4872880380458713,5.7894492466398715,1.8060265990686015,Iris-virginica
+71,6.1009875449662845,3.0,4.59424919394254,1.400952701189641,Iris-versicolor
+72,6.99329719196362,3.0,5.885810290991024,2.0888687729083233,Iris-virginica
+73,5.572362710911532,2.9139638175452958,3.608586361037931,1.2976622592858937,Iris-versicolor
+74,4.612817516846627,3.219908276351724,1.4004269322089462,0.19868427699311464,Iris-setosa
+75,4.7983364274830524,3.0,1.4054241230933935,0.31584419403948544,Iris-setosa
+76,5.344427079387779,3.4054323911465785,1.6109760494035446,0.19958709790134588,Iris-setosa
+77,4.883549024552477,3.0,1.4091235144356982,0.2010188010510647,Iris-setosa
+78,6.398081358942807,2.90633477301802,4.305826777367823,1.2984413980536174,Iris-versicolor
+79,4.400000652749506,2.9036194268901423,1.375297023371153,0.1988809534003847,Iris-setosa
+80,4.989421226388553,3.3962315089879214,1.6044939460181096,0.43906306257179467,Iris-setosa
+81,5.61523126735278,2.985910983562023,3.657560803934438,1.3162109757882283,Iris-versicolor
+82,6.011163369105276,2.7034128426912534,5.101096338867411,1.5972917087638587,Iris-versicolor
+83,4.606864158328994,3.209246190772614,1.4013372642875626,0.20362173279699294,Iris-setosa
+84,4.862289456154683,3.0,1.3987589722121139,0.25079563169833025,Iris-setosa
+85,5.017557155249431,3.3117552257293488,1.3961049336605897,0.19986352030456112,Iris-setosa
+86,6.99231399582735,3.092207822628948,5.093956821707267,2.3083977146136267,Iris-virginica
+87,6.707376239342262,3.3006426248116707,5.764235459875767,2.1886749574907305,Iris-virginica
+88,6.303620086227981,2.7030262362376853,4.925531915310477,1.8016036922240566,Iris-virginica
+89,5.0012010544826895,3.4080846847046633,1.5014379048201738,0.42818231307484733,Iris-setosa
+90,4.990929551563128,3.221974585900092,1.200000216962901,0.20555277321176163,Iris-setosa
+91,6.2799646158071125,2.303168022848275,4.4264394243054745,1.287978599748317,Iris-versicolor
+92,6.006268148805424,2.7055001127069263,5.094865485271088,1.6208583684249986,Iris-versicolor
+93,5.212089689000405,2.7140930309100666,3.9361879688885715,1.4217089463436345,Iris-versicolor
+94,6.483531385271,3.0,5.83304665474935,2.187723185261622,Iris-virginica
+95,7.133530916558727,3.0,5.926326592005968,2.104322316622422,Iris-virginica
+96,5.132845115497579,3.4083037757745047,1.542559189538757,0.20031303642301201,Iris-setosa
+97,7.9,3.8583020268611574,6.405439873387133,2.014301626443008,Iris-virginica
+98,6.79313594520004,3.0,5.513334223603995,2.0934753974211793,Iris-virginica
+99,5.540750214097364,2.4497547574940928,3.805279242391724,1.1040228891160098,Iris-versicolor
+100,5.10890248474529,3.4833256236148538,1.4017308041663892,0.2970738173088822,Iris-setosa
+101,7.083568465225651,3.0,5.807420654959396,2.095172066998043,Iris-virginica
+102,6.299437074694431,3.3074864157204895,4.6694558863176185,1.5881620504915492,Iris-versicolor
+103,6.686366409094083,3.0,4.959530096720431,1.691383584927836,Iris-versicolor
+104,5.034519221683704,2.4839743952791236,3.2876135617191746,1.1117262166791242,Iris-versicolor
+105,5.779455501895917,2.794758828657007,5.115372608283938,2.404211919173863,Iris-virginica
+106,4.400000772717511,2.905461169795556,1.3960769041455467,0.20314049699461792,Iris-setosa
+107,7.141763040448255,3.0,5.884180329013181,2.1230935824119013,Iris-virginica
+108,4.985599894499074,3.209465179590402,1.2000001986098159,0.19884009775597367,Iris-setosa
+109,5.594913842489859,2.496090724531003,3.955226611804698,1.1068589379786693,Iris-versicolor
+110,6.632972687811095,3.0135226768432277,5.9043475598007005,2.2256997179045848,Iris-virginica
+111,5.092094793689951,3.5238077352209993,1.4026427294522792,0.29743551077764196,Iris-setosa
+112,5.396787584278226,3.4026507727528803,1.643641003253272,0.20074759000153158,Iris-setosa
+113,5.040791589879582,3.253629770256561,1.4714276674403592,0.2603474217622824,Iris-setosa
+114,6.7124876107824,3.0,4.986449702715383,1.6544765639202628,Iris-versicolor
+115,5.801081807922937,2.7033609712418625,5.09923195889038,1.9085326054620366,Iris-virginica
+116,5.393943104075023,3.3953734347970568,1.8013437763124056,0.19739848709595037,Iris-setosa
+117,6.70988365712966,3.0,5.007894349265061,1.7168447259428572,Iris-versicolor
+118,4.996461205019218,3.305009496722761,1.4059255433204418,0.19911197658302632,Iris-setosa
+119,4.910460222867289,3.0,1.3933655804040255,0.20393470963564705,Iris-setosa
diff --git a/iris/tab_ddpm/2/10/test.csv b/iris/tab_ddpm/2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/10/train.csv b/iris/tab_ddpm/2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/10/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/10/val.csv b/iris/tab_ddpm/2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/11/synth.csv b/iris/tab_ddpm/2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..15a2cb319a2ce860ef59f3bc0a19b753d7b928f8
--- /dev/null
+++ b/iris/tab_ddpm/2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.154071199955161,3.3323218403840946,1.6235231948812872,0.47016236919824117,Iris-setosa
+1,6.681694488384396,3.294149516338593,5.698705776700194,2.4999995898724965,Iris-virginica
+2,6.698564558750163,3.2971965127304195,5.758253999762353,2.5,Iris-virginica
+3,6.340370689238237,2.958011494004232,5.568918971286787,1.8086614938377155,Iris-virginica
+4,5.093028231155864,2.491080727492521,2.882968242125184,1.118396885067605,Iris-versicolor
+5,4.901787150549995,3.1031847912828185,1.6198154917039516,0.10000011670680323,Iris-setosa
+6,4.868186381956439,3.0701945567946285,1.496192807124004,0.10000009802251217,Iris-setosa
+7,4.797243646657319,3.0,1.3895226688816917,0.1,Iris-setosa
+8,6.290926579141583,2.8629946723859527,5.552687829697522,1.7963342732427745,Iris-virginica
+9,5.412859284373616,3.0,4.519829863875567,1.49136435331146,Iris-versicolor
+10,6.918199953470732,3.184501710844493,5.775994408777052,2.2912111295301285,Iris-virginica
+11,5.925114782842716,2.685651845430974,5.135068970590315,1.79542358518338,Iris-virginica
+12,6.475476297512822,3.0,5.7766299710735,2.1773238106265342,Iris-virginica
+13,5.07228819893051,2.4895627315978452,3.044480211222951,1.0845525785627528,Iris-versicolor
+14,5.183673672256286,3.6261364445830155,1.5439014376545366,0.424173326639844,Iris-setosa
+15,5.306385114706805,3.733071368106654,1.619658894375256,0.20101647775884066,Iris-setosa
+16,7.89999869461337,3.7870148174991356,6.39694629504814,2.0026114947002354,Iris-virginica
+17,4.891537744029008,3.0969626678453066,1.497802051524757,0.10000010217871158,Iris-setosa
+18,5.700335134319907,2.5001805956693435,5.003800183598832,1.994019949633545,Iris-virginica
+19,5.86044282715649,3.0,4.329099966840041,1.5776035140991511,Iris-versicolor
+20,5.667235491153372,2.999999958744401,3.7746656928547657,1.3431042776759572,Iris-versicolor
+21,7.699607259629689,2.6109395009463108,6.899998637134643,2.302940916855525,Iris-virginica
+22,6.684483642409732,3.298129652091873,5.668491498173681,2.4999995328051092,Iris-virginica
+23,6.485747943811995,3.208746413857114,5.119530459560289,2.01880504122227,Iris-virginica
+24,7.699652625874256,2.6079507196258516,6.9,2.2954522555444754,Iris-virginica
+25,6.520727700945228,3.0,5.853575269840171,2.2120078491769744,Iris-virginica
+26,7.703487263393024,2.6155401778247214,6.9,2.322808385447508,Iris-virginica
+27,7.9,3.824506266455832,6.392547406037102,2.0065868066361428,Iris-virginica
+28,4.8993717840607625,3.11364130095383,1.497411048165913,0.1,Iris-setosa
+29,6.119615263057068,3.0,4.634801363014325,1.374924292794309,Iris-versicolor
+30,6.288018842261465,2.3041709268068695,4.417218024954354,1.2879502307685202,Iris-versicolor
+31,7.691578424366157,2.5966694257502345,6.899998874968978,2.2999720425025685,Iris-virginica
+32,5.316644726659172,3.8715190759163995,1.4964682173573502,0.3767298320172867,Iris-setosa
+33,5.388477910674318,3.4035393242991834,1.641515072686523,0.1999829385945966,Iris-setosa
+34,5.081923256189796,3.3044996769640917,1.623319196744787,0.5052461631534579,Iris-setosa
+35,6.441081906879127,3.0,5.456789803590621,1.8052138649182479,Iris-virginica
+36,6.061539226693726,2.5990062335243493,5.597665706883144,1.3935606698456158,Iris-virginica
+37,6.005342090636362,2.7015428944732833,5.09411578367172,1.6053614296956058,Iris-versicolor
+38,4.592198507672871,3.403337302715563,1.4041515467562897,0.345019704280445,Iris-setosa
+39,5.093029011702387,3.3899479283675156,1.4980577663653083,0.20034842721129864,Iris-setosa
+40,5.180641683406308,2.6943414325046664,3.890781914909887,1.4079985608234464,Iris-versicolor
+41,6.687743283945826,3.304758529647503,5.680535617011958,2.5,Iris-virginica
+42,5.557437638718774,2.6367843381961333,4.398309953433504,1.2235523786703633,Iris-versicolor
+43,5.105678530662632,3.5127796880330924,1.513949068550789,0.19727906391868022,Iris-setosa
+44,4.891384951251874,3.082430629169598,1.5281722455202682,0.1,Iris-setosa
+45,5.515413148887539,2.386024294340066,3.802268643295578,1.0548037067704508,Iris-versicolor
+46,5.242314827947684,3.768159117066073,1.4973513041441637,0.21499870490934495,Iris-setosa
+47,4.896670387982156,3.103308130579247,1.4974189929492316,0.1,Iris-setosa
+48,4.4,2.9025755473818005,1.402080981017017,0.20237971452119197,Iris-setosa
+49,6.201868310335421,2.2,4.491096879357251,1.49623999737836,Iris-versicolor
+50,5.912040538317812,3.194185233640249,4.801886511029778,1.7994899524476309,Iris-versicolor
+51,5.096436767029453,3.398559905589484,1.5675421168737047,0.20875560175859717,Iris-setosa
+52,6.88433448130224,3.102034749126367,5.089553441495326,2.297307318044475,Iris-virginica
+53,6.0882628607303175,2.7951687621215004,4.711992673302789,1.19647946052415,Iris-versicolor
+54,6.691265343611397,3.299008476073243,5.740403717514061,2.5,Iris-virginica
+55,7.290427557221471,2.897277265881603,6.328152659940025,1.8020001906960867,Iris-virginica
+56,6.301558260328914,3.307990984817777,4.702064794000351,1.5912059819660849,Iris-versicolor
+57,4.4,2.878118436096993,1.400868990537237,0.18625749690551446,Iris-setosa
+58,5.110984132805545,3.827824786850665,1.6311097207839544,0.19717242164961463,Iris-setosa
+59,6.306581456053202,2.896036778253268,5.578242058556272,1.7986912084272424,Iris-virginica
+60,5.9095863307634255,3.0,4.185104462900655,1.4992903887933866,Iris-versicolor
+61,6.298039865841684,2.3075789946121583,4.407082075082761,1.2908498723802437,Iris-versicolor
+62,6.949065005010982,3.0917951239755412,5.087483030486798,2.3075137420444936,Iris-virginica
+63,4.618578566919775,3.3905914198514493,1.403720672117375,0.2879752717762538,Iris-setosa
+64,7.322832975050217,2.8992952298807535,6.272365788207255,1.8060024252801314,Iris-virginica
+65,6.304455719704543,2.91468644469082,5.582862278330682,1.7976754159958244,Iris-virginica
+66,6.7043970142772755,3.0,5.003556429889519,1.695898984469905,Iris-versicolor
+67,6.800711003774832,3.20501625328987,5.754254094217989,2.275037358455403,Iris-virginica
+68,5.0069804993136655,3.236009009727835,1.4674497650012908,0.44152920207542645,Iris-setosa
+69,6.034737200271428,2.5935087012181537,5.595768804176562,1.3678346144340714,Iris-virginica
+70,6.385305369478369,2.6851500393668175,5.178301110769748,1.883046089623939,Iris-virginica
+71,6.092459518209945,2.6072141471659536,4.891829479246989,1.8145357534699984,Iris-virginica
+72,4.5974148088293125,3.193652121538629,1.395031486861639,0.2048109291886851,Iris-setosa
+73,7.8999989955425445,3.832314621546848,6.415408470236646,2.0042216609086907,Iris-virginica
+74,6.105515038898953,2.805684816212587,4.735595620733623,1.1981032883887521,Iris-versicolor
+75,5.816142151138873,2.7842599793509697,5.089400117650322,2.3983946124572344,Iris-virginica
+76,5.6913285766352155,3.807086606404173,1.544370847732426,0.37375420430064477,Iris-setosa
+77,6.175240150983351,2.9360027613715207,4.346248881448958,1.4071631017383992,Iris-versicolor
+78,5.99813251328481,2.6898652398958918,5.103124651352158,1.6057786084808956,Iris-versicolor
+79,5.771981886776215,2.78762784478584,5.098192462615109,2.3971127343365937,Iris-virginica
+80,5.110342116602415,3.2995083269130863,1.6547821281285855,0.46993764705789687,Iris-setosa
+81,6.302407794549478,3.2778843785465877,4.732154560522002,1.5949185707023112,Iris-versicolor
+82,5.5445953043319545,2.658848484253725,4.233319968609843,1.2933326248648809,Iris-versicolor
+83,6.012548364027039,2.706841214921263,5.098201969703191,1.5859430795488867,Iris-versicolor
+84,5.843936693318861,2.91800628315875,5.080434005146272,1.8287043462072108,Iris-virginica
+85,4.633675095004556,3.192987420865929,1.3971150681720914,0.1968945169094526,Iris-setosa
+86,5.788880951931151,2.67017301487355,5.07373826560954,1.902648751786399,Iris-virginica
+87,5.076846540053854,3.625405879405582,1.4988435187195965,0.4226811740727634,Iris-setosa
+88,5.9684687097247515,2.2,4.967713074059272,1.4913921956185365,Iris-virginica
+89,5.903295604307303,3.2015278211544222,4.825285475654268,1.7898920979213868,Iris-versicolor
+90,5.508948845004011,4.2,1.4000747774903357,0.20670265389813958,Iris-setosa
+91,5.601591209993054,3.0,4.148014332564118,1.277921416396534,Iris-versicolor
+92,5.0687885062386915,3.7835124084824407,1.6673216917020401,0.20070039152884014,Iris-setosa
+93,5.0932470127863345,3.6977887969922327,1.5330290780067888,0.3759019759407902,Iris-setosa
+94,5.002279599700674,3.206631716388515,1.2,0.19436158534607326,Iris-setosa
+95,6.698797863587211,3.2926872671037417,5.75442468715345,2.4999993500757247,Iris-virginica
+96,5.001812095803926,3.396127491568685,1.619437821067689,0.41839897134685533,Iris-setosa
+97,5.716754887002655,2.4988510315519736,5.002134968865099,1.9982039705141057,Iris-virginica
+98,5.350775243892431,3.3919280123841875,1.618832705159576,0.19908138326532665,Iris-setosa
+99,5.803117501476886,2.8030135435719163,5.117269678475496,2.404745684916759,Iris-virginica
+100,6.688752459958126,3.0,4.998737511684841,1.6788875575186375,Iris-versicolor
+101,5.591424685902835,2.861491898443188,3.6609009721147316,1.2912522803054942,Iris-versicolor
+102,5.138868543245446,2.6598937924725896,3.855883108048541,1.383967287577803,Iris-versicolor
+103,6.3092707491978315,2.8961919081019203,5.6201352149357415,1.795108325247798,Iris-virginica
+104,5.59846135027414,2.5577237061162417,3.9181251396685766,1.1491000985765114,Iris-versicolor
+105,5.095964045527514,3.3069121346566694,1.7058599561208532,0.4906296157678435,Iris-setosa
+106,5.924849406239436,3.0,4.244493499587689,1.4945358352703055,Iris-versicolor
+107,5.605248931085999,2.920411386127862,3.551530053381552,1.3010882686774015,Iris-versicolor
+108,6.698939213880393,2.5012933824378067,5.85404860476586,1.8033202835551438,Iris-virginica
+109,6.853239687705129,2.774392512913073,4.822249475401774,1.4050009992167822,Iris-versicolor
+110,5.791724209029821,2.7925277607437615,5.102864367991987,2.3883313850470578,Iris-virginica
+111,6.814786244058235,2.7996166286716697,4.835037267241171,1.4059774393408837,Iris-versicolor
+112,6.035745733337632,2.8927059694280217,4.595092582099371,1.3271749699668023,Iris-versicolor
+113,7.8999989739631635,3.7735473964083135,6.386702802516103,2.0169597935317176,Iris-virginica
+114,4.993889465903952,3.217151439104059,1.2,0.20340963341938612,Iris-setosa
+115,7.14906572536311,3.0,6.026674000856968,2.0503839266393324,Iris-virginica
+116,5.483648966520069,3.480818683947392,1.5239379083546487,0.39245486374591987,Iris-setosa
+117,6.70583086797598,2.5010365071080853,5.811543371018962,1.7983765115418016,Iris-virginica
+118,6.371646538426994,2.700786827024858,5.26279937255819,1.910450573926785,Iris-virginica
+119,7.9,3.828204773483011,6.360494368074783,2.017356040488043,Iris-virginica
diff --git a/iris/tab_ddpm/2/11/test.csv b/iris/tab_ddpm/2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/11/train.csv b/iris/tab_ddpm/2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/11/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/11/val.csv b/iris/tab_ddpm/2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/12/synth.csv b/iris/tab_ddpm/2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2102bc23d96abd0dc7cefb928694d17ec8c5ae75
--- /dev/null
+++ b/iris/tab_ddpm/2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.992614828304064,3.0,4.996633876470017,1.8030083195251239,Iris-virginica
+1,6.094795798526183,2.967459340114556,4.525592724349006,1.4628389486468403,Iris-versicolor
+2,5.462040682495053,4.2,1.3880472302153772,0.19838710703749715,Iris-setosa
+3,4.996322381796167,3.2048400730865065,1.2000003022287382,0.20363705237539512,Iris-setosa
+4,5.796574649356234,2.8200107862186883,5.101791307867682,2.4040378637991644,Iris-virginica
+5,5.910626424112633,2.8174724719502557,4.631326506007841,1.2740199053915908,Iris-versicolor
+6,6.819722053703105,3.217662852146408,5.854191173713014,2.3124257255092324,Iris-virginica
+7,6.385324850264601,2.898775828303067,4.310952333654806,1.2894517826310714,Iris-versicolor
+8,6.457884139334894,3.152046965618841,5.096001776982062,1.9833461287472565,Iris-virginica
+9,4.9039727117094944,3.1027756944476175,1.4957463378708005,0.1,Iris-setosa
+10,5.091842141036493,3.393357815778236,1.499674795947369,0.2012741847160258,Iris-setosa
+11,5.426160722689015,3.8728696948464245,1.6454944241417473,0.39305630338380365,Iris-setosa
+12,7.315133991573809,2.9154642539626705,6.321076461424767,1.80339798518929,Iris-virginica
+13,5.586904169979754,2.4907955457804998,3.8935696213723405,1.1190243135957811,Iris-versicolor
+14,5.387436509232258,3.0,4.493746973956237,1.4884741531605286,Iris-versicolor
+15,5.615484686792058,2.5035297041595865,3.881192897881851,1.0863770762421825,Iris-versicolor
+16,5.89861889525334,3.2062050117521848,4.807483112578349,1.7978663441234453,Iris-versicolor
+17,4.798753960536195,3.0,1.4006688720451181,0.32191718006814796,Iris-setosa
+18,4.9016079276419955,3.087818999849174,1.5885588014393324,0.1,Iris-setosa
+19,4.990331428830797,3.212153025369958,1.2,0.19563517850475262,Iris-setosa
+20,6.774763899540735,3.176104742419046,5.872174836246348,2.288007024066375,Iris-virginica
+21,6.079434967463886,3.0,4.597430411846427,1.4333870394812307,Iris-versicolor
+22,5.929150344506722,2.549355948734346,5.055029836008624,1.9433408197006286,Iris-virginica
+23,4.812028319706835,3.0,1.3989298776969645,0.1,Iris-setosa
+24,6.6639017326814445,3.292265018164244,5.666981046647218,2.499999432140226,Iris-virginica
+25,4.906165388957847,3.09592025844892,1.4930465017167276,0.10000011834128951,Iris-setosa
+26,4.590128820131208,3.404381399043243,1.3928059161524027,0.2990041489202948,Iris-setosa
+27,6.106803325946852,2.8003025982813146,4.701446117302173,1.203499735325765,Iris-versicolor
+28,5.086593892552471,3.4724771575888345,1.4024941134403255,0.2893706767520396,Iris-setosa
+29,5.665206557635739,2.739824429261335,4.3330425914963655,1.310561156050012,Iris-versicolor
+30,5.794523129878708,2.8146265181894563,5.093143646855069,2.399775712674065,Iris-virginica
+31,6.342441489360421,2.7387350225742595,5.403198485535259,1.8605997975215884,Iris-virginica
+32,5.576837169310073,3.0,4.136779019250947,1.3047827317820646,Iris-versicolor
+33,5.102474154804653,3.2997784870954923,1.5512551391165723,0.502197465100793,Iris-setosa
+34,4.870835973681513,3.248354726189227,1.3984342249525246,0.20043138857352075,Iris-setosa
+35,5.389742224163618,3.3937426487150013,1.6825104837807947,0.19684730066308812,Iris-setosa
+36,6.6716338765222325,3.298573126282692,5.678190775598224,2.086320112687276,Iris-virginica
+37,6.437875907556777,2.885520626338978,4.298886532236031,1.2841107953177464,Iris-versicolor
+38,5.9530147670862945,3.0,5.143592574449773,1.800548471864271,Iris-virginica
+39,5.34197827304425,3.620921421258183,1.5252781005356304,0.20044269370982348,Iris-setosa
+40,6.214291065274356,2.5495016386173064,5.00332182917662,1.5428341945559518,Iris-versicolor
+41,5.48817108677994,4.1999991429250265,1.406915642681887,0.2040594354230973,Iris-setosa
+42,5.608732662030803,3.0,4.132029762878549,1.3091917538214806,Iris-versicolor
+43,5.189580813339508,2.704522852316405,3.817320364809404,1.4121819347604276,Iris-versicolor
+44,6.4153158659666785,2.897780806982859,4.240370544136487,1.3296453523485667,Iris-versicolor
+45,5.034642759292152,2.4749980078300835,2.8914595457453744,1.0861153449499197,Iris-versicolor
+46,5.88226332285736,3.0,4.256595041175696,1.4950811474640735,Iris-versicolor
+47,5.535677477493781,2.5273959427382025,4.273156433134443,1.1161307708894295,Iris-versicolor
+48,6.045410685311679,2.809318672864046,4.70991507116819,1.2090165082802367,Iris-versicolor
+49,5.118297363129887,3.7761875490286627,1.558343384702558,0.3668341549831874,Iris-setosa
+50,5.228204802789997,2.5910304594552387,3.434427963282264,1.2027808875183408,Iris-versicolor
+51,5.1002123887142705,3.3055303006434062,1.496495059226758,0.4562228424414458,Iris-setosa
+52,7.681743960566088,2.5987091280518,6.899998844252652,2.294730162028769,Iris-virginica
+53,4.997647164910562,3.394562057721692,1.5615637364920123,0.3685349506587382,Iris-setosa
+54,5.867410894006342,3.0,5.105449538234235,1.7906444804511008,Iris-virginica
+55,5.7188639884663885,3.818350970537005,1.800739569281374,0.2990833637093717,Iris-setosa
+56,7.0270172872508985,3.0,5.764160644794301,2.1059039611511414,Iris-virginica
+57,6.389936254949513,2.932114370645288,4.345150321820352,1.3223211865802258,Iris-versicolor
+58,6.296138321494875,3.4069071346201114,5.608154468912037,2.3983606165755393,Iris-virginica
+59,7.697535808981109,2.5834632954799157,6.9,2.2855888354315024,Iris-virginica
+60,4.905081365769021,3.104024783839547,1.4980286079020473,0.1,Iris-setosa
+61,5.3623493891341925,2.550892992893161,3.943540171382436,1.150292838160643,Iris-versicolor
+62,7.9,3.812905192190722,6.3719114908526855,1.9921590319678528,Iris-virginica
+63,5.422481928976092,3.0,4.544737995063599,1.503561965039055,Iris-versicolor
+64,5.089854517170687,3.399053074658958,1.5125925206855364,0.20080333920574356,Iris-setosa
+65,5.317764137449652,3.395265291252647,1.6299434915878988,0.20322856313712975,Iris-setosa
+66,6.290366691613254,2.501635147805408,4.908077491574686,1.49557318358485,Iris-versicolor
+67,5.177111700652513,3.7559263659462414,1.5615003488545847,0.20167220480788053,Iris-setosa
+68,5.779707476857874,2.744478765712421,4.5901898817307965,1.2472943944960597,Iris-versicolor
+69,5.509504352748393,3.0,4.553943556239964,1.571483651165405,Iris-versicolor
+70,6.871063559899826,3.2011693777504266,5.9036285517253555,2.3076785546406082,Iris-virginica
+71,5.4641997965817195,4.199999210224971,1.39578054737852,0.21355595598184146,Iris-setosa
+72,5.68405221554818,3.789639168134772,1.6092677573401675,0.30530045361524305,Iris-setosa
+73,6.211488514597871,2.200000309629661,4.515571047737615,1.508435409905911,Iris-versicolor
+74,5.578378686406473,3.630927222627188,1.602223851338011,0.33150966648107877,Iris-setosa
+75,6.106207017384142,2.9620863772995123,4.643894620703334,1.3382763510371736,Iris-versicolor
+76,6.176823139535822,2.2000002789732225,4.47718533782178,1.5037698980413388,Iris-versicolor
+77,6.471935931454078,2.664219908798386,5.391643067830719,1.8875718513695094,Iris-virginica
+78,6.3888146737973655,2.6996945852248544,5.274126305436927,1.8729523710113543,Iris-virginica
+79,6.176637652571212,2.2000002752107783,4.479374608107325,1.4966315533639556,Iris-versicolor
+80,6.8121721415212475,2.8083991626499913,4.828214945244117,1.4091431558934722,Iris-versicolor
+81,5.616647706566164,2.4862730233811856,3.818978369505966,1.0814744923596138,Iris-versicolor
+82,4.908021652064636,2.4062848020268603,3.317843873166378,1.0546692944207827,Iris-versicolor
+83,5.129133717021963,2.4824176357158123,3.046029416883087,1.0940067343659043,Iris-versicolor
+84,4.81434667899547,3.0,1.4063083591815648,0.35014573703229745,Iris-setosa
+85,4.793130744783855,3.0,1.3938076606075873,0.1,Iris-setosa
+86,6.121778509445832,3.0,4.6072995799286955,1.3918470712794035,Iris-versicolor
+87,6.306548619606942,2.7026469995992555,4.903841388558641,1.7990836102686785,Iris-virginica
+88,5.101378716994162,3.4664997392975727,1.4002751798248,0.2984539241042851,Iris-setosa
+89,6.633187816701355,3.2004284190070313,5.544859305483976,2.0114330719337805,Iris-virginica
+90,6.497843894309777,3.1891223285848573,5.091174033977067,1.9915300922367722,Iris-virginica
+91,5.888909843571995,3.1950638403587437,4.783643773959926,1.8009420168124004,Iris-versicolor
+92,5.549902765948873,2.6785236396350323,4.389546403168412,1.2566760603974398,Iris-versicolor
+93,4.995914963631484,2.451563804434406,3.0679438662340743,1.081718292887489,Iris-versicolor
+94,7.319773729025776,2.8987379300179215,6.289452823035895,1.7988011667377646,Iris-virginica
+95,6.863155095850023,3.105150379481941,5.096495652267035,2.2924185215226807,Iris-virginica
+96,6.707302836211343,3.0,4.9934405362666645,1.7075000990692966,Iris-versicolor
+97,6.299535284902334,3.394960074878557,5.620193595350706,2.400878385158424,Iris-virginica
+98,4.49760478628191,2.301322978970857,1.2982873495712086,0.29630984101840396,Iris-setosa
+99,5.959145998514336,2.2,4.954062166628349,1.4669992733961408,Iris-virginica
+100,6.684825335136113,3.2980546257993346,5.722231470494675,2.1144228045703994,Iris-virginica
+101,4.6241233550944,3.2021748710581863,1.4029881256343417,0.20101027557043946,Iris-setosa
+102,5.79943385108721,2.7822931605689636,5.112642120883661,2.3973756569269686,Iris-virginica
+103,5.34951617328949,3.8612785608833655,1.6718300999025923,0.4115222809331386,Iris-setosa
+104,5.498693256992643,2.5408310809820196,4.177935472535752,1.1573665725533335,Iris-versicolor
+105,5.135533318121285,3.5334543457620606,1.4026222797060257,0.2993181023461536,Iris-setosa
+106,6.655367915446507,3.1407864553445934,5.099794222046801,2.108099920057502,Iris-virginica
+107,5.604708510666821,3.0,4.165340959562894,1.3430451855892849,Iris-versicolor
+108,7.318537758104892,2.904931660832321,6.319534017459997,1.8038452931366091,Iris-virginica
+109,6.311273604037074,2.298176126725307,4.38053300712949,1.3094586084318651,Iris-versicolor
+110,6.674203615598619,3.2951263596141485,5.668714051075722,2.5,Iris-virginica
+111,5.33171500169353,3.8451310082047434,1.6133975284831166,0.35363111269824576,Iris-setosa
+112,6.762753056522773,3.1828606938120587,5.909348577434434,2.3072754177491284,Iris-virginica
+113,4.902593613502046,3.0998225589920643,1.4965399001146606,0.1,Iris-setosa
+114,4.814303697652438,3.0,1.4045448734456414,0.2867267606064159,Iris-setosa
+115,5.118376679617898,3.7927346947886322,1.4998337380023856,0.19956113451569968,Iris-setosa
+116,7.257963680961213,2.8959705419173694,6.286227560768304,1.7975478144862542,Iris-virginica
+117,6.686707935629264,2.500630521834161,5.777923258311423,1.7970999390488673,Iris-virginica
+118,5.39689181417996,3.3931809711038747,1.6953252064084956,0.19682667323463734,Iris-setosa
+119,6.308907853475266,3.3056089589402564,4.70209647738619,1.5968847323634405,Iris-versicolor
diff --git a/iris/tab_ddpm/2/12/test.csv b/iris/tab_ddpm/2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/12/train.csv b/iris/tab_ddpm/2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/12/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/12/val.csv b/iris/tab_ddpm/2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/13/synth.csv b/iris/tab_ddpm/2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..59204f072f59fc2c08f0e64258908cdc70cee0c3
--- /dev/null
+++ b/iris/tab_ddpm/2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.705531083340023,2.472511980124235,4.9714413030317,1.9804370162177756,Iris-virginica
+1,5.600976406220092,3.0,4.1125730475422815,1.2759931598067333,Iris-versicolor
+2,4.9051327559572755,3.0890481563293797,1.4987771868214512,0.1,Iris-setosa
+3,5.888082374065063,2.9398010778818096,5.107017101423734,1.8091689436986682,Iris-virginica
+4,5.679115388971657,2.4776186297249554,5.006719440194691,2.020723104620898,Iris-virginica
+5,6.012615209638691,2.20000027120161,4.991077247839893,1.491384197773057,Iris-virginica
+6,5.102760097954877,3.5269371089291663,1.3970988277590637,0.3124642274079323,Iris-setosa
+7,5.368576351847829,3.6892551766492505,1.4969819245666907,0.34611199138897314,Iris-setosa
+8,4.504145636477271,2.296070302762442,1.2955349311126938,0.2942535838206015,Iris-setosa
+9,6.002169009109361,2.2000002842214643,5.008485610542986,1.4881695830443895,Iris-virginica
+10,6.6106842931969805,3.2320734859174114,5.556036730088651,2.02108000109044,Iris-virginica
+11,4.809324824489148,3.0,1.4020099092390352,0.1,Iris-setosa
+12,6.468706158021066,3.0,5.525571642432408,1.7935691562228362,Iris-virginica
+13,5.125087890997694,3.4058593887675666,1.4989408082384703,0.19823418353352876,Iris-setosa
+14,6.293496423649431,2.294858154495224,4.397582407319321,1.2833003556421516,Iris-versicolor
+15,6.10046625915906,2.7913313747795385,4.693212626900437,1.1786328047357684,Iris-versicolor
+16,5.974962013147583,2.2000002735925746,4.987462863160095,1.504391598093426,Iris-virginica
+17,5.977286884143916,3.0,4.769022873350452,1.7939729858394413,Iris-virginica
+18,4.400000490721478,2.9000844341542735,1.3944700320074925,0.19889086190788335,Iris-setosa
+19,7.691153370932221,2.605505982582412,6.8999983574428185,2.289556423925875,Iris-virginica
+20,6.876191588678453,3.203096436677223,5.699286860908344,2.2938800281661607,Iris-virginica
+21,5.352597953600021,3.6532147618564137,1.5086006021102225,0.20254764753553414,Iris-setosa
+22,4.8061724993866894,3.0,1.4017949422972231,0.10000009172474293,Iris-setosa
+23,6.68939458528184,3.0,5.009484908007973,1.6993798384368222,Iris-versicolor
+24,6.312832371145037,2.3240202549321953,4.411038245150098,1.3068884769700029,Iris-versicolor
+25,5.097596495211355,3.301171509924362,1.6690472002884986,0.4829528048089177,Iris-setosa
+26,6.557679107177142,3.0,5.810262071240424,2.213149473243978,Iris-virginica
+27,5.2040117880882875,2.6955843497703995,3.8092670319365953,1.412354851217555,Iris-versicolor
+28,5.761543168647131,2.651606667585259,5.069602286473991,1.9281739616655327,Iris-virginica
+29,7.353837852674823,2.8999156652906932,6.3079090876799935,1.8025587928358695,Iris-virginica
+30,6.2828494275483715,2.6947582059684163,4.911210419119857,1.8036065580973037,Iris-virginica
+31,5.200393724791732,3.791322613669743,1.460095540823103,0.4085821110511165,Iris-setosa
+32,6.025490966913242,2.7132646470747304,5.1032999568719255,1.619521853545581,Iris-versicolor
+33,7.7056443701349595,2.597231698843871,6.89999870484265,2.29358318108539,Iris-virginica
+34,6.676869365656657,3.3027235415635205,5.680603373034753,2.097161056941402,Iris-virginica
+35,4.770305120635045,3.0,1.3972055507907477,0.29988912838362547,Iris-setosa
+36,4.90179252086039,3.1111813969336866,1.5577730821324998,0.1,Iris-setosa
+37,5.811293121943029,2.7320665405969766,5.104108799870123,1.841243718129001,Iris-virginica
+38,6.3050856632716155,3.2917811422593264,4.71886146888098,1.6164564396627898,Iris-versicolor
+39,5.790573082452641,2.7190427839260964,5.0965273443431665,1.8932825391050898,Iris-virginica
+40,4.806202922204149,3.0,1.3954875124419615,0.29471760485046644,Iris-setosa
+41,5.340891785114001,3.87088769336451,1.6439520223469999,0.42394076420683857,Iris-setosa
+42,4.896859133787609,3.0,1.40206089428684,0.20095447348150022,Iris-setosa
+43,6.309946068764994,2.9083439757640495,5.625770620875367,1.7964725087152345,Iris-virginica
+44,4.4930730005956,2.2999515197406484,1.2953984035736277,0.29789671720676414,Iris-setosa
+45,4.901258014984062,3.0859199480100297,1.526237543537587,0.10000011095699429,Iris-setosa
+46,6.0066508799124785,3.0,5.169703298021345,1.7982612507735383,Iris-virginica
+47,5.1381727160675466,3.400614129322005,1.4966970560511197,0.20016020751181643,Iris-setosa
+48,6.517660185746524,3.0,5.485466113073583,1.8031402127055194,Iris-virginica
+49,4.5941934595683875,3.4054617401648626,1.401190840230292,0.2999518768056864,Iris-setosa
+50,5.489986478560602,4.2,1.402402504593348,0.21018264403970088,Iris-setosa
+51,5.882823658779465,3.0,5.092651087272879,1.7941033645254254,Iris-virginica
+52,6.167343920009454,2.2,4.517566225815116,1.4917877398447208,Iris-versicolor
+53,5.420216113167947,3.4412771148470434,1.7985895058276047,0.2035270815050337,Iris-setosa
+54,6.790058968337094,3.0,5.534071324018278,2.104787403404948,Iris-virginica
+55,6.313837251901467,3.4096069637748894,5.594238740140675,2.402616480572807,Iris-virginica
+56,6.002412092969982,2.949083723469447,4.468248648667155,1.4917416200625824,Iris-versicolor
+57,7.692137718784041,2.58863767378584,6.9,2.29951618767864,Iris-virginica
+58,6.5294747410647345,3.0,5.455861995765279,1.8027212301160918,Iris-virginica
+59,4.8186127109503065,3.0,1.4043177525287633,0.2954964093475055,Iris-setosa
+60,5.784855536795979,2.6828790968198093,5.094846111671905,1.9097097011217834,Iris-virginica
+61,6.768195387866622,3.145601227637113,5.106035783992136,2.2347002109466243,Iris-virginica
+62,5.9997425149081325,2.200000290696598,4.983973119894204,1.5068360519395596,Iris-virginica
+63,5.0878599156778455,3.6562397161078675,1.510866606547842,0.3858564036672238,Iris-setosa
+64,7.249068144390498,2.890600523446286,6.269370051255183,1.7981034110117202,Iris-virginica
+65,5.22242757311667,3.7439790123559833,1.5832357492125528,0.19999057839927767,Iris-setosa
+66,6.838946834117958,3.191007880996615,5.8164790488026865,2.3152661447997303,Iris-virginica
+67,4.596472645998654,3.187835720883901,1.400219195412511,0.1935234972970165,Iris-setosa
+68,5.511172037240793,4.2,1.405425028825426,0.2104599307456186,Iris-setosa
+69,5.560458755439012,2.6731180346508516,4.237187339672668,1.2786459237475036,Iris-versicolor
+70,4.500600695171098,2.310118611934509,1.3020910993479102,0.32901282577818125,Iris-setosa
+71,5.71775451755669,2.5006189555196294,4.986182318416116,2.000624571617818,Iris-virginica
+72,5.004768032859949,3.308018976077142,1.4041199303870404,0.19639459643578858,Iris-setosa
+73,6.107880124354071,3.0,4.583102284479211,1.3729675289639443,Iris-versicolor
+74,4.881847168227978,3.0739446989356543,1.4879508802765813,0.10000011083823193,Iris-setosa
+75,7.061666458794202,3.0,5.6851418249482375,2.102896593344429,Iris-virginica
+76,4.585463958398061,3.198154180866453,1.396608049286837,0.20016981184321248,Iris-setosa
+77,4.601363332827917,3.1970019481941514,1.403654799547419,0.212117295859986,Iris-setosa
+78,6.3059506457421985,2.4971048693335525,4.945296996234017,1.5076599370109347,Iris-versicolor
+79,6.310320751854748,3.418648242823906,5.611324058208935,2.4004954059522303,Iris-virginica
+80,6.038826349574171,2.2,4.999400117259082,1.5288554691168785,Iris-virginica
+81,5.301803947200312,3.39163749723806,1.615393249800148,0.19909525758012303,Iris-setosa
+82,4.792699186344376,3.0,1.3982020980689023,0.2977304904736603,Iris-setosa
+83,5.208406688187659,2.668660599392568,4.006739425315639,1.3926009358846692,Iris-versicolor
+84,6.894743194102231,3.1533849226539132,5.795767119392371,2.2724286931054762,Iris-virginica
+85,6.907426999000301,3.0802611417113424,5.105322697977086,2.2998348747675093,Iris-virginica
+86,4.777761371752018,3.192618410414517,1.402645322715092,0.19473651691814303,Iris-setosa
+87,7.28599437977542,2.9067597078899214,6.302184953353861,1.8015164803696044,Iris-virginica
+88,6.508293307622292,3.0,5.761977134350028,2.2052892413449077,Iris-virginica
+89,5.805626558467971,2.8028083552808027,5.098576167460724,2.407586732786718,Iris-virginica
+90,7.314646487423342,2.9031252983193157,6.329573668994868,1.7979201163522025,Iris-virginica
+91,6.30311199010822,2.6970437038005883,4.956774181550408,1.7971084995275113,Iris-virginica
+92,7.670528608441297,2.60947167051609,6.899998539371635,2.298281891689103,Iris-virginica
+93,5.810372186476972,2.810244549027731,5.0929293808217935,2.393654693802057,Iris-virginica
+94,4.893018448970251,3.1214424797260882,1.4961565124587999,0.10000009598425763,Iris-setosa
+95,7.723727916996649,2.6031910062066714,6.9,2.306028790429881,Iris-virginica
+96,7.718779548516956,2.607517286374513,6.9,2.3180904347351445,Iris-virginica
+97,7.038734287079631,3.0,5.886657945198082,2.1621684812053164,Iris-virginica
+98,4.902800387975984,2.4028852925190005,3.2257776229187063,1.0072939368577685,Iris-versicolor
+99,7.73782527550131,2.626405765356359,6.9,2.3007604584311743,Iris-virginica
+100,5.807129968616715,2.8245753674736758,5.110977519692202,2.404122115667156,Iris-virginica
+101,6.044046731583335,3.2445125386155382,4.779204353892692,1.7556565346580195,Iris-versicolor
+102,6.856913477592933,3.1974987615393546,5.8098491795597536,2.297699753222786,Iris-virginica
+103,5.895051116613933,3.211305829068668,4.802282169238923,1.8006065214265,Iris-versicolor
+104,7.104292563135127,3.0,5.801319119174569,2.1349738039285944,Iris-virginica
+105,4.803185194215102,3.0,1.3987662903929938,0.32320609359549546,Iris-setosa
+106,7.093287208634436,3.0,5.8418511356888505,2.112018726436197,Iris-virginica
+107,5.232824191978693,2.6801311199916844,3.9284005075609083,1.395103973053721,Iris-versicolor
+108,7.124667851415743,3.0,5.974993833148243,2.0645319075330684,Iris-virginica
+109,6.026039602658892,2.9126179547391713,4.44562471190092,1.525511561489222,Iris-versicolor
+110,6.493060509191405,3.0,5.867143434122377,2.223043083078908,Iris-virginica
+111,5.8298870447395,2.809040983004443,5.102576215801997,2.4043908235756475,Iris-virginica
+112,5.622204604177471,3.0,3.9627050181026537,1.3187999097037169,Iris-versicolor
+113,5.59510416257183,2.8767369581805724,3.6198490751427257,1.2678835007997937,Iris-versicolor
+114,5.824714977001241,2.8764051975535176,4.570442245227975,1.3205461277635517,Iris-versicolor
+115,5.0645827342587015,3.555305359956579,1.4966783564527337,0.3913445296846345,Iris-setosa
+116,5.434579590441829,3.407848261990839,1.8099469493096771,0.20033317910351067,Iris-setosa
+117,7.697107657149697,2.600086589633317,6.9,2.2777784700958854,Iris-virginica
+118,5.03577139018767,3.5155354042605387,1.5966829620088252,0.41973461245226756,Iris-setosa
+119,6.54668200195681,3.0,5.5109759665686395,1.797328443873449,Iris-virginica
diff --git a/iris/tab_ddpm/2/13/test.csv b/iris/tab_ddpm/2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/13/train.csv b/iris/tab_ddpm/2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/13/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/13/val.csv b/iris/tab_ddpm/2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/14/synth.csv b/iris/tab_ddpm/2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..85782f07c253e1ed7abbc7ce7d52b4cd198c84e2
--- /dev/null
+++ b/iris/tab_ddpm/2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.550705193834064,2.4427679795071726,3.8039856415652364,1.0875069101785118,Iris-versicolor
+1,6.399748945682056,2.90589107137543,4.315026701118741,1.3032824536953673,Iris-versicolor
+2,5.958545785639875,2.6919225174717134,5.084581750757725,1.5641901781142795,Iris-versicolor
+3,6.164316201083611,2.2,4.440033781643481,1.5041845685086304,Iris-versicolor
+4,5.578719793330353,2.899547408194197,3.5582503083910764,1.3304143830702073,Iris-versicolor
+5,5.003891768631324,3.201246134065155,1.2,0.19961306324562136,Iris-setosa
+6,6.498455797413592,3.0,5.5041655247653605,1.8008496701860774,Iris-virginica
+7,6.122333763522024,2.607656665554504,5.589586361585889,1.42424847694386,Iris-virginica
+8,4.600050963848718,3.18598505153959,1.4005145353338708,0.1964295177228722,Iris-setosa
+9,5.015992913007912,3.324718189378341,1.4085637276815757,0.20420230691928515,Iris-setosa
+10,6.509143763557856,3.0,5.516129546532538,1.8021724313917746,Iris-virginica
+11,6.306211035392216,2.709676077383908,4.92248967977134,1.7963729585267847,Iris-virginica
+12,6.030223662424054,3.0,4.562270446495452,1.3691370161803849,Iris-versicolor
+13,4.931378276680654,3.0571462131575786,1.405040679415886,0.20187183121936392,Iris-setosa
+14,5.587294608402356,2.508859263886917,3.9478084650109824,1.0848465689649616,Iris-versicolor
+15,4.892404481915029,3.0,1.3997298145949233,0.19331743115127736,Iris-setosa
+16,7.308774477175339,2.909931434541426,6.290001469310294,1.797931718825562,Iris-virginica
+17,6.1740473461798135,2.2000002812304826,4.455006661455135,1.4860794181671404,Iris-versicolor
+18,6.5473719747712185,3.208882473279909,5.0837504624352166,2.0289951909378963,Iris-virginica
+19,6.497439885396287,3.0,5.522725933881386,1.7980022190326248,Iris-virginica
+20,6.71094708426516,3.3033409042417268,5.695393639010033,2.0981031598099324,Iris-virginica
+21,4.883566810488846,2.39309640704767,3.25530715201644,1.0153898904198355,Iris-versicolor
+22,6.299981612507789,2.3087980022945334,4.412000676320557,1.3000705688940335,Iris-versicolor
+23,6.746153012378093,3.0,5.011496402298501,1.7147619191693955,Iris-versicolor
+24,5.433803709274404,3.446080940605685,1.5842540240514502,0.40562050881629325,Iris-setosa
+25,6.294386433415625,2.3093829108291084,4.422024739819529,1.2948073540700387,Iris-versicolor
+26,6.5333775141477926,3.0982451787389773,5.263524006966886,1.9546872010789094,Iris-virginica
+27,6.0114736505133415,2.7070909705202277,5.105665917465046,1.6047524433413127,Iris-versicolor
+28,6.685993248234937,3.2962279060121022,5.754627147269678,2.0788428610801004,Iris-virginica
+29,6.0959867813725905,2.802008949025573,4.7168019483786345,1.1847569976484853,Iris-versicolor
+30,6.7896814214710055,3.0,5.512267449070439,2.1039296282820183,Iris-virginica
+31,6.707603809607946,2.512064834785173,5.829184268128034,1.8038372008995631,Iris-virginica
+32,5.753465702870713,2.591381622358747,5.053461726584961,1.947242026178422,Iris-virginica
+33,6.499742944601498,3.0,5.431770363889828,1.8000094384254401,Iris-virginica
+34,4.597301766265786,3.2134006089154012,1.3984246845691173,0.19910116899881247,Iris-setosa
+35,6.715717664497105,2.4834274918272023,5.767945103787961,1.800514099573691,Iris-virginica
+36,6.302003433301886,3.2975445938863452,4.700221443283474,1.592319383725236,Iris-versicolor
+37,6.789068650795332,2.8079630141897907,4.814926242941448,1.4263012441558407,Iris-versicolor
+38,6.867858786676521,3.2027981176818163,5.782655631563883,2.3041341606170915,Iris-virginica
+39,6.798024916746575,3.0964498925072235,5.105114072837496,2.3162018257856896,Iris-virginica
+40,4.859322815814653,3.0,1.4035665772679462,0.2710215229449823,Iris-setosa
+41,6.503459815147716,3.0,5.578580150837774,1.7983563951843617,Iris-virginica
+42,4.881082235646733,3.08266277068582,1.6839612331562963,0.10000009389650558,Iris-setosa
+43,5.95850754140038,2.2,5.0033964264421,1.4930001366846757,Iris-virginica
+44,5.382275170669595,3.8928715227950415,1.669776464607471,0.4009411033571202,Iris-setosa
+45,5.493136098180398,2.5999195702280984,4.39979116940424,1.188610147949793,Iris-versicolor
+46,6.308692616631459,2.305662032619664,4.425293846696136,1.3090093624215342,Iris-versicolor
+47,6.932802933975171,3.0,5.609641264459017,2.091205051737469,Iris-virginica
+48,6.8818881358063715,3.1039189696843223,5.106709427088036,2.2942100171386137,Iris-virginica
+49,5.983676162825694,2.2,4.975447703575834,1.522524268140471,Iris-virginica
+50,4.598190595391093,3.3979319684991647,1.3964527116671193,0.2973384984963997,Iris-setosa
+51,4.585617957148393,3.410110285256921,1.4028214253640374,0.30724456488828816,Iris-setosa
+52,4.500322700523381,2.3054722048622307,1.3086801356918683,0.2949177249730008,Iris-setosa
+53,6.152184246117416,2.81564570767953,4.669280955001262,1.1926431520661525,Iris-versicolor
+54,4.601759556976171,3.420476082518612,1.401088371306634,0.2920665795790327,Iris-setosa
+55,4.9968875017659915,3.4076132260962324,1.7106671594233989,0.39960658403453714,Iris-setosa
+56,6.073955061865237,2.801130304931625,4.693691456639858,1.184137232550538,Iris-versicolor
+57,6.454820878011116,2.8308592445480754,5.460671513949567,2.0464153912280953,Iris-virginica
+58,4.9818568155747744,3.2977318501869917,1.4044685493790934,0.2008882682257937,Iris-setosa
+59,5.434790251666524,3.446266292099248,1.5732756787179325,0.3677846205210801,Iris-setosa
+60,6.458761508401902,3.0,5.498394396933375,1.7951403596311901,Iris-virginica
+61,6.011127266169218,3.0,4.779269536089421,1.7980075100934092,Iris-virginica
+62,6.780407771389904,2.805813572094285,4.814090248278824,1.401204420596821,Iris-versicolor
+63,5.368712603089194,3.0,4.428777576365807,1.4990256149372256,Iris-versicolor
+64,5.9052413422724985,3.205059341871316,4.785410199491071,1.8042180076346308,Iris-versicolor
+65,5.598226103764042,2.5213606997120555,3.909549935172991,1.1129363781267445,Iris-versicolor
+66,6.28271815459051,2.9096992045163503,5.537741203618926,1.8027386642542986,Iris-virginica
+67,6.69793025277349,3.2999137103596485,5.7026918883177755,2.088883529322472,Iris-virginica
+68,5.540125422919375,2.4636910148155686,3.8924629156711683,1.1103730595771726,Iris-versicolor
+69,7.707833151626772,2.5996451729277803,6.899998753614124,2.3084323395382187,Iris-virginica
+70,7.692055104539744,2.596899250233083,6.899998793088801,2.2999271856980705,Iris-virginica
+71,5.5036014729376745,2.3904843611250204,3.784224112613955,1.1036147657655941,Iris-versicolor
+72,6.190276269434722,2.2,4.4956565689886085,1.5189466109676397,Iris-versicolor
+73,4.883209143794428,3.092643544976509,1.5396593900308884,0.1000000984311003,Iris-setosa
+74,6.962921907430169,3.186891589105786,5.759396548708209,2.309623674320748,Iris-virginica
+75,4.940840292296186,2.4250690431467175,3.175658464215548,1.0719458983145282,Iris-versicolor
+76,4.49111903265927,2.2868306534003255,1.307470461728271,0.2902223684330295,Iris-setosa
+77,4.597636015889923,3.3950241865973996,1.400340221023737,0.31879993264763073,Iris-setosa
+78,4.7850799318566075,3.0,1.409340334796709,0.1,Iris-setosa
+79,6.815185782759994,3.195351109584441,5.855985738785248,2.298500624309688,Iris-virginica
+80,5.1112411875346435,3.833162460888615,1.59579332455719,0.2054123401667601,Iris-setosa
+81,4.990452245801335,3.2030857402967503,1.2,0.20211191147357715,Iris-setosa
+82,5.595788673370925,2.7089593876520657,4.122408751516538,1.295972674609669,Iris-versicolor
+83,5.933476073931809,3.0,5.099145263000889,1.8018058468772757,Iris-virginica
+84,4.90492607797811,3.096608328840954,1.607472765868138,0.10000009988894654,Iris-setosa
+85,5.910157185686719,3.0,4.221193626200604,1.5165553342480251,Iris-versicolor
+86,7.041636212173195,3.0,5.792588111579047,2.110224189356102,Iris-virginica
+87,4.845999915150873,3.0,1.407421108258506,0.1,Iris-setosa
+88,4.4,2.8808895900274014,1.4063385181629184,0.20393109538317214,Iris-setosa
+89,5.928448770681084,3.0,4.26080381985864,1.5322111574720483,Iris-versicolor
+90,5.728033724112043,2.499147466857169,4.940194060229553,1.9984871670186373,Iris-virginica
+91,6.275008529357928,3.4022085785621683,5.599809109268823,2.399982484574613,Iris-virginica
+92,5.565287081347233,2.584212580979629,4.062374362819647,1.1922813788944182,Iris-versicolor
+93,4.589443801974964,3.4021160602959055,1.4011897885295188,0.29031443769939197,Iris-setosa
+94,6.080710202671362,3.0,4.562531893193228,1.4470973554746565,Iris-versicolor
+95,5.075964630693525,3.62494740444846,1.6635185944729247,0.3796070010029283,Iris-setosa
+96,6.314875031735995,2.2938498484166634,4.41732291418353,1.2898496917142945,Iris-versicolor
+97,5.9031292832102595,3.0,5.101265310218207,1.7996164238593702,Iris-virginica
+98,5.998815015068398,2.706889466259771,5.1061044109737495,1.600452078201066,Iris-versicolor
+99,7.293444133453884,2.8955960831546435,6.30356643969732,1.7976677177420113,Iris-virginica
+100,4.9036712715696815,3.119859294774613,1.5920905859099286,0.1,Iris-setosa
+101,5.332057166961456,3.8630474531078804,1.6884872966545033,0.38878514677892456,Iris-setosa
+102,5.363247301611593,3.3914105860247403,1.6638326180888943,0.19734195990283754,Iris-setosa
+103,5.419523818983128,3.0,4.48988632903242,1.4785419353909535,Iris-versicolor
+104,6.49027888228128,3.1956559009394323,5.091366021802262,2.005430370402371,Iris-virginica
+105,6.774207132080452,3.0,5.500795994660481,2.1081075222744055,Iris-virginica
+106,4.809086470367417,3.0,1.3884876803604096,0.30414815247472843,Iris-setosa
+107,4.88424031739123,3.1053562929277607,1.4889928216017996,0.1,Iris-setosa
+108,5.234912924317952,2.6788817221466417,3.919728632970563,1.3852791230624735,Iris-versicolor
+109,5.889438660986007,3.1844290959794845,4.7907181895236635,1.7988478761755098,Iris-versicolor
+110,5.700244216048042,2.8661408559176103,4.300775214337226,1.3045453948906582,Iris-versicolor
+111,6.491407861955617,3.0,5.726024772433927,1.9769463692492926,Iris-virginica
+112,6.989902250224333,3.0,5.647405194296151,2.1061956374479296,Iris-virginica
+113,4.9834651559508965,3.4417639154509385,1.4015202466443393,0.2912151383194739,Iris-setosa
+114,5.136776866159165,3.7628424134603744,1.4991188276662095,0.20616056187687373,Iris-setosa
+115,5.1449275062523565,2.659969564997203,3.8141288548421115,1.38747318370913,Iris-versicolor
+116,4.631809240766099,3.2457357814706023,1.407214381030699,0.2185439071792409,Iris-setosa
+117,4.588438270399035,3.2014020398174807,1.3903539451642983,0.20365121631433358,Iris-setosa
+118,6.536412435668838,3.1872012063655273,5.101920622824636,2.0368455813764186,Iris-virginica
+119,5.809637527719082,2.8047498234378927,5.090569905198542,2.4081341984369518,Iris-virginica
diff --git a/iris/tab_ddpm/2/14/test.csv b/iris/tab_ddpm/2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/14/train.csv b/iris/tab_ddpm/2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/14/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/14/val.csv b/iris/tab_ddpm/2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/15/synth.csv b/iris/tab_ddpm/2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d55112ce0fb116647e011632a301d5d363c03365
--- /dev/null
+++ b/iris/tab_ddpm/2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.663072459383346,2.75786380170271,4.467511234607711,1.2879417897037457,Iris-versicolor
+1,6.342902927648452,2.8920366717378276,4.30230787493104,1.3164069929141942,Iris-versicolor
+2,5.622235899801253,3.0,4.0898256079910364,1.3137313515432743,Iris-versicolor
+3,6.209296189881023,2.200000295541258,4.547710742482922,1.4818723068522583,Iris-versicolor
+4,4.793493636641131,3.0,1.3907731923042894,0.1000000973117237,Iris-setosa
+5,5.566879614415238,2.677606213231,4.249465573454311,1.29418804296255,Iris-versicolor
+6,5.960829397111761,2.98828070381324,4.458277775126031,1.511257774196411,Iris-versicolor
+7,6.159817514218747,2.2,4.4824436207990965,1.5002134904594422,Iris-versicolor
+8,6.881793621385575,3.0956783282053113,5.097081510787014,2.288078420187085,Iris-virginica
+9,7.697470660846532,2.591397481021248,6.9,2.292354143533834,Iris-virginica
+10,5.071981707397766,3.587139869945856,1.5097948683832243,0.44331245978363076,Iris-setosa
+11,6.281762069638284,2.7089078002130793,4.85124578593352,1.8003585058236362,Iris-virginica
+12,4.886549274172949,3.09876503408996,1.4991901668225853,0.1,Iris-setosa
+13,6.815688943975594,3.1921516356581656,5.896664284172305,2.280053490113614,Iris-virginica
+14,7.9,3.783256799036189,6.454167586286659,1.9958326616624122,Iris-virginica
+15,5.083669906127127,3.465613023359707,1.3953389252860915,0.28232353817860467,Iris-setosa
+16,6.1863426305369105,2.2,4.474774707182196,1.4763463463052182,Iris-versicolor
+17,6.389653788352378,2.970550727753722,5.50935900093523,1.8040044543700167,Iris-virginica
+18,6.417755004539465,2.695447401363863,5.293109898077923,1.8918031434895206,Iris-virginica
+19,4.904714087147527,3.097205917825253,1.4993493594307281,0.10000009956957255,Iris-setosa
+20,5.6599693940530384,3.7988707286986756,1.8393544882452741,0.35083197556821616,Iris-setosa
+21,5.999152452756105,2.705868022744964,5.0945227792143095,1.5903314008209362,Iris-versicolor
+22,5.631478122714652,2.6864602025015047,3.996851820509572,1.3022557859737545,Iris-versicolor
+23,7.9,3.784377784539285,6.40516612031892,2.0040368321451405,Iris-virginica
+24,6.289135922493038,2.672463495112046,4.906447813626323,1.7932778871592356,Iris-virginica
+25,5.514250163342151,2.393318860303289,3.7287783993706753,1.1125072950076742,Iris-versicolor
+26,4.9968025135082765,3.2999607029377755,1.405774525174607,0.1973816115515586,Iris-setosa
+27,6.01226864075599,2.999010113845,4.550687738170583,1.4630902201886986,Iris-versicolor
+28,6.909011226869586,3.187480939493492,5.748302373133035,2.2946151559672496,Iris-virginica
+29,5.862234055649012,3.206798213687342,4.759359312335513,1.806719296600098,Iris-versicolor
+30,6.7973348556470965,2.8061685766314075,4.8024029812960745,1.3986065795397067,Iris-versicolor
+31,4.503591493785127,2.300650121271926,1.3039569328229392,0.32534574097905233,Iris-setosa
+32,5.377688832711864,3.906812941315726,1.6209002179183387,0.38993441142088914,Iris-setosa
+33,4.898571980734685,3.105680823861919,1.494496060306166,0.10000014395668215,Iris-setosa
+34,6.706009305437707,2.4882587304173103,5.8141995421811155,1.8034357960048581,Iris-virginica
+35,4.992630645696494,3.200593505118758,1.2000002296761252,0.1971854390931652,Iris-setosa
+36,5.077143120882427,3.3808656643871005,1.4663703681443827,0.20075104421995663,Iris-setosa
+37,7.154983760070765,3.0,6.012907604779257,2.0633428849391673,Iris-virginica
+38,5.168224828047371,2.6787249090943064,3.87026352642391,1.408159910210069,Iris-versicolor
+39,6.492316187372827,3.0,5.478651758634117,1.8030450518877432,Iris-virginica
+40,4.897932505571977,3.0,1.391261759173958,0.20252353576715754,Iris-setosa
+41,4.884508295534016,2.3986003856554476,3.4720174700821564,1.020854734623332,Iris-versicolor
+42,6.112539557430922,3.0,4.614954351076948,1.4106122752744683,Iris-versicolor
+43,7.718245731530054,2.6140226229577572,6.89999883864792,2.30454982649222,Iris-virginica
+44,6.550504767791244,2.6001813051529625,5.576849120065585,1.8410239528996821,Iris-virginica
+45,6.6806161439432925,3.2910088672370645,5.689190644986539,2.110201483550087,Iris-virginica
+46,6.399992274689724,2.901541071783332,4.311739834717112,1.3152791241566721,Iris-versicolor
+47,5.80105118598671,2.8008648349420153,5.107678537103655,2.400826744462946,Iris-virginica
+48,6.69277040243861,3.2928812906580722,5.624023553631415,2.102913645323897,Iris-virginica
+49,5.0542980239244155,2.4750550679964216,2.993355682883581,1.078841871137337,Iris-versicolor
+50,7.6844831472324096,2.6100662477846677,6.899998852856001,2.3023030786038503,Iris-virginica
+51,4.924136244068406,2.416479108860796,3.331477901931748,1.0778992794793514,Iris-versicolor
+52,5.423331376432126,3.4083419034828193,1.6642991123552946,0.20066701878287824,Iris-setosa
+53,7.703256051658959,2.6065643233423015,6.9,2.3039990027455115,Iris-virginica
+54,5.496963825120486,4.2,1.3913443985952776,0.19637813350162953,Iris-setosa
+55,4.630901452310387,3.4002378573376144,1.4024901498344233,0.29744112448629234,Iris-setosa
+56,6.11674131282807,3.0,4.587146433914668,1.4008114218626875,Iris-versicolor
+57,5.39873539437041,3.3991439663300125,1.6706846422134332,0.2002871900853592,Iris-setosa
+58,5.572830811020993,2.5122201914192015,3.9750478426990608,1.1137820167881627,Iris-versicolor
+59,5.792311745750188,2.799334102753713,5.1016491736923255,2.4043981174037277,Iris-virginica
+60,5.600848565736757,2.5225951264427966,3.9880196725510366,1.1166980511395836,Iris-versicolor
+61,4.898599380686503,3.102043832347793,1.591044653394691,0.10000009551545422,Iris-setosa
+62,5.807356009798286,2.765814760904819,5.120273416535876,1.8863108378517932,Iris-virginica
+63,6.706285007963229,3.2923501807282025,5.702957783396423,2.107392661087543,Iris-virginica
+64,5.7069431784823035,2.4926213946753784,5.006596130882684,2.013842168019293,Iris-virginica
+65,6.286166423924905,2.839969580361344,5.371857254810275,1.8115170632861575,Iris-virginica
+66,6.878389130861357,3.1941462472874242,5.837716294334869,2.289803991592203,Iris-virginica
+67,6.135469525229669,3.0,5.024830748619447,1.8183224519499543,Iris-virginica
+68,5.420884603386339,3.399334969509601,1.7133910526638034,0.19999601101076242,Iris-setosa
+69,5.6606828472728,2.9762117396191883,3.8711541872117157,1.3612904624038036,Iris-versicolor
+70,6.106188221848913,3.0,4.575513247977459,1.3965917774800378,Iris-versicolor
+71,6.0297268936679504,2.698128569542414,5.111992645826761,1.6039895010327612,Iris-versicolor
+72,6.314061476586754,3.4044105467175294,5.617452892239074,2.4019379821075355,Iris-virginica
+73,6.273029009936398,2.3321420842241993,4.501734678385043,1.34490685211337,Iris-versicolor
+74,6.298111467412872,3.4028729822138426,5.596288667794736,2.403616373140921,Iris-virginica
+75,6.727425782301821,3.3058895383785867,5.67871465368311,2.4999996386208956,Iris-virginica
+76,4.5963250014137165,3.4045746814487785,1.400300906253462,0.35993683890671335,Iris-setosa
+77,5.629328787220899,3.0,4.152963706511234,1.3283719043318731,Iris-versicolor
+78,7.262276197970956,2.8896188931600086,6.281963199456421,1.8042392075061155,Iris-virginica
+79,6.704853117886116,3.0,4.987729188880651,1.712645884007914,Iris-versicolor
+80,5.262237694984054,3.7305596241198136,1.509372169047866,0.2002770945145154,Iris-setosa
+81,6.402775437051727,2.6936512428635413,5.3109494071096135,1.9020085268538436,Iris-virginica
+82,6.787080597717855,3.0,5.452970354037971,2.1075028219813676,Iris-virginica
+83,6.310606408079876,2.47288705212251,4.839744738097676,1.4923430788753016,Iris-versicolor
+84,5.398529015596957,3.0,4.4965823143920565,1.4940684073117019,Iris-versicolor
+85,6.311348781626232,3.3977287383902977,5.6191214054361245,2.391869720093332,Iris-virginica
+86,6.714636448024897,3.297718997263618,5.676803335826226,2.4999996359154926,Iris-virginica
+87,5.45932040562858,4.199999037499909,1.3853320587097249,0.19770214185843377,Iris-setosa
+88,6.024525946823073,2.2000003004465154,5.004358946318564,1.5190384542348359,Iris-virginica
+89,6.027602266731565,2.692970131677679,5.108976973387603,1.6086621826135539,Iris-versicolor
+90,6.698883112663832,3.0,4.9831931500955715,1.6906427348431627,Iris-versicolor
+91,6.75858413863732,3.0,5.663771916729482,2.1071666084488987,Iris-virginica
+92,5.436343642101309,3.9039338694005656,1.7220511168535375,0.3988402273878021,Iris-setosa
+93,6.474693136066132,3.0,5.4801632183889275,1.8088833080244597,Iris-virginica
+94,5.006206207571965,3.2191763835471323,1.2000002460545944,0.20136259538778667,Iris-setosa
+95,5.507599386475732,4.199999089764153,1.4028027778653096,0.1966662900063896,Iris-setosa
+96,5.005134011927614,3.2857036206991093,1.3980390579058326,0.2029001848818567,Iris-setosa
+97,6.268344240940981,2.3191255433039637,4.396630658452644,1.307983423737481,Iris-versicolor
+98,5.499641875607456,4.199999174026091,1.399795817518993,0.2028728329834038,Iris-setosa
+99,4.602325143094345,3.168794584497201,1.4074044656293498,0.20157729867190402,Iris-setosa
+100,5.820795319970989,2.807809379781398,5.104785416158674,2.3878802171384894,Iris-virginica
+101,5.611334758353155,2.6877598867912633,4.126228810130619,1.2992971751631386,Iris-versicolor
+102,6.327560233470497,2.489423924163421,4.9024700964413865,1.4958689335601885,Iris-versicolor
+103,5.996035731284871,2.705477755662324,5.08520964033405,1.5877724409183753,Iris-versicolor
+104,5.50098427802808,4.199999199102854,1.40069653468422,0.19623125738037892,Iris-setosa
+105,6.11794158879666,2.9001585142671242,4.602147483746675,1.4766440178543225,Iris-versicolor
+106,6.813092788038204,3.1916497737402336,5.811997831330037,2.30213184747587,Iris-virginica
+107,4.988788679513751,3.218163723449368,1.2,0.20047770971484133,Iris-setosa
+108,4.902806651411809,3.105415171362229,1.5949460556519879,0.10000010992076087,Iris-setosa
+109,6.786801332200806,3.196862949619977,5.946354971242903,2.299139903628545,Iris-virginica
+110,6.395271671091283,2.887218865629198,4.271509895738669,1.2912107652384301,Iris-versicolor
+111,5.792969769928106,2.8126118419691517,5.093816413410018,2.4015102499219205,Iris-virginica
+112,7.129189542215853,2.9797790839359544,6.09587081998653,1.9970071059495211,Iris-virginica
+113,6.3045825092371,3.3036762564338,4.728295178766235,1.6106835519310545,Iris-versicolor
+114,5.560713288118043,2.476197338091393,4.051700187350413,1.0803927706679786,Iris-versicolor
+115,5.4836110064506585,2.3810969884396793,3.7477173997977467,1.092371039918575,Iris-versicolor
+116,6.881474766387877,3.0,5.540491633389582,2.118572816793715,Iris-virginica
+117,6.098302645720216,2.6032315477912427,5.627395309934279,1.3992085902107885,Iris-virginica
+118,5.11031087301843,3.687834337137517,1.4999017313693126,0.43801492823911076,Iris-setosa
+119,4.497215422397474,2.3065005042328104,1.3034686727247697,0.299442104615393,Iris-setosa
diff --git a/iris/tab_ddpm/2/15/test.csv b/iris/tab_ddpm/2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/15/train.csv b/iris/tab_ddpm/2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/15/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/15/val.csv b/iris/tab_ddpm/2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/16/synth.csv b/iris/tab_ddpm/2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e5a677ce822b5f315468f3ca19f9ea6e7f5563a6
--- /dev/null
+++ b/iris/tab_ddpm/2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.900026472055356,3.0,1.3929948392928326,0.19580716320358088,Iris-setosa
+1,5.408195074491736,3.0,4.493408550683273,1.5273273605401683,Iris-versicolor
+2,6.724841894268712,3.1271913830141047,5.861989016216195,2.277354766522239,Iris-virginica
+3,5.9642401101147575,3.0,4.2480323574943295,1.4948961266804779,Iris-versicolor
+4,6.673519942540141,3.2769300764736733,5.681580961843665,2.0971630287612553,Iris-virginica
+5,6.07724295256289,2.6033775834035215,5.597765017316242,1.4040900547403667,Iris-virginica
+6,6.680807168303514,3.0,5.0063451024362635,1.7024491138073308,Iris-versicolor
+7,5.4572322332244205,2.3820347764736747,3.786402466762763,1.105817028742463,Iris-versicolor
+8,4.625040688291275,3.4065228074550316,1.4023199946564129,0.3964106816255112,Iris-setosa
+9,4.895025799414513,3.095745918252106,1.4918075901472183,0.10000011174204637,Iris-setosa
+10,4.997374307896635,2.450315605035057,3.043516651896211,1.0221413533515218,Iris-versicolor
+11,6.294517610316582,2.694502250978337,4.896748010756299,1.7924290904190736,Iris-virginica
+12,6.015848857677087,2.2000003129961256,4.958200736784108,1.4998185072756822,Iris-virginica
+13,5.589966557110139,2.9870431131766986,3.829664198089951,1.2905629841116268,Iris-versicolor
+14,4.8899065187469475,2.3914284562877457,3.2547868300598672,0.9365281223347326,Iris-versicolor
+15,5.021633513964503,3.3118573353122667,1.4043993412425777,0.20075945766807668,Iris-setosa
+16,6.005468392046105,3.0,4.799150129780529,1.7962103568454726,Iris-virginica
+17,6.78141894887974,3.0,5.522107785903222,2.0879782195425602,Iris-virginica
+18,5.589414785466955,2.7008610179777874,4.1965361300775745,1.2931009589108327,Iris-versicolor
+19,4.4,2.8982415410207985,1.395731154712429,0.19649285830936414,Iris-setosa
+20,5.586727841631957,2.466818157459901,3.794666130342004,1.105931426666417,Iris-versicolor
+21,4.951108944360099,2.434991579125345,3.3405839243106525,1.0465085004708217,Iris-versicolor
+22,5.189480588662114,3.7564584229458413,1.5411768207967356,0.42466024995814616,Iris-setosa
+23,6.396990178399344,2.704058008847929,5.305948602007903,1.8927287125989802,Iris-virginica
+24,5.4258588387818625,3.4088502568151817,1.6537099148881786,0.2017813765983616,Iris-setosa
+25,5.931114894244912,2.9905124331497266,4.267858216884703,1.489227831728063,Iris-versicolor
+26,4.4000004651693345,2.9118598146351062,1.3984865835765945,0.19807091700060836,Iris-setosa
+27,6.809477870148505,2.8099108147755025,4.793139575980012,1.3985250721549582,Iris-versicolor
+28,5.356479101712442,3.640562694281769,1.5368605002910363,0.1958558236794875,Iris-setosa
+29,6.610542498674935,3.2490284526689326,5.515095234536377,2.0840962345240395,Iris-virginica
+30,6.000256262420842,3.0,4.830384753814554,1.8047239152982038,Iris-virginica
+31,4.8873269196006275,3.103008641236898,1.5624703713156463,0.10000012801193676,Iris-setosa
+32,4.400000468197985,2.911650809580133,1.3994272547395772,0.2006201882358749,Iris-setosa
+33,6.804151319811873,3.1935878696913758,5.842892878677203,2.291001283192303,Iris-virginica
+34,6.371553615915751,3.0,5.4703608154249945,1.796706307156299,Iris-virginica
+35,5.477632461562172,2.5875598680737526,4.3628564365818105,1.1937407221782563,Iris-versicolor
+36,5.906498478515569,3.0,5.099237322854439,1.7938682814904747,Iris-virginica
+37,4.9820411714774435,3.207747249123067,1.2000001879751614,0.1971083914742544,Iris-setosa
+38,4.846386182119163,3.081571803406704,1.4689592479489453,0.10000009319615331,Iris-setosa
+39,5.150531415974167,2.485795575352815,3.2472753790182662,1.1272776402774198,Iris-versicolor
+40,5.25662339445781,2.49781364674877,3.4363045509409247,1.1105793623095275,Iris-versicolor
+41,5.610077272073895,2.868288432129537,3.5796014980463884,1.3087206387209802,Iris-versicolor
+42,6.512917909879795,3.0,5.7394581093471455,2.194007312307894,Iris-virginica
+43,6.798895448738492,3.1814792699451715,5.886122068569843,2.2915456361769153,Iris-virginica
+44,7.9,3.7417328345788534,6.408657610605577,2.0304616121603862,Iris-virginica
+45,6.099554025167359,3.0,4.610292473230805,1.4199509321705206,Iris-versicolor
+46,7.899998831627199,3.797421514892191,6.465899857870834,1.988301497876757,Iris-virginica
+47,5.006325053358298,3.4042605500491234,1.558416072729199,0.3888235816471493,Iris-setosa
+48,5.507181988903327,2.4092953816967437,3.8773674465164376,1.1061883889986472,Iris-versicolor
+49,5.299920472241696,3.3642197313260156,1.5519875905434801,0.45208701477526486,Iris-setosa
+50,6.277260214295275,2.895879538765993,5.586584054926261,1.7935665927205378,Iris-virginica
+51,5.999408505295848,2.2000002916266714,4.996259981187977,1.4726068788811737,Iris-virginica
+52,5.001395220621011,3.299296407274455,1.393818975861974,0.19867747546234393,Iris-setosa
+53,6.295643983455141,2.7040596896281435,4.895698012014215,1.7970086327045869,Iris-virginica
+54,5.579479343995613,2.5245038960747337,3.9485199066593304,1.109856976058654,Iris-versicolor
+55,6.718096989665875,3.0,5.011499197911627,1.710521707137763,Iris-versicolor
+56,5.74344968887405,2.7933103009480713,4.484693786340736,1.3155291923834205,Iris-versicolor
+57,5.9593535693779645,3.242367926875043,4.821393069355742,1.7732106287097213,Iris-versicolor
+58,6.014992907772642,2.2,4.997937189425671,1.507100345786553,Iris-virginica
+59,5.885415875943054,3.0,5.088515258131673,1.79740994742783,Iris-virginica
+60,6.794925185288183,3.0,5.521883518841807,2.088566169256284,Iris-virginica
+61,5.472395477265893,2.3951227359656597,3.731939100626451,1.0946788922289847,Iris-versicolor
+62,6.710913038540611,3.299009131442622,5.686190017926641,2.5,Iris-virginica
+63,5.801728710990785,2.7078748234706542,5.10246298797777,1.8779797153316091,Iris-virginica
+64,6.496046135423029,3.1690355093732427,5.0945779194060945,2.034881991139627,Iris-virginica
+65,4.989416914133925,3.2063175562634747,1.2000001855382405,0.19419386222090632,Iris-setosa
+66,5.01066018696431,3.312603101074557,1.4042499973148947,0.2007979435886352,Iris-setosa
+67,6.278926991901656,3.2989151067252194,4.692252774895594,1.5632383509776282,Iris-versicolor
+68,6.307083902688477,2.710582044946018,4.847774563359778,1.7916832037111183,Iris-virginica
+69,6.729370820356401,2.5524941248401176,5.917842855693365,1.7992025644336471,Iris-virginica
+70,5.090319004131809,3.395771709838557,1.4995710036720822,0.20502427917963661,Iris-setosa
+71,6.241510614602963,3.4102324867419203,5.622986781179015,2.401784316893798,Iris-virginica
+72,5.135948024070865,3.762315537670244,1.6802243738675062,0.19907309334665213,Iris-setosa
+73,5.4861507405792835,2.406931307730651,3.7226092646684164,1.098537731231838,Iris-versicolor
+74,5.584035680874079,2.496233481590698,3.915870965901941,1.1074579581814852,Iris-versicolor
+75,4.907955485121011,3.1001732300899714,1.5593736414716621,0.10000009523251012,Iris-setosa
+76,5.8667802173111365,2.8111631965624198,5.100174135996751,2.401144347616255,Iris-virginica
+77,5.430111906739604,3.400573522531414,1.727956621422716,0.2056689459845349,Iris-setosa
+78,5.8176547535936916,2.8025333258115883,5.105529047384979,2.396932645415708,Iris-virginica
+79,5.7912992235107,2.6852828255118175,5.0849932107612394,1.8615795534385042,Iris-virginica
+80,4.9064351079805055,2.4068229135186145,3.2398998730774857,1.0035087981867936,Iris-versicolor
+81,6.765470032495858,2.8253351064018775,4.809078937973553,1.4273871884598568,Iris-versicolor
+82,7.9,3.828509650200342,6.372860519230762,2.0044255463319627,Iris-virginica
+83,4.997372894894708,3.2981407409473356,1.4021339510490667,0.2010147006325439,Iris-setosa
+84,5.131283104103393,3.5416242568079896,1.402897829430231,0.3492834643366986,Iris-setosa
+85,6.075784339154031,2.7995830877052668,4.685111178754317,1.1959533649779273,Iris-versicolor
+86,6.012312322138706,2.9509604530728826,4.518145291024711,1.4514823504476426,Iris-versicolor
+87,5.679132225678587,3.780348933714509,1.754780658305756,0.3271488726865912,Iris-setosa
+88,5.875293423244298,3.0,5.098679117841692,1.8047445935457704,Iris-virginica
+89,5.649798423566803,3.7802268371521235,1.6658138353311545,0.3338891077602666,Iris-setosa
+90,5.922917368093565,3.0,4.203681697845171,1.4651118888415,Iris-versicolor
+91,4.637166527650157,3.1306692246312617,1.3929312782101066,0.20570243338962,Iris-setosa
+92,5.47770974809491,4.2,1.4010002881883927,0.19671307457703463,Iris-setosa
+93,5.5967813832980005,3.0,4.185487423189925,1.290204066890824,Iris-versicolor
+94,6.877915685071151,3.200120055377701,5.863014072455194,2.303569918010293,Iris-virginica
+95,5.904651634831502,3.226808114381502,4.837709936350306,1.8112745382988413,Iris-versicolor
+96,6.6807800698567,2.4919863928329278,5.759145083342759,1.7974888070390715,Iris-virginica
+97,5.611347698684699,2.703163415016652,4.248044758990807,1.3029852371627235,Iris-versicolor
+98,4.909236657020838,3.0,1.4026829622456356,0.19218834007588564,Iris-setosa
+99,4.902822377709678,3.113633677280094,1.4979053932968276,0.10000009550380529,Iris-setosa
+100,5.775202293021512,2.620512405822586,5.0698631512205505,1.9283345251743085,Iris-virginica
+101,4.9104564302575655,3.0900276899820276,1.4908837208856762,0.1,Iris-setosa
+102,6.17537115964111,2.2,4.497190560772614,1.4700434013548547,Iris-versicolor
+103,5.110463915963875,3.3116929429623414,1.719244114031566,0.45549172624542167,Iris-setosa
+104,4.911922437636102,3.0997299605206083,1.4909866928322777,0.1,Iris-setosa
+105,6.6972907855476045,3.0,4.986780494934907,1.6932909070511672,Iris-versicolor
+106,6.079800520120627,2.812002762239051,4.699058063174783,1.174565492918341,Iris-versicolor
+107,5.49500611584768,3.0,4.519668632072093,1.5352457974214777,Iris-versicolor
+108,6.817333214018749,2.802769106770787,4.806952777853623,1.4035372848677021,Iris-versicolor
+109,6.090723312767066,2.7986491163350493,4.701947645364383,1.2109498869894448,Iris-versicolor
+110,6.297682037828743,2.902473227124553,5.603329635078,1.8050328094760344,Iris-virginica
+111,5.467375223251582,2.601347184024901,4.383091895252887,1.2213137754988357,Iris-versicolor
+112,7.685397536412566,2.6006497658402337,6.9,2.302605760034086,Iris-virginica
+113,6.281325475734613,3.4042537182802186,5.638289329178531,2.4047590759969033,Iris-virginica
+114,4.4,2.8968612313080935,1.4024214149087053,0.19669234032178498,Iris-setosa
+115,5.554323457964123,3.6218375386930015,1.742119227802592,0.3852945138605234,Iris-setosa
+116,4.611167974071217,3.1981257995958874,1.4008502854951321,0.20139805303754732,Iris-setosa
+117,6.878789105096164,3.2033751727548427,5.8413866479251215,2.298040270308561,Iris-virginica
+118,5.193127688020614,2.7136814773187234,3.869483616985324,1.4083136039689488,Iris-versicolor
+119,6.256254565310898,2.9853411187846497,4.456843717910721,1.397541005686577,Iris-versicolor
diff --git a/iris/tab_ddpm/2/16/test.csv b/iris/tab_ddpm/2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/16/train.csv b/iris/tab_ddpm/2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/16/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/16/val.csv b/iris/tab_ddpm/2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/17/synth.csv b/iris/tab_ddpm/2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b39cf5f2694a148bad13ca66a7ed2a46b790145a
--- /dev/null
+++ b/iris/tab_ddpm/2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.113086269698335,2.5097650253191297,3.1119224179442266,1.121372089653406,Iris-versicolor
+1,6.6973928129792455,3.0,5.012731407577472,1.6877855003859756,Iris-versicolor
+2,5.607825731308703,3.737556115932042,1.624634042901892,0.31172649906018784,Iris-setosa
+3,5.096168284284928,3.509546597556366,1.4737029244143023,0.3912036969399182,Iris-setosa
+4,6.98077187143372,3.0499020665195045,5.800698347288089,2.210949198537823,Iris-virginica
+5,4.992267932663705,3.2035912203578385,1.2000002973999246,0.20127731300440882,Iris-setosa
+6,5.195583056755423,2.500959085374838,3.1450201672861877,1.1051799727992857,Iris-versicolor
+7,6.284838956982506,2.914343534286616,5.607353944759392,1.8044770898582327,Iris-virginica
+8,5.023035258167813,3.4238830578009445,1.5391615849372544,0.3981540849460006,Iris-setosa
+9,6.29943161577347,2.900677353657701,5.59850230281636,1.7991922177075967,Iris-virginica
+10,6.102057131708984,2.6094373830495052,5.608014358438402,1.4071953353080175,Iris-virginica
+11,6.4997903347031984,3.0,5.547522995514583,1.8066979071986444,Iris-virginica
+12,6.110604037585958,3.0,4.6129352927083,1.394909570623174,Iris-versicolor
+13,5.924497244108384,3.0,5.096866641342924,1.7937084516362476,Iris-virginica
+14,6.493843230235908,3.0,5.478742624817883,1.799818555792108,Iris-virginica
+15,4.872162521325008,3.0,1.3978706031602297,0.2031874789997089,Iris-setosa
+16,6.275194134789641,2.69506485393013,4.924130618298447,1.7996281574001884,Iris-virginica
+17,5.768061749606437,2.794275407699251,5.094611774363531,2.4118915007204254,Iris-virginica
+18,5.495184609112708,4.2,1.4020937997639078,0.20389301514533212,Iris-setosa
+19,5.226011681789025,2.7112502939103007,3.9266002005096183,1.414589615871375,Iris-versicolor
+20,6.005488833761528,3.0,4.766946981265764,1.8002367144941123,Iris-virginica
+21,5.8120512748159445,2.813811175303459,5.100238959454965,2.40122147413213,Iris-virginica
+22,5.190232772690464,3.781778888597099,1.5628007317141537,0.4525312491392657,Iris-setosa
+23,4.992950936812286,3.2116220301470717,1.2000001822917299,0.1999033028453543,Iris-setosa
+24,5.479057667781942,4.1999988877281895,1.396507454809182,0.19810553840286954,Iris-setosa
+25,5.813641304365735,2.8141932420360884,5.101713920884513,2.3935671629974498,Iris-virginica
+26,4.991001986890183,3.3961639940813777,1.5602627284594204,0.46956755850046117,Iris-setosa
+27,5.407565175458098,3.398456232297414,1.7555017928584147,0.1998039039270246,Iris-setosa
+28,5.587003975713904,3.0,4.018113159609506,1.2696514121407882,Iris-versicolor
+29,6.794527457230455,3.0,5.600449576248681,2.120235237813568,Iris-virginica
+30,5.6923520296687755,3.80754413854867,1.720346560765068,0.2972073565586187,Iris-setosa
+31,5.961482264983785,2.7023760451174343,5.112727775187507,1.5959303342019564,Iris-versicolor
+32,5.420506204363051,3.40406695249458,1.7493897819401618,0.20370236623686222,Iris-setosa
+33,5.6476564172608406,2.9458788013243886,3.7301124663531127,1.3389439478025176,Iris-versicolor
+34,5.0095520746590685,3.309193681633324,1.4022272742341346,0.20044119453204304,Iris-setosa
+35,5.628132370611711,3.0,4.204919281036382,1.3077922930207468,Iris-versicolor
+36,5.674019344086512,3.782953680955679,1.634416927087593,0.29127591579653805,Iris-setosa
+37,6.697814075334998,3.0,4.992965970872468,1.707640220810676,Iris-versicolor
+38,5.8956043992372935,3.0,4.117752678487973,1.465608568644833,Iris-versicolor
+39,6.0113741472402005,2.7174561823569987,5.105232478097745,1.5983657858594735,Iris-versicolor
+40,6.878839760555919,3.2009368653982446,5.717025825794088,2.29921809147438,Iris-virginica
+41,5.087682451238566,3.295792407389249,1.7420436197053721,0.4569550692568043,Iris-setosa
+42,7.734362182518749,2.586671817941622,6.9,2.3194020771193107,Iris-virginica
+43,5.249577109885073,3.723446038251685,1.4953030764909527,0.20261950634007744,Iris-setosa
+44,5.190278451241086,3.3472854047382006,1.5512403211088348,0.44709636626016847,Iris-setosa
+45,7.104148816960903,3.0,5.961026392162438,2.075978794480091,Iris-virginica
+46,4.585213577168936,3.3980392145860923,1.3894016673824072,0.3036641116987722,Iris-setosa
+47,6.294286824417849,2.5112402494389032,4.908495260591073,1.498231016830694,Iris-versicolor
+48,4.882101954695095,3.0978025765302184,1.4997923379991358,0.1,Iris-setosa
+49,4.994526241408351,3.1809557585971397,1.2000001869422412,0.20078846713304788,Iris-setosa
+50,6.301037768420431,3.2731720700951596,4.675207062034527,1.5931285167626896,Iris-versicolor
+51,5.990340704303694,2.2,4.980388740145674,1.498111000355423,Iris-virginica
+52,5.009416740912735,2.463716173059856,3.077409166203684,1.0765754146358986,Iris-versicolor
+53,5.624023009089681,2.50474453805346,3.781606399091072,1.0723002400583195,Iris-versicolor
+54,5.679872368881088,3.797991881637141,1.7606669875493246,0.297238455227606,Iris-setosa
+55,5.971218715805168,2.9510425506907154,4.445266354003019,1.4951484827570327,Iris-versicolor
+56,5.057592480933213,3.494764382101801,1.5340627388069412,0.4328209631930582,Iris-setosa
+57,5.139552716407933,3.7591655403610513,1.6094258249996685,0.19998540030493892,Iris-setosa
+58,5.527678084851131,3.0,4.282425230559952,1.3018970409237454,Iris-versicolor
+59,6.1069272103066075,2.661763485924205,5.050106249892931,1.5862884338777148,Iris-versicolor
+60,6.109305601013426,3.0,4.521879404671277,1.4580220834161752,Iris-versicolor
+61,6.068975437995169,2.882660583634633,4.6275720316432345,1.2820170219555247,Iris-versicolor
+62,5.538993266261618,2.6805803315558054,4.074615958273287,1.264688148774116,Iris-versicolor
+63,6.1050599404393955,3.0,4.612097508400645,1.410425018919646,Iris-versicolor
+64,4.4978760157053435,2.309416161359327,1.297316407419982,0.35640045707984896,Iris-setosa
+65,5.66992168780691,3.7811935545944513,1.6606863868737158,0.3089837276390828,Iris-setosa
+66,6.287105035938503,2.2966899675181107,4.3864592319903535,1.3075559865616928,Iris-versicolor
+67,4.997446763798184,3.2144368327627824,1.2000002133619978,0.1981288928803493,Iris-setosa
+68,6.86946924112721,3.207470123036205,5.660344493248839,2.303206109490804,Iris-virginica
+69,4.797661114062565,3.0,1.4037466028034555,0.3937982083462578,Iris-setosa
+70,6.005155725618169,3.0,4.818468909919989,1.7989948785461327,Iris-virginica
+71,5.4086191387965075,3.885193764433574,1.679702650657581,0.42379825222926915,Iris-setosa
+72,6.676903334814128,3.2877683359885275,5.752491622107798,2.094954143456253,Iris-virginica
+73,5.796215801240502,3.1530404574760382,4.733410283770737,1.7697829523959583,Iris-versicolor
+74,6.206225292564982,2.2,4.512620221465088,1.5031603090729329,Iris-versicolor
+75,5.597695166684513,2.487577853654524,3.828440837536965,1.0718318461093899,Iris-versicolor
+76,4.838414073199502,3.0,1.4002279810533227,0.28574661426704545,Iris-setosa
+77,4.90821701361703,3.0,1.401263271871356,0.19912964109175624,Iris-setosa
+78,6.094175260331773,2.607242418447578,5.609031459037076,1.383230681758732,Iris-virginica
+79,5.403270394443699,3.0,4.422632113990561,1.4756096921651354,Iris-versicolor
+80,6.508211188854394,3.0,5.466421838742313,1.7981228989011167,Iris-virginica
+81,5.228527361469194,2.7459368100400647,4.045026586415203,1.4194770345071994,Iris-versicolor
+82,5.6768587297464865,2.4930579001395214,4.973538934823796,2.0041106102794783,Iris-virginica
+83,5.879863493084137,3.187388706262319,4.809579365286271,1.7911911331962551,Iris-versicolor
+84,4.897804826396742,3.0,1.398451817796137,0.1992860758018029,Iris-setosa
+85,6.07672692721497,2.5987259070221005,5.620435991780277,1.426563495500409,Iris-virginica
+86,5.5573898407447695,2.9370600999554095,3.772241200628576,1.3338795135533053,Iris-versicolor
+87,5.988015766373702,2.7184056889257686,5.103002669599339,1.6113801967103183,Iris-versicolor
+88,6.737752948429016,3.1199169378709195,5.725696538272444,2.034425126902188,Iris-virginica
+89,7.140801812082794,3.0,5.910389640268514,2.091206610399381,Iris-virginica
+90,4.59903084328296,3.20688008400979,1.4056845424071294,0.2008927252022173,Iris-setosa
+91,5.019864504772432,3.397352718217376,1.5940409012981456,0.38447363529300893,Iris-setosa
+92,5.59361974794923,2.8391477260908737,3.6640400482660485,1.3114732536381006,Iris-versicolor
+93,6.84410534627293,3.079488780357594,5.093651763315383,2.2909207565412784,Iris-virginica
+94,5.3509647243479534,3.39644143966769,1.496546090116128,0.39655763350329765,Iris-setosa
+95,5.208181854614934,3.7752998642355906,1.4967419452952075,0.20195212019960132,Iris-setosa
+96,6.347983125207438,2.905341924250623,5.556881209921875,1.7978707236016471,Iris-virginica
+97,6.381021546896511,2.8970852072721778,4.330422119993477,1.2850589889082396,Iris-versicolor
+98,4.922938696542853,2.410544952703542,3.2692216281032653,1.0184419005528769,Iris-versicolor
+99,5.777318930215582,2.553537309758599,5.039618173017484,1.9825161742450632,Iris-virginica
+100,6.68846050773858,3.313436753460322,5.7982910504424865,2.5,Iris-virginica
+101,6.128176314916432,2.609367501778153,5.615805669970793,1.4007536312327766,Iris-virginica
+102,5.506351571438215,4.19999871875165,1.3999027485735314,0.20529828104197653,Iris-setosa
+103,7.325677908591247,2.8868779673065927,6.335886334447451,1.8034485380270844,Iris-virginica
+104,6.915334384145969,3.09811492445992,5.112703862335543,2.2920725208948127,Iris-virginica
+105,6.863290072583083,3.1039367930147352,5.094353580252611,2.300593838805151,Iris-virginica
+106,5.398618832494869,3.0,4.516666607775667,1.524826345199601,Iris-versicolor
+107,7.899998998040742,3.805542678703982,6.384733540137888,2.020093773641162,Iris-virginica
+108,5.405379349795177,2.9077296982456255,4.356761327124122,1.4381970688311623,Iris-versicolor
+109,4.909158125141557,2.39240811604365,3.3236375689533633,1.055624384040218,Iris-versicolor
+110,5.713072661242268,2.495739470560969,5.00051975884223,1.9963707885603024,Iris-virginica
+111,4.584234518685913,3.4030276583350187,1.3975318632235139,0.2991129467483814,Iris-setosa
+112,6.678949955568503,3.300241404673528,5.695856894804393,2.107874483952279,Iris-virginica
+113,5.391110820694048,3.0,4.5058807631814,1.509315112431654,Iris-versicolor
+114,6.100879348788579,3.0,4.625797950853768,1.4101605220872906,Iris-versicolor
+115,5.420443313151507,3.4310608891881023,1.7244635750020798,0.3893914346362144,Iris-setosa
+116,5.8062077723924705,2.708603760760498,5.097512310710535,1.8721656564807616,Iris-virginica
+117,5.896153640313707,3.0,4.24600688027514,1.4561308162341842,Iris-versicolor
+118,6.877354699981019,3.2035992947930274,5.79144151011392,2.3089195031786804,Iris-virginica
+119,6.309211801815236,3.3991610106026102,5.587940380365427,2.3852716292492055,Iris-virginica
diff --git a/iris/tab_ddpm/2/17/test.csv b/iris/tab_ddpm/2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/17/train.csv b/iris/tab_ddpm/2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/17/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/17/val.csv b/iris/tab_ddpm/2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/18/synth.csv b/iris/tab_ddpm/2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..10a82e47f70749facb96d616540d6bf0f3a394c8
--- /dev/null
+++ b/iris/tab_ddpm/2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.778164704657568,6.378778570597094,2.006997916415213,Iris-virginica
+1,5.015081552565912,3.3121770707018237,1.4055500141583326,0.1995445468830377,Iris-setosa
+2,5.223727089964868,2.7040768704338323,3.9846991694344025,1.3908517392875586,Iris-versicolor
+3,6.6802718797180995,3.0,4.945186691525077,1.640536594348573,Iris-versicolor
+4,5.0567527929729765,2.487214014723865,2.981765754795379,1.0931312123577361,Iris-versicolor
+5,4.995838130570512,3.287890485205569,1.3879711323362072,0.20193822859972188,Iris-setosa
+6,5.687627548208641,3.807628308518295,1.639052019986468,0.2961198134543026,Iris-setosa
+7,5.07085624423744,3.373917989083353,1.4809536832695362,0.19915638178775452,Iris-setosa
+8,5.004811953837278,3.2085165763069767,1.2000002055587136,0.19909543489996895,Iris-setosa
+9,6.518031604409133,3.184331216060867,5.104103867175153,1.999752939855431,Iris-virginica
+10,7.01487480275876,3.206904935005674,5.777698029741421,2.3030165005435874,Iris-virginica
+11,5.386042292389828,3.3950445220402217,1.7135653545117977,0.20600722896513735,Iris-setosa
+12,7.899998655945722,3.7863587388592097,6.368903447239239,1.99219716355409,Iris-virginica
+13,5.573056437708392,3.0,4.11051266899317,1.3047005744321467,Iris-versicolor
+14,5.506674868421621,2.403849399778539,3.7419590293288065,1.097781296654109,Iris-versicolor
+15,6.355223390654199,2.9756244508604324,5.635201416193904,1.903304501510714,Iris-virginica
+16,7.298267841074418,2.910543008954884,6.330589572512903,1.7946075060516014,Iris-virginica
+17,6.292081227413661,2.5047130755649833,4.851416052859055,1.4967027990378194,Iris-versicolor
+18,6.8266714089968055,3.1929649127195345,5.756179370412957,2.2850983072388877,Iris-virginica
+19,7.140418997114018,3.0,5.794702483406174,2.146093835833735,Iris-virginica
+20,5.710844037146149,2.495385075741475,5.000063407652212,1.9955369574847512,Iris-virginica
+21,6.705914574369713,3.306567485107755,5.6894938434271305,2.49999956943915,Iris-virginica
+22,6.7108029272637575,3.2946049798976316,5.668602571470126,2.4999995584888715,Iris-virginica
+23,5.423577991549014,3.886185064731471,1.7177274187495253,0.39419780217669254,Iris-setosa
+24,4.906162264510177,3.0,1.4014310905266134,0.19854973962557831,Iris-setosa
+25,6.41719118862948,2.910417667790779,4.29201133667694,1.306322203563982,Iris-versicolor
+26,5.295877960356549,3.371779203961571,1.4979710647487114,0.4391299897925569,Iris-setosa
+27,5.2151361519329535,3.575451931884031,1.5252240655469194,0.19945678129055205,Iris-setosa
+28,6.66777660396518,3.299867688433429,5.689650372854363,2.5,Iris-virginica
+29,7.317212300308552,2.916638602534483,6.3020253845285295,1.804191508294678,Iris-virginica
+30,6.317958579317681,3.40072405776003,5.586571486588202,2.3967268480573307,Iris-virginica
+31,6.672655515584271,3.308149098717751,5.753451718739221,2.5,Iris-virginica
+32,5.92341268812158,3.1944813314666347,4.792136388703916,1.797247149179608,Iris-versicolor
+33,6.30837560914908,2.5022548810472713,4.910118358034358,1.5144273190069855,Iris-versicolor
+34,5.83703466887864,3.0,4.1835055786837225,1.4652637904821033,Iris-versicolor
+35,5.478005535886849,2.5721731152773786,4.397741204415096,1.1855735607397415,Iris-versicolor
+36,6.569588889699018,3.23374357943119,5.1312748873132215,2.0642918650022835,Iris-virginica
+37,6.142554311316751,3.0,4.625675903128383,1.3937249889052028,Iris-versicolor
+38,4.995548496616589,3.399678320432762,1.635695187905772,0.4001820725258777,Iris-setosa
+39,5.385771730778446,3.0,4.481545380220973,1.4871410226993866,Iris-versicolor
+40,5.123209847937858,3.399244855982501,1.665223500969433,0.20292129206133577,Iris-setosa
+41,7.707528363430219,2.5904898156512886,6.9,2.30904685160889,Iris-virginica
+42,6.940097144478096,3.1722908377694585,5.742700861786066,2.285838946619439,Iris-virginica
+43,4.7417463036693235,3.2513721422720563,1.4065723815978528,0.19739427833493828,Iris-setosa
+44,6.501761989323636,3.0,5.487157881188513,1.7986936416645387,Iris-virginica
+45,5.051273333150246,3.55373033190307,1.5011052030351126,0.3783180863450301,Iris-setosa
+46,5.623367808236868,2.7498466756664235,4.465816463995903,1.2560811014276918,Iris-versicolor
+47,4.788441533544167,3.0,1.40189814444616,0.2964834210813719,Iris-setosa
+48,4.6149757045110125,3.2028254557306255,1.4035519621572772,0.20003643298783283,Iris-setosa
+49,6.293913756593999,3.293395138732351,4.688530511492981,1.6011132813531401,Iris-versicolor
+50,5.73702195551832,2.5186761177485923,5.017124838200644,1.9886663855137212,Iris-virginica
+51,5.043806805314233,3.3435215575312958,1.4545312678334246,0.20069936315220574,Iris-setosa
+52,5.274107885662165,3.829220065977206,1.7367983884804283,0.415764507066163,Iris-setosa
+53,4.999469074322914,3.1977064614373223,1.2,0.20504517109779047,Iris-setosa
+54,6.18214457716937,2.2000003094969074,4.516431813223628,1.5168242836628851,Iris-versicolor
+55,5.530498156438629,2.8407479262723565,3.521159721323185,1.3024096550280073,Iris-versicolor
+56,6.813410505729765,2.8043787233376154,4.789000050498175,1.4023346756122512,Iris-versicolor
+57,5.608149328026442,2.888956171331097,3.574569305562096,1.310647853992688,Iris-versicolor
+58,4.998029352184755,3.2192248793485843,1.2,0.1971238598618275,Iris-setosa
+59,5.188826565235795,3.8505333953261047,1.6461225627258682,0.37500779525851513,Iris-setosa
+60,6.7973840171960545,2.832420852651575,4.8333836955339375,1.4192286908066485,Iris-versicolor
+61,6.0730677785120015,2.8825889701496834,4.629107405515434,1.3005103364065478,Iris-versicolor
+62,5.433547894994973,3.403774070598126,1.7160965394218595,0.20103908882845792,Iris-setosa
+63,7.712407801152372,2.606238403329772,6.9,2.301187684074335,Iris-virginica
+64,4.904017220987778,3.0,1.4018464591496065,0.20231635370057427,Iris-setosa
+65,4.806193765062946,3.0,1.4043198806878394,0.10000010888611259,Iris-setosa
+66,4.40000049496361,2.9027951507862686,1.3970615316424415,0.20198109057311792,Iris-setosa
+67,6.4039847643333205,2.892787399723698,4.323024880762742,1.317332795662741,Iris-versicolor
+68,6.851044948663945,3.177209203353456,5.8413161009681644,2.3040956112938917,Iris-virginica
+69,5.193554058083547,3.8104244149712194,1.5509164986956454,0.4240876013038077,Iris-setosa
+70,6.409337960736713,2.702594828331739,5.290399538498662,1.9087676548480645,Iris-virginica
+71,6.698807862344273,3.0,5.004765850305796,1.7094885263221722,Iris-versicolor
+72,6.665660697847772,2.496492476030539,5.8355564121716395,1.787587269775949,Iris-virginica
+73,6.421071184435404,2.906130641414787,4.330458767261554,1.3176226280494348,Iris-versicolor
+74,5.748008374209403,2.6313002478987926,5.063947517319182,1.9429231362836332,Iris-virginica
+75,6.687460920695309,2.504228957587737,5.829036426791386,1.8005052965113761,Iris-virginica
+76,6.897854867568104,3.1971172653817255,5.69877553662899,2.297951738393789,Iris-virginica
+77,7.302338524880013,2.9054798344664783,6.275425493768034,1.8138840011534432,Iris-virginica
+78,5.097421752636489,3.450433356620877,1.3980886704989028,0.29868794435350987,Iris-setosa
+79,5.97504063200782,3.0,4.822779123666791,1.7954131993629587,Iris-virginica
+80,6.297362278933124,2.3022821917396894,4.422385017115726,1.279649866740563,Iris-versicolor
+81,4.400000717930939,2.8985398186681994,1.3754589041328769,0.19757421457562133,Iris-setosa
+82,5.977117498386749,3.0,4.792937704268761,1.80241244574336,Iris-virginica
+83,5.780932063273559,2.6733391018064627,5.11620988497544,1.9075119441518662,Iris-virginica
+84,5.430461741734386,2.5682751446186183,4.346037528336748,1.196884461970617,Iris-versicolor
+85,5.011949715520452,2.468807796554384,3.215227479693506,1.0793867128766772,Iris-versicolor
+86,5.263939795330167,3.7711877453896334,1.4961287422364968,0.19660888017361178,Iris-setosa
+87,5.889682683779685,3.0,5.088859608922778,1.8063320976896593,Iris-virginica
+88,6.5280639342852105,3.1716406472979712,5.123952462227567,1.9912968290023763,Iris-virginica
+89,4.870609249401915,3.0961300436998584,1.5075054102691055,0.10000009224758803,Iris-setosa
+90,5.530156338460746,2.5383967222942916,4.149457727018748,1.1540123607167878,Iris-versicolor
+91,5.725939889512222,2.807044621731431,4.503294418386402,1.3386818391845414,Iris-versicolor
+92,5.120609748900585,3.3960582814635147,1.565334211478972,0.1971205347935686,Iris-setosa
+93,4.400000564739257,2.898642465301309,1.390234591771817,0.19288454399222263,Iris-setosa
+94,5.096459652668279,3.4998422730525096,1.406952924031043,0.30412531790097225,Iris-setosa
+95,5.126596063167825,2.495027101632319,3.059287535130891,1.0893204470828524,Iris-versicolor
+96,6.078424358543848,2.7992137357405498,4.696811840616833,1.1799861141731356,Iris-versicolor
+97,4.8377292151812155,3.0,1.4265918011219554,0.10000009028816002,Iris-setosa
+98,5.608956521211968,3.0,3.8754981731664597,1.2924036596886148,Iris-versicolor
+99,4.770275439493369,3.0,1.3899582716155927,0.1,Iris-setosa
+100,4.884365452123204,3.1267097363562883,1.4932935607822406,0.10000010270835508,Iris-setosa
+101,5.999655910994753,2.2000003183942924,4.957647771526089,1.4925991854496146,Iris-virginica
+102,5.761962852157241,2.779385472656694,5.092786522971306,2.3891336955094924,Iris-virginica
+103,6.664054982752789,3.2957565393325767,5.693618125496634,2.5,Iris-virginica
+104,5.798889604097387,2.714462312939683,5.097218422572108,1.8990237176196587,Iris-virginica
+105,5.520698347783672,2.6303596048383135,4.417759295374013,1.2067357789905375,Iris-versicolor
+106,5.57750485267019,2.935793043385865,3.7297941342762666,1.299094505808444,Iris-versicolor
+107,6.296243568266183,2.7101125993763864,4.940662990670602,1.8131566255627067,Iris-virginica
+108,5.663294563952985,3.7923872774259664,1.7821916950439651,0.328047541125829,Iris-setosa
+109,6.931796202081855,3.185156711223562,5.806504264305576,2.3111829330461844,Iris-virginica
+110,4.400000459059904,2.915620243761504,1.3913925196163581,0.2016222106436592,Iris-setosa
+111,5.800182614287901,2.6798550391970712,5.096547650836266,1.9010018746416542,Iris-virginica
+112,4.890737757205474,3.0594318176882602,1.4895838196525668,0.1,Iris-setosa
+113,5.9808657910701015,3.0,4.786084650116284,1.80233107586062,Iris-virginica
+114,6.688564372679779,2.4804788046241906,5.737186982005433,1.7943534046863645,Iris-virginica
+115,6.311194118779287,2.907836873956938,5.600767162283897,1.80171968413566,Iris-virginica
+116,5.594154829697012,2.672547513705103,4.396885344597255,1.2613415758383768,Iris-versicolor
+117,4.600743997921349,3.393636213550593,1.4031345601803091,0.3157491796927269,Iris-setosa
+118,6.287530791506607,2.8489994931843516,5.555914705701662,1.8071229267363682,Iris-virginica
+119,5.102540042043881,3.393583606543061,1.5135775884680156,0.1987386054738628,Iris-setosa
diff --git a/iris/tab_ddpm/2/18/test.csv b/iris/tab_ddpm/2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/18/train.csv b/iris/tab_ddpm/2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/18/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/18/val.csv b/iris/tab_ddpm/2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/19/synth.csv b/iris/tab_ddpm/2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b2ad76881492b012998930d45d99edcbbf90bd25
--- /dev/null
+++ b/iris/tab_ddpm/2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.025279664279745,3.0,4.826114639895843,1.7995750146283518,Iris-virginica
+1,5.1028620396759345,3.5174608406907453,1.3953995751004413,0.3274083900272191,Iris-setosa
+2,6.701344920015761,2.4866634412337083,5.791203582096742,1.797009259729602,Iris-virginica
+3,5.896658037744273,3.0,5.098147649293988,1.7956370870260638,Iris-virginica
+4,6.287069906200962,3.4088589286236513,5.594016782835314,2.40010679704858,Iris-virginica
+5,6.475388055308749,3.0,5.512972404527611,1.801804334884275,Iris-virginica
+6,5.000320219596669,3.294666175390497,1.4090928627172368,0.20297727522836867,Iris-setosa
+7,6.472689265128454,3.0,5.481079443849476,1.8022351900224536,Iris-virginica
+8,7.074707627446819,3.0,5.980507365970632,2.1075425979881297,Iris-virginica
+9,6.414149816636602,2.697040991726568,5.339510404130199,1.9050839789608396,Iris-virginica
+10,4.90599024491018,3.09986842061174,1.6565882886375487,0.10000010043970653,Iris-setosa
+11,6.307597775110413,3.2933314595899112,4.682784477312275,1.6086020387158237,Iris-versicolor
+12,4.906051598517305,3.0903600258690695,1.4923238251213655,0.10000010703135648,Iris-setosa
+13,6.02441347415585,2.6877591541786114,5.099701105324878,1.584173341575961,Iris-versicolor
+14,7.7159188819872675,2.599897018298458,6.9,2.318135491464213,Iris-virginica
+15,5.563695598084167,3.7057184984213425,1.566051588393537,0.3286230091348478,Iris-setosa
+16,6.089273865377917,3.0,4.59758379477128,1.4095331311379793,Iris-versicolor
+17,5.670005611257113,2.511514652714438,5.004563225144901,2.0018696106930856,Iris-virginica
+18,6.403638687801466,2.8918085554837045,4.33220561521808,1.3018775766599584,Iris-versicolor
+19,6.724256943722219,3.294837559820639,5.6853869409864135,2.49999957842716,Iris-virginica
+20,5.786974318794364,2.70514168895809,5.10202686909144,1.8966272551152403,Iris-virginica
+21,6.104593128973274,2.595493271300719,5.611626552213325,1.3983073461730375,Iris-virginica
+22,5.527581469823402,4.199999048871176,1.405870010469769,0.2011821681119591,Iris-setosa
+23,4.905527806662699,3.0,1.4001540752737167,0.19750956838370323,Iris-setosa
+24,6.699268637385291,3.3052948724161744,5.759667864518328,2.4999995113550115,Iris-virginica
+25,6.0150397052364335,2.200000351476348,4.961969402587661,1.5146523187408631,Iris-virginica
+26,5.802446033772833,2.805395393324939,5.093651584875796,2.3998520874456513,Iris-virginica
+27,5.533799599459783,2.625112906824024,4.40215207915669,1.2162081342721358,Iris-versicolor
+28,5.64111912460911,2.7142697707116987,4.183331711303172,1.3071539937222747,Iris-versicolor
+29,6.697357949392592,3.3133149019570016,5.7034119368264875,2.5,Iris-virginica
+30,6.662505107125692,3.299805167245747,5.660254133996509,2.1282945837267753,Iris-virginica
+31,7.679388206131865,2.606194076315455,6.899998730719844,2.2846703949990625,Iris-virginica
+32,5.711834368608495,2.5092202244405657,5.001208425742974,2.003731528151902,Iris-virginica
+33,5.149740378674501,3.5309288907726573,1.4977731957910594,0.19825253095601142,Iris-setosa
+34,6.9172350152672735,3.0990028232057947,5.105279335897716,2.3042875767950477,Iris-virginica
+35,5.0994331683975425,2.506190264344079,2.9743092541840728,1.0944115298444381,Iris-versicolor
+36,6.797040186717728,3.0,5.429192948913562,2.1499041986897214,Iris-virginica
+37,5.098519489078567,3.503164825483078,1.4018269953288098,0.3005056813001598,Iris-setosa
+38,6.308431078791328,2.9078078189137337,5.6071519448407505,1.8025826637907028,Iris-virginica
+39,5.5095600022319795,4.199999020863244,1.3989111800467753,0.19871682014735653,Iris-setosa
+40,5.506258467630041,2.6255653997644157,4.410832874679813,1.2429089407134681,Iris-versicolor
+41,6.289634747502003,3.3962960383756013,5.620962856069828,2.400992088400325,Iris-virginica
+42,4.705714067958414,3.3989295474877133,1.4156999992845152,0.3002813667819026,Iris-setosa
+43,5.424639609212251,3.0,4.5127503026352125,1.5058060876098127,Iris-versicolor
+44,6.784324521466242,3.2184420029549687,5.684831467058806,2.2202480947176477,Iris-virginica
+45,5.338059024616806,3.410121311701996,1.6644448143057275,0.20067351030889546,Iris-setosa
+46,5.113766014995724,3.300574037147894,1.7854400176772212,0.44487300411967595,Iris-setosa
+47,5.422384292162228,3.4054779594456974,1.6959942021103085,0.19854273215164892,Iris-setosa
+48,4.609347491323421,3.397336188347076,1.4046261740859927,0.3127212306282078,Iris-setosa
+49,5.6814844036878,2.757958535039511,4.341770056385247,1.291249994546611,Iris-versicolor
+50,6.4106386600992975,2.7330168256579714,5.306578937123448,1.9972235374141438,Iris-virginica
+51,6.84048161022428,3.0,5.509886261790959,2.0944398182817388,Iris-virginica
+52,5.381722672930648,3.3879179191654596,1.5949498081945648,0.4496290492032222,Iris-setosa
+53,5.395150437708069,3.0,4.468497522336219,1.486906655930716,Iris-versicolor
+54,6.818646380835872,2.7852523151943234,4.8343442730257795,1.3992050159688059,Iris-versicolor
+55,6.708085185651785,2.5056432272503835,5.80160955401318,1.7990382970353165,Iris-virginica
+56,4.495813682416509,2.3075371067795563,1.295720522414687,0.29804216510344983,Iris-setosa
+57,5.997765790179535,2.8761305916266324,4.5907130045157185,1.41415653530491,Iris-versicolor
+58,5.524930199757995,2.6144951215801533,4.386375585645559,1.2204866080258427,Iris-versicolor
+59,4.994917045198119,3.384951242816949,1.7221926018208438,0.39047289748225467,Iris-setosa
+60,6.400243731092771,2.8955237942267207,4.309707288149994,1.308142895409248,Iris-versicolor
+61,7.9,3.8365601846236954,6.4125871222198665,2.0238141349283927,Iris-virginica
+62,6.303514970527668,3.3011135273161143,4.719767979663291,1.6074511107490643,Iris-versicolor
+63,5.285161786605967,3.3960607791949506,1.4949510177357102,0.3796590404323775,Iris-setosa
+64,7.105129844450847,3.0,5.915595165332643,2.10279288571267,Iris-virginica
+65,7.71836590307297,2.5588578614342525,6.9,2.3101988073113775,Iris-virginica
+66,4.970810786878839,2.430350829620143,3.219968595484238,1.0112811868503189,Iris-versicolor
+67,5.087698280063856,3.452907707341058,1.4035727549114734,0.29631435798071126,Iris-setosa
+68,5.90154208316508,3.20189834781506,4.811597711671677,1.806961843225317,Iris-versicolor
+69,5.960472144337376,2.9090110288816207,4.566630506904483,1.449777981115944,Iris-versicolor
+70,6.909755572095607,3.106329747724848,5.096006801373296,2.2985323423834054,Iris-virginica
+71,5.719650322729405,2.4771246785858603,5.000610088598247,2.004235194909876,Iris-virginica
+72,5.486084268313905,4.199999269740497,1.4011625725331496,0.19840463113344056,Iris-setosa
+73,7.150322444396843,3.0,5.952013191234082,2.1136468040046372,Iris-virginica
+74,6.716367719460592,2.4934201316183393,5.740973581195069,1.799748996133749,Iris-virginica
+75,4.902848374684278,2.4012694213636765,3.235221776030215,1.0048565627140984,Iris-versicolor
+76,5.881041345739299,3.0,4.259078298832484,1.4864511766041666,Iris-versicolor
+77,7.282634099812221,2.8912536709804932,6.256741227125282,1.798872489281046,Iris-virginica
+78,5.411571892645758,3.0,4.440293947512091,1.4713258198688037,Iris-versicolor
+79,5.641231202495219,2.770898213915446,4.286097723844155,1.2975265496609452,Iris-versicolor
+80,6.469254955199091,3.0,5.703541148472672,2.2039527583419307,Iris-virginica
+81,6.104439006106453,3.0,4.60277874337998,1.4135544358466479,Iris-versicolor
+82,4.902004100741069,3.100496058889222,1.6206911173145853,0.10000009724249696,Iris-setosa
+83,5.0434618001438345,2.474884491389656,2.905507015768767,1.0814203262207285,Iris-versicolor
+84,5.835885337881836,2.851450237435165,4.538732760869312,1.3500695822774973,Iris-versicolor
+85,5.397131162853141,3.886345479385812,1.6917133120269237,0.38424059341537975,Iris-setosa
+86,5.290897697404134,3.7237998632956524,1.5187256257581825,0.2004365417719561,Iris-setosa
+87,5.8057733734704575,2.808288189546726,5.104728996105209,2.4021119029159625,Iris-virginica
+88,6.030022671760251,3.0,4.462372900212472,1.4685593974395497,Iris-versicolor
+89,5.602613724921787,2.480414657015639,3.8951138323788657,1.0998422899164266,Iris-versicolor
+90,6.536378769793966,3.3420255128418486,5.6741835439179775,2.499984292803917,Iris-virginica
+91,5.052128624820163,3.624989855206846,1.4986486852183472,0.42682024939769436,Iris-setosa
+92,5.431549136953268,3.0,4.502978381814219,1.486636696409964,Iris-versicolor
+93,5.590043363896932,2.6723984058994095,4.188138235420268,1.273265851087203,Iris-versicolor
+94,6.316788018603863,3.4064560092047844,5.590270729756961,2.4076510859133577,Iris-virginica
+95,6.297693103251372,3.3022294469581785,4.6721096707068765,1.591533863656497,Iris-versicolor
+96,5.740103193297156,2.6799048424026317,5.093773373221915,1.9031603345013757,Iris-virginica
+97,4.8880627887037145,3.0,1.400370999024892,0.20456500763905047,Iris-setosa
+98,5.52987351051262,2.437001156792467,3.7821062262854848,1.0982918287175416,Iris-versicolor
+99,4.8761168407057935,3.0896766060574126,1.5354604709475925,0.10000009627998598,Iris-setosa
+100,5.110008598621449,3.5415708210096795,1.3989476013161073,0.29809777145392097,Iris-setosa
+101,5.830448364047859,2.835207216601096,4.513021315976152,1.4334331535369371,Iris-versicolor
+102,5.2087197197326205,3.7655620027209697,1.6265770265675221,0.2009702777182746,Iris-setosa
+103,6.099338748929716,2.613232961996528,5.60411453052891,1.381978700831492,Iris-virginica
+104,5.556270192627019,4.2,1.4017424254390445,0.2049333765124786,Iris-setosa
+105,5.897808560037177,3.0,4.0331581475688845,1.498392716961428,Iris-versicolor
+106,5.292220595203248,3.8684229665237746,1.6687221037270035,0.42507497643357645,Iris-setosa
+107,7.0523232496318915,3.0215830673143342,5.911222910099266,2.144941537810669,Iris-virginica
+108,6.463211070800503,3.0,5.547811595434262,1.7968957147662072,Iris-virginica
+109,5.5437147950687455,2.464792483054364,3.7824361337722934,1.0875603986401325,Iris-versicolor
+110,4.91114250681666,3.104360898341157,1.4978734610517241,0.10000010573664277,Iris-setosa
+111,5.089465457210147,3.4002481998649303,1.5015102143227144,0.20025806124623882,Iris-setosa
+112,6.71276513212424,3.3065945747514496,5.774654127279315,2.5,Iris-virginica
+113,6.318602614818028,2.297175841901093,4.384362621876029,1.3008644470554664,Iris-versicolor
+114,5.135886841904461,3.781609298842762,1.5466092558035462,0.1997384714060552,Iris-setosa
+115,7.9,3.797444741133322,6.3970147647300735,2.005835942671424,Iris-virginica
+116,6.467061736777661,3.0,5.782956618121614,2.195600940490156,Iris-virginica
+117,6.6841161779885105,2.489334747391769,5.806323314707248,1.7956350531215042,Iris-virginica
+118,4.607477453733164,3.200667081469175,1.4008787286949829,0.20013440196207585,Iris-setosa
+119,4.793203268367089,3.0,1.3998502335238614,0.2976872720128744,Iris-setosa
diff --git a/iris/tab_ddpm/2/19/test.csv b/iris/tab_ddpm/2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/19/train.csv b/iris/tab_ddpm/2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/19/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/19/val.csv b/iris/tab_ddpm/2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/2/synth.csv b/iris/tab_ddpm/2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1b27169763c2c97390bb7b14b5f4dcf5a62fb1cf
--- /dev/null
+++ b/iris/tab_ddpm/2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.998838584692936,2.200000320217653,4.972714303407864,1.5229640053122129,Iris-virginica
+1,4.999307097429674,3.216740189611538,1.20000019271517,0.20391825125929278,Iris-setosa
+2,6.534796788743633,3.0,5.510699523347934,1.8025675285999763,Iris-virginica
+3,6.8683555184133045,2.7859949006638476,4.800067561418166,1.3834803436387777,Iris-versicolor
+4,6.301685608313761,3.398239652193968,5.641524510954359,2.393707845663453,Iris-virginica
+5,6.138656186348135,3.0,4.608094911655465,1.4067893422251496,Iris-versicolor
+6,4.930525328583476,3.0313908661003577,1.403235231065517,0.19980428211343865,Iris-setosa
+7,5.09375741586576,3.384752235680537,1.4871379285362911,0.19906482327029085,Iris-setosa
+8,6.708693834746081,3.2943461787108848,5.675393453508397,2.4999995448733,Iris-virginica
+9,5.801488186367276,2.868046251492561,4.53285230865779,1.3785686372145554,Iris-versicolor
+10,5.542477093110035,4.199998853991597,1.404793989974055,0.20432452617076147,Iris-setosa
+11,6.521324560967809,3.0,5.511998478079613,1.7980888817368281,Iris-virginica
+12,5.912339989915303,3.0,4.1403931212555465,1.5037377954406308,Iris-versicolor
+13,5.99275003522227,3.0,5.119409221395918,1.8014071267108065,Iris-virginica
+14,5.771204682071219,2.663717933969009,5.081079681893064,1.9282742881885477,Iris-virginica
+15,5.640498967007266,2.717313781496464,4.2698186731232175,1.310526555157252,Iris-versicolor
+16,7.686440993617372,2.58278754511755,6.9,2.301464998350221,Iris-virginica
+17,4.906835186536505,3.104892284138676,1.5090799800177506,0.1,Iris-setosa
+18,7.717499196251079,2.606415485597231,6.9,2.306585045730228,Iris-virginica
+19,4.999557197138283,3.3969156996429857,1.6362095338935687,0.39806848484417257,Iris-setosa
+20,7.726431102936609,2.6051762239358682,6.9,2.3075052698402247,Iris-virginica
+21,5.799642582587748,2.722002087085983,5.10139695900628,1.9014367519809543,Iris-virginica
+22,6.0194879899100755,2.2,4.987907980862227,1.5339764004042342,Iris-virginica
+23,5.800382915603889,2.788592249637016,5.096952674076906,2.4080645232640596,Iris-virginica
+24,5.5322905150214226,2.653702469092978,4.260417868679094,1.256415264896188,Iris-versicolor
+25,5.158222040632117,3.816789488683726,1.6375164814232528,0.37314916977954576,Iris-setosa
+26,7.31000514533008,2.894118600810274,6.289234594583027,1.80833951954556,Iris-virginica
+27,5.097161325478452,3.397542765652252,1.6162424307069956,0.2021645929652491,Iris-setosa
+28,5.056404520690937,3.489768264757338,1.5669205369078083,0.2713368622652389,Iris-setosa
+29,5.402396215328773,3.0,4.501039583293952,1.4899769683409434,Iris-versicolor
+30,4.400000547804695,2.9187807354393667,1.3937002226219015,0.18968857313041676,Iris-setosa
+31,4.593187533040906,3.20072338022785,1.39529182552579,0.19869984457172468,Iris-setosa
+32,5.548335145620736,2.423393114497132,3.869528161414364,1.0934429122906262,Iris-versicolor
+33,4.897200600032051,2.4163310750686087,3.288129585039248,1.0514545079780868,Iris-versicolor
+34,7.705018860576621,2.583923162643207,6.9,2.29405652785349,Iris-virginica
+35,5.628931577924731,2.9365045137575643,3.6735231851344303,1.3171997239937985,Iris-versicolor
+36,4.908326836190143,2.405087318518358,3.2800014152206893,1.005841118286179,Iris-versicolor
+37,7.899998988115507,3.7964644217313372,6.391985201891128,2.020259002844476,Iris-virginica
+38,6.118385538972561,3.0,4.616160302113381,1.388773956671723,Iris-versicolor
+39,5.41646434244058,3.4058636685243724,1.4981645352208852,0.36782795984581784,Iris-setosa
+40,5.601062908554929,2.8979915514610606,3.6790110853852442,1.3134582250203324,Iris-versicolor
+41,5.105292659267305,3.554980018670434,1.4064211997071707,0.2950054525543305,Iris-setosa
+42,7.104443771836227,3.0,5.947379038344858,2.063107135984386,Iris-virginica
+43,6.0941248873195075,3.0,4.5993500676282215,1.3867667453014167,Iris-versicolor
+44,5.594662565773254,2.869029721454874,3.545054696059423,1.3107770679355668,Iris-versicolor
+45,4.987005344266672,2.4469592619300378,3.2640008425692044,1.0892415867847691,Iris-versicolor
+46,6.000506626626707,2.685112925521757,5.105558638303334,1.5899713254442962,Iris-versicolor
+47,5.934756535490954,3.2190017869376284,4.800985618945713,1.8096786975765768,Iris-versicolor
+48,6.889997442569393,3.113894166136773,5.111417493141478,2.299040815858286,Iris-virginica
+49,4.781627523056915,3.0,1.4008245377360158,0.30380915172482414,Iris-setosa
+50,5.634709523361055,2.722759016668104,4.101895616326637,1.308000698971488,Iris-versicolor
+51,5.681746259876571,3.7881790163937143,1.6107595032028885,0.29193451849458674,Iris-setosa
+52,5.005217257903179,3.4109881428895763,1.525199198425405,0.40522891502731334,Iris-setosa
+53,5.736648757895785,2.8104945760773754,4.502294467145363,1.3306747460617798,Iris-versicolor
+54,5.126002573579588,3.3119924610814517,1.630081040407381,0.43821844174466335,Iris-setosa
+55,6.503595365680049,3.0,5.820420081551923,2.2015264499833695,Iris-virginica
+56,5.423856317090408,3.39871715332837,1.7167385933065558,0.19852119703788929,Iris-setosa
+57,5.48935168352175,2.5946668586207147,4.3918054543463585,1.2113523049770292,Iris-versicolor
+58,5.201093920447835,2.6970250049777817,3.8814744703396875,1.4055038422461805,Iris-versicolor
+59,6.8537650116902356,3.2109125859897283,5.897005833173583,2.307800080045735,Iris-virginica
+60,6.794050988089261,3.200124524436411,5.905631334798857,2.2955267302479694,Iris-virginica
+61,5.914813716973282,3.0,4.229437383465186,1.503349448402159,Iris-versicolor
+62,5.929496238873351,3.1880771280481923,4.783674700634696,1.7886785439484867,Iris-versicolor
+63,6.015956348369102,2.7096210676156183,5.0971711446861825,1.6017598506433834,Iris-versicolor
+64,5.4133725097477265,3.410120796547528,1.7292920155169504,0.2065771679472393,Iris-setosa
+65,4.4,2.919934856308066,1.403822146408213,0.20326897311255007,Iris-setosa
+66,5.424182787615633,3.0,4.508567015287284,1.512726155589969,Iris-versicolor
+67,5.606984537752657,2.735495951314975,4.3780435725612215,1.3211024229873647,Iris-versicolor
+68,5.899209339668181,3.1972761780237007,4.817075360209093,1.790073577843625,Iris-versicolor
+69,6.859074536572601,3.200631878029488,5.7048560948046205,2.313410242634215,Iris-virginica
+70,5.115130701563549,3.3006559705367495,1.6941024977533061,0.459882985404241,Iris-setosa
+71,6.2898973352170096,3.295308397003748,4.683661740218266,1.6066178367252613,Iris-versicolor
+72,5.8113434411017835,2.7917866096569313,5.096004257163782,2.3970009010460047,Iris-virginica
+73,5.560948598358047,2.8184969281034036,3.544668554198119,1.3150320176735173,Iris-versicolor
+74,6.721119855861825,3.3064324854275364,5.663703650608196,2.5,Iris-virginica
+75,5.781319067122077,2.6892129562929177,5.102198428093683,1.905138169572798,Iris-virginica
+76,5.1003420860424695,2.5025378108006846,3.0747218542733314,1.0954634878256768,Iris-versicolor
+77,6.011289715473218,3.0,4.767381758949765,1.8030175010043856,Iris-virginica
+78,4.499945059165173,2.3003385845684563,1.2957869017983323,0.292853905344496,Iris-setosa
+79,5.771134040324938,2.6265421580514285,5.061371562190987,1.9378883175742079,Iris-virginica
+80,4.899121860280987,2.405821384681894,3.253367383256803,1.0168019254622598,Iris-versicolor
+81,6.669965256043908,3.0,5.007865032677435,1.6944530671237645,Iris-versicolor
+82,4.796795417046484,3.0,1.4000690077573776,0.3158581380715572,Iris-setosa
+83,5.529970017139903,2.412427268908138,3.7954645760852643,1.1163935651629602,Iris-versicolor
+84,4.610394242765234,3.3955987246377646,1.3925864039236555,0.3091462117973507,Iris-setosa
+85,5.892447074125984,3.0,5.093762320559995,1.802100597771806,Iris-virginica
+86,5.39904216265043,3.0,4.489604698307518,1.5136180244404929,Iris-versicolor
+87,5.228298229011182,2.7061589787439533,4.0105634897273506,1.4228333278385599,Iris-versicolor
+88,6.857837031454625,2.7910106199694726,4.7900720750815395,1.4013574434124236,Iris-versicolor
+89,6.697394414677442,3.2921040164356423,5.66720409678185,2.0945855375989186,Iris-virginica
+90,5.527287540209919,2.572745707790769,3.988070334768547,1.1659430632420429,Iris-versicolor
+91,4.909458889932658,2.4019092096209813,3.395215650899347,1.0113362796687142,Iris-versicolor
+92,5.003216226112345,3.3021290618839996,1.3948629994279373,0.20127204096156084,Iris-setosa
+93,5.99367548358052,2.69365866504039,5.094880151333835,1.5701656154662864,Iris-versicolor
+94,6.8317494515225325,2.8089468701236027,4.7726578621015285,1.3968787464516863,Iris-versicolor
+95,6.006298946986012,2.6984349702317747,5.088060117123992,1.5871887078524667,Iris-versicolor
+96,6.021927335747404,3.0,4.4912494775020475,1.4625239268058063,Iris-versicolor
+97,6.093272660733372,2.6042520386722168,5.630414693049239,1.388660333084389,Iris-virginica
+98,5.006008773569843,3.2038120104475607,1.2000001967550147,0.18773889537664873,Iris-setosa
+99,5.144289814624406,2.489344979729295,3.101948864456835,1.1083838661810153,Iris-versicolor
+100,5.680658990202786,2.7908335973033314,4.438420583508905,1.3078806933731335,Iris-versicolor
+101,5.148043862752224,2.513645891847948,3.2933790566933387,1.1268089186549959,Iris-versicolor
+102,5.383420921989843,3.0,4.502159730479063,1.5005632420055997,Iris-versicolor
+103,6.817888628367607,2.8145078449988117,4.806484968527919,1.40219663564523,Iris-versicolor
+104,6.085983506320769,2.8031614899962736,4.686304177058269,1.2165249711074937,Iris-versicolor
+105,5.775359533066859,2.8136480184110266,5.10251976855912,2.4000832196459325,Iris-virginica
+106,4.400000538452368,2.9230576809521356,1.400310953170436,0.1950484226112491,Iris-setosa
+107,5.088559143551936,3.720473638300942,1.4991922073665493,0.40579851194605093,Iris-setosa
+108,5.93398000734977,2.816883566920218,4.392596887466363,1.4047988724176224,Iris-versicolor
+109,5.37987494699913,3.392728570435234,1.4989623126568352,0.43451763667325705,Iris-setosa
+110,5.716106815204162,3.803323976169108,1.6549738568739354,0.29895388219441166,Iris-setosa
+111,7.719414990207056,2.6045710611402866,6.9,2.3052225360659704,Iris-virginica
+112,6.025625692901526,2.9224374864945233,4.500455940253628,1.4999704320307312,Iris-versicolor
+113,4.604036246049381,3.202614996954262,1.4024468101264815,0.20312347735800787,Iris-setosa
+114,4.496459141183674,2.296135308850519,1.3022538110794928,0.34688426694260305,Iris-setosa
+115,4.4,2.8873522714852986,1.39769729435607,0.19975148279113958,Iris-setosa
+116,5.008687894152237,3.3067910368561892,1.402278483764066,0.20200874373055508,Iris-setosa
+117,6.690681725649951,2.5137371315936505,5.697518704100852,1.7950983230116233,Iris-virginica
+118,6.104792001115047,2.621524938738599,5.577968102692228,1.4330553240816342,Iris-virginica
+119,5.323497075353811,3.6455086012459623,1.5212920773943162,0.20014892626233602,Iris-setosa
diff --git a/iris/tab_ddpm/2/2/test.csv b/iris/tab_ddpm/2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/2/train.csv b/iris/tab_ddpm/2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/2/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/2/val.csv b/iris/tab_ddpm/2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/20/synth.csv b/iris/tab_ddpm/2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6a35ad56cb82dead3adf2da253a486a37f27d53f
--- /dev/null
+++ b/iris/tab_ddpm/2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.911732360924869,3.199216944483385,4.801253160184471,1.8080619198168038,Iris-versicolor
+1,5.33682228772077,2.8870498605889785,4.2924527506514885,1.453964450116211,Iris-versicolor
+2,6.294040060867731,2.9130016386515676,5.610848383621393,1.7978752625236873,Iris-virginica
+3,6.807468519619672,3.0,5.515155760856777,2.0983790312091717,Iris-virginica
+4,5.247083604220626,2.7041931858940433,3.969806629604566,1.3926760981049062,Iris-versicolor
+5,7.708620507250664,2.6240997021408408,6.9,2.309881946029953,Iris-virginica
+6,5.646894361494181,3.0,4.168681076943269,1.3512232799519022,Iris-versicolor
+7,6.686865594299638,3.3063474382380535,5.703145593674868,2.5,Iris-virginica
+8,5.600557688078944,3.0,4.087675933644487,1.3126763857117534,Iris-versicolor
+9,5.109800133662791,3.3049539540208444,1.6726933129148036,0.4990896792397027,Iris-setosa
+10,6.702701880727327,3.293425586936632,5.69855355704407,2.1037749570576905,Iris-virginica
+11,6.513610882827009,3.2038253864509314,5.112995352286925,1.9818660843446694,Iris-virginica
+12,6.1758919530070875,2.2000002941690444,4.478847114083111,1.517265184495335,Iris-versicolor
+13,5.67183508570146,2.7758254797960125,4.411543167080608,1.3130908604534026,Iris-versicolor
+14,5.9294465154525,3.0,5.064779931649671,1.7970580432193914,Iris-virginica
+15,4.900201844274574,3.0,1.3961192525300503,0.20226684583194765,Iris-setosa
+16,6.007839027125532,2.2,4.9776751090022975,1.5133253368151847,Iris-virginica
+17,5.400278886187939,3.0,4.516212850220333,1.5101740613609402,Iris-versicolor
+18,6.796463068144398,3.202217943640508,5.86310130070379,2.2926134158711027,Iris-virginica
+19,6.295924928865202,3.3994883480433824,5.609291740502728,2.4022587825290174,Iris-virginica
+20,5.624668941877143,2.722012272692482,4.208202483032458,1.3149928859965587,Iris-versicolor
+21,5.688117114132591,3.809000064119912,1.690562329115355,0.33106341349318624,Iris-setosa
+22,5.638053971462406,2.47799050470162,3.925645020095902,1.093400562351544,Iris-versicolor
+23,4.899071255029867,3.0954065079786535,1.4921035278624308,0.10000009418492711,Iris-setosa
+24,4.908280424037927,2.4236524088508284,3.3395579421785135,0.9965914289284421,Iris-versicolor
+25,6.0761248440056,2.8080322194217637,4.674319173199915,1.2005642264439176,Iris-versicolor
+26,6.786657993576972,3.0,5.474543355909376,2.1292404904173927,Iris-virginica
+27,5.087654645937793,3.400913302535252,1.4985275293243996,0.2002112248427189,Iris-setosa
+28,4.902238154143585,3.0913411429736857,1.514278162680613,0.10000010355606402,Iris-setosa
+29,5.883184818916728,3.0,5.101673044202587,1.7997459103935562,Iris-virginica
+30,5.896040021198862,3.1775300672381372,4.79973911053019,1.7950924281438947,Iris-versicolor
+31,6.001493828324659,3.0,4.802055657975143,1.7997754829924122,Iris-virginica
+32,6.299290083699042,2.296627352474344,4.409057255960806,1.302010603444676,Iris-versicolor
+33,6.472179283797314,3.206426892688436,5.086620776798944,1.9799221292404616,Iris-virginica
+34,6.900337576525431,3.1689509148858597,5.732915370106321,2.297744832220343,Iris-virginica
+35,5.1063636355043425,3.7882238951030707,1.574567544957207,0.20224470788921667,Iris-setosa
+36,5.479424519495984,4.1999992119557685,1.3964034327159007,0.20018848587825158,Iris-setosa
+37,7.68153988868022,2.595848560967981,6.899998635132559,2.3061463787645247,Iris-virginica
+38,6.052624489914888,3.0,4.767015946806775,1.7907918100534683,Iris-virginica
+39,6.313245097370616,3.398455839319221,5.594199253882943,2.4095728432412162,Iris-virginica
+40,6.7024155504668546,3.3026154747602745,5.795118595971633,2.5,Iris-virginica
+41,6.3234900333357125,2.7021409117296034,4.964943374528314,1.806962688957086,Iris-virginica
+42,5.988186665125787,2.9100516958020473,4.495392945846854,1.4813170115809327,Iris-versicolor
+43,5.830921862760847,3.0,4.121194534773355,1.4344413438376216,Iris-versicolor
+44,6.610949286170936,2.8120047472871375,4.614691209661511,1.3659717043750232,Iris-versicolor
+45,5.916773413659018,3.2212778781148486,4.811646770068934,1.800946633503033,Iris-versicolor
+46,5.022674848557112,3.352489209033484,1.4281567359107734,0.2058773617052975,Iris-setosa
+47,6.003400139527895,3.0,4.810227314113404,1.8012553364084096,Iris-virginica
+48,4.590793769050809,3.2187994873458114,1.4023468676213406,0.19699131781372226,Iris-setosa
+49,5.1078951281370415,3.3077043930481573,1.7044195386096639,0.5152750895339431,Iris-setosa
+50,6.478061723953529,3.0,5.534336105289067,1.7992217715323107,Iris-virginica
+51,7.694467417668702,2.604667426729559,6.9,2.303186221294011,Iris-virginica
+52,6.283347009422912,3.0315995657776194,5.036587432669193,1.902662581728251,Iris-virginica
+53,6.003740318916193,2.7084212758645028,5.088028983749672,1.6007892135880166,Iris-versicolor
+54,5.783847251244211,2.705489304144942,5.100163425566734,1.900750499891046,Iris-virginica
+55,4.6064215073797445,3.227368096118057,1.4027746497590134,0.19917924216030275,Iris-setosa
+56,6.096676823914889,2.6051658102221587,5.599619487367192,1.4224795290331969,Iris-virginica
+57,5.444392343690713,3.402245995170945,1.6369744483803443,0.20030203829180546,Iris-setosa
+58,7.354276825105677,2.898349896709668,6.259091000912049,1.789694735847556,Iris-virginica
+59,6.697658618086161,3.302088815492684,5.719539266638756,2.097158354641151,Iris-virginica
+60,6.338993662327492,2.8606100654375433,4.442703598097065,1.2786580464491262,Iris-versicolor
+61,6.697409922271651,3.3022923856912745,5.732693357280991,2.4999996296573133,Iris-virginica
+62,5.034636212994136,3.396573665630015,1.5343110291463606,0.418082131133003,Iris-setosa
+63,5.933770875356862,3.2258228631132755,4.82054391625869,1.7983084495570691,Iris-versicolor
+64,6.32943969716705,2.9357407962769466,5.558330120514846,1.8028772700908482,Iris-virginica
+65,6.07632688709856,2.602962380119141,5.586401846792047,1.3946060182972821,Iris-virginica
+66,6.820524695183588,3.0,5.50168527710444,2.098823455276599,Iris-virginica
+67,6.836774617791502,3.0,5.554770004354462,2.1078227434225028,Iris-virginica
+68,4.992850573955431,3.2701400946343977,1.4011614445712017,0.20031918778259222,Iris-setosa
+69,5.474847477749051,2.3905289950915214,3.7774128652905827,1.1046262849960247,Iris-versicolor
+70,7.707008703763141,2.560629812516425,6.9,2.3008249068476174,Iris-virginica
+71,5.601609772798849,2.8738629328044207,3.620217347217479,1.3000487080703294,Iris-versicolor
+72,4.902167636965059,3.1057069426586232,1.4945378436758414,0.1,Iris-setosa
+73,6.127427274500408,3.0,4.625672629994886,1.3636515264215192,Iris-versicolor
+74,5.10946268921697,3.286033784875042,1.6495336435984744,0.48247568789928935,Iris-setosa
+75,6.270652528637289,2.9209501085075087,5.622307055246727,1.8037220011346016,Iris-virginica
+76,6.570968240461064,3.0,5.859305095140824,2.203605844943128,Iris-virginica
+77,4.800333766743312,3.0,1.3867728572676596,0.1,Iris-setosa
+78,5.602434998785561,2.7605088791730963,4.280053275085694,1.3241211466334302,Iris-versicolor
+79,7.6942916241320765,2.612566517326108,6.899998803410673,2.318778574415428,Iris-virginica
+80,6.694868888855074,3.0,4.978954003886288,1.6856249096200022,Iris-versicolor
+81,5.617059539671305,3.0,4.025290625027722,1.3044341306462717,Iris-versicolor
+82,5.717436752179287,2.5140294099227645,5.003416597574575,2.0134577758045453,Iris-virginica
+83,5.653543623855226,3.748782091866577,1.5573663601545693,0.29945048158711485,Iris-setosa
+84,5.586895102604318,2.6717022765364424,4.478807022758721,1.2252083567290963,Iris-versicolor
+85,7.251579612593973,2.8779005403391267,6.269718004618543,1.7975055958738049,Iris-virginica
+86,4.896635185863009,3.1016527337137894,1.4988660898189394,0.1000000992893609,Iris-setosa
+87,6.50423255214336,3.191938382994399,5.094490863135351,2.0103912753546025,Iris-virginica
+88,4.902111273264605,2.409072844071023,3.392965795802976,0.9661652914622489,Iris-versicolor
+89,5.600656498916559,2.5254479332698803,3.909460454604624,1.110928813219801,Iris-versicolor
+90,5.004864931568873,3.19718426763405,1.2,0.2040252269678633,Iris-setosa
+91,5.467567960365167,3.521546860862722,1.7576516982386545,0.19769503370531238,Iris-setosa
+92,6.671654755365452,3.2905023520667283,5.7429689491441716,2.49999964883478,Iris-virginica
+93,7.227945743635971,2.9134593912934723,6.226514755847778,1.804822861822012,Iris-virginica
+94,7.030228313455242,3.118556745456976,5.234933382305559,2.289348152697557,Iris-virginica
+95,6.611126454092309,3.184866807832939,5.095333690406903,2.0871478791028526,Iris-virginica
+96,4.609095459387099,3.3769405354730786,1.380348741901317,0.2725254784489666,Iris-setosa
+97,5.905585499915831,3.204151343477493,4.801304372025883,1.804026120654113,Iris-versicolor
+98,5.701725929122595,2.7804425143172558,4.4116977650943365,1.3267601977411638,Iris-versicolor
+99,5.8984093607801205,3.0,4.163561762355651,1.492418117550405,Iris-versicolor
+100,5.637338404728075,3.0,4.075701234452948,1.3242266107469198,Iris-versicolor
+101,5.030298977356403,3.45173774157079,1.5697696427093462,0.4162335990532196,Iris-setosa
+102,6.397763816094571,2.697817740355099,5.276207258826318,1.908185761663257,Iris-virginica
+103,6.124918164070646,2.5908892841264506,5.57734964163739,1.425642208134661,Iris-virginica
+104,5.100591671768752,3.3019251226102355,1.7049332127711327,0.47898590190442614,Iris-setosa
+105,6.1208887543980675,2.584610761372755,5.6041455264177875,1.3991339639949805,Iris-virginica
+106,6.1849173503503545,2.2000003088923212,4.515584394270485,1.509451723186215,Iris-versicolor
+107,7.899997811894215,3.753359899435878,6.353386752058174,2.010270203030082,Iris-virginica
+108,5.973603072101634,3.0,4.819862117163243,1.8019280332164571,Iris-virginica
+109,5.043279179420978,2.4452109624765033,2.9140995557858913,1.0254450277246367,Iris-versicolor
+110,6.136289375202494,3.0,4.6225132326577665,1.4177649821998624,Iris-versicolor
+111,5.775135074265712,2.6164042460614656,5.069072056817683,1.938724918555127,Iris-virginica
+112,5.215045373128095,2.6860318426388456,3.8926327837532737,1.3760134509107886,Iris-versicolor
+113,5.560367574001237,2.8024276527806373,3.7752661935516834,1.2940400122254925,Iris-versicolor
+114,5.513429071139675,2.6102699082121203,3.947796409521775,1.2559353710613987,Iris-versicolor
+115,6.303929019841905,3.410184095923964,5.618167064944253,2.374771509902747,Iris-virginica
+116,5.456256014309781,2.3912871948066607,3.6930174852893316,1.092402744197909,Iris-versicolor
+117,5.343709127321555,3.858786708654788,1.763434823204681,0.4199785801310378,Iris-setosa
+118,5.718788645201808,2.7532446900686396,4.52846891781405,1.238599153813876,Iris-versicolor
+119,5.607124489375537,3.0,4.160451047100588,1.302307210567699,Iris-versicolor
diff --git a/iris/tab_ddpm/2/20/test.csv b/iris/tab_ddpm/2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/20/train.csv b/iris/tab_ddpm/2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/20/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/20/val.csv b/iris/tab_ddpm/2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/21/synth.csv b/iris/tab_ddpm/2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..486fb6e400d3f242dd7a4cab283456af185c4a27
--- /dev/null
+++ b/iris/tab_ddpm/2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.174744850186366,2.952155073317918,4.872423011794604,1.8112359236295248,Iris-virginica
+1,5.736984975569791,3.783729906211909,1.5453887146333571,0.2979950891318215,Iris-setosa
+2,6.00818776205262,2.6935245290104453,5.093036626138629,1.599094848318475,Iris-versicolor
+3,4.4,2.8988140718698747,1.3974792821268376,0.20054519086415126,Iris-setosa
+4,7.2937772727445545,2.881992272190648,6.346799679566524,1.8109260630973276,Iris-virginica
+5,7.268832697037141,2.904780118689006,6.269326683341323,1.800805734677268,Iris-virginica
+6,4.626880414253226,3.1689206857881023,1.3978759874595303,0.20048839035553756,Iris-setosa
+7,6.699887352636304,3.292861401335775,5.7183672573886515,2.5,Iris-virginica
+8,4.9061704908442,3.0,1.3802409517386383,0.19781935219242297,Iris-setosa
+9,5.136472409571939,3.324103531282121,1.7167645180763733,0.47843410669371766,Iris-setosa
+10,5.609980258554175,2.7744372614890853,4.451597784046476,1.2976955742338472,Iris-versicolor
+11,5.967634108485404,2.885622990558049,4.5178283580919745,1.429124002431304,Iris-versicolor
+12,6.694609076599491,3.3054170601416666,5.69441403390238,2.1270776295390843,Iris-virginica
+13,5.985267477081479,3.0,4.837507128106145,1.7953288768771432,Iris-virginica
+14,6.806286953434908,3.0,5.475055211405184,2.104498853332927,Iris-virginica
+15,6.549518044788328,3.0,5.525458945404425,1.8012120983293063,Iris-virginica
+16,5.340912478859925,3.657368093809494,1.4955520129009165,0.20177639969892597,Iris-setosa
+17,4.9003791605886216,2.4025736712306083,3.379054797319604,0.9577669687629922,Iris-versicolor
+18,4.782441165476224,3.0,1.387830349482161,0.1,Iris-setosa
+19,6.8388449375093545,3.2098229595977483,5.845462665440893,2.2768927808436876,Iris-virginica
+20,4.89626390157952,3.1059715202145264,1.5887762867470345,0.10000010739252689,Iris-setosa
+21,6.734415721474093,3.117794077074471,5.09820639937826,2.21293961957716,Iris-virginica
+22,5.986207653053667,2.9120071999172756,4.51382803697884,1.5039269296131803,Iris-versicolor
+23,4.789138078344467,3.0,1.392262085002331,0.3052742505575957,Iris-setosa
+24,5.513004233513672,4.2,1.4009679937203139,0.19717190409136648,Iris-setosa
+25,5.159503036088255,3.7447611980789413,1.6084423009049906,0.442215137532727,Iris-setosa
+26,4.892838882282771,3.1054604282733846,1.4946472152484633,0.1,Iris-setosa
+27,5.811406388647877,2.7145095544999363,5.1044533830375345,1.8619751928281523,Iris-virginica
+28,6.548138996535133,3.219518201155116,5.199133808235265,2.0158992803372775,Iris-virginica
+29,5.873931047840572,3.2073611136041027,4.773279600924873,1.803199925472553,Iris-versicolor
+30,4.400000558603743,2.9088515182973027,1.39126031608987,0.1990042115186667,Iris-setosa
+31,5.369910361284423,3.0,4.491641762381365,1.5018823919810744,Iris-versicolor
+32,6.5095030978588735,3.0,5.788802446955823,2.2303490023105588,Iris-virginica
+33,5.0795296765509645,3.396412898565194,1.5114440971534218,0.18602708770960247,Iris-setosa
+34,5.143256473661581,3.4065463460520053,1.4355394297636916,0.31065207791769345,Iris-setosa
+35,4.994741173610953,3.2994052636590325,1.388882051732091,0.200109329114531,Iris-setosa
+36,6.094090152995081,2.7927417640933268,4.686129390680389,1.1885229748117663,Iris-versicolor
+37,5.795431915578529,2.695835952986306,5.090869524463732,1.9183262095795042,Iris-virginica
+38,5.226955118955386,3.7551256965647624,1.5692078463782493,0.20025159089738184,Iris-setosa
+39,6.896714022830103,3.202462072117911,5.823016964641558,2.291959120570287,Iris-virginica
+40,4.88822098546979,3.093867124020134,1.498957995709169,0.1000001042307535,Iris-setosa
+41,6.297419164625447,2.507284403205146,4.9108040699247635,1.4991549750258901,Iris-versicolor
+42,5.688034815258905,3.7982378794576404,1.6365749640166205,0.2967740843535806,Iris-setosa
+43,5.561573704517376,2.441076367084853,3.7683475579394337,1.0963834395545404,Iris-versicolor
+44,6.465842116305461,2.871324252034486,5.4474492980127005,1.9310111851565936,Iris-virginica
+45,6.113346668893573,2.8011779064506275,4.689584851292434,1.218821096094687,Iris-versicolor
+46,5.265732426524799,2.455744594802504,3.3198729922378347,1.0721553280749636,Iris-versicolor
+47,5.160481912704395,3.7596984723513653,1.5938296164678472,0.20271010447761428,Iris-setosa
+48,7.190180011123402,2.992848298677936,6.106853401759303,1.997599057412429,Iris-virginica
+49,5.7981074493847204,2.8079730739288618,5.09946798306112,2.4052147748868515,Iris-virginica
+50,4.869169686711067,3.0,1.4003410269268282,0.20160873721934652,Iris-setosa
+51,5.6976815217430365,2.7862829811246095,4.488295821388658,1.297081783685175,Iris-versicolor
+52,5.661027837408974,2.7674957414530814,4.4617138349521515,1.301938206994244,Iris-versicolor
+53,6.299075435118391,3.2997686336809093,4.68772350938597,1.5697295195254422,Iris-versicolor
+54,5.000667667841765,3.18865035643404,1.2,0.20089559983877833,Iris-setosa
+55,7.316269166506546,2.885235443277847,6.306155943258961,1.7918864172711206,Iris-virginica
+56,4.907496073325835,2.3975698146638496,3.267501171283217,1.0273856037926932,Iris-versicolor
+57,4.500998711520964,2.296957035866825,1.3036286658373646,0.350885163899253,Iris-setosa
+58,4.491825292795638,2.3128901876853964,1.296859754944748,0.29645540596849834,Iris-setosa
+59,5.138946583175605,3.784976702583055,1.4994674392774618,0.4427430664997658,Iris-setosa
+60,5.7791471277770325,2.8129996250447515,5.103365868003628,2.40592732396976,Iris-virginica
+61,4.898867638661226,3.0,1.4035943694237405,0.20273925826285916,Iris-setosa
+62,4.930360898599636,2.4280221391679992,3.332280918045128,1.0333374679385539,Iris-versicolor
+63,6.7556814479661025,3.0,5.440971938368342,2.0623120836146263,Iris-virginica
+64,5.142454974281525,3.679394451364808,1.4970259692955579,0.4189754325292409,Iris-setosa
+65,5.518881899471493,2.4003126397777486,3.7449364055361007,1.10912628438247,Iris-versicolor
+66,6.700710756830342,3.2959415131246526,5.722581300811937,2.4999996487042515,Iris-virginica
+67,5.905106728024633,3.188455686027067,4.775821286135638,1.7934241901785264,Iris-versicolor
+68,5.931991139796139,3.201457742333361,4.802856306719655,1.8030878973127302,Iris-versicolor
+69,4.9035532401731245,3.0962111349038826,1.6558464338498606,0.1,Iris-setosa
+70,5.218007824963736,3.7150250914720213,1.5410179548155047,0.20906030672571593,Iris-setosa
+71,5.004923112453758,3.4044400315163648,1.751823742465486,0.3773749218292105,Iris-setosa
+72,6.287635322942308,2.3006565027310995,4.382614275666259,1.3147921596739176,Iris-versicolor
+73,5.872427232050459,3.0,5.100447490797236,1.7941839947648182,Iris-virginica
+74,6.309775209331699,3.2955735743334436,4.703000555757978,1.6080610842416767,Iris-versicolor
+75,5.955073446741332,3.0,4.576687410930568,1.3686812392471859,Iris-versicolor
+76,6.668826731486602,3.298441020001232,5.744415715171613,2.4999995761693103,Iris-virginica
+77,6.98913191306567,3.216854452535237,5.7024406546856055,2.3053491716312853,Iris-virginica
+78,6.97851857253954,2.9965664015872195,5.856119453555264,1.82132191846532,Iris-virginica
+79,6.899483932728584,3.1055426139230473,5.097254576600345,2.306107831361404,Iris-virginica
+80,7.094175715180407,3.0,5.9201953984891365,2.0843432627524985,Iris-virginica
+81,5.789394677518039,2.7965652665604557,5.094144826917625,2.4135205820334487,Iris-virginica
+82,6.8787091256911665,3.1080896120802586,5.099702111854281,2.2824065967260063,Iris-virginica
+83,7.703722149857473,2.5935477886088725,6.9,2.309754717470682,Iris-virginica
+84,7.899998161377809,3.7788526679399976,6.338085256672152,2.005567820058643,Iris-virginica
+85,5.819028164231702,2.786340053646352,5.09265164854471,2.3953991574145097,Iris-virginica
+86,5.479948115580012,3.0,4.369060494216621,1.408076362154456,Iris-versicolor
+87,6.290999761804645,2.305804137729119,4.391574504875696,1.2919883824946214,Iris-versicolor
+88,5.6409642057748,2.9307817960101836,3.6097640065732888,1.313492741114095,Iris-versicolor
+89,6.791587356031031,3.0,5.527068158199247,2.086218524581617,Iris-virginica
+90,6.401108048251315,2.8939815246886234,4.321263688643259,1.2990583213123874,Iris-versicolor
+91,4.806954567167371,3.0,1.3985772395234655,0.32710162233082396,Iris-setosa
+92,5.204572624502617,2.6909061705219,3.9276178066329526,1.398116424689595,Iris-versicolor
+93,4.896377638573561,3.109346949308443,1.4974981354630623,0.1,Iris-setosa
+94,5.463901097983028,2.5013027007781563,3.798856837740625,1.1015816511829302,Iris-versicolor
+95,4.902638399455924,3.102998369014716,1.6319979641867088,0.10000010219933117,Iris-setosa
+96,5.011356385852787,3.4186920185595095,1.6099315035315656,0.4046070282646057,Iris-setosa
+97,6.774161317777739,3.1787163414214366,5.9695025348042705,2.2960163465824985,Iris-virginica
+98,5.481862275421848,2.3802867166150827,3.7895164067853995,1.103429432525942,Iris-versicolor
+99,6.086185496352477,3.0,4.593892107103289,1.3991812269136013,Iris-versicolor
+100,4.794697752639716,3.0,1.3921644260454862,0.33800292085015643,Iris-setosa
+101,6.698092113481169,2.5006311947809285,5.854502188203791,1.7989586667019903,Iris-virginica
+102,6.679133606773435,3.2916277625758523,5.688743953868245,2.5,Iris-virginica
+103,6.316026004466997,3.4057956755124468,5.58193987924542,2.4009142416431564,Iris-virginica
+104,6.711128714055573,3.2905316082925227,5.670051149341063,2.4999995870631864,Iris-virginica
+105,6.323267544235437,2.7012696656638346,4.9304909964366495,1.8005742574799388,Iris-virginica
+106,7.0868514814897265,3.0,5.965071628737413,2.09181811998438,Iris-virginica
+107,5.625413503603126,3.8258683204346826,1.6852636648185442,0.3112445835586442,Iris-setosa
+108,6.524593480826208,3.0,5.504386578460566,1.8023292105445352,Iris-virginica
+109,5.60425690538966,2.484408034881932,3.9295418120964904,1.1069057014174961,Iris-versicolor
+110,6.013608221936482,2.9013310381396984,4.4928783282627345,1.492237618151117,Iris-versicolor
+111,6.316374370923928,2.4816654090047385,4.924823067557545,1.4909922099019297,Iris-versicolor
+112,5.492756752483782,4.2,1.4059689944195326,0.205497756420488,Iris-setosa
+113,5.8272722684861895,2.7237734228653476,5.1016535999178005,1.8766375504785149,Iris-virginica
+114,5.924509366828807,3.0,4.327521897987828,1.4918623539432037,Iris-versicolor
+115,5.405467659661477,3.404553423579109,1.6741593325993218,0.20075570941076046,Iris-setosa
+116,4.81073880628863,3.0,1.4020247430202852,0.29921721837903514,Iris-setosa
+117,5.646252462432691,3.7669529665931694,1.6870517721870997,0.35734251811638584,Iris-setosa
+118,4.400000536977926,2.918855802662411,1.3877422193551021,0.20247631831984864,Iris-setosa
+119,4.8787402450353605,3.0,1.396210162942635,0.20275164215472954,Iris-setosa
diff --git a/iris/tab_ddpm/2/21/test.csv b/iris/tab_ddpm/2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/21/train.csv b/iris/tab_ddpm/2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/21/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/21/val.csv b/iris/tab_ddpm/2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/22/synth.csv b/iris/tab_ddpm/2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5273a685084a7679ca9a34f64f546ada2e469f58
--- /dev/null
+++ b/iris/tab_ddpm/2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.302667798510745,2.700589710562564,4.888105788119391,1.7975364416325623,Iris-virginica
+1,5.8972289861762865,2.8800929722358135,4.515888715231801,1.4074026868455265,Iris-versicolor
+2,5.109349416319831,3.3033119871757264,1.7419969877158263,0.5700905772432776,Iris-setosa
+3,5.857649261033197,3.1975078621630373,4.842117977239287,1.7977265365020614,Iris-versicolor
+4,6.276885867810497,2.3067979645874637,4.37349638516178,1.296274589037982,Iris-versicolor
+5,6.297766841177728,2.8544796277395785,5.5663091720160764,1.7940722025793383,Iris-virginica
+6,5.413989963145441,3.9068037644416203,1.6824929756975748,0.41755428977122677,Iris-setosa
+7,5.691039802263981,3.790791108551618,1.7663713371219547,0.3224231339950395,Iris-setosa
+8,6.1254224569126565,2.811560036623415,4.673420408944338,1.188244997065912,Iris-versicolor
+9,6.676195826286588,3.2980162339397374,5.716268491396689,2.09402723796093,Iris-virginica
+10,5.972205316170017,2.8695180596323895,4.518851845606052,1.4517630563095052,Iris-versicolor
+11,5.875919009252554,3.0,4.238116415673238,1.5081462809810635,Iris-versicolor
+12,5.403168631225869,3.0,4.497830702946223,1.507636984555416,Iris-versicolor
+13,6.117580449546526,2.60385677572304,5.606577728403283,1.3847411573794985,Iris-virginica
+14,5.118195392630342,3.5076678926413782,1.3994316357856484,0.2979118568017045,Iris-setosa
+15,6.001670107717074,2.6879545575932053,5.124088930882692,1.5976765215512305,Iris-versicolor
+16,4.8811846149127485,3.0808101442418594,1.4908507974910594,0.10000009519066186,Iris-setosa
+17,6.7104498876417145,3.0,4.985038712872649,1.7139731239142504,Iris-versicolor
+18,6.776408886392932,2.814142290100029,4.7982807477660625,1.412562266123492,Iris-versicolor
+19,5.602580740932478,2.508272024849506,3.9468233585481935,1.1220668842402208,Iris-versicolor
+20,6.508394460443415,3.0,5.486548441306226,1.7959339252613409,Iris-virginica
+21,5.19654528531265,2.6977374641709337,3.912582791036484,1.411246103199684,Iris-versicolor
+22,6.792680445569462,3.188758794655263,5.840471434495279,2.305852402082065,Iris-virginica
+23,6.505577278635341,3.191502186595491,5.0980871524649585,1.9880552355690901,Iris-virginica
+24,5.215024734121761,2.4796556550221416,3.2539278868858945,1.1030181765177545,Iris-versicolor
+25,6.02898897110307,2.69547795949317,5.0884325311162595,1.5449512488212551,Iris-versicolor
+26,7.143576869822023,3.0,5.962474024761733,2.0855175958938634,Iris-virginica
+27,4.805008635894541,3.0,1.3908977635652655,0.10000013870378657,Iris-setosa
+28,6.715295162972745,3.3003767995770548,5.8427421373768595,2.5,Iris-virginica
+29,4.589355886064367,3.4031503696928604,1.390148863337807,0.2982511878029038,Iris-setosa
+30,6.6776502827092745,3.0,4.981882517467991,1.694899204635631,Iris-versicolor
+31,5.741765271326235,2.8232133715300978,4.473199848647003,1.3871297432129583,Iris-versicolor
+32,6.177765146672592,2.5676672000749177,5.03461428246234,1.5645710910848336,Iris-versicolor
+33,5.312429448085809,3.400449232087506,1.6361878250856274,0.2016036648620732,Iris-setosa
+34,6.710944141489367,3.2936094969750545,5.717248261745787,2.092452656611812,Iris-virginica
+35,5.577648396976185,3.0,4.097512253683541,1.281727984612293,Iris-versicolor
+36,5.588498293001361,2.903139638164777,3.539260478584152,1.3249572395879854,Iris-versicolor
+37,6.380714752207138,2.7048825087304946,5.228926065756551,1.9032496520048021,Iris-virginica
+38,6.900968500811425,3.0913963804437334,5.099986259737726,2.2983531220901927,Iris-virginica
+39,4.602945562815097,3.401499057379235,1.3957590146638328,0.2991436722957203,Iris-setosa
+40,5.60765794816234,2.50874493443862,3.954265821454961,1.1015536665050378,Iris-versicolor
+41,5.680809328081642,2.7964255618290137,4.465022750951785,1.3028958032269933,Iris-versicolor
+42,6.295408940664389,3.2911943383546247,4.698508778235112,1.6232007310806942,Iris-versicolor
+43,6.0192308966862935,2.933693281922094,4.490479613844647,1.485269489996221,Iris-versicolor
+44,6.009910965971131,2.7082620770842074,5.0975803680062075,1.5920156760805313,Iris-versicolor
+45,5.444440917947837,3.0,4.47893000431568,1.5099677145578023,Iris-versicolor
+46,5.30033422748791,3.6951861208185983,1.5421786195391003,0.2003155065055949,Iris-setosa
+47,5.525280134132369,2.4233589713233785,3.8951107433872565,1.091855877365727,Iris-versicolor
+48,6.311238969434681,2.4964283414220336,4.925372302970752,1.5080678186982908,Iris-versicolor
+49,6.311344156081327,2.90897350010981,5.56043482049251,1.793565927525362,Iris-virginica
+50,5.90416656315029,3.2011180328660678,4.815507262535068,1.7991230724804577,Iris-versicolor
+51,6.283476445545403,3.393125271430097,5.622286050545806,2.3972751431624677,Iris-virginica
+52,5.680224981396324,2.491573360692349,5.007333217973309,1.9771567656648357,Iris-virginica
+53,4.992608178731005,3.3966474547901315,1.7530167862007575,0.37788683940055,Iris-setosa
+54,4.997121596954955,3.2920923523542913,1.3874603974828645,0.19718590079649456,Iris-setosa
+55,5.733099516672429,2.527738548194958,5.014870165132342,1.9957008674014116,Iris-virginica
+56,5.90701486693579,3.0,5.099701401564054,1.7973136900337199,Iris-virginica
+57,4.895801060248081,3.0,1.397036994308303,0.20051286506364038,Iris-setosa
+58,5.9963477133436545,2.875961648785721,4.50846437054406,1.4697381927944368,Iris-versicolor
+59,6.677935390729974,3.3049107060092786,5.688599450414326,2.499999636524786,Iris-virginica
+60,6.3055569912623906,2.707457879893764,4.885539572564379,1.7964288117608247,Iris-virginica
+61,5.649191423572283,3.0,4.002626811089948,1.33655709661857,Iris-versicolor
+62,5.171452394312556,3.766707012525112,1.4979609602181,0.20124725417268932,Iris-setosa
+63,7.690223370310431,2.5939047472637817,6.899998771137705,2.300394619146006,Iris-virginica
+64,6.708001392705368,3.2978729590544504,5.701733665277028,2.084253635796195,Iris-virginica
+65,5.684649702217712,2.476599831604663,4.978580750133663,2.0082725032304696,Iris-virginica
+66,6.6737064473021634,2.4891562042380517,5.80050034432451,1.7923845280746016,Iris-virginica
+67,5.636052845489944,2.747518121292009,4.4206044901520976,1.3018786121912096,Iris-versicolor
+68,5.005269719970221,3.3093815734839382,1.407509591808141,0.20398517092722462,Iris-setosa
+69,5.5798210061715245,3.8521056807342546,1.6758682150020077,0.3301669651812073,Iris-setosa
+70,6.12588626979858,2.6126772973061407,5.053530345971828,1.5562940734931674,Iris-versicolor
+71,4.502882483309908,2.3143316170867654,1.2979423981570966,0.31171463247759373,Iris-setosa
+72,5.791895658496039,2.803866782285653,5.117954803482621,2.400792147913716,Iris-virginica
+73,4.495378421265131,2.3095725518822317,1.295244981224189,0.2952846172173725,Iris-setosa
+74,5.544991303278902,2.455244320069595,3.8579293374629566,1.0924019205798432,Iris-versicolor
+75,4.861645057761828,3.0,1.4516076402368818,0.10000010283313185,Iris-setosa
+76,6.783864321200237,2.7967093492659907,4.825714444879775,1.4013824115312097,Iris-versicolor
+77,6.860812727885553,3.1998258827928763,5.781649625556533,2.2994353001221155,Iris-virginica
+78,5.338171562199176,3.398528123619657,1.7519652279414357,0.20045134033503123,Iris-setosa
+79,4.4,2.896023496190466,1.3745852488058636,0.19596585450266518,Iris-setosa
+80,5.078700230983617,3.5548938590156105,1.5513607237581926,0.24606961168215494,Iris-setosa
+81,5.481009495647268,2.7294861647518465,4.346548999568837,1.335517029015494,Iris-versicolor
+82,6.839730371650183,3.196511937540032,5.875142316990661,2.31526374004899,Iris-virginica
+83,4.595809886498107,3.201738551668353,1.4047920599965726,0.19789059138616202,Iris-setosa
+84,6.799052609270538,2.7882110736084567,4.813008749211485,1.3932745542732512,Iris-versicolor
+85,7.899998509020872,3.7352642522604707,6.39547514309361,2.003505915472743,Iris-virginica
+86,5.728718758775746,2.7987584474334963,4.484135635336879,1.3172711571075408,Iris-versicolor
+87,6.916239966861981,3.2074407471380075,5.7868738264649515,2.2991840859305,Iris-virginica
+88,6.025884566196791,2.2,4.99433218348252,1.495249285946217,Iris-virginica
+89,5.458922189055053,2.7396955201373996,4.062381024626488,1.3563430873059756,Iris-versicolor
+90,4.81664634699526,3.0,1.387226296599316,0.10000009380690882,Iris-setosa
+91,6.3117827829265645,3.3059290713360214,4.702592824678247,1.6034392299642097,Iris-versicolor
+92,5.891737378317659,3.0,4.17263173576434,1.5018837447454583,Iris-versicolor
+93,4.814761139220421,3.0,1.3970851831138182,0.3596429876193237,Iris-setosa
+94,5.954338242009165,3.0,5.042240145557561,1.8042402105090667,Iris-virginica
+95,6.293144490422555,2.6845046766468,4.904572727028417,1.7898380644529925,Iris-virginica
+96,4.690453845857197,3.081816875631532,1.4033113264879182,0.20239125656538548,Iris-setosa
+97,4.60599714618959,3.395114458871352,1.4000981207234358,0.3203063714535229,Iris-setosa
+98,6.805016824185347,3.002772216508039,5.239847850496217,2.2047084773989023,Iris-virginica
+99,6.039817164635,2.985848873208696,4.581268153487339,1.386868616061668,Iris-versicolor
+100,6.86579079084509,3.0,5.533073382168331,2.103318301530251,Iris-virginica
+101,4.8033459876780356,3.0,1.399176227548639,0.1,Iris-setosa
+102,5.00462614024306,3.1710467305685732,1.2,0.2082741389029135,Iris-setosa
+103,5.89634161826108,3.0,4.262188829301483,1.5004806422491817,Iris-versicolor
+104,5.121170028746813,3.792166814048769,1.5692198765873313,0.19637423731213488,Iris-setosa
+105,6.017568030993195,2.9810492233929207,4.557976355356481,1.4253737703947722,Iris-versicolor
+106,6.31335526732535,2.483765761222166,4.893628236710132,1.4953492437014078,Iris-versicolor
+107,7.252681185774556,2.87496868097888,6.300964868386329,1.806873995624743,Iris-virginica
+108,5.590220832320533,3.0,4.047797335770719,1.2988475999422053,Iris-versicolor
+109,4.896199312754296,2.390878730554144,3.3065211162180046,1.0325889842758966,Iris-versicolor
+110,6.4985688526669385,3.0,5.8005730733205345,2.207787026341661,Iris-virginica
+111,5.492825960374122,4.199999257335561,1.3993330894085179,0.20188381539798134,Iris-setosa
+112,5.994197979822107,2.200000286685155,5.012670414320091,1.5101720099546698,Iris-virginica
+113,6.861935302665878,3.1895793710506553,5.842392097574268,2.292322972544671,Iris-virginica
+114,7.89999854355213,3.815450862311066,6.355692597763769,2.022411712575375,Iris-virginica
+115,6.2973318760733115,3.398067550230421,5.590537305224531,2.400097868666522,Iris-virginica
+116,6.662334857586684,3.321107228737248,5.694690589232744,2.101753370809083,Iris-virginica
+117,5.53164410087574,2.6496382687688733,4.398688992216632,1.23576244472371,Iris-versicolor
+118,5.786811837088891,2.7129739835036273,5.1048358147101895,1.8893729230905179,Iris-virginica
+119,4.89368832992782,3.0969554603810256,1.493168019935126,0.10000010077150426,Iris-setosa
diff --git a/iris/tab_ddpm/2/22/test.csv b/iris/tab_ddpm/2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/22/train.csv b/iris/tab_ddpm/2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/22/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/22/val.csv b/iris/tab_ddpm/2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/23/synth.csv b/iris/tab_ddpm/2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dec5e81a7da1c98aafddf3755c6d60e97e5d68d9
--- /dev/null
+++ b/iris/tab_ddpm/2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.024818496366833,2.7031986068539546,5.0951724288608355,1.6075006294000662,Iris-versicolor
+1,6.0234402415065205,2.978267992965206,4.430014562405716,1.4818480133465113,Iris-versicolor
+2,6.7271212606738375,3.3062766493191718,5.703015985984502,2.5,Iris-virginica
+3,5.305984865584903,2.515566944693932,3.567162289178476,1.1550510171362194,Iris-versicolor
+4,7.321273772940157,2.895464069245589,6.33185839410563,1.7967111764536323,Iris-virginica
+5,5.915436853556721,3.2132589236928455,4.804691640008108,1.8057222787726004,Iris-versicolor
+6,5.433554130841678,3.887852558269235,1.7337819394097753,0.3667201109854302,Iris-setosa
+7,6.497636841714986,3.184613267751782,5.0966800527456435,1.989927397921623,Iris-virginica
+8,5.6960945590589525,2.500977802246154,5.018941316174854,1.9913397884511836,Iris-virginica
+9,5.471779437329735,2.40055915868981,3.7671183704004463,1.0750592175365736,Iris-versicolor
+10,5.288465623165711,3.364509806773073,1.499415846730966,0.4635938372064332,Iris-setosa
+11,5.397017200892362,3.0,4.54659108318395,1.4872152260707265,Iris-versicolor
+12,6.188534095931998,2.2,4.485394308911639,1.4981519735427442,Iris-versicolor
+13,5.1613832066679,3.4087218448368724,1.7118463014917689,0.1994841431218352,Iris-setosa
+14,6.779279513287712,2.785058799676379,4.803224151166009,1.4031927467587795,Iris-versicolor
+15,6.039460820888266,2.2000003107724213,5.005603404875301,1.5149967271826177,Iris-virginica
+16,6.690339844560696,3.296675586801628,5.686988372682658,2.0983916359364114,Iris-virginica
+17,4.8455742959345125,3.268449806009722,1.4006261222406378,0.19734185746291416,Iris-setosa
+18,6.694325276937639,3.0,4.983893815694447,1.7051028678649711,Iris-versicolor
+19,6.406052843437672,2.6969251465121866,5.275117920932337,1.903238513292318,Iris-virginica
+20,6.794307449284782,2.802114319792472,4.8072239824268514,1.4042215468455,Iris-versicolor
+21,5.671901198011965,2.755895794907867,4.372307860810944,1.3170037545301165,Iris-versicolor
+22,4.824347415615634,3.0,1.4004666103500731,0.282733488541448,Iris-setosa
+23,5.199248735256539,3.489272540598944,1.490724814842754,0.19606187525398916,Iris-setosa
+24,5.161379053377605,2.5762426764360145,3.4320923032768156,1.2525655186036626,Iris-versicolor
+25,6.667697938789598,3.295256994161427,5.690655084253039,2.0886162535481816,Iris-virginica
+26,6.701189924103314,3.0,4.9707811617704545,1.686063831175972,Iris-versicolor
+27,6.7919818443974584,2.807016518384344,4.775461108049108,1.3884003768005198,Iris-versicolor
+28,6.097670035366849,2.787879445145948,4.650785320051536,1.2071564789858085,Iris-versicolor
+29,6.539916435933152,3.0,5.673958741119739,2.094656925227526,Iris-virginica
+30,4.4,2.8831569716212733,1.3932000323593614,0.20507652317441458,Iris-setosa
+31,5.093776530027054,3.47926320374769,1.393233747599682,0.30744326494336316,Iris-setosa
+32,4.604461388962601,3.2481145108071168,1.410922585961147,0.21948172055051773,Iris-setosa
+33,6.418710370362801,2.90277409572832,4.273110355009678,1.29524277908085,Iris-versicolor
+34,6.691369073544138,3.2949963755135143,5.7189433592954595,2.499999372371202,Iris-virginica
+35,6.888437381784269,3.109679262851015,5.098413307067686,2.305437782476697,Iris-virginica
+36,5.0136266181616085,3.4485445110364674,1.56036896140698,0.41364707862807115,Iris-setosa
+37,4.989803792335869,3.207375783309891,1.2000001945038545,0.19990445795530326,Iris-setosa
+38,6.910347136858521,3.191640017597527,5.676569169318296,2.2982788984595963,Iris-virginica
+39,4.8877021014908335,3.0785800548779,1.496102525556551,0.1,Iris-setosa
+40,5.491128724016713,4.2,1.3900956858452649,0.19608545183984877,Iris-setosa
+41,5.639246149200553,2.7296541260166056,4.352130570696134,1.2991592519177468,Iris-versicolor
+42,5.30164622169378,3.8746518699708887,1.6709875980881912,0.42745693029027526,Iris-setosa
+43,5.112477633536975,3.4790211858340845,1.546791320527385,0.19895490971218074,Iris-setosa
+44,4.60145247057591,3.397289808420579,1.4007543041675055,0.29801471801016666,Iris-setosa
+45,6.000689903220013,3.0,4.851749817218774,1.7958681632425297,Iris-virginica
+46,5.889046725495059,3.1924528232906595,4.795705604272289,1.7992194566318316,Iris-versicolor
+47,5.553534654980723,2.8064747771740532,3.5943453301080197,1.2792351685470456,Iris-versicolor
+48,4.500750292991159,2.306200418955669,1.3051060207462237,0.3004414702031637,Iris-setosa
+49,6.704688743570721,3.0,5.000165144281037,1.6800632417385855,Iris-versicolor
+50,5.802907105022348,2.7861865962034287,4.381991378648373,1.345326879137464,Iris-versicolor
+51,6.311042996316522,3.3971182230351498,5.593781790181985,2.4035876363028366,Iris-virginica
+52,6.396252189863358,2.7140454272955603,5.285923097732191,1.887386358929744,Iris-virginica
+53,4.49910008221707,2.297496479135234,1.2960192226956673,0.2990060017442533,Iris-setosa
+54,6.703953935636944,2.475662458297606,5.868498079650914,1.8026397447953166,Iris-virginica
+55,5.9381288526486005,3.0,4.795623348105602,1.796498254775652,Iris-virginica
+56,5.7310244219625455,2.5788118506614404,5.052765181342619,1.9532130968466939,Iris-virginica
+57,4.601778159182141,3.218586736600581,1.4002665089477067,0.20589329270610085,Iris-setosa
+58,4.502652694503757,2.3087244736228136,1.2966624117665924,0.2969570006486748,Iris-setosa
+59,5.976093501483157,2.697227650951285,5.092558126821481,1.6102662674043435,Iris-versicolor
+60,6.005737905829926,3.0,4.806579962466528,1.8002475423593913,Iris-virginica
+61,6.026403605641443,2.7077223395305126,5.105716564060642,1.6179566392456457,Iris-versicolor
+62,6.384571707394518,2.7765711164344147,5.217023357324008,1.8071022181496479,Iris-virginica
+63,6.690247828500976,2.501447234102399,5.741373552127131,1.7993046907492092,Iris-virginica
+64,6.30151482835797,2.519005412208677,4.912168831317227,1.5337691969177334,Iris-versicolor
+65,6.002339482081321,3.0,4.779253833368909,1.7970531588628549,Iris-virginica
+66,5.110232828209093,2.497284268181298,2.9301415817989325,1.0888455739449534,Iris-versicolor
+67,5.104310306634336,3.8060409859079796,1.5836402953881796,0.2018425608409084,Iris-setosa
+68,7.70056609273567,2.6154958310475647,6.899998705448609,2.2959762894969926,Iris-virginica
+69,4.6087870415300936,3.4031197896228496,1.4003156028015569,0.34037617629810246,Iris-setosa
+70,7.17582488481693,3.0,6.008107792125641,2.0915020810091662,Iris-virginica
+71,5.709534921055362,2.515264454595302,5.005410519581795,2.006337671706892,Iris-virginica
+72,6.018873143370409,2.8914163785070626,4.533184979672259,1.5107764671125303,Iris-versicolor
+73,6.108119857772173,3.0,4.570795312927359,1.4176382215942331,Iris-versicolor
+74,4.890146119849319,2.3881002422330466,3.340867562903143,1.0725139926225804,Iris-versicolor
+75,6.034839757747296,2.8025761588588094,4.673231041322312,1.2655785354778577,Iris-versicolor
+76,6.798030154913242,3.184783820955876,5.907882789424396,2.303799521435416,Iris-virginica
+77,4.498466772862351,2.2930951203056287,1.2992852763814187,0.3229346453138733,Iris-setosa
+78,6.411206648272541,2.900219722762483,4.30404308177355,1.3089966717570918,Iris-versicolor
+79,5.338373887698493,2.7151742058141886,4.164385776121918,1.36807465774096,Iris-versicolor
+80,6.103192188518866,3.0,4.614467028409728,1.4009393884939942,Iris-versicolor
+81,6.097113663837584,2.602855259632573,5.585708646759524,1.4028463416482966,Iris-virginica
+82,6.483547644925151,3.0,5.824777178961479,2.203827012304753,Iris-virginica
+83,5.5076975497640035,2.6042237097992587,4.379651088823426,1.2215179624687362,Iris-versicolor
+84,5.569942266515593,3.0,4.230837484070787,1.3008077054429732,Iris-versicolor
+85,6.360397625406158,3.385026380929005,5.565750851421197,2.3797684688685203,Iris-virginica
+86,4.7816995381212415,3.0,1.3984533285218963,0.29637835784422806,Iris-setosa
+87,5.065414021954302,3.3746057297092045,1.4680693849507873,0.1991753190125411,Iris-setosa
+88,5.897469122621183,3.1955635666043634,4.820162270375023,1.8030724242025733,Iris-versicolor
+89,6.856948538025369,3.193047173076751,5.82586609722299,2.289512117499838,Iris-virginica
+90,6.718085670680703,2.4977200866332314,5.853357999431147,1.7996654334645101,Iris-virginica
+91,6.718455708298885,3.0,5.604527360871712,2.0742841483511616,Iris-virginica
+92,6.002288003424028,2.9065308181057743,4.50288816378595,1.4971233600612188,Iris-versicolor
+93,6.002797020577105,2.2,5.019975122180306,1.4984678388279498,Iris-virginica
+94,5.243566907784974,3.8437582205922523,1.555841011450948,0.4787619983759535,Iris-setosa
+95,4.796340491696321,3.0,1.394389853234952,0.1,Iris-setosa
+96,5.700073933756224,3.0,4.209206067466885,1.348145494225367,Iris-versicolor
+97,5.625760969316099,2.7173476811881314,4.369195929081672,1.295374639581572,Iris-versicolor
+98,5.964087361680689,3.0,4.808127605314579,1.8024453633741753,Iris-virginica
+99,6.379938704840715,2.699795240098917,5.116832229342493,1.8347843934663421,Iris-virginica
+100,6.540741645208027,3.212775526580151,5.123843667165984,1.996158586307981,Iris-virginica
+101,6.570377172490566,2.719960938772388,5.515014055780585,1.944142174264446,Iris-virginica
+102,6.389739513979229,2.701469531028149,5.267861664447103,1.8946870602678656,Iris-virginica
+103,5.988458561353251,2.9106667765523846,4.530577033612023,1.4710341692736382,Iris-versicolor
+104,5.529802754693043,3.884098880032243,1.7486860586137287,0.31315828508213617,Iris-setosa
+105,6.707371693095016,3.289047018864716,5.720674752805512,2.0746939928772696,Iris-virginica
+106,6.73921345315604,3.3245633846972455,5.757732014732589,2.5,Iris-virginica
+107,5.224117146741188,3.755719391398205,1.539786317027391,0.20039281260386074,Iris-setosa
+108,7.352108506123202,2.891798850770799,6.333285554438021,1.8018985880233573,Iris-virginica
+109,6.304154674227397,2.6888060383605947,4.901606259697906,1.7979778569255223,Iris-virginica
+110,5.006880971577107,3.30990163305428,1.402841654923041,0.20264727001837843,Iris-setosa
+111,5.958067814139224,3.222531294126045,4.806797882844201,1.7935769764485725,Iris-versicolor
+112,5.425037121113182,3.4077555702395963,1.6849179176332882,0.20194938026456322,Iris-setosa
+113,6.009157445533789,2.7008482898553354,5.10754849454388,1.6076730112173516,Iris-versicolor
+114,6.785552805376881,3.0116331659265723,5.428831769199967,2.1785537637208576,Iris-virginica
+115,5.075438094496619,3.3996884548671753,1.5204992281583505,0.20166031239856216,Iris-setosa
+116,5.769631902398314,2.800973768634006,5.077654315266353,2.398091573063294,Iris-virginica
+117,5.663530301995802,3.731695220059318,1.6291042277668715,0.2849351650365819,Iris-setosa
+118,5.22661034544224,2.6946283883094218,3.8843730076099323,1.4068550353650804,Iris-versicolor
+119,5.4026131335884875,3.0,4.473552931724101,1.4897579650041317,Iris-versicolor
diff --git a/iris/tab_ddpm/2/23/test.csv b/iris/tab_ddpm/2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/23/train.csv b/iris/tab_ddpm/2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/23/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/23/val.csv b/iris/tab_ddpm/2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/24/synth.csv b/iris/tab_ddpm/2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b190e94275401a2816c1839ff4ad7f7861a54063
--- /dev/null
+++ b/iris/tab_ddpm/2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.605434743147624,3.40347472607541,1.4031081648362345,0.2961043844650843,Iris-setosa
+1,5.40463647807972,3.0,4.506321217000577,1.493158125534282,Iris-versicolor
+2,6.793596413103791,3.171560640326267,5.800161809717119,2.2934043158038175,Iris-virginica
+3,7.69583680645225,2.594781374794072,6.899998431751481,2.285949795742343,Iris-virginica
+4,5.395773242136042,3.0,4.489349831822038,1.4993845576138745,Iris-versicolor
+5,4.993805609703837,3.2887978712259325,1.4003240506085342,0.1986642472276571,Iris-setosa
+6,5.709138501396715,2.5093874259503943,5.00177678662527,1.9930905564470576,Iris-virginica
+7,7.899998814728009,3.820725500975978,6.417476817224294,2.014438680969167,Iris-virginica
+8,6.791033274842944,2.8034394740494295,4.7698088371543985,1.3969620400761622,Iris-versicolor
+9,5.8615613399307485,2.8805600756249867,4.508909308066755,1.3929829280547779,Iris-versicolor
+10,5.532173462344269,2.4389683008853353,3.8482879555365237,1.0888839833327881,Iris-versicolor
+11,5.586497306840358,2.8791995584282555,3.5320461471477946,1.292784982984691,Iris-versicolor
+12,6.0014515490727325,2.6912312236546834,5.1032068057652635,1.6047740103982302,Iris-versicolor
+13,5.65599608773808,3.0,4.056040848762233,1.3361673235924678,Iris-versicolor
+14,6.795198364808056,3.2051252646318886,5.89627296296641,2.2901885976359053,Iris-virginica
+15,5.66031378852105,2.917287773524727,4.2783061105234,1.3237192842868861,Iris-versicolor
+16,6.787960959048184,3.0,5.593556543355373,2.049940799800861,Iris-virginica
+17,5.538264306205962,2.6571910129458263,4.208158061363015,1.2748789557800217,Iris-versicolor
+18,4.979636792417996,3.28597137209689,1.4024504228399992,0.20285029733407156,Iris-setosa
+19,5.988842547274434,3.0,4.797674721078848,1.7980525922116288,Iris-virginica
+20,4.99461986274221,3.2087739719746353,1.2,0.19830905885507227,Iris-setosa
+21,5.782936377519753,2.783592620251035,5.095089256334202,2.399770302441728,Iris-virginica
+22,6.122251743688355,3.0,4.619499430314058,1.4084613740525689,Iris-versicolor
+23,4.781274655551439,3.0,1.4012464750369047,0.3413363639081691,Iris-setosa
+24,5.030660191791403,2.4384215136860226,3.1371057969553684,1.0950399240806261,Iris-versicolor
+25,5.606581897249255,3.774293043908308,1.659284169454561,0.3065377157531254,Iris-setosa
+26,4.851936542479193,3.0,1.3876366507236662,0.22399727737252947,Iris-setosa
+27,5.173207179763248,3.6527365647414745,1.4998100724329775,0.33968926449769155,Iris-setosa
+28,6.822731184543991,3.203040352944389,5.826260700666407,2.2754194819294087,Iris-virginica
+29,4.4,2.916251402124248,1.3921042919485322,0.2017204009408698,Iris-setosa
+30,5.165686223706355,2.643877861748318,3.662331784530141,1.345055933015539,Iris-versicolor
+31,4.902054531241719,3.0926138097771214,1.494167266546176,0.1,Iris-setosa
+32,6.512966474229592,3.0,5.486907443588073,1.799160604060472,Iris-virginica
+33,5.09026734319637,3.796920789309633,1.5045197553881056,0.20387361937577042,Iris-setosa
+34,6.709521538083728,3.3110303478508203,5.791693146758383,2.5,Iris-virginica
+35,5.589682697888393,3.0,4.040224770089769,1.2952804475068138,Iris-versicolor
+36,5.575163235861938,2.474861006577138,3.8691859675253317,1.100425689142134,Iris-versicolor
+37,5.465655664156531,4.1999991700269685,1.39708785894699,0.20392778293439787,Iris-setosa
+38,5.902451487954299,3.0,4.169029101579576,1.5334796913178703,Iris-versicolor
+39,5.991440898685768,2.701513855940693,5.104684417850382,1.606431447296671,Iris-versicolor
+40,6.880792830870764,3.2049121270549494,5.835483276813097,2.293772575037544,Iris-virginica
+41,5.957166079180235,3.0,5.082649794008909,1.8008170015608311,Iris-virginica
+42,6.015144188955031,3.0,4.775306139629789,1.8023899465103768,Iris-virginica
+43,5.5206904446449965,2.435361084108814,3.786711255031239,1.0895483987278145,Iris-versicolor
+44,6.027071929507557,2.2,4.992890073429827,1.5363921089183974,Iris-virginica
+45,5.932636585796022,3.0,4.274817036972468,1.5363439034011344,Iris-versicolor
+46,5.0988399627279755,3.308829206620465,1.7748782136259802,0.45906719596614465,Iris-setosa
+47,4.90371785282164,3.0,1.400530412186684,0.2023687244582028,Iris-setosa
+48,6.309167183277853,2.90522828342693,5.577757568011887,1.7984744455527384,Iris-virginica
+49,7.6877757655061165,2.5943590707493414,6.899998781116562,2.2910993629155656,Iris-virginica
+50,6.302181620910007,2.501235600406264,4.945535001019336,1.4971236191539607,Iris-versicolor
+51,5.10403541228086,3.4679885309991865,1.4018768392548864,0.2999807143593268,Iris-setosa
+52,5.076685656731212,3.5413939548840836,1.4488575043378105,0.29177570223786164,Iris-setosa
+53,6.9339849941518,3.1136261215534478,5.091473737470403,2.30449660053615,Iris-virginica
+54,5.8961337564206575,3.1783418101849557,4.816412876695078,1.8025858061127125,Iris-versicolor
+55,6.795117013823059,3.0,5.521997337178438,2.0858645765830004,Iris-virginica
+56,5.536192276988776,2.4337906402387586,3.8852574832987465,1.0840398878075443,Iris-versicolor
+57,5.708697634011417,2.8717726678748017,4.392992320069535,1.2806577280820435,Iris-versicolor
+58,6.0040654002165725,2.2000003495069302,4.966631041239165,1.5094769026760528,Iris-virginica
+59,6.0134548797264635,2.704981727948147,5.106245227417588,1.603157565150757,Iris-versicolor
+60,5.092866157077044,3.496861727802623,1.3978126183980317,0.29950735983255966,Iris-setosa
+61,6.298313969987232,3.304847080835023,4.697174527800368,1.612803129873592,Iris-versicolor
+62,6.291410856401557,2.68599942168107,4.89031106588564,1.8011727973390907,Iris-virginica
+63,6.3112076802263966,3.299133403775391,4.730203261620347,1.617019439933225,Iris-versicolor
+64,4.880800500894646,2.4215624581102904,3.267155161861015,1.0333347282905767,Iris-versicolor
+65,6.001818291599129,2.890965529004302,4.516132146074068,1.4820951147932477,Iris-versicolor
+66,4.900552214117192,3.119894674611253,1.4971959448743284,0.10000010846305084,Iris-setosa
+67,5.573066180557089,2.5879115458784243,4.071842254091904,1.2340786813911384,Iris-versicolor
+68,6.185376511609228,3.0,4.619168826057998,1.4201644538617884,Iris-versicolor
+69,4.633174627126016,3.195603084921392,1.400229545813661,0.19899433651538292,Iris-setosa
+70,5.567616512041079,2.455733079229442,3.9146287683755068,1.0820800041479606,Iris-versicolor
+71,4.787524662042769,3.0,1.4004283926756402,0.32656362099431274,Iris-setosa
+72,5.6494784062620935,3.7533783349350065,1.6725333413931889,0.3284172627024487,Iris-setosa
+73,6.687102657216194,3.302919775036243,5.672498824277986,2.5,Iris-virginica
+74,7.899998982437357,3.7944209160775064,6.418335707200457,2.0001513137701634,Iris-virginica
+75,5.786277483558448,2.699931486707352,5.098478788101996,1.9060947739122422,Iris-virginica
+76,6.475898596543841,3.167794221701539,5.127724307962612,1.9850280728874328,Iris-virginica
+77,5.913763318745527,3.2048170442917012,4.79886879432856,1.8024849090331203,Iris-versicolor
+78,5.376900660744091,3.3960419921551903,1.563036085396933,0.4687240431143115,Iris-setosa
+79,6.4732912566779515,3.0,5.786521733148183,2.1870720491458777,Iris-virginica
+80,4.905157828070829,3.0,1.4016552702264917,0.1979370657824528,Iris-setosa
+81,6.822769121396883,3.2048860380658053,5.907384427240221,2.3032005321450186,Iris-virginica
+82,5.0281411516555155,3.468039838831977,1.5456249905843864,0.3937591745841197,Iris-setosa
+83,5.5963091143637405,2.478496069352216,3.7597790715251773,1.1102644855939257,Iris-versicolor
+84,5.719995700554225,2.558200849686743,5.032450141565095,1.971340190248997,Iris-virginica
+85,5.595579207291445,2.5495352963523708,4.0615222762450545,1.1772188969122162,Iris-versicolor
+86,5.0023445868824865,3.30281901044271,1.3918817167898612,0.1963164687817876,Iris-setosa
+87,5.195098241871935,2.6959613924514794,3.976842395180475,1.3980612922745659,Iris-versicolor
+88,5.385529463628338,3.0,4.460709269773559,1.4880117713987564,Iris-versicolor
+89,6.305677964679113,2.302883440406765,4.382935369640203,1.3007361769448385,Iris-versicolor
+90,6.01554593075679,2.697745105305799,5.099891582359443,1.5890629981727147,Iris-versicolor
+91,5.493386618772363,3.492272519330295,1.5809826682778039,0.3270252564548493,Iris-setosa
+92,6.56419961887778,3.177382624931536,5.107311759662387,2.00932247081041,Iris-virginica
+93,5.096797986792107,3.2945646927882724,1.6662791410424047,0.4464448510103035,Iris-setosa
+94,5.89752428780885,3.0,5.107073260668985,1.7928452543037725,Iris-virginica
+95,5.221319742298755,2.7077788325592413,3.749656494471939,1.4111174298448006,Iris-versicolor
+96,6.475526261882055,3.177417597557301,5.102220637583371,2.00430023620146,Iris-virginica
+97,5.131419070792718,3.3047567069724195,1.6074728161337213,0.48660660194533056,Iris-setosa
+98,5.592544853576324,3.0,3.831039725841387,1.2880913657927573,Iris-versicolor
+99,6.689045342593685,3.2900454601484275,5.689355307185305,2.499999604174273,Iris-virginica
+100,4.8982620595404285,3.1119671572191168,1.5122153703003662,0.10000009738430946,Iris-setosa
+101,6.6644528364039495,2.5080709358808124,5.8873644785648285,1.7969599666888258,Iris-virginica
+102,4.63788398625271,3.1328447732856426,1.39679544776055,0.1989634233436079,Iris-setosa
+103,5.706309930980422,2.469023854328388,5.000386494315186,2.0039180233342675,Iris-virginica
+104,6.7192083907810165,3.3041960734354188,5.747789421994543,2.5,Iris-virginica
+105,6.390755839399028,2.896404473807429,4.309189043059626,1.2878030754515515,Iris-versicolor
+106,5.78015267030632,2.797699821304683,5.088346747022724,2.4020982498600416,Iris-virginica
+107,6.294450714218732,2.2993051443751926,4.378626523311556,1.2832644164017026,Iris-versicolor
+108,6.710602882743334,2.5017240067480535,5.790591556707299,1.8133867898523088,Iris-virginica
+109,5.004343140042294,3.4085318847107753,1.6669629714409624,0.40214310077031107,Iris-setosa
+110,5.129872829507469,2.5039030378701477,2.9527856852285304,1.0713097958577507,Iris-versicolor
+111,5.591216127653913,3.0,3.957534557396323,1.2979452307581814,Iris-versicolor
+112,7.695627428728844,2.5999080462508886,6.899998624912809,2.284257440976805,Iris-virginica
+113,4.891068339576877,2.386137993788496,3.3067338979804846,1.0068323359539628,Iris-versicolor
+114,4.4,2.909887786799909,1.4065973143778843,0.2013461414318829,Iris-setosa
+115,5.5316586140374895,2.6289123735268323,4.363494755854337,1.2221232245410165,Iris-versicolor
+116,6.300683658151136,3.310339717545512,4.706232485554386,1.5912867060151203,Iris-versicolor
+117,4.4,2.900121818399739,1.4057375062650852,0.20312369264373836,Iris-setosa
+118,5.275848676699238,2.447067225611687,3.386913684581606,1.1129596335468093,Iris-versicolor
+119,5.595117508202918,2.699068504184166,4.389756076697728,1.2650983949415548,Iris-versicolor
diff --git a/iris/tab_ddpm/2/24/test.csv b/iris/tab_ddpm/2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/24/train.csv b/iris/tab_ddpm/2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/24/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/24/val.csv b/iris/tab_ddpm/2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/25/synth.csv b/iris/tab_ddpm/2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..295e2a28301b89e57bcc7862fd80e21950bbb410
--- /dev/null
+++ b/iris/tab_ddpm/2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4121546284824,3.4050016481948324,1.68353680913066,0.19195946779929074,Iris-setosa
+1,6.3204769479111045,2.2721695277458345,4.4212056715952155,1.3084651401252656,Iris-versicolor
+2,4.983507451578901,3.201620749633669,1.2,0.19822894193586105,Iris-setosa
+3,7.9,3.788918862272937,6.378246708374174,2.007302700484754,Iris-virginica
+4,6.564883316357231,3.124253230189851,5.153052661214334,1.975865619135032,Iris-virginica
+5,5.985930953806064,2.802673158786195,4.612961434814383,1.2547741348249142,Iris-versicolor
+6,7.666492732325037,2.622631860085469,6.899998333381787,2.296926670031166,Iris-virginica
+7,4.907252400017259,3.0,1.3780666471189682,0.20064925683799448,Iris-setosa
+8,5.3013642942795185,3.8931538044124494,1.7083024509219034,0.44583268737826054,Iris-setosa
+9,5.7916650097157,2.7910188757829797,5.088572633422752,2.408246156624755,Iris-virginica
+10,5.414037381009982,3.40623770358297,1.7688596464076436,0.2010733690154451,Iris-setosa
+11,6.187966893408111,2.200000309467374,4.495236191896024,1.4816374283591818,Iris-versicolor
+12,6.4131823101779055,2.907530949892119,4.322293008182518,1.30261606112879,Iris-versicolor
+13,5.734780343861826,2.54810774678247,5.030508572082946,1.9855483667354403,Iris-virginica
+14,6.8259103969802455,3.1955975644436836,5.881835894209331,2.3027018455170993,Iris-virginica
+15,6.685042607825694,3.0,4.974050100323236,1.6972494440274704,Iris-versicolor
+16,6.847927197939146,3.200090638020135,5.788354306819813,2.301499272834063,Iris-virginica
+17,6.8981989404667665,3.1806688260713307,5.858131778212788,2.3020395306701014,Iris-virginica
+18,6.821160670564658,2.811064394745202,4.7909712799789395,1.3807330724862048,Iris-versicolor
+19,6.901807797803379,3.0857150641854885,5.107137887610885,2.2887977053826045,Iris-virginica
+20,6.685825007038377,3.2964318424339503,5.724080494369774,2.1091544004546408,Iris-virginica
+21,6.877930891464811,3.2105357231336815,5.857229740992274,2.2973074074168514,Iris-virginica
+22,5.607208595625691,2.7477571193684662,4.335530292865813,1.2859191442842888,Iris-versicolor
+23,5.996398214629061,3.0,4.874954350796665,1.802160480701856,Iris-virginica
+24,4.575213112601879,3.3860367384528427,1.4001154596239342,0.31825746157019563,Iris-setosa
+25,7.713703651931981,2.6185018456947247,6.9,2.3024013725842964,Iris-virginica
+26,5.41471197185416,3.0,4.4969672025274035,1.5013767562664675,Iris-versicolor
+27,5.486092195017453,2.3995039815148376,3.8243708190001486,1.0864468193872379,Iris-versicolor
+28,5.09426929821303,3.734203012890331,1.59402672988005,0.19853250469647182,Iris-setosa
+29,7.705562512224336,2.605855078653141,6.899998641189786,2.2953959327580797,Iris-virginica
+30,7.275693723936587,2.8914795455298834,6.256080532057554,1.8002246835596543,Iris-virginica
+31,6.407276849555466,3.0,5.493048788621557,1.799887253445414,Iris-virginica
+32,6.398443822031326,2.9098221272622413,4.2960250194209335,1.302635756404933,Iris-versicolor
+33,5.096828726024718,3.3942032223402614,1.5008539854038965,0.2032342400521064,Iris-setosa
+34,6.298451482569609,2.299051897202257,4.4278095907449035,1.316022751210558,Iris-versicolor
+35,6.74036371967512,3.0,5.714343664298479,2.17341169869084,Iris-virginica
+36,6.207636245826647,3.0,4.5441358011654165,1.3733561153799039,Iris-versicolor
+37,6.320176288717244,2.496440986118737,4.92675273056848,1.5100477939580261,Iris-versicolor
+38,6.226310705539788,2.2000002823931273,4.492274742435492,1.50068550296375,Iris-versicolor
+39,5.964384972391602,3.0,4.903907412767622,1.7951652153010644,Iris-virginica
+40,6.678863347898435,2.494455673565264,5.805758069639849,1.8056208596313839,Iris-virginica
+41,6.509258201964318,3.199020175056843,5.100616173793658,2.006635337900754,Iris-virginica
+42,5.7230477352843785,2.817021193708443,4.477140970731375,1.2816248375119448,Iris-versicolor
+43,7.314539402193533,2.907258366092667,6.315372485967707,1.8033258003248787,Iris-virginica
+44,5.3348507648377215,3.7132880666726757,1.5633539083152768,0.1983381631799051,Iris-setosa
+45,6.100529120944522,2.6073902049308186,5.583079226198218,1.4181017441385346,Iris-virginica
+46,4.867064207043885,3.0876487855628576,1.680281537858885,0.10000013050647033,Iris-setosa
+47,5.52377148006117,2.577339046683233,4.3557534743377335,1.1805988193907258,Iris-versicolor
+48,7.8999989020011085,3.8291298321236367,6.4069201579471,2.00228262888204,Iris-virginica
+49,5.640360207437318,3.7592025272997596,1.6803271197847518,0.3328931763853118,Iris-setosa
+50,4.996194576204776,3.405329053504169,1.5031471805661702,0.3662796086972755,Iris-setosa
+51,6.34728385155894,2.6939927337692877,5.079227407147018,1.8540248987123342,Iris-virginica
+52,4.871068109125499,3.0774332296215907,1.4981218062477233,0.10000010665406812,Iris-setosa
+53,6.686020301534393,3.2857434319265844,5.675551519729965,2.111035913282852,Iris-virginica
+54,5.4906421040602655,2.5798970385108837,4.356748796968882,1.1833784091310147,Iris-versicolor
+55,7.703728750343867,2.59636321395257,6.899998875576495,2.292969214920989,Iris-virginica
+56,6.7968460229834005,3.0,5.538116152255657,2.098530085080669,Iris-virginica
+57,5.398665560681325,3.9224652067755033,1.5852177600009234,0.34747726731677153,Iris-setosa
+58,6.104413037962489,3.0,4.6024404846782385,1.4204035472881353,Iris-versicolor
+59,6.404123615258495,2.896945173404614,4.291060749903219,1.2887841564552518,Iris-versicolor
+60,5.043262879685344,3.5032420102021016,1.5293270875100702,0.412357951735846,Iris-setosa
+61,6.648388324883168,3.279423431506016,5.553615265057522,2.0697371388324344,Iris-virginica
+62,5.665041105146606,3.7828027593829177,1.571991627894433,0.29869598343966985,Iris-setosa
+63,6.690169830028118,3.0,4.9897425119570915,1.7058794175065133,Iris-versicolor
+64,6.473534799766947,3.0,5.476378293545649,1.801940433160172,Iris-virginica
+65,6.711836084174467,3.3072517556793253,5.777316676260941,2.4999995821883734,Iris-virginica
+66,6.489072944531152,3.2008310046222723,5.099149231302787,2.003767695174858,Iris-virginica
+67,4.827819636118367,3.0,1.4020250929106388,0.10000011068975274,Iris-setosa
+68,7.161820422628544,3.0,5.903633885126412,2.0997702984140583,Iris-virginica
+69,6.40296504339473,2.6930343823384546,5.288152288703486,1.897148070377571,Iris-virginica
+70,5.285437553542421,3.684702983371998,1.4989843258084836,0.1989610601306263,Iris-setosa
+71,6.31192669613042,3.2930963898556382,4.7152976895459,1.6050431748413803,Iris-versicolor
+72,4.903979282679508,3.095819122300199,1.5115288814363423,0.1000001091636194,Iris-setosa
+73,5.459569961318602,3.4260569382340824,1.5133988450037335,0.3505462994454215,Iris-setosa
+74,4.8710370506795835,3.0609962023318844,1.4860944946635029,0.10000012328300426,Iris-setosa
+75,6.285578994739921,2.4852523443030803,4.911775430139087,1.4940328496269195,Iris-versicolor
+76,5.165678910401516,3.583085117564291,1.4085527688397363,0.29948825134483953,Iris-setosa
+77,6.669508535138889,3.2805635158345665,5.670923689226565,2.044730498104074,Iris-virginica
+78,6.354468844400695,2.7914007991528034,5.378774202582049,1.820359823592035,Iris-virginica
+79,6.100038963336441,3.0,4.603685740023146,1.4038715578561594,Iris-versicolor
+80,6.28264590485875,2.5045848159026223,4.892415902951532,1.5013297353465511,Iris-versicolor
+81,6.710981398438216,3.298615392670545,5.736413027235968,2.5,Iris-virginica
+82,6.320046427905723,2.690327831299426,4.905300252525395,1.806288191690017,Iris-virginica
+83,4.92553267315001,2.395976814771414,3.2184495755256433,1.0090706258709807,Iris-versicolor
+84,6.095133054223476,2.5995217986187065,5.620324023012624,1.370558525697034,Iris-virginica
+85,6.097567019367562,2.806865610584358,4.660291756714001,1.2060413553775962,Iris-versicolor
+86,6.080619743531208,3.0,4.607047916106376,1.4220574868370268,Iris-versicolor
+87,4.816673253773739,3.0,1.399990822626417,0.2944026273169948,Iris-setosa
+88,6.475499934121551,3.0,5.440791023359508,1.844771383415932,Iris-virginica
+89,6.910259020480421,3.1036680229954308,5.089802319400134,2.2897650596801835,Iris-virginica
+90,5.909740419012863,3.1710066383936604,4.833518179365451,1.7998689820014047,Iris-versicolor
+91,4.605188804975864,3.3962987487118346,1.4027369517989634,0.3625828501282371,Iris-setosa
+92,6.719318692907838,3.302453432198269,5.73832976273303,2.5,Iris-virginica
+93,5.687305582186957,3.7743283820848785,1.754966779798795,0.2929362991997752,Iris-setosa
+94,7.702143915651066,2.605174276069777,6.899998725653801,2.299222259619334,Iris-virginica
+95,5.497244390079618,4.2,1.384285863493675,0.190454955516139,Iris-setosa
+96,6.01907175529459,2.6841529092021172,5.109096823621121,1.5893761133634439,Iris-versicolor
+97,4.798962905042245,3.0,1.4004620445573823,0.29915817186128396,Iris-setosa
+98,5.961935489095271,3.0,4.82268055276487,1.8020320370758471,Iris-virginica
+99,5.217202181859384,3.4076626354703072,1.5937950551216344,0.19782409460119854,Iris-setosa
+100,6.820198132952578,3.0,5.488878969211759,2.094832266809216,Iris-virginica
+101,5.606439938869459,2.9827995579454,3.798395383367047,1.3137845138056639,Iris-versicolor
+102,5.605575580340918,2.539697369937186,3.981004222500874,1.1252442886149558,Iris-versicolor
+103,5.982078377157254,2.727546495767532,5.102346311007032,1.6061859704883565,Iris-versicolor
+104,5.311983054794189,3.8584857997543196,1.5881003745384397,0.37191221699859617,Iris-setosa
+105,5.9470709940415345,2.2000003219437665,4.969871419599517,1.4968181618509722,Iris-virginica
+106,4.895425690995356,3.1045683904094785,1.4991152158619752,0.1,Iris-setosa
+107,5.0862036354246944,3.286632046480593,1.6936120841291888,0.4588495136366343,Iris-setosa
+108,4.904008310559343,3.0,1.4006870473050559,0.19469691960263646,Iris-setosa
+109,5.2828509671198125,3.735720893924785,1.498012297807802,0.20360180748807644,Iris-setosa
+110,6.293036008527386,2.3143502106457254,4.427384473797558,1.3256437642209062,Iris-versicolor
+111,5.143314054371048,3.501556386359874,1.4010019579281376,0.29582805643178134,Iris-setosa
+112,5.43896303505076,3.0,4.507455216766951,1.4987109951583548,Iris-versicolor
+113,5.759235045122212,2.6088446141353945,5.065738567764496,1.950900190302926,Iris-virginica
+114,6.474042414132673,3.0,5.511332754667841,1.8007554029869413,Iris-virginica
+115,6.80969510906523,2.7854543333559127,4.80811419822397,1.4251577161632654,Iris-versicolor
+116,5.901395695891654,3.0,5.094759779475036,1.7965722446528796,Iris-virginica
+117,5.253704019177538,2.726426674341607,4.020004310509371,1.4018139348985692,Iris-versicolor
+118,5.5944185597339455,3.0,4.103485859882124,1.3094334016116962,Iris-versicolor
+119,5.8971292800642,3.0,5.071325179116131,1.8021234016300567,Iris-virginica
diff --git a/iris/tab_ddpm/2/25/test.csv b/iris/tab_ddpm/2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/25/train.csv b/iris/tab_ddpm/2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/25/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/25/val.csv b/iris/tab_ddpm/2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/26/synth.csv b/iris/tab_ddpm/2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..38cb807a2e6d8d719f0bc12d2f8dcab7ca8cbc83
--- /dev/null
+++ b/iris/tab_ddpm/2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.475094556642735,2.426644509403497,3.664263891464276,1.0997423540408542,Iris-versicolor
+1,6.685641611098215,3.300887943209,5.7075545619781005,2.1006129301759175,Iris-virginica
+2,5.389909212215634,3.0,4.504905533758095,1.4966499427399103,Iris-versicolor
+3,4.979142123051303,2.442316576062015,3.2042729815489523,1.0768514043207134,Iris-versicolor
+4,6.333164708162039,3.3930263481700464,5.601354997944766,2.3995496006476773,Iris-virginica
+5,6.685134328041954,3.3044536479335855,5.721234895490166,2.4999995401186217,Iris-virginica
+6,6.311155676406236,3.396783871089793,5.5904332588927375,2.3959641370002216,Iris-virginica
+7,5.13754600217984,3.7610926870366184,1.6526790637164934,0.20143938539220899,Iris-setosa
+8,6.302110372558487,3.402315797682692,5.650034388954816,2.3962790182497775,Iris-virginica
+9,5.008852621093773,3.3994757645037468,1.6728558911629556,0.37754181041425033,Iris-setosa
+10,4.889866255323614,3.0827924289459845,1.4976400272464088,0.1,Iris-setosa
+11,6.29216942567396,2.2997174964291314,4.397399064670972,1.3152808283424806,Iris-versicolor
+12,4.992436530904566,3.4011243383337857,1.5921739013880103,0.3740154948266005,Iris-setosa
+13,5.028238817085433,2.456756811143389,3.1458769073535944,1.0939825586696161,Iris-versicolor
+14,6.388718739359664,2.8878518813886975,4.293668235352027,1.3219721902146453,Iris-versicolor
+15,5.5481940245256105,3.630762931546918,1.6313730887195854,0.23195257615659712,Iris-setosa
+16,5.09233931891402,3.2948028383240717,1.5596008898795106,0.4692045840297716,Iris-setosa
+17,4.998250583555017,3.393504338314476,1.608735850880154,0.45347093606213057,Iris-setosa
+18,5.510258169084289,2.8787374406229604,3.6358022815497972,1.3596279442050767,Iris-versicolor
+19,4.609114953252754,3.197431864879795,1.40454679393314,0.2024956697979689,Iris-setosa
+20,6.004329892901887,3.0,4.717494538427461,1.7989841390825811,Iris-virginica
+21,5.081142252697059,3.623500188415685,1.5551414650675914,0.21288388708239203,Iris-setosa
+22,5.0963451015182555,3.468846722209701,1.3915527042300846,0.2957825630654235,Iris-setosa
+23,6.696948305921366,3.2981949781056774,5.6814865020592755,2.103536326077071,Iris-virginica
+24,6.091708621465639,3.0,4.612383696099545,1.3498683049028615,Iris-versicolor
+25,6.871962841264463,3.103649629223921,5.104124143731549,2.3021072585028746,Iris-virginica
+26,6.295866701633977,2.2965347466901775,4.3802494528498395,1.3029580512331582,Iris-versicolor
+27,4.782045922609718,3.0,1.4022599450609903,0.29397852115066747,Iris-setosa
+28,5.710072760211887,3.777475681410908,1.644659944669222,0.30104599058127524,Iris-setosa
+29,5.003969389918044,3.20494029361607,1.2,0.2009838355430862,Iris-setosa
+30,6.238603778361826,2.5946225875404885,5.011810848025933,1.5269664119252397,Iris-versicolor
+31,6.331471777352252,2.869906102533387,5.554795488159249,1.8128320327393355,Iris-virginica
+32,5.532656380486481,4.199999225030423,1.4036641415047306,0.20722200576459107,Iris-setosa
+33,4.835006216393294,3.0,1.3941439799328519,0.2778401130185334,Iris-setosa
+34,6.007159410987293,2.945095001189733,4.59117061994293,1.4040362126217003,Iris-versicolor
+35,6.086724722037501,2.6006920720337625,5.592924366324552,1.405496498400142,Iris-virginica
+36,4.8147681903961415,3.0,1.3970965331797038,0.29357459627413185,Iris-setosa
+37,5.823306754142966,2.817074734338703,5.101595203386518,2.4080190417629574,Iris-virginica
+38,5.496654543184283,3.6324934061367973,1.4744038096533274,0.3043479966976856,Iris-setosa
+39,6.702276890714093,3.302323131062231,5.670166899928512,2.1125745287989846,Iris-virginica
+40,6.709720869818381,3.291947306638147,5.685135154517102,2.1303571597999658,Iris-virginica
+41,5.973160574212497,2.2,4.993820718593325,1.4788964172111745,Iris-virginica
+42,4.605682142041904,3.3988395102867814,1.3996739866825532,0.3041295987137766,Iris-setosa
+43,6.686682045235429,2.48218103798084,5.685839893504602,1.7863488804588699,Iris-virginica
+44,6.480583586198355,3.0,5.505160329844302,1.792842192402122,Iris-virginica
+45,5.095356733298961,3.7835170735264474,1.5432747384349155,0.20407661603668614,Iris-setosa
+46,5.7422477201332205,2.557831773636057,5.038224428927873,1.9319483792317558,Iris-virginica
+47,6.192635298666125,2.2,4.478994203895635,1.4936252382149144,Iris-versicolor
+48,6.302023586364096,3.3047638546139075,4.725575524693661,1.6232576867554986,Iris-versicolor
+49,5.866508579778958,3.0,5.1107310944104265,1.8016983595432385,Iris-virginica
+50,6.734989671460208,3.3018634099350983,5.750744901451681,2.5,Iris-virginica
+51,5.029897770665262,2.4663125591884056,3.081038861868874,1.083613993021386,Iris-versicolor
+52,6.29022342043273,2.299109779582883,4.399275807071689,1.3032543415416884,Iris-versicolor
+53,6.796347730139254,2.795352392716672,4.792596565590083,1.3812468343090867,Iris-versicolor
+54,4.883113517371863,2.387736007632009,3.2937550214608526,1.0596862478214357,Iris-versicolor
+55,4.984127557635484,3.405345726318261,1.5174694741077877,0.36994378860686206,Iris-setosa
+56,4.867178411184329,3.0991887262590936,1.53815131178847,0.1000001023747516,Iris-setosa
+57,6.313139126236318,2.9241294280333094,5.5625279582534235,1.799701607921383,Iris-virginica
+58,6.8203286686967655,3.1512382992616317,5.808439429653265,2.302179839083275,Iris-virginica
+59,5.497337863936068,2.385604859594338,3.7160674123052235,1.0820357291119698,Iris-versicolor
+60,4.807741319808393,3.0,1.397864500600125,0.1,Iris-setosa
+61,6.025223623488972,3.0,4.786998674489922,1.801207844837478,Iris-virginica
+62,6.312818691037616,2.9523347785268528,4.471016771963854,1.3839376074644922,Iris-versicolor
+63,7.233388913586594,2.965549332603954,6.108499544951628,1.9053501986319248,Iris-virginica
+64,4.8775343911992,2.3994615474940018,3.27192025804168,0.9009272513176108,Iris-versicolor
+65,6.789182718993537,3.0,5.529454977491551,2.0908960015440923,Iris-virginica
+66,6.487948285055794,3.1944136800580307,5.097517417003448,2.0057797395170245,Iris-virginica
+67,4.496032480585908,2.307223310085042,1.3027925707071846,0.31663726353504984,Iris-setosa
+68,4.822974843372746,2.392024663025144,3.3903406314669633,0.9758347643570933,Iris-versicolor
+69,6.663172021726173,3.3025124482166217,5.687457570327112,2.499999637321112,Iris-virginica
+70,7.126748576793537,3.0,5.932387659106116,2.0857327953243487,Iris-virginica
+71,5.095309754713141,3.3044746670355285,1.625692724076567,0.5636166475281141,Iris-setosa
+72,6.77621009699365,2.819734942581511,4.821598831646852,1.440269492309039,Iris-versicolor
+73,6.307771035219867,3.30595503383931,4.708835268208045,1.5959968734378722,Iris-versicolor
+74,4.994031539951424,3.2058714945396654,1.2000002351788313,0.20072005538413457,Iris-setosa
+75,4.903827652618719,3.0,1.4030470989648949,0.19915470954415154,Iris-setosa
+76,5.097134493704496,3.3077700056949806,1.734156802498611,0.46069844552490113,Iris-setosa
+77,5.6114215167046835,3.0,3.912109253869226,1.3129979675477663,Iris-versicolor
+78,4.764832354588074,3.0,1.404061440137099,0.29800222793082987,Iris-setosa
+79,4.903619525377402,3.1136077844149432,1.5465506858387887,0.10000011228284957,Iris-setosa
+80,6.869708053717248,3.204153927394445,5.869513127985434,2.3052498430668122,Iris-virginica
+81,5.141112078514388,3.6523167667450878,1.6310063591221047,0.19743887670088467,Iris-setosa
+82,4.89803828490203,3.0972657743868566,1.4962534872022204,0.10000011128113001,Iris-setosa
+83,5.982338251763023,3.0,4.4274645162063075,1.4901990117689372,Iris-versicolor
+84,5.494833983191355,3.487004229881676,1.633993241746439,0.21164893118892758,Iris-setosa
+85,6.087526414211355,2.5980340970442812,5.601885140575695,1.417864106596553,Iris-virginica
+86,6.312444265853839,2.7044813908412175,4.902388613083132,1.7980904444614088,Iris-virginica
+87,6.295736563573497,2.315945636622292,4.486589689007112,1.3223949080803217,Iris-versicolor
+88,5.461182436454774,3.0,4.564011534228879,1.5397994243503126,Iris-versicolor
+89,5.716897666045708,2.5996753225961253,5.050267798065779,1.941387392886455,Iris-virginica
+90,6.388696918366597,2.699007785506266,5.318907031991283,1.9055385156252034,Iris-virginica
+91,4.809193401995758,3.0,1.3920658968841784,0.1,Iris-setosa
+92,7.713594944851525,2.565985984699825,6.899998878433066,2.308465512100414,Iris-virginica
+93,5.060558294188257,2.4773402438728893,2.9473292699258975,1.0958397133647815,Iris-versicolor
+94,6.785728708916815,3.16471966408485,5.871329711909191,2.269733821981424,Iris-virginica
+95,7.899998361758772,3.743046777111117,6.406241609826033,2.0005539924486624,Iris-virginica
+96,5.9371509399557585,3.0,5.107138239875026,1.8019846834366227,Iris-virginica
+97,5.646043353497433,3.0,4.258353283220112,1.3270435865557644,Iris-versicolor
+98,5.2715924613781455,2.681252221806229,3.905095881608718,1.3597989109607789,Iris-versicolor
+99,6.293009931452737,2.887686797576505,5.608733668483729,1.8020725083474833,Iris-virginica
+100,6.667607430553418,2.5141538253952302,5.741127434377391,1.7980310187877022,Iris-virginica
+101,5.552044627937892,2.4512471349933342,3.85852680577938,1.1017065969147712,Iris-versicolor
+102,7.662028257551989,2.590975687032372,6.9,2.297751191679344,Iris-virginica
+103,5.7055286308335,2.504269806923923,4.987918331510741,2.011308858485756,Iris-virginica
+104,6.308817693893274,2.4863609574553243,4.886196312085164,1.48703969097122,Iris-versicolor
+105,6.07990961389269,2.6103540407761883,5.595507973877621,1.4077491303722194,Iris-virginica
+106,6.042696926748461,2.6860004230637013,5.096500232262048,1.5792133145885314,Iris-versicolor
+107,5.626292355194418,2.7224047399822155,4.405600342731947,1.2763198806630212,Iris-versicolor
+108,5.918329534097493,3.0,5.070680060322169,1.79625528577401,Iris-virginica
+109,5.403778030739397,3.402571494401848,1.7459504545827669,0.19993990451063554,Iris-setosa
+110,5.004400497206658,3.3954072908056125,1.6289222831825114,0.4359202810129674,Iris-setosa
+111,6.182722898067976,3.0130990266963216,4.589966590311812,1.4239046821600665,Iris-versicolor
+112,6.287683807905745,2.3079677148212414,4.424924173336945,1.291333897130294,Iris-versicolor
+113,6.298712679357226,3.2947929641920743,4.679627155486834,1.5986970274148777,Iris-versicolor
+114,6.315905198239016,2.9146836122796858,5.611567706971449,1.8079921090283644,Iris-virginica
+115,5.51742278241912,2.412529388864061,3.850526370191575,1.0970400551038446,Iris-versicolor
+116,6.339710669773371,2.787051953617232,5.439659590652438,1.8271314673709949,Iris-virginica
+117,5.119211293979317,2.49052494435663,3.0992038279792835,1.1080490563580054,Iris-versicolor
+118,5.726577145888596,2.571662820640213,5.025256842540224,1.961459116773979,Iris-virginica
+119,5.082950525312641,3.3970069231643016,1.5272711133469763,0.2037886751993643,Iris-setosa
diff --git a/iris/tab_ddpm/2/26/test.csv b/iris/tab_ddpm/2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/26/train.csv b/iris/tab_ddpm/2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/26/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/26/val.csv b/iris/tab_ddpm/2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/27/synth.csv b/iris/tab_ddpm/2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..af286ad38120f039ca8d61379f54987bb9b51d2d
--- /dev/null
+++ b/iris/tab_ddpm/2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899998199412725,3.771459411050547,6.4212077914077,1.994006452888444,Iris-virginica
+1,4.884965015760885,3.106649524809384,1.5601097319516346,0.1,Iris-setosa
+2,5.129607084737911,3.425641169992433,1.5343263336709987,0.19483168903920295,Iris-setosa
+3,5.931914369274268,3.0,5.090617056958445,1.8040326034254106,Iris-virginica
+4,4.904955595221496,3.0977749539625363,1.4952796486286093,0.1,Iris-setosa
+5,7.084915317394222,3.0,5.8452522090942916,2.1092451761103908,Iris-virginica
+6,4.793371259029008,3.0,1.3957977248023286,0.2978282325347937,Iris-setosa
+7,6.2792541011886565,2.3010393717085478,4.446463567981657,1.3136610775992827,Iris-versicolor
+8,4.998073838277672,3.398975407948486,1.684973066051421,0.3837569832455882,Iris-setosa
+9,4.89313428343027,3.09400779966242,1.502399393102719,0.10000010378303077,Iris-setosa
+10,4.601389751029063,3.20038164743833,1.4003927205211313,0.20018327737758157,Iris-setosa
+11,5.001205474615192,3.210042873421209,1.2000002241491838,0.19957070595249948,Iris-setosa
+12,5.391938390891755,3.0,4.511500385002195,1.4853682175070417,Iris-versicolor
+13,4.6072669902320085,3.185922126916193,1.403229648147551,0.19977953378039587,Iris-setosa
+14,6.15606491467811,2.7966594062563317,4.664995871206659,1.1950855811696488,Iris-versicolor
+15,6.311225260631126,2.910068011464211,5.649789456937787,1.8109079407190345,Iris-virginica
+16,6.309228744884918,2.693710701989551,4.871006733340964,1.8058568590012285,Iris-virginica
+17,5.752831615139765,3.0,4.178245895676692,1.4150154407437894,Iris-versicolor
+18,4.875554201354947,2.3914716821403346,3.4028536160908063,1.0408229721666487,Iris-versicolor
+19,5.087501935001829,3.301354977561907,1.5346604489447284,0.44530519703407023,Iris-setosa
+20,5.1017067108954395,3.812361968504617,1.6680709142021763,0.20166075999862143,Iris-setosa
+21,6.712484239249477,2.4928303627803534,5.820386992478559,1.8016268602968628,Iris-virginica
+22,5.246672493525319,3.5808475132764195,1.5944108769288357,0.1997683750920671,Iris-setosa
+23,5.890110849568438,3.195822313192492,4.781468007787366,1.7987957778693202,Iris-versicolor
+24,6.7045804126111355,3.3068382432287198,5.67366838682337,2.1543873747573454,Iris-virginica
+25,5.718077204300279,2.5087653260490854,5.005190892694428,1.9921832375420525,Iris-virginica
+26,6.018031188778794,2.9350372062506787,4.463359508239619,1.4895259243684542,Iris-versicolor
+27,4.868920800195279,2.4054391725546975,3.3499715781211714,1.0099828601274552,Iris-versicolor
+28,5.629560113197468,3.0,4.203488616217871,1.2849865677139967,Iris-versicolor
+29,6.709880259557644,3.2990935219086652,5.735665879723138,2.5,Iris-virginica
+30,6.29029740539175,3.402756647898001,5.574859319761827,2.398949228358182,Iris-virginica
+31,6.902930793979394,3.055704516244872,5.457592983417488,2.2385031240419084,Iris-virginica
+32,5.600255477235894,2.8919825678751905,3.5389656156225437,1.3143288127742891,Iris-versicolor
+33,5.254741004821533,2.819552604290286,4.237540695415672,1.442724185457733,Iris-versicolor
+34,5.103932434424342,3.813104638415429,1.6531262269763247,0.20137588375672277,Iris-setosa
+35,5.69706625927172,3.807621123054561,1.6883066079299764,0.2954790693958195,Iris-setosa
+36,5.5258131301897855,2.8248138861457615,3.650175574112079,1.3217438759271516,Iris-versicolor
+37,5.565778255327454,2.442976145875178,3.8928994774861656,1.0833070713534454,Iris-versicolor
+38,6.736395157851224,3.3154990784395495,5.697039834644506,2.5,Iris-virginica
+39,6.789519864600162,2.7992131928802113,4.7747590772858794,1.400688721383972,Iris-versicolor
+40,6.086055265400736,2.811298605653485,4.720024949451032,1.207509738473994,Iris-versicolor
+41,6.113139872630395,3.0,4.619044868695089,1.398282924321805,Iris-versicolor
+42,4.998491858008676,3.4108885933019244,1.5746955809856085,0.393646131340696,Iris-setosa
+43,6.279804127410152,2.7154869142237117,4.914015434399124,1.7996312659967904,Iris-virginica
+44,4.571717284716954,3.1756840110832676,1.3838489979987074,0.19873497963338166,Iris-setosa
+45,6.301977885401717,3.2999330561242566,4.694245820770486,1.5879327835507322,Iris-versicolor
+46,6.79491376753063,3.187965213219236,5.798600098608584,2.300853327580689,Iris-virginica
+47,5.996304541167518,2.701605586151448,5.102855999993729,1.5975468705699658,Iris-versicolor
+48,5.036812059479704,3.4946292902009812,1.4974079258516164,0.39446303794901993,Iris-setosa
+49,7.686321561501031,2.5871622831809957,6.899998852517204,2.3040354055793517,Iris-virginica
+50,4.818626747099092,3.0,1.3986400397221466,0.1,Iris-setosa
+51,6.9210576477565375,3.186019577116062,5.826329252701629,2.2935372294884395,Iris-virginica
+52,5.161777823264266,2.6451675658317684,3.6728142430635358,1.3557433459019337,Iris-versicolor
+53,7.300972934695556,2.904567273166958,6.308947813380142,1.804214652023402,Iris-virginica
+54,4.606290833326428,3.2002255457076574,1.4016432580727778,0.2047754275502255,Iris-setosa
+55,5.704141313160182,2.509451521487302,4.995521630788681,2.008593370633,Iris-virginica
+56,4.90044362696819,3.0870934189712536,1.5304905888870093,0.10000009191568958,Iris-setosa
+57,4.8260291350934414,3.0,1.4069421948725334,0.10000020985241367,Iris-setosa
+58,4.991526855671151,3.2135355149379845,1.2,0.20206593748081847,Iris-setosa
+59,6.505985599833988,3.0,5.491139264446314,1.8036103474052325,Iris-virginica
+60,6.804710492925767,3.200281708855321,5.862907943035247,2.2946601898666668,Iris-virginica
+61,6.686591929280259,2.486031759023673,5.790978754378183,1.7973042210801782,Iris-virginica
+62,6.681480743388683,3.3008805738329743,5.675121355134249,2.094674800349397,Iris-virginica
+63,5.453744981020465,4.199999207480493,1.3994602006751402,0.19633572021186568,Iris-setosa
+64,5.37203623092509,3.382539984321915,1.6711782843899794,0.20238981839908426,Iris-setosa
+65,5.99059368317982,3.0,4.815783663656685,1.807373297707768,Iris-virginica
+66,6.405185909595967,2.698697557543105,5.3196232783842445,1.9002113254084523,Iris-virginica
+67,7.7052732068348355,2.5972652260456055,6.899998902369358,2.2946391835586515,Iris-virginica
+68,4.850430438563898,3.0,1.3986335441478688,0.24248816468380635,Iris-setosa
+69,5.138722684639776,3.546501838472392,1.403549482151697,0.29653355142648485,Iris-setosa
+70,6.70181703016517,3.0,5.007755062810372,1.6999700242106197,Iris-versicolor
+71,5.892686438369917,3.202713614014588,4.788706242192362,1.79768596561872,Iris-versicolor
+72,5.177980359858205,2.6738696565950915,3.844038300215193,1.3876344424514955,Iris-versicolor
+73,6.68239771148209,3.3044851703815596,5.684636666525407,2.499999648912039,Iris-virginica
+74,5.8011824423028155,2.68422087920932,5.111763451183194,1.8913291637201008,Iris-virginica
+75,6.298646339304468,3.4003605340463303,5.617741047028297,2.3859217380535442,Iris-virginica
+76,6.4903872494649795,3.0,5.802842366445146,2.1842423712269805,Iris-virginica
+77,5.678805211966252,3.7961739196875532,1.80976422999617,0.3179253112159187,Iris-setosa
+78,6.840158417674168,3.0,5.521703284527218,2.09998821994204,Iris-virginica
+79,4.400001193782972,2.9071045793713783,1.4045868000763493,0.20687448972077932,Iris-setosa
+80,5.4714490423557764,3.4074980569632647,1.5381018335665102,0.37305998008151503,Iris-setosa
+81,5.728083447268517,2.8437892456460343,4.535098309742232,1.2773904977954844,Iris-versicolor
+82,5.514442649640008,2.5780729579901744,4.336384633312057,1.1940804989422824,Iris-versicolor
+83,5.475158600800866,4.199998662712831,1.402057164892014,0.2008173999720451,Iris-setosa
+84,6.409705559509517,2.8951562351285824,4.291467837444471,1.306284234111819,Iris-versicolor
+85,6.131021168498068,2.8041374676745643,4.688778846628094,1.1907033067340258,Iris-versicolor
+86,6.290066921335043,2.8943767193526626,5.63560190957103,1.7921913102711629,Iris-virginica
+87,4.877070424385876,3.0,1.3985062511628554,0.21901519683237097,Iris-setosa
+88,4.400000485270791,2.924373623563808,1.4023348843011656,0.19635658114908233,Iris-setosa
+89,6.793771637146966,2.810062748902802,4.801552752465115,1.4145188675287925,Iris-versicolor
+90,6.895626059909364,3.1835441345142934,5.792515294988586,2.299223967216539,Iris-virginica
+91,6.687299217780786,3.3016334243067953,5.687966532359555,2.4999991177719947,Iris-virginica
+92,6.288344808271721,2.4942198896495684,4.9194966552706125,1.4966737879929874,Iris-versicolor
+93,6.486170722862678,3.1920881699114227,5.090989060270312,1.9933105325479379,Iris-virginica
+94,4.979560759383668,3.1751881417024173,1.200000297087823,0.19940654920060208,Iris-setosa
+95,4.813068452398805,3.0,1.4024999646028502,0.29757293181935446,Iris-setosa
+96,6.204803811625411,2.2000002836277766,4.487785650961928,1.514807857811365,Iris-versicolor
+97,6.391035568304657,2.6911854799435417,5.25283066865923,1.882791699066213,Iris-virginica
+98,6.305257627703395,2.4794819204200644,4.889892612899402,1.5123807110354774,Iris-versicolor
+99,5.426465532941898,3.505670434033647,1.6928228234251321,0.2052793356790892,Iris-setosa
+100,7.709930123629743,2.6038159921895723,6.899998872797434,2.2925141362548835,Iris-virginica
+101,5.615407562237575,2.9511770067581193,3.5942060583492585,1.289817542230578,Iris-versicolor
+102,6.407217860060702,2.8954844245021123,4.304042482036357,1.3003585998722371,Iris-versicolor
+103,5.17359747396796,3.748805659463957,1.5091588506926548,0.20033444636094067,Iris-setosa
+104,6.8407266044123265,3.0,5.533321790746655,2.090957927817021,Iris-virginica
+105,5.763199508916213,2.57995662744586,5.039673188294459,2.0865248739605455,Iris-virginica
+106,5.396703753776938,3.904958894812602,1.7648379633409705,0.41515013472977635,Iris-setosa
+107,6.005803371319348,2.9891877021402866,4.372668820004298,1.4674497696444384,Iris-versicolor
+108,6.302387126492764,2.5032646953732445,4.885896722414003,1.4897289790383872,Iris-versicolor
+109,5.989422744494878,2.694860535710853,5.1066158314723165,1.5968487523824069,Iris-versicolor
+110,6.53172034692402,3.0,5.81246542591875,2.2032613356564794,Iris-virginica
+111,6.697304065764995,3.0,4.984870374536061,1.7201401230868383,Iris-versicolor
+112,6.702859422513272,3.2869144757595854,5.733834187837844,2.107557952960938,Iris-virginica
+113,5.504990050603567,4.199999268835754,1.400393154046268,0.19861801718153185,Iris-setosa
+114,4.608095619734114,3.1900431401829423,1.4057350334209568,0.20118039889510808,Iris-setosa
+115,6.202383275028215,2.2,4.525212531636226,1.5195030709817037,Iris-versicolor
+116,6.1801688808272335,2.2,4.515676423012582,1.5014319789479562,Iris-versicolor
+117,5.378716814861935,3.390910036296096,1.626318147953464,0.21712874570590893,Iris-setosa
+118,6.3088751615879595,2.499751401253217,4.895699293966249,1.5088346238399248,Iris-versicolor
+119,5.400958423559199,3.0,4.5097440897173415,1.52834296273829,Iris-versicolor
diff --git a/iris/tab_ddpm/2/27/test.csv b/iris/tab_ddpm/2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/27/train.csv b/iris/tab_ddpm/2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/27/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/27/val.csv b/iris/tab_ddpm/2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/28/synth.csv b/iris/tab_ddpm/2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..49b274ab16b6510359ff03a31bf90b5c97ffe378
--- /dev/null
+++ b/iris/tab_ddpm/2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.513187450373374,3.886451114337093,1.7959465801678236,0.3660119481603795,Iris-setosa
+1,6.08439603883336,2.946471100334737,4.497316557059869,1.5120855049617972,Iris-versicolor
+2,5.975326534162087,3.0,4.8632241079824325,1.799173582361186,Iris-virginica
+3,5.104280451358627,3.402518250014145,1.4976733642061488,0.20036606891127776,Iris-setosa
+4,5.527851128540211,3.5618560200853624,1.5223421329899605,0.34087348357762914,Iris-setosa
+5,6.321821727456615,2.308150265725414,4.370877531805277,1.3015286097706253,Iris-versicolor
+6,5.329434038771078,3.3874555095215264,1.6581178809575141,0.1998262974090358,Iris-setosa
+7,6.529874146853108,3.0,5.494987664858904,1.7983606873546214,Iris-virginica
+8,5.923723198254189,3.180108802277222,4.822804697278265,1.7991198521386542,Iris-versicolor
+9,6.010469895069014,3.0,4.823114618576709,1.79880153728955,Iris-virginica
+10,5.92138445535156,3.1670211382143436,4.840779862490306,1.794948144409737,Iris-versicolor
+11,5.410481045935964,3.882807171167112,1.6938249312895746,0.36426632648613905,Iris-setosa
+12,6.749210820100052,3.3079640600868223,5.679304195148974,2.5,Iris-virginica
+13,6.718493717483347,3.3129961942538295,5.697031232884504,2.5,Iris-virginica
+14,5.726840256989616,3.0,4.19076080513393,1.392328031007657,Iris-versicolor
+15,6.025474218919912,3.0,4.8584822445334614,1.8005109794852405,Iris-virginica
+16,4.901770721600789,3.108547221740618,1.4946556539481566,0.1,Iris-setosa
+17,5.035418105447672,2.4698381241808045,3.29709509773064,1.1004220743875004,Iris-versicolor
+18,6.113836312646754,2.6118074993001366,5.58706138955466,1.387988454855848,Iris-virginica
+19,6.519029101374331,3.0,5.531453804916665,1.8014572594452676,Iris-virginica
+20,6.012354000330295,2.2000002863442276,4.969965290577538,1.4787492436983347,Iris-virginica
+21,7.344323071637298,2.9047409253343637,6.282078337188582,1.796734740226707,Iris-virginica
+22,7.093694600388016,3.0,5.860770081724897,2.110491127174224,Iris-virginica
+23,7.899998865443599,3.759612030978223,6.436857506766485,2.0035195316901753,Iris-virginica
+24,6.318622076183675,2.9215215572155295,5.62407926436566,1.802319030660578,Iris-virginica
+25,6.248867418535932,2.6973350218304564,4.901456007444902,1.8025025871327787,Iris-virginica
+26,5.002904287427,3.3008617316378746,1.4028237212967436,0.20356190281385572,Iris-setosa
+27,5.18364257969249,2.4865250142362045,3.2944267962477727,1.0817747041199395,Iris-versicolor
+28,5.932312706988983,2.600463531462279,5.037726669594189,1.9246618001033995,Iris-virginica
+29,6.306502392512767,3.402509533939949,5.622920651223014,2.3974070207490437,Iris-virginica
+30,6.313426773498768,2.5083049866869667,4.913786849728597,1.5106446447586195,Iris-versicolor
+31,4.400000569041148,2.897804980870027,1.4131463619475406,0.2044807887377538,Iris-setosa
+32,7.1672512585744395,3.0,6.018586897717594,2.0901656276028984,Iris-virginica
+33,6.501480745507864,3.0,5.475667870939525,1.7953419961413895,Iris-virginica
+34,6.323666236370521,2.3054916111794808,4.381691849988924,1.3008976872206508,Iris-versicolor
+35,4.995712618601458,3.4044193601468447,1.5790941745894396,0.3962596688596366,Iris-setosa
+36,5.150828092077065,3.7902451656806835,1.6016057460621889,0.20859587337022595,Iris-setosa
+37,5.36890226826441,3.5622305200098756,1.5851714990960664,0.20203740793967281,Iris-setosa
+38,5.566595083568055,2.9521695945058166,3.96346828623395,1.3010181598802477,Iris-versicolor
+39,5.9971070545080325,3.0,4.792238964530735,1.800125353848979,Iris-virginica
+40,6.0117337036018625,2.690397276465569,5.102816193966791,1.6133425227782712,Iris-versicolor
+41,5.952907171874841,2.936481072658452,4.434319615874974,1.4992893511811045,Iris-versicolor
+42,5.9280964255237905,2.9558499000510876,4.2692389283336,1.507461847129469,Iris-versicolor
+43,5.39535302489817,3.9011311412191683,1.6175779137223685,0.42152791328141803,Iris-setosa
+44,5.6423776838311746,2.694913679348222,4.316686126609966,1.220068145611231,Iris-versicolor
+45,5.0135418471332,3.1979707684190286,1.2000002021727032,0.19642578255137294,Iris-setosa
+46,4.607000829396891,3.3947558192098777,1.4019621735793382,0.30551561325156024,Iris-setosa
+47,5.575060270358718,2.5024204530391194,3.895821274954325,1.0984798355352277,Iris-versicolor
+48,5.976233680262451,2.693188224359324,5.098618624074506,1.5856460835708346,Iris-versicolor
+49,5.880308198157791,3.1908791423693814,4.749514648334848,1.8031261648358905,Iris-versicolor
+50,5.39124860372407,3.396394604953639,1.564435315034272,0.20252895991424683,Iris-setosa
+51,4.4,2.896642542284408,1.4020603075933304,0.19883681817768484,Iris-setosa
+52,4.901475039041313,3.089668531377629,1.5181459825674675,0.1,Iris-setosa
+53,4.40000048092822,2.904577295177162,1.4013227845609548,0.20473185597424196,Iris-setosa
+54,6.312283087294599,2.292814703485216,4.396462810992838,1.2982091610836937,Iris-versicolor
+55,6.3957119593479375,2.896098228736362,4.328656583060289,1.2840579114502146,Iris-versicolor
+56,5.2132161349427495,2.705590017108704,3.8551684326401343,1.4097988939530954,Iris-versicolor
+57,6.85775689455333,3.1911581780937635,5.759458418573901,2.2913931713330107,Iris-virginica
+58,7.682518920872495,2.5878515743463746,6.899998648207582,2.2993348246239096,Iris-virginica
+59,6.694204331143997,3.3010460961982178,5.705058701915548,2.08381058401704,Iris-virginica
+60,6.3061167888109555,3.401866220469301,5.60968337130231,2.4041118548018403,Iris-virginica
+61,6.649635794501413,3.1145947388961175,5.495803492904997,2.0078745646879805,Iris-virginica
+62,5.063352140750684,3.575116782453917,1.4991626256012316,0.3619470617996388,Iris-setosa
+63,6.307056937145298,2.8823609501665155,5.593179196251795,1.7965394845803146,Iris-virginica
+64,6.689376756397502,3.306723898505764,5.690149015750817,2.5,Iris-virginica
+65,5.540314854783344,4.199998988384974,1.3886550747898436,0.20377236981404798,Iris-setosa
+66,6.198641665713833,2.2000003269016006,4.4801904749237105,1.5043358582694855,Iris-versicolor
+67,6.694323455952088,3.2969892503993856,5.679658233610049,2.5,Iris-virginica
+68,7.283207059965673,2.903201377970961,6.304821257553516,1.8056495613130488,Iris-virginica
+69,4.890077992668451,3.085961861595041,1.4857062822145455,0.1,Iris-setosa
+70,4.4,2.905804478984264,1.397151411985168,0.1969176804865807,Iris-setosa
+71,5.486484579979256,4.199998829248123,1.40517674930332,0.19843036945954312,Iris-setosa
+72,6.298070608053419,3.401535513425758,5.618024646690945,2.4028460718019415,Iris-virginica
+73,5.101545824682542,3.490563043125036,1.404009614779564,0.3780335056304694,Iris-setosa
+74,5.393577237677607,3.3971955983885254,1.6566585538218912,0.20584488373046458,Iris-setosa
+75,4.796344666883637,3.0,1.4013740377346673,0.336828017897694,Iris-setosa
+76,5.319041280927497,3.409318852085659,1.496561151537482,0.19346956354210482,Iris-setosa
+77,5.606981920657029,2.9605535372285794,3.844104787537963,1.304584587545953,Iris-versicolor
+78,5.909897339705281,3.0,4.188177967503445,1.5082812286117042,Iris-versicolor
+79,5.125477117889584,3.6166228457537932,1.5376034586091103,0.3812324270482734,Iris-setosa
+80,4.916421700279545,2.4186126440309366,3.3746774622142177,1.0717022443797006,Iris-versicolor
+81,4.59932544097948,3.1792044693571673,1.4021368108478762,0.20063496748876053,Iris-setosa
+82,5.763296661283102,2.6000954578415953,5.054125258618869,1.9387728725972753,Iris-virginica
+83,5.584045962448153,3.0,4.1025295430046915,1.2850566153729137,Iris-versicolor
+84,4.8638441304825974,2.389326517754348,3.3541703378470293,0.9636960873414795,Iris-versicolor
+85,5.610530902035171,2.7406418704337274,4.295747951413416,1.2701444830571578,Iris-versicolor
+86,5.54448943681908,3.5753444300649004,1.5890432306263222,0.286288030622011,Iris-setosa
+87,5.415892159747877,3.4082796469289263,1.5547978189165825,0.2035339380250213,Iris-setosa
+88,5.400559482081101,3.4037196970819577,1.654019990879685,0.19989767240173217,Iris-setosa
+89,5.087430795318747,3.3908143773223474,1.5387727833697042,0.19289083266651352,Iris-setosa
+90,6.262168584524596,3.2755274686194253,4.732630050335875,1.612100655013562,Iris-versicolor
+91,6.685573252060497,3.3012558016731024,5.709976492243243,2.4999996471240005,Iris-virginica
+92,5.570286303440205,2.6619067223814157,4.303752944073804,1.2602452399958008,Iris-versicolor
+93,4.400000528305126,2.9006667338663603,1.4039068761191544,0.19722226522950076,Iris-setosa
+94,6.672620244431491,3.2873329076303217,5.681821376006818,2.4999995192325977,Iris-virginica
+95,7.667343727734307,2.5912246169076765,6.899998801230888,2.29124970151204,Iris-virginica
+96,5.187594285745257,2.6881078319353087,3.799360703137759,1.3962155594319474,Iris-versicolor
+97,4.627081715491837,3.1803212736902897,1.4000753055739865,0.20152194658620357,Iris-setosa
+98,6.006592312290584,3.0,4.822486840749215,1.8046117975752036,Iris-virginica
+99,6.697908975199199,3.284585984599239,5.6535153369318545,2.5,Iris-virginica
+100,4.613519492501274,3.3984005324932594,1.3944917741419498,0.331310721302696,Iris-setosa
+101,6.365479833830842,2.8943899580074373,4.333155188243332,1.2993486844873376,Iris-versicolor
+102,6.3075450917485885,3.4018214650716985,5.596457660981011,2.3996171816996372,Iris-virginica
+103,4.4000008565418165,2.916924120929615,1.4050185017832786,0.20245232232575402,Iris-setosa
+104,6.000177976085235,2.688398075281857,5.093548485361326,1.6395336431980696,Iris-versicolor
+105,5.660607971746065,2.5046315396744343,4.984248720195184,1.9917513261247488,Iris-virginica
+106,4.5015990997070325,2.29749459759975,1.2983324599736537,0.29563091538604563,Iris-setosa
+107,5.010322616420288,3.298265567084174,1.4051685625054335,0.1991289438632241,Iris-setosa
+108,5.002509468029979,3.2079267817851624,1.2000002332854358,0.19761269580020452,Iris-setosa
+109,6.8556650283437675,2.7900113331231937,4.776127761084626,1.4032599097241605,Iris-versicolor
+110,5.04031215592208,3.3462013727877045,1.424499670457694,0.20348638845570097,Iris-setosa
+111,5.0727067666287295,2.478785903865545,2.9083030587015513,1.0850778763783915,Iris-versicolor
+112,4.816856754775622,3.0,1.4035907975120947,0.1,Iris-setosa
+113,5.995277713030653,3.0,4.835248436431493,1.798560653870229,Iris-virginica
+114,5.781986088850049,2.7959119701488286,5.108891101143872,2.406494377222065,Iris-virginica
+115,6.708502673522753,3.2983695168329388,5.691763717832776,2.1154075558226912,Iris-virginica
+116,6.835254670489747,3.2019772946528464,5.840047967838191,2.2976642521435706,Iris-virginica
+117,6.23564042127756,2.200000279241109,4.503692964194083,1.499053510110292,Iris-versicolor
+118,6.477469085917104,3.0,5.8178606560459025,2.1864497338713873,Iris-virginica
+119,5.8992474021748995,3.0,5.10030392976591,1.7980116242011097,Iris-virginica
diff --git a/iris/tab_ddpm/2/28/test.csv b/iris/tab_ddpm/2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/28/train.csv b/iris/tab_ddpm/2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/28/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/28/val.csv b/iris/tab_ddpm/2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/29/synth.csv b/iris/tab_ddpm/2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..021bbc143f98d4e38a8c4ef02af59d51d3778516
--- /dev/null
+++ b/iris/tab_ddpm/2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.536270308568335,3.0,5.372609459145661,1.8752614013239608,Iris-virginica
+1,5.513073867773559,2.6125132837646516,4.42114037397695,1.2084123523362593,Iris-versicolor
+2,4.908905110019711,3.0,1.3911424912256183,0.20206579654403842,Iris-setosa
+3,5.008888338519583,3.306742363327416,1.4020116496142099,0.2031352136274977,Iris-setosa
+4,5.535648955319051,4.2,1.4022828453139982,0.20378923702757762,Iris-setosa
+5,5.599730317074719,2.7028980560147646,4.380622928514174,1.2692376754836185,Iris-versicolor
+6,4.495290462006652,2.3077688693028864,1.2980423743052696,0.2910299926787195,Iris-setosa
+7,6.286593615646122,2.493327183914319,4.915167909990862,1.5229514531890036,Iris-versicolor
+8,4.79756313274957,3.0,1.3981935464115534,0.1,Iris-setosa
+9,6.814483353275566,2.8225994403625236,4.809160537704428,1.4170347047080827,Iris-versicolor
+10,5.625451165404529,3.0,4.128598864528279,1.2931200845380855,Iris-versicolor
+11,5.08648650731105,3.393642678961989,1.5966229633821487,0.19901892346612388,Iris-setosa
+12,5.230820323126942,2.702925298084018,3.944819268942527,1.381629085913006,Iris-versicolor
+13,5.5958257355862475,4.2,1.4125503414067355,0.19969233637238504,Iris-setosa
+14,6.708166343625907,2.5054135557599575,5.812318779974963,1.8063170174855023,Iris-virginica
+15,5.032580800386594,3.472587816469533,1.5226079978709417,0.42653884892701466,Iris-setosa
+16,4.8187315755145095,3.0,1.3891391030609057,0.1,Iris-setosa
+17,6.904640048058074,3.204959461147588,5.711649732096292,2.2977700500025757,Iris-virginica
+18,5.141320913473162,3.403284400408113,1.534980835019584,0.1987544356301435,Iris-setosa
+19,4.400000515343649,2.8918486197225017,1.4043418882299668,0.20153775849896297,Iris-setosa
+20,5.297649040706503,3.632755054196271,1.4963627389723257,0.19986598015166307,Iris-setosa
+21,5.9137801582030445,3.2028261523520523,4.80815144010759,1.8054559010594293,Iris-versicolor
+22,7.899998937622438,3.7933510469406557,6.431073714718442,2.0153687270525222,Iris-virginica
+23,6.503804550117195,3.1950284261757256,5.103902752061211,1.9957630358222331,Iris-virginica
+24,6.892378744924556,3.0948178284220607,5.103429315624672,2.3126707549671277,Iris-virginica
+25,7.012165167317879,3.0,5.6587637499245425,2.142013047627456,Iris-virginica
+26,6.2893073650220845,2.6950296150787105,4.8451377622619125,1.7948608629764085,Iris-virginica
+27,5.977156744138439,2.700432052747972,5.0888621053251955,1.5936540167918565,Iris-versicolor
+28,6.300231680467051,2.2927400168869045,4.407903464723634,1.3044871084810206,Iris-versicolor
+29,6.768794324854905,3.1249583257073685,5.791521112273538,2.26988993666221,Iris-virginica
+30,5.094528887588867,3.398547364054241,1.497818979448967,0.2018431890677126,Iris-setosa
+31,5.655980376352947,3.8056541879237047,1.7403525032966858,0.2998722124194578,Iris-setosa
+32,5.255126214020626,3.5791109230955893,1.482548070053249,0.1953683893877965,Iris-setosa
+33,7.277431757966362,2.9031247385652565,6.2942429539140585,1.801632406766273,Iris-virginica
+34,6.860391375064812,3.2065880413581134,5.845973160574255,2.3038344310683394,Iris-virginica
+35,4.894143861147235,3.10050062813155,1.5573465586199289,0.1,Iris-setosa
+36,5.900793453042418,3.198603977561473,4.801650040245666,1.8034832959823346,Iris-versicolor
+37,6.301089550126406,2.8969119979233393,5.593066142195864,1.8033769010158232,Iris-virginica
+38,4.860855785467023,3.0,1.4014534277252004,0.20527395711671637,Iris-setosa
+39,6.200029128001584,2.2,4.471000680874928,1.5121402407647393,Iris-versicolor
+40,6.253078886171339,3.25003523364002,4.608351203549303,1.533871120457762,Iris-versicolor
+41,4.8785112930089465,3.0738437219430064,1.4740157320956178,0.10000011424200186,Iris-setosa
+42,6.908353882849485,3.0994166009356166,5.097017352516448,2.304721466935132,Iris-virginica
+43,5.11772124702765,3.6985421383625723,1.4911264619472078,0.3993905255609126,Iris-setosa
+44,6.301463749615856,2.903875929087978,5.606965300744038,1.7989269574519886,Iris-virginica
+45,6.390338700477392,2.8906087720335747,4.320209013978201,1.3097533674980815,Iris-versicolor
+46,5.687553422300198,2.7656980649695027,4.329102086649677,1.3432373372058082,Iris-versicolor
+47,7.336584070899037,2.9242718222491253,6.322111485969864,1.801290135406045,Iris-virginica
+48,5.5834822182828,2.978969077458969,3.8203562334295134,1.2805906300106995,Iris-versicolor
+49,5.558030677080585,4.199999264416676,1.3945775285606932,0.202456499185568,Iris-setosa
+50,6.12175918535385,3.0,4.6183757062688695,1.4116946148701686,Iris-versicolor
+51,5.800395118170824,2.7329967934011488,5.110630745826075,1.8751009738992297,Iris-virginica
+52,4.606321804053217,3.4029143553074803,1.3978737282900124,0.2964400030241239,Iris-setosa
+53,6.399901135816116,2.9012027201938793,4.314070963426515,1.3065140291314121,Iris-versicolor
+54,6.079292771478275,2.604734540340534,5.594004851800378,1.3996590544446397,Iris-virginica
+55,5.529147443708255,2.378359786396286,3.8772938535411687,1.117760700072683,Iris-versicolor
+56,6.305429626254252,2.3066106162454174,4.38958019724229,1.3011841349723687,Iris-versicolor
+57,6.001226425637367,2.7023062473548722,5.1105878973629855,1.5911625609797408,Iris-versicolor
+58,7.6917913366146875,2.5689593560178885,6.9,2.3221599501502523,Iris-virginica
+59,5.395344270532052,3.4074583510204097,1.5194838908375,0.373801275905701,Iris-setosa
+60,5.8004060103540285,2.8092606163808416,5.097220878860791,2.3983068992241234,Iris-virginica
+61,5.166828203039609,3.6211107894106593,1.498570108979558,0.20006133569598966,Iris-setosa
+62,4.769810374968439,3.0,1.386632681473075,0.1,Iris-setosa
+63,4.953532880455251,2.4232807261771274,3.250268445018222,1.0579577584657331,Iris-versicolor
+64,6.792021352420343,2.791326635708686,4.798140731807123,1.3950300607591195,Iris-versicolor
+65,5.811459768502727,2.804519499113781,5.094399231394347,2.4091631495138155,Iris-virginica
+66,6.520229377093119,3.0,5.487373793759805,1.808786737693642,Iris-virginica
+67,5.252344573244015,3.3502759783456666,1.6484578480684895,0.5176450628912557,Iris-setosa
+68,5.0965578442677915,3.3007469293114458,1.7517090206905077,0.5286019865698559,Iris-setosa
+69,5.998110451420945,2.6915220753464055,5.100275799074427,1.5956930585203886,Iris-versicolor
+70,6.4057122292102315,2.899944348380942,4.283406193370282,1.3302807899241547,Iris-versicolor
+71,5.679937921952614,3.7847393896315578,1.8380943107562089,0.30081433307959565,Iris-setosa
+72,6.897517412098304,3.1161091130782688,5.1101146702377624,2.2985830214209844,Iris-virginica
+73,6.301337202183552,2.502298690857293,4.927920022922637,1.5014710665673696,Iris-versicolor
+74,6.7230669068658635,3.300554843655116,5.765748190714297,2.5,Iris-virginica
+75,6.668778013172847,3.3069960586103244,5.766599393829119,2.5,Iris-virginica
+76,5.990911218427413,2.701545520451418,5.1016409621244385,1.5985456518523795,Iris-versicolor
+77,5.476577812802118,3.8852553985463465,1.6604170345685336,0.39869182198555275,Iris-setosa
+78,5.881175992578761,3.2011937007782176,4.785362626265339,1.7994204943130876,Iris-versicolor
+79,6.069847736627093,2.8924246294907876,4.607523785093166,1.2666242023369036,Iris-versicolor
+80,5.903577984569388,3.0,4.178266432472919,1.4648711947977733,Iris-versicolor
+81,6.3229676353927236,2.289114270127558,4.405451999992931,1.3149624200240266,Iris-versicolor
+82,6.912556171393125,3.085235651199276,5.132765197939385,2.263255173886055,Iris-virginica
+83,5.002951248073517,3.4017774694543244,1.7051771240350748,0.39692543543394415,Iris-setosa
+84,4.92416128607756,2.4272300109135116,3.347269491831396,1.0441551993219287,Iris-versicolor
+85,6.405986333071232,2.9023793016783235,4.304271090946616,1.3059192364445398,Iris-versicolor
+86,6.309077924883923,2.306682228686563,4.391773757181281,1.3059789462902445,Iris-versicolor
+87,6.30932622183636,2.2959115595325894,4.372326463531104,1.2965447318354701,Iris-versicolor
+88,5.414212572977461,3.0,4.5186192691619125,1.5127088377621762,Iris-versicolor
+89,6.0178596997801845,2.2,5.000870831035114,1.5098706256549723,Iris-virginica
+90,6.307286894912047,2.296765730544225,4.424570984539556,1.2963838317524308,Iris-versicolor
+91,6.7119990184295375,2.4960607028782937,5.856052068787664,1.7965450380309074,Iris-virginica
+92,5.6744589451188,2.504124464422357,5.000428724487547,1.9997072525131,Iris-virginica
+93,5.002361319173232,3.3960081881463955,1.571071604951582,0.34392424397054044,Iris-setosa
+94,6.863001887915636,3.0,5.577508232484067,2.0950352190880346,Iris-virginica
+95,6.73483551823575,3.3049302177170246,5.746224567482829,2.092051299694728,Iris-virginica
+96,5.674613079843237,3.808032314830831,1.7444063089053794,0.29662001993253795,Iris-setosa
+97,5.784122693618482,2.700781709253193,5.099498292496912,1.9013677158802318,Iris-virginica
+98,5.1792379124208034,2.694762639918517,3.9161054890453038,1.3910095614704052,Iris-versicolor
+99,6.825128375933709,3.2013248484594268,5.797663834796137,2.297143961946089,Iris-virginica
+100,4.852188476406696,3.0,1.3898500388710398,0.20265277466546497,Iris-setosa
+101,4.904361595349883,3.0,1.398605173454771,0.2013546420468092,Iris-setosa
+102,5.706791311310203,2.811812182700599,4.505118405523042,1.297590463297891,Iris-versicolor
+103,6.492775786911818,3.1822415594923528,5.092405102315647,2.0047942805610264,Iris-virginica
+104,5.6234695914331265,3.0,3.7926746290282534,1.3169761279907368,Iris-versicolor
+105,7.9,3.8216546154157376,6.4100097802428415,1.9869487769206313,Iris-virginica
+106,6.2029495345817205,2.2000003545897453,4.55305027326669,1.520119780375006,Iris-versicolor
+107,6.492496751390628,3.0,5.849506547807827,2.2090197486230543,Iris-virginica
+108,5.4632403381545425,2.546337517386742,4.320868398889874,1.1592322449143508,Iris-versicolor
+109,5.808981978349123,2.8018814236511917,5.114689550833918,2.401017468731513,Iris-virginica
+110,4.883947896690895,3.083756414863249,1.4971798067020878,0.1,Iris-setosa
+111,7.9,3.768650110317761,6.3814736999030774,1.996163292974998,Iris-virginica
+112,5.350929516791098,2.90966329994206,4.296690417235391,1.4281624717781731,Iris-versicolor
+113,4.9896939025237375,3.2956907082087077,1.39759664538757,0.20487404686516997,Iris-setosa
+114,6.506104316190747,3.0,5.488846016874144,1.8035884090982053,Iris-virginica
+115,5.533744060649927,2.428182751006151,3.758605015657642,1.0836481414962915,Iris-versicolor
+116,6.795083626606976,3.1680257272035535,5.899921292124741,2.298309684576734,Iris-virginica
+117,6.236848989729577,2.824321860367133,4.866940633765125,1.7953963639938435,Iris-virginica
+118,5.9890937140353575,2.9307810055663133,4.3825130805580335,1.5145451186896537,Iris-versicolor
+119,4.807952673540578,3.0,1.4030305223237998,0.10000010017307055,Iris-setosa
diff --git a/iris/tab_ddpm/2/29/test.csv b/iris/tab_ddpm/2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/29/train.csv b/iris/tab_ddpm/2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/29/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/29/val.csv b/iris/tab_ddpm/2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/3/synth.csv b/iris/tab_ddpm/2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e4f49682d86e4a9e608bdf4e3e7292e68ddb90ad
--- /dev/null
+++ b/iris/tab_ddpm/2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6227097115073965,3.2074602593995345,1.4034481424242822,0.2001547564666429,Iris-setosa
+1,4.502575279467041,2.3081952014405123,1.299004333005605,0.30199084607030974,Iris-setosa
+2,6.7086017093524575,3.301520280417644,5.677188568561754,2.1044004852713125,Iris-virginica
+3,4.400000736549726,2.9001760895312856,1.3846679178134313,0.19950553872564547,Iris-setosa
+4,6.469331478009102,3.0,5.541904260179137,1.7993219164001013,Iris-virginica
+5,5.56029673721557,2.5003328571052297,3.8104956336598237,1.0947688143691854,Iris-versicolor
+6,4.4,2.9041998901674297,1.3929239920941194,0.20141184541974097,Iris-setosa
+7,6.053916021845294,2.979299107120347,4.540296194383676,1.456389285592874,Iris-versicolor
+8,6.198229777477007,2.2,4.533814198437665,1.4898627322403948,Iris-versicolor
+9,7.899998686870653,3.7705596117429434,6.3781962448839185,1.9883216960158123,Iris-virginica
+10,5.49740309049129,4.199998931844131,1.3994930145516136,0.20513871018218646,Iris-setosa
+11,6.289232341200069,2.5305062066456254,4.907626830998052,1.513609295045966,Iris-versicolor
+12,5.592415925174691,2.476820065018848,3.8982044906746744,1.0884426962231188,Iris-versicolor
+13,5.362750394541012,3.0,4.475976205725338,1.4844672318210774,Iris-versicolor
+14,6.077735652381379,2.5955065188806454,5.61691791427321,1.4160419464290328,Iris-virginica
+15,5.093780389726344,3.517943101725272,1.4000877749971352,0.3148383827871995,Iris-setosa
+16,4.602324410485438,3.1858029861727992,1.4003491496977138,0.20415035244161592,Iris-setosa
+17,5.614971982514405,2.859676747818372,3.5750585335605694,1.3168540739302483,Iris-versicolor
+18,6.512294472183804,3.208740169760091,5.118093664798278,2.014684067606967,Iris-virginica
+19,5.121347062649391,3.8079288699795333,1.7639172335104223,0.20237777799904944,Iris-setosa
+20,7.022579613699776,3.0,5.748303034949033,2.1196667819282227,Iris-virginica
+21,6.306469507757969,2.4724240788299365,4.9004527059349785,1.5147772421548038,Iris-versicolor
+22,5.634825781590007,3.7463572735933903,1.5685506499909108,0.3258095406593423,Iris-setosa
+23,5.447117350661928,3.408928080867935,1.712084964342416,0.2028604520990679,Iris-setosa
+24,5.173650657460084,2.675697352586549,3.757182160007222,1.3811960920679016,Iris-versicolor
+25,5.659316040902814,3.7573282753125947,1.8148425125275316,0.32531581407781873,Iris-setosa
+26,6.803355200081773,2.8036930456790277,4.8148274806417914,1.393269322460768,Iris-versicolor
+27,5.417019799969779,3.0,4.45848588265169,1.479798385693608,Iris-versicolor
+28,5.391349084918067,3.0,4.493571859193086,1.528770104276247,Iris-versicolor
+29,6.299687563892211,3.4066058753666653,5.574243889271734,2.4040819319040656,Iris-virginica
+30,6.900794921106608,3.110716217379848,5.112949498456994,2.3197444934762133,Iris-virginica
+31,4.8874160454823725,3.0964280650682428,1.51492723466133,0.1,Iris-setosa
+32,5.095492611709229,3.530394809649657,1.4028777210631147,0.3157873295566379,Iris-setosa
+33,5.174757013100859,3.3887508626310128,1.500330978024806,0.19992272888360146,Iris-setosa
+34,5.361887595866507,3.3973242766533343,1.4970792681873961,0.37832241148688595,Iris-setosa
+35,6.702526316114535,2.5128035048842237,5.816203708840253,1.801898270693899,Iris-virginica
+36,5.004857787298262,3.1901207586312257,1.2000001816337353,0.19698787886887587,Iris-setosa
+37,6.0732597957013,2.8128046318001623,4.615251890120507,1.265127950178213,Iris-versicolor
+38,6.287841455924229,2.3076275188576614,4.418079878718714,1.3133487269266244,Iris-versicolor
+39,6.841588269498593,3.206318371987437,5.915481091294267,2.2980100198004325,Iris-virginica
+40,5.415148384244178,3.0,4.505654123646359,1.5123031901266102,Iris-versicolor
+41,5.876707661609638,2.870425484809601,4.507227686766167,1.4187665681762862,Iris-versicolor
+42,5.611771693377543,2.884167299164724,3.586621025529991,1.2796018051208915,Iris-versicolor
+43,5.602263940939733,3.0,4.123862480831967,1.296386284011219,Iris-versicolor
+44,5.994677555918961,2.903510679356281,4.473830242693514,1.5051236949609625,Iris-versicolor
+45,5.629005008398236,2.7059470755763466,4.269255259296689,1.307707513017063,Iris-versicolor
+46,6.0935790690476574,2.793865277096088,4.703591828250024,1.1989341325649638,Iris-versicolor
+47,5.516077496792139,3.025419593580063,4.613051578990732,1.628122124674223,Iris-versicolor
+48,5.455075163138829,3.4871753035123936,1.4969351922562528,0.3758587053723691,Iris-setosa
+49,4.4,2.8877750721584055,1.3858801025215033,0.1989848261410224,Iris-setosa
+50,6.705291056318125,3.307547439983325,5.6983226839636,2.5,Iris-virginica
+51,6.022972809743151,2.7096516413922167,5.08400837187948,1.5683321571276798,Iris-versicolor
+52,6.637882882674065,3.0,5.620268729915177,1.8129143782340849,Iris-virginica
+53,6.712550025699236,3.0,5.000804674272641,1.6940311555576613,Iris-versicolor
+54,5.894069451197568,2.798038277185903,4.6137109172101525,1.2530003026797858,Iris-versicolor
+55,6.404721785459804,2.7057841250260353,5.298083047362322,1.902703194508983,Iris-virginica
+56,5.8546079291132695,3.1966943014956613,4.772339478188206,1.7853525238048278,Iris-versicolor
+57,6.181034735322713,2.2,4.501883253467845,1.4946698240699325,Iris-versicolor
+58,5.862462982531541,3.0,4.183906205224543,1.4839491187250848,Iris-versicolor
+59,6.396210489306976,2.9059115466830736,4.308517803753732,1.2877945506630826,Iris-versicolor
+60,5.407017324815618,3.399681434024001,1.6828985910822343,0.2001002466936322,Iris-setosa
+61,6.297654266871495,2.500832174517174,4.895070618508069,1.5295414907370373,Iris-versicolor
+62,5.12106087957842,3.4344890530849814,1.5147321377768261,0.19647495408683552,Iris-setosa
+63,5.114796893156126,3.7225153397560597,1.5614820429296274,0.39447503259446526,Iris-setosa
+64,5.101511841793011,3.800275431084091,1.6796449405167408,0.1996721203919919,Iris-setosa
+65,6.315465466978964,2.917193417812488,5.606138123245154,1.802121166867936,Iris-virginica
+66,5.377591932811809,3.395366763759198,1.5779288500697155,0.19734676565949466,Iris-setosa
+67,6.702286936908775,3.3023171077068554,5.666939834692217,2.10303503716333,Iris-virginica
+68,6.820830051336265,3.0,5.503864008289223,2.099064300913082,Iris-virginica
+69,5.38066783356593,3.9232001492410475,1.6953576382699327,0.36746527142738883,Iris-setosa
+70,4.961728794327174,3.1842141476697936,1.2000001816773889,0.20452762865292762,Iris-setosa
+71,5.006691991269141,3.402353310020923,1.5804581513850282,0.38646300083558804,Iris-setosa
+72,6.304969069148558,2.313444477245817,4.373697051469408,1.3168357892731724,Iris-versicolor
+73,7.6939765985384625,2.584770662139799,6.9,2.3117516898835975,Iris-virginica
+74,6.6898411736108985,2.478669224226777,5.81189359054302,1.7887795862082794,Iris-virginica
+75,5.494787110419025,4.199999261098163,1.396866227487835,0.20386165556746705,Iris-setosa
+76,6.072626085055432,2.7953466815916133,4.71169798031316,1.2071957089014058,Iris-versicolor
+77,6.668565475028135,3.0,4.953947943358424,1.7168782873383912,Iris-versicolor
+78,4.5919254068807795,3.399427206682027,1.3955499171383445,0.34821850130154064,Iris-setosa
+79,5.006027574809166,3.3279076271561565,1.4071008014009068,0.2065530683402302,Iris-setosa
+80,6.5251474991991225,3.1766758644536472,5.115680644363536,1.9945840452080177,Iris-virginica
+81,4.501660973514493,2.2960254543197025,1.300787392769623,0.29785542710103674,Iris-setosa
+82,6.304032049640823,3.298059176054795,4.7041554362736715,1.5994205343906773,Iris-versicolor
+83,6.525147423960149,3.0,5.502813303876862,1.798927807143934,Iris-virginica
+84,7.723705992211524,2.6106257331514553,6.89999855769629,2.3138437283476603,Iris-virginica
+85,4.905663815462469,3.110119042548476,1.4948180979743548,0.10000012142521865,Iris-setosa
+86,5.3816816984585625,3.404114116294751,1.4991625752435545,0.4039190718187005,Iris-setosa
+87,6.193434206999524,2.2,4.488936369766464,1.4975219546621221,Iris-versicolor
+88,7.702924374322457,2.62262444166069,6.89999804656429,2.3215289148460507,Iris-virginica
+89,6.713907294332437,2.4903315518970386,5.859192873911789,1.7913146272063212,Iris-virginica
+90,6.306407319457748,2.2971050512110898,4.408708707125102,1.28446183150135,Iris-versicolor
+91,5.526408979218895,2.655723252891431,4.306538269201823,1.2571159515237522,Iris-versicolor
+92,5.528594955708299,2.6037306536777693,4.312501883193335,1.23289232013521,Iris-versicolor
+93,4.803535252513602,3.0,1.3984222704307185,0.1,Iris-setosa
+94,6.73023255085474,2.989102731434673,4.924476009139892,1.6185479331311736,Iris-versicolor
+95,6.005976396230467,3.0,4.804471993978497,1.7972070031580691,Iris-virginica
+96,6.9374065249120465,3.1104385916222497,5.10732491324258,2.293338144285144,Iris-virginica
+97,5.905815599459944,3.0,4.214745842399113,1.4907777329550853,Iris-versicolor
+98,4.869399836000267,3.0,1.3972394563695683,0.20524510835300622,Iris-setosa
+99,4.910113983833165,3.0,1.3980415353260986,0.19831594348113551,Iris-setosa
+100,5.692907947031379,3.0,4.2723841674556695,1.34019216224239,Iris-versicolor
+101,5.426940171141528,3.4065052829180087,1.4969649837518617,0.4000675338763324,Iris-setosa
+102,6.303265771139015,2.4866139609903533,4.901414292781944,1.5008557563143217,Iris-versicolor
+103,7.133386460843476,3.0,5.901699413345973,2.1051226486571597,Iris-virginica
+104,6.906318135875862,3.0953019545596914,5.093908840041411,2.2957081079927333,Iris-virginica
+105,4.794867686451615,3.0,1.4007061667640013,0.32522342500770074,Iris-setosa
+106,6.303620600060506,2.8965765681144835,5.603967783293534,1.7978415493617512,Iris-virginica
+107,4.795816893127971,3.0,1.3973801696807315,0.29797136332201524,Iris-setosa
+108,5.598646482849916,2.6631032964292447,4.021330669361134,1.2897190487343866,Iris-versicolor
+109,5.084728227967679,3.3961463281339297,1.518926030891715,0.2007538684460629,Iris-setosa
+110,5.470359970891327,2.580755811876846,4.39354004274747,1.1698710205051415,Iris-versicolor
+111,6.2907078661875415,2.479890113564654,4.885994683685606,1.4926706141321469,Iris-versicolor
+112,6.085128652143532,2.99589862883154,4.5629721640521055,1.4145803840961968,Iris-versicolor
+113,6.497343414928924,3.2025201896707283,5.091532917012652,2.021091935704366,Iris-virginica
+114,6.862011361036434,3.19187615617548,5.903659853481425,2.2951905572838043,Iris-virginica
+115,6.392495623697881,2.9108858725568747,4.269422452582796,1.2914813840060053,Iris-versicolor
+116,4.9011461378200325,3.100909033825078,1.4956235811122396,0.1,Iris-setosa
+117,5.167236165900549,2.6648719812297457,3.736391662215267,1.3619465608502108,Iris-versicolor
+118,4.4000004620886015,2.9233187030723835,1.3949388058034047,0.21037396244735862,Iris-setosa
+119,6.2890774960829114,2.3045017305807507,4.367030240906772,1.2683849315341338,Iris-versicolor
diff --git a/iris/tab_ddpm/2/3/test.csv b/iris/tab_ddpm/2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/3/train.csv b/iris/tab_ddpm/2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/3/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/3/val.csv b/iris/tab_ddpm/2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/4/synth.csv b/iris/tab_ddpm/2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ae442140d9d40a135cc9fd07253d25cc82bacb31
--- /dev/null
+++ b/iris/tab_ddpm/2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.883129824085089,3.0,4.289797414765479,1.4511618360021814,Iris-versicolor
+1,7.715127034910222,2.604531152621716,6.9,2.2820076290385414,Iris-virginica
+2,5.011035074859966,3.199842654660643,1.2000002235585896,0.20424577740069547,Iris-setosa
+3,6.785521321874317,3.0,5.469096034478712,2.1010947882490676,Iris-virginica
+4,6.35766482187588,2.9790210113614357,5.5533137601349924,1.7961941641682522,Iris-virginica
+5,6.291424037778767,2.507913912493281,4.911569224857103,1.5056721729752602,Iris-versicolor
+6,6.343965808102637,2.4950136501157685,4.913538510118539,1.5010170695377272,Iris-versicolor
+7,5.683329449311104,2.494093310082348,4.950177779701449,2.0097258743303414,Iris-virginica
+8,4.610965945319855,3.403435722279131,1.397070012290496,0.34513609764783604,Iris-setosa
+9,5.939466320871496,2.8836895467666057,4.508542747514105,1.4281324350649707,Iris-versicolor
+10,5.112750580648711,3.5289361434216944,1.4082393927178505,0.3090223155342871,Iris-setosa
+11,7.716591343662796,2.5843584586832793,6.9,2.2672347275714664,Iris-virginica
+12,6.3125510667485685,3.3068993542088285,4.718360465617655,1.6094178955125849,Iris-versicolor
+13,4.809103031993159,3.0,1.4020731578539931,0.29576251950133337,Iris-setosa
+14,5.61760343094098,3.0,3.949389177325933,1.2800112304207492,Iris-versicolor
+15,5.509473018276286,2.6861971985825654,4.002206012337611,1.317802945673328,Iris-versicolor
+16,5.979849084169166,2.6991113161669027,5.0891830502056505,1.5976023499699559,Iris-versicolor
+17,6.693059357836697,3.297461171450618,5.723953537239619,2.105009543489071,Iris-virginica
+18,5.624405039315746,2.703997775866109,4.148256995596043,1.3036735562463626,Iris-versicolor
+19,4.9019327593951685,3.1058784724587944,1.4965782513021135,0.1,Iris-setosa
+20,4.811206410513757,3.0,1.401386145071688,0.1,Iris-setosa
+21,6.1904847425034,2.2,4.510815219483578,1.4978161777603851,Iris-versicolor
+22,6.297855828955558,2.502591630703253,4.889014411690578,1.5025440427114656,Iris-versicolor
+23,5.160219686799534,3.3298711145507855,1.6084189144403775,0.47542985127201676,Iris-setosa
+24,6.1626975196830385,2.200000354345124,4.5374675359199115,1.5418230816975154,Iris-versicolor
+25,5.8857349838365325,3.2025306557449627,4.782904804206034,1.7930327205431154,Iris-versicolor
+26,5.6017920652430355,2.479620123315463,3.9511019855321123,1.1205278610022456,Iris-versicolor
+27,4.991220674871322,3.2186861267751112,1.2000001934666011,0.19888578262186662,Iris-setosa
+28,6.410495081004222,2.687148966283037,5.343288737284826,1.9107293600096773,Iris-virginica
+29,6.247420042556878,2.2000002890416166,4.5331573674026195,1.5016075223727572,Iris-versicolor
+30,4.797860230418721,3.0,1.40396635020153,0.1,Iris-setosa
+31,4.502183142614607,2.3036848897814983,1.308335025790205,0.2986627013914905,Iris-setosa
+32,6.523747733632885,2.874165130313002,4.436196441669163,1.333589469543667,Iris-versicolor
+33,6.193596401728086,2.2000002728598043,4.488743913681553,1.495794029914343,Iris-versicolor
+34,4.888252373887797,3.0,1.4063431312093804,0.20070259295314644,Iris-setosa
+35,6.298310417975177,2.507040518838599,4.868010045302377,1.4961913835492864,Iris-versicolor
+36,6.937191688037974,3.1823391660143945,5.694330734386189,2.2848765608152903,Iris-virginica
+37,6.329865772335207,3.405858340923264,5.609832879677589,2.4032290993597982,Iris-virginica
+38,4.602534679534024,3.2021405953182542,1.4003525244577055,0.19950248155587746,Iris-setosa
+39,6.289973896752817,2.701717633234281,4.938150084599083,1.8006219597359139,Iris-virginica
+40,6.72250876886517,3.2998666771891987,5.745378886037831,2.4999996278365995,Iris-virginica
+41,6.762910627764645,3.0,5.4948900063257105,2.0625316006613184,Iris-virginica
+42,6.1446371811303155,2.3317635771520093,4.334796781035658,1.248163617369882,Iris-versicolor
+43,5.592797031423274,2.9080058151745045,3.6635146970606534,1.2927546367195852,Iris-versicolor
+44,5.228878138726518,3.865772299983155,1.5594216752345749,0.36423342980905027,Iris-setosa
+45,5.125343618452484,3.7784717803403574,1.512198812964884,0.19887517796893844,Iris-setosa
+46,4.493859670694558,2.3033530857617297,1.3027256266302543,0.3146425080488429,Iris-setosa
+47,6.133123599122004,3.0223414921365053,4.527169414840494,1.408729495772398,Iris-versicolor
+48,5.3401850766910135,3.4024910860956186,1.5591126054322102,0.1981732021686091,Iris-setosa
+49,7.071829404992028,3.0,5.943788653340923,2.098575317970457,Iris-virginica
+50,6.316089780834242,2.712713188281372,4.9045685697831365,1.8051319567841067,Iris-virginica
+51,5.695122986294132,3.7789094700366976,1.7404439384434505,0.3319156465527957,Iris-setosa
+52,6.511028403180401,3.2023723144795064,5.0874273782857244,2.0108075575122935,Iris-virginica
+53,4.905969355462358,3.0952658385335634,1.5447474435333315,0.10000010212443414,Iris-setosa
+54,6.294482073873571,2.29954122899731,4.409928944852236,1.3085972407157984,Iris-versicolor
+55,5.884103480545606,3.0,4.104057807880597,1.4983143742283305,Iris-versicolor
+56,6.550208307552604,3.204442433466929,5.116193939397152,2.0104556012734554,Iris-virginica
+57,5.241611519525323,2.7340487378506864,3.9645295751572913,1.4244707424863858,Iris-versicolor
+58,4.903338551470885,3.0863221436602393,1.499799935262542,0.10000009355600364,Iris-setosa
+59,6.3055765077788415,2.305900007042723,4.356100964397882,1.310607100043816,Iris-versicolor
+60,5.720940837231574,2.5087547027172254,5.007776409100498,2.0078548085559236,Iris-virginica
+61,5.698797303335757,3.7836952281515392,1.6570272683959972,0.29364209038817324,Iris-setosa
+62,4.633872110982627,3.4009360885520694,1.396795355407842,0.3363342317055176,Iris-setosa
+63,5.792253029257156,2.6746349492758767,5.105270204520903,1.9352859050754536,Iris-virginica
+64,5.57357862538796,2.475449941533617,3.8475722957752385,1.1042877243859404,Iris-versicolor
+65,6.815047297484186,2.788890460629686,4.864295694988906,1.4198173546006057,Iris-versicolor
+66,6.298383733419045,2.6956276076586665,4.884210127449143,1.796824188677347,Iris-virginica
+67,6.2901090560039865,2.305170246726339,4.416873959462966,1.3064239439498977,Iris-versicolor
+68,5.692126906401164,3.7882621035519306,1.7750533427347635,0.3078595414506043,Iris-setosa
+69,5.7856275165723225,2.8023709547609887,5.089469077906333,2.3963454745657042,Iris-virginica
+70,6.6782303374061875,3.0,5.007791770091519,1.6969999189500775,Iris-versicolor
+71,5.740991170444819,3.8015502026972756,1.721717089261125,0.29711117188247566,Iris-setosa
+72,4.659749853390822,3.3233856762097207,1.405409821715891,0.26241671740748845,Iris-setosa
+73,4.617590108784458,3.19375561548004,1.3974723705397838,0.19853081294560887,Iris-setosa
+74,5.407261534585983,3.3971569555354204,1.498032297558973,0.34782125713451373,Iris-setosa
+75,5.184261894090049,3.758185707258514,1.6521341614180853,0.40048676159486474,Iris-setosa
+76,6.41024581160262,2.90001696733283,4.275292461358055,1.3101190780764442,Iris-versicolor
+77,6.19970709273718,2.200000313607504,4.513434505959254,1.5137064041903046,Iris-versicolor
+78,6.723249458533126,3.3033064545093622,5.704174600114011,2.0893131183748164,Iris-virginica
+79,6.286060343744891,2.304530222018634,4.39206180560371,1.308687110385413,Iris-versicolor
+80,5.686351622476987,2.743527653826059,4.5162101978149085,1.2764537068853063,Iris-versicolor
+81,6.830229919780387,3.195949993135023,5.849206490098092,2.28957627896792,Iris-virginica
+82,6.293309017294539,3.4011795395926505,5.58147958843783,2.4021253126124877,Iris-virginica
+83,5.3994563411441305,3.397843212781472,1.64259444619365,0.1986393725472304,Iris-setosa
+84,6.8400449313640435,3.201811026810498,5.901022149390378,2.31001541240732,Iris-virginica
+85,6.309884627295654,2.7040139767296028,4.874316303073411,1.7997348532718407,Iris-virginica
+86,7.6986967011693865,2.591074347675114,6.9,2.2980331339197066,Iris-virginica
+87,5.1117289878719285,3.802711813126388,1.6252088220794303,0.1942969944583663,Iris-setosa
+88,6.533287275628679,3.0,5.832381991443332,2.2197088244152337,Iris-virginica
+89,6.398311744997228,2.6837142303116015,5.331886090757577,1.8960672207817442,Iris-virginica
+90,5.7685189144196025,2.6622356366286386,5.097797420845124,1.920710321293213,Iris-virginica
+91,5.467544499700299,2.3807412365236775,3.8059217752589993,1.1186679647352504,Iris-versicolor
+92,6.093197687067208,2.8265056816308305,4.6775446747422915,1.1744617502267443,Iris-versicolor
+93,5.36169308110219,3.790190492603446,1.5479076843029058,0.2078987273859895,Iris-setosa
+94,5.597590718911054,2.4999729575640948,3.911638840292934,1.1105445186542433,Iris-versicolor
+95,5.083772235574396,3.3018357744136124,1.4956671875679253,0.5632548612274659,Iris-setosa
+96,6.9301141817473235,3.202512326447314,5.841614042093509,2.2893459931007927,Iris-virginica
+97,5.476299585529866,3.0,4.502797158617157,1.550739555352715,Iris-versicolor
+98,5.037765762389774,2.4897741371836344,3.2678260361390494,1.1111245828250975,Iris-versicolor
+99,5.5529970781307325,2.562598790785195,4.143271296756836,1.1502524816781923,Iris-versicolor
+100,5.226988196515289,2.6944550400370915,4.006339413002184,1.3848974633110303,Iris-versicolor
+101,6.079358759255138,2.5964242653976086,5.582653415527776,1.4206175334588151,Iris-virginica
+102,4.599643763696935,3.208308814730244,1.3951511983748954,0.20051878738083745,Iris-setosa
+103,5.1005501318959015,3.5127336929081383,1.4049614071480536,0.29498473385500623,Iris-setosa
+104,5.401209312812963,3.913040405539326,1.5982771852507682,0.38607104927604763,Iris-setosa
+105,4.4,2.889731112042181,1.4018796122468495,0.19943542328771907,Iris-setosa
+106,5.980245215419518,2.8833407599463774,4.461623178120178,1.4948525286869334,Iris-versicolor
+107,4.889235255931445,3.0997800657996657,1.4986203509402827,0.10000011001702376,Iris-setosa
+108,5.706136074743542,2.500160799636746,4.990197067755787,2.007001659923377,Iris-virginica
+109,6.698112174722888,3.300378920807446,5.698906120308958,2.110050376433818,Iris-virginica
+110,6.302366881344662,2.498237307605903,4.889712725972361,1.4777708119676032,Iris-versicolor
+111,6.781369104481161,2.808364414430695,4.80693679737438,1.4199652346478353,Iris-versicolor
+112,4.591224545187511,3.1842334142365636,1.4033745683679129,0.19915853661750937,Iris-setosa
+113,6.002757114903108,2.2000003222292026,4.988709526647713,1.49561093045597,Iris-virginica
+114,6.2857501571161185,2.3067071515869984,4.401628181733826,1.326902723225154,Iris-versicolor
+115,6.126185616652154,2.597100704267004,5.627574297384649,1.4205637985044688,Iris-virginica
+116,6.638677666254672,2.515068293736218,5.75599745937474,1.795398811754336,Iris-virginica
+117,6.784179446692413,3.0,5.496922671425232,2.098260247717917,Iris-virginica
+118,5.807012978164553,2.8198943119683038,5.101927765640857,2.4057295818439783,Iris-virginica
+119,5.569313026032034,2.4642280069672124,3.8790071989658372,1.1028223674772109,Iris-versicolor
diff --git a/iris/tab_ddpm/2/4/test.csv b/iris/tab_ddpm/2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/4/train.csv b/iris/tab_ddpm/2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/4/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/4/val.csv b/iris/tab_ddpm/2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/5/synth.csv b/iris/tab_ddpm/2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..500a9dcdbe6782cab510aed8fc4ff3816f0d70f1
--- /dev/null
+++ b/iris/tab_ddpm/2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.577474415225662,2.8827011108769236,3.5311208879713676,1.3090526844583177,Iris-versicolor
+1,4.897977419626516,3.0,1.4039519538464877,0.19743038723892403,Iris-setosa
+2,6.313622984524799,2.5084832090043134,4.919102924099207,1.5047420084517626,Iris-versicolor
+3,4.991976529579352,3.3993345091624256,1.561873814423259,0.43086529903997584,Iris-setosa
+4,5.005699662492694,3.3088864970665557,1.4084053617234653,0.2048056321020049,Iris-setosa
+5,6.705595614054995,2.4928136800121656,5.799170003386808,1.80253426883481,Iris-virginica
+6,5.6538897193627715,2.73575127854631,4.423931846829181,1.2822816730071267,Iris-versicolor
+7,6.897261873910662,3.0955141495344334,5.100709189067734,2.3060815353281376,Iris-virginica
+8,6.7477202641021305,3.137318466174954,5.8104020688560585,2.281773359865548,Iris-virginica
+9,5.883063261694451,3.2352668015739394,4.783321707705371,1.8021638349368552,Iris-versicolor
+10,5.518591377219512,2.405499706979737,3.900412314452138,1.1236775027477368,Iris-versicolor
+11,4.916319924646898,2.4053266649791594,3.264367593957883,1.0487852927666856,Iris-versicolor
+12,6.698322804299902,2.4794296380132756,5.830194962421367,1.7996424997693228,Iris-virginica
+13,5.132908059459057,3.7775922363792387,1.600718952063551,0.19930785898045258,Iris-setosa
+14,5.327980861076399,3.5815651013732945,1.5531482724244035,0.2015896412007787,Iris-setosa
+15,5.407200957505333,3.0,4.469042157691621,1.5051187478510335,Iris-versicolor
+16,6.2924795732419145,3.3029397498892705,4.687515457130367,1.5933883132250943,Iris-versicolor
+17,6.001254281650495,2.7006842942016767,5.109164609908842,1.5997334594113912,Iris-versicolor
+18,7.0746329666982435,3.0,5.921963684627498,2.0818587182855763,Iris-virginica
+19,6.312872018506123,3.305157289684814,4.717062534218925,1.585620653036833,Iris-versicolor
+20,7.899998888394898,3.783994114602188,6.394829318000857,2.019886524485105,Iris-virginica
+21,5.657675591395684,2.7651292605144873,4.2761578733532115,1.29131348791942,Iris-versicolor
+22,4.4,2.8892995327837454,1.4018772365364325,0.19873384492525875,Iris-setosa
+23,6.066659401585794,2.6562573229529187,5.041657797369486,1.5464550706466242,Iris-versicolor
+24,6.552942433615166,3.2021912990646384,5.097664201311544,2.00010908092153,Iris-virginica
+25,5.115846062519258,3.5260432614749218,1.3985920677349868,0.2994880091466372,Iris-setosa
+26,5.297630997791028,3.8381100880872756,1.606812174679541,0.36797126715201206,Iris-setosa
+27,4.962007283210793,3.299994646102681,1.4040974686290446,0.19800881008417814,Iris-setosa
+28,6.293803261204206,3.296268625607004,4.661949194644505,1.5951995415342712,Iris-versicolor
+29,5.808366536030878,2.792663453641224,5.100312245156303,2.4012488338480487,Iris-virginica
+30,6.343270496028654,2.977071361398977,5.53047261054741,1.7986128687466667,Iris-virginica
+31,6.3004528899348236,2.704674806826669,4.880343063932852,1.8069510203213746,Iris-virginica
+32,5.076340792129339,3.49677411842879,1.4024624694287011,0.2985061068674848,Iris-setosa
+33,5.898620545272223,3.0,4.066196920374448,1.4827779493118087,Iris-versicolor
+34,6.554639756750728,3.0,5.739400286565328,2.175419702441754,Iris-virginica
+35,4.400000570298571,2.9083279893550125,1.405755207802664,0.20526163135682893,Iris-setosa
+36,5.163463846056214,2.6599452781395283,3.835325894934223,1.3879131893688987,Iris-versicolor
+37,6.76728283611388,3.1961212671853434,5.848679750232862,2.2906202846041146,Iris-virginica
+38,4.614442718079152,3.398873597383837,1.4062697888550746,0.29739924824376524,Iris-setosa
+39,5.487300683551507,2.3805936419278986,3.8054708094004277,1.1117044300170333,Iris-versicolor
+40,5.586179443815058,2.5793255289400485,4.0809970440774,1.14165280146256,Iris-versicolor
+41,6.2111763414783105,2.2,4.515976546079745,1.5073049639078882,Iris-versicolor
+42,6.395024069688626,2.7083356952537776,5.304586528046639,1.8907084007931947,Iris-virginica
+43,6.672369163310836,3.2940551583416093,5.739204250907275,2.1203188940598436,Iris-virginica
+44,6.697057174791104,3.0,5.005854806529821,1.713422356884118,Iris-versicolor
+45,6.005775483349747,2.906549247507299,4.504636965969627,1.5135479306586934,Iris-versicolor
+46,5.455579883172313,3.4112005301349666,1.559875798153124,0.29540902966658455,Iris-setosa
+47,5.0212181252991686,3.3012069465556273,1.3967908450338706,0.19737162957502064,Iris-setosa
+48,5.098280411632958,2.508209067520672,3.01297237234371,1.1203519206637764,Iris-versicolor
+49,4.981513897953516,3.1837614699547623,1.2,0.19751281150468009,Iris-setosa
+50,5.7734837293981744,2.5983967490429465,5.057876989190375,1.9174214180803615,Iris-virginica
+51,5.703420192073002,3.7817193220794216,1.6851739606942548,0.3148818419483101,Iris-setosa
+52,5.652026684793644,2.745671329991012,4.29168547508082,1.3389595966402144,Iris-versicolor
+53,5.397465581368302,3.892581674954002,1.591986469274321,0.43033968473602224,Iris-setosa
+54,5.701653506716935,3.800143465372022,1.666223949378997,0.29454870457546856,Iris-setosa
+55,6.027158966721131,2.7031438829839307,5.108325291618117,1.615953518688434,Iris-versicolor
+56,4.996887661179538,3.400494928696917,1.6304087611630667,0.37293286541295945,Iris-setosa
+57,6.935311303642019,3.0974255636019827,5.08622669947402,2.3055065445014953,Iris-virginica
+58,6.290056390010456,2.5076927073451656,4.920193479890366,1.4982238225254538,Iris-versicolor
+59,5.524415536252907,2.404341545880995,3.701222723961606,1.0854907695924467,Iris-versicolor
+60,4.9036588342458325,3.0,1.4025522007506326,0.2015774655219618,Iris-setosa
+61,7.259744314371317,2.896301225778894,6.302457396422539,1.7963350780173981,Iris-virginica
+62,6.9138702135907035,3.2051163285365636,5.753361062041217,2.3002428783768627,Iris-virginica
+63,4.90280498799183,3.109122598208156,1.5072947780404182,0.1000001259382218,Iris-setosa
+64,4.999078318147539,3.1751286313880365,1.2,0.20026691124370516,Iris-setosa
+65,5.844408865939147,2.738403946079917,5.100344306936723,1.8502559018598823,Iris-virginica
+66,6.040605630932394,2.688456789873306,5.104629429204768,1.5948775448249888,Iris-versicolor
+67,5.919459659819877,3.0,5.111250407656168,1.798437967909718,Iris-virginica
+68,6.293869114395164,2.890232832081632,5.548377729296817,1.7955349581785836,Iris-virginica
+69,6.104145659288809,2.8023687086892255,4.681223109433114,1.1824344395829236,Iris-versicolor
+70,5.7887829572358065,2.8101453239139276,5.0942450760377405,2.399464147620804,Iris-virginica
+71,5.868234659926167,3.2016545411378874,4.797830257337921,1.7975781116808776,Iris-versicolor
+72,6.283580720453123,2.2900750618633605,4.413835665446733,1.3162024137731863,Iris-versicolor
+73,4.80293607730732,3.0,1.391003579930306,0.1,Iris-setosa
+74,6.412638868318733,2.899518934757879,4.296728846100568,1.3091680046919008,Iris-versicolor
+75,4.400000704679185,2.8959343087201854,1.3874647287271613,0.1984235454869736,Iris-setosa
+76,5.690158334831416,2.795100091636916,4.456389080014509,1.3078998373336448,Iris-versicolor
+77,6.70977617009773,3.0,5.002355975309857,1.692782006830176,Iris-versicolor
+78,5.085134769116511,3.780919259329871,1.6420947079779347,0.2000859742520102,Iris-setosa
+79,6.37455386336561,2.7463206450796434,5.43909890935234,1.821733621608381,Iris-virginica
+80,6.417817593081188,2.8871996739496124,4.189803998756443,1.2927469736547548,Iris-versicolor
+81,5.729437036688708,2.6306118529833147,5.078731779131986,1.920833504686466,Iris-virginica
+82,5.547865643960151,2.6617470993942516,4.422723104774469,1.2640047758269537,Iris-versicolor
+83,6.294754289625355,3.407389255307404,5.559891344139571,2.398446204321442,Iris-virginica
+84,5.6199237521295355,3.0,4.060135889917973,1.3045820636043572,Iris-versicolor
+85,5.00303594938527,3.2990595343100906,1.4083059247974847,0.19426158986589626,Iris-setosa
+86,5.10206636534744,3.3077605385869067,1.787178683339679,0.48113544613361425,Iris-setosa
+87,5.612672992698928,2.9147921311372267,3.5835269079456107,1.288441042816658,Iris-versicolor
+88,6.858100213262345,3.202520768904079,5.75945796530471,2.2999865143356555,Iris-virginica
+89,5.561405239482662,2.617335879866353,4.321972381335289,1.2115593695125817,Iris-versicolor
+90,5.789501088081657,2.7926793187149284,5.10715993203157,2.407139984343633,Iris-virginica
+91,6.363575501289927,2.9093734650740806,4.303590012663603,1.332973589506187,Iris-versicolor
+92,6.6442650403316925,2.828358724953375,4.705532600294919,1.3584985633421602,Iris-versicolor
+93,6.2763701693338945,2.6901728526809534,4.865420527311006,1.7963658134403198,Iris-virginica
+94,4.80670655136927,3.0,1.4013877615129673,0.3301014596450579,Iris-setosa
+95,5.719759643993746,2.538526234023017,5.021253574400924,1.9818009047674712,Iris-virginica
+96,5.707077589867766,2.790561193067689,4.475639513754928,1.311864690553818,Iris-versicolor
+97,5.811636759122837,2.6959215292325887,5.098300195755788,1.9445561570464014,Iris-virginica
+98,6.550746229093218,3.0,5.4554948452014,1.8173121262660645,Iris-virginica
+99,6.129743846593938,2.8203277909392437,4.693671402138709,1.2037292488071196,Iris-versicolor
+100,5.604754032905069,2.8561203410263745,3.6407891773108587,1.302515233668189,Iris-versicolor
+101,5.53622590987952,3.8409821052066992,1.6398212548708297,0.33315116282241164,Iris-setosa
+102,5.468749276657901,2.5748736178474667,4.352962709026096,1.1929040490840466,Iris-versicolor
+103,5.029736145123384,3.374573395362826,1.7724096483783995,0.3898682111029056,Iris-setosa
+104,6.314202503884641,2.481167441711398,4.85623664623796,1.4948179682521765,Iris-versicolor
+105,6.826843396186988,2.790097617518295,4.787304813478377,1.3924180762158234,Iris-versicolor
+106,5.309144665039102,3.729888698779814,1.4992732992296163,0.20223766908519383,Iris-setosa
+107,5.51018956778667,4.199999123080761,1.3910210441257136,0.19737124610805817,Iris-setosa
+108,4.40000063057295,2.8975841519338275,1.4017498431092816,0.20547557512451028,Iris-setosa
+109,5.0902229613146135,3.2940237733395623,1.6367833660678186,0.4651949421571819,Iris-setosa
+110,6.49982735227689,3.191369984807944,5.106078098574543,1.9959262392512056,Iris-virginica
+111,5.1145188982538805,3.3186936705299255,1.6577351079298654,0.4616939480698289,Iris-setosa
+112,6.785080653425151,2.799387400428626,4.799663452151755,1.391449744467763,Iris-versicolor
+113,5.5993920360825316,2.506016264926847,3.9230745972784042,1.1159476447268029,Iris-versicolor
+114,5.906457521931394,3.0,5.102618168505375,1.803687291586982,Iris-virginica
+115,6.221672428876838,2.2,4.519372540830167,1.5353340650514293,Iris-versicolor
+116,6.690720887506921,2.500142687646964,5.769400884490322,1.8018068677388275,Iris-virginica
+117,6.306710015854892,3.3070697359996957,4.692794036625781,1.5929981913268392,Iris-versicolor
+118,7.032544696437835,3.0,5.83806620403596,2.091198375754782,Iris-virginica
+119,5.89212143014291,3.0,4.106279121284645,1.4882388406635791,Iris-versicolor
diff --git a/iris/tab_ddpm/2/5/test.csv b/iris/tab_ddpm/2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/5/train.csv b/iris/tab_ddpm/2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/5/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/5/val.csv b/iris/tab_ddpm/2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/6/synth.csv b/iris/tab_ddpm/2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4a87c3aab8635c57f88ae2bb9051ac12c229a81f
--- /dev/null
+++ b/iris/tab_ddpm/2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.603052988968164,2.685554585058289,4.30162577826497,1.2966493079446293,Iris-versicolor
+1,6.859272087514798,3.1893219421512864,5.76501954691578,2.295282645874306,Iris-virginica
+2,6.276035367559067,2.698712895669503,4.917652900121136,1.791627338524794,Iris-virginica
+3,5.407708457694996,3.0,4.488295228698655,1.4951331529405252,Iris-versicolor
+4,6.196793989879625,2.2,4.510951737603713,1.4747531312363833,Iris-versicolor
+5,7.713203517470021,2.608752905365863,6.9,2.3111633439639903,Iris-virginica
+6,5.199703177017485,3.726247311221456,1.5293944416000527,0.1984795283945711,Iris-setosa
+7,7.703830943955612,2.5989122872257555,6.8999988331331314,2.3011601606477963,Iris-virginica
+8,6.288492451168507,2.900945236804036,5.5872157397246,1.798664508224971,Iris-virginica
+9,6.710551796923702,3.2995850654812027,5.705139104283329,2.097173768081959,Iris-virginica
+10,5.634774948704804,3.784925791393724,1.6895181207035694,0.34749360178083205,Iris-setosa
+11,4.766955123645067,3.0,1.3950914020959435,0.1,Iris-setosa
+12,6.907550608666571,3.1144879961659315,5.100859435332099,2.3001282177236995,Iris-virginica
+13,6.110000470954753,3.0,4.639794618793014,1.3859169587609714,Iris-versicolor
+14,6.700531858210957,3.3053731602488154,5.696900305769143,2.1019292004956265,Iris-virginica
+15,6.301559625900479,2.9167256682979463,5.596498303402628,1.8034092195189313,Iris-virginica
+16,5.145214518511841,3.3283084703216406,1.529893392606454,0.49951722738628523,Iris-setosa
+17,4.907069268510495,3.1035891210593065,1.5566021751837795,0.10000010249081209,Iris-setosa
+18,6.298904812155384,2.485851918046985,4.893029810721237,1.5008607098874434,Iris-versicolor
+19,5.461190967089171,3.900219842682105,1.7689581449188383,0.3375247840524468,Iris-setosa
+20,6.683517314648085,3.0,5.001118448764696,1.7000797090322295,Iris-versicolor
+21,5.796686138126406,2.7961137970786427,5.106070025847617,2.4029681101111176,Iris-virginica
+22,6.703505410655265,3.3000445509511587,5.746621455223315,2.5,Iris-virginica
+23,4.7973848866340205,3.0,1.4041446004686577,0.2967768616922385,Iris-setosa
+24,4.786809432641767,3.0,1.3957310278491906,0.29925111687488437,Iris-setosa
+25,7.361833258665715,2.910439835661439,6.3160222973770805,1.7766190237368782,Iris-virginica
+26,6.293388890610259,2.302058137275078,4.426177651721248,1.301192676492223,Iris-versicolor
+27,4.795840851805004,3.0,1.3955654230690697,0.10000010818590108,Iris-setosa
+28,6.505090191294459,3.193676340151419,5.094898728908386,1.992477862095931,Iris-virginica
+29,5.054788506894728,3.341001487817925,1.6692029028889692,0.4527151364608193,Iris-setosa
+30,6.074238768808947,2.614827996069491,5.631145848455798,1.4136482699295123,Iris-virginica
+31,5.034940986836296,3.3660557170241994,1.5617864148236575,0.4060440435990166,Iris-setosa
+32,5.738236751766279,3.0,4.519284698660674,1.7012104298609254,Iris-versicolor
+33,6.395554792545592,2.710369612871345,5.312567843824297,1.893031869650025,Iris-virginica
+34,5.803364516955228,2.798397624825637,5.104522234471641,2.4071433882937905,Iris-virginica
+35,5.022157469752934,3.3921198104482118,1.6381735445812635,0.4078193628407067,Iris-setosa
+36,6.67740867616304,3.292831004133449,5.666977177821337,2.0976964138782113,Iris-virginica
+37,6.263187602488691,2.5372874689508036,4.984001878534938,1.517639070537609,Iris-versicolor
+38,6.400219271968214,2.892789153248778,4.296351225257646,1.3029756509050787,Iris-versicolor
+39,4.822260963565979,3.0,1.400780944089439,0.305935748843076,Iris-setosa
+40,6.499770678832067,3.0,5.446023209264581,1.8009718306894473,Iris-virginica
+41,6.715195983011407,3.3092437103249095,5.697630057952877,2.5,Iris-virginica
+42,6.130283106224572,2.5992830245800107,5.599812067483323,1.4363515401335818,Iris-virginica
+43,4.886812394525107,3.1114566846263987,1.5117020384190047,0.10000010311788386,Iris-setosa
+44,6.684803274786685,3.0,4.989717421834323,1.7250090887157679,Iris-versicolor
+45,5.711450263765991,2.810922584522127,4.474219070388382,1.3291953537727181,Iris-versicolor
+46,5.329834585374568,3.6852318386053544,1.5249131897454629,0.20673756551386938,Iris-setosa
+47,6.298228621973032,2.6960253866581474,4.854882644642391,1.8067091935540887,Iris-virginica
+48,7.9,3.832840494623255,6.392017734022418,1.9803724101157711,Iris-virginica
+49,6.2954732802933435,3.39888167479989,5.602387301510473,2.400788248394276,Iris-virginica
+50,4.400000510313974,2.9160437477382235,1.4029172351837882,0.20459028584492533,Iris-setosa
+51,5.881270105871557,3.0,4.17959013651496,1.483946997207501,Iris-versicolor
+52,5.28250831837244,3.8226965285460657,1.662741008036771,0.41842525186385604,Iris-setosa
+53,5.266616085444185,3.7159363270156387,1.5264387101030703,0.2001098291817993,Iris-setosa
+54,5.776075021875769,2.7991527887816847,5.106044742444114,2.399443743761336,Iris-virginica
+55,5.794675249852184,2.780797723775572,5.093212560440758,2.3931955566746868,Iris-virginica
+56,5.499161204225667,4.2,1.392607706503264,0.19991618872089634,Iris-setosa
+57,5.117831172695394,3.753843800238105,1.556110457702134,0.36100320479488135,Iris-setosa
+58,6.1037846160094436,2.6082950619509484,5.588599778508803,1.4230530291547874,Iris-virginica
+59,5.24727588423463,2.6970923663673174,3.9750101672856353,1.3966850285070267,Iris-versicolor
+60,5.337819007550764,3.3737099247743707,1.6351894886010034,0.3790725212225161,Iris-setosa
+61,5.795659499683259,2.677913521107927,5.074952114027414,1.9289301893082764,Iris-virginica
+62,6.681087629884528,3.2934164158904595,5.691166698406528,2.0988751613078502,Iris-virginica
+63,6.117485612087511,2.7953829820937925,4.694453431035119,1.1980887468224433,Iris-versicolor
+64,5.8833852045117805,3.2006470515711865,4.799720684672775,1.803453892277945,Iris-versicolor
+65,4.4,2.895650865741597,1.4060011320767143,0.19499170907462143,Iris-setosa
+66,6.464599986794075,3.0,5.45162190803238,1.7968664424735605,Iris-virginica
+67,5.57159621507419,3.0,4.101393251568458,1.2917728938418844,Iris-versicolor
+68,5.570943516556847,2.4483515479555553,3.886163814228418,1.0954848902165526,Iris-versicolor
+69,5.656919824865708,3.7720960165686086,1.6651926803009196,0.2989923786460585,Iris-setosa
+70,4.900071260195515,3.0,1.3934297943952652,0.19477511033455097,Iris-setosa
+71,5.93518120968505,3.2036003512108744,4.78540744982507,1.7968663159125076,Iris-versicolor
+72,5.385775085926872,3.0,4.5148177210386855,1.4981059589450658,Iris-versicolor
+73,6.196008219423034,2.2000003427307537,4.500954917745651,1.486372221581337,Iris-versicolor
+74,7.1150560578358055,3.0,5.9254123657401845,2.1003724078503296,Iris-virginica
+75,4.907479017339549,2.4079990250588206,3.179878508280283,1.017110582754531,Iris-versicolor
+76,6.397726302542081,2.7148293597801345,5.143862801841657,1.897224418299195,Iris-virginica
+77,5.928276770924912,3.218738249949481,4.85264883642379,1.8121554009790772,Iris-versicolor
+78,6.018099699965217,3.0,4.808092287995004,1.798876874043208,Iris-virginica
+79,6.0909235091106835,3.0,4.5421644648069845,1.42872326102144,Iris-versicolor
+80,4.89807731281048,3.098324654116436,1.6783680680340867,0.10000009922290971,Iris-setosa
+81,6.4842134134937055,2.9971522838697364,5.660932139330701,2.1533375637500702,Iris-virginica
+82,5.203895807222078,2.6963818788496,3.8556007225574604,1.4014886478424597,Iris-versicolor
+83,6.304251268375436,3.2903477778001267,4.675491172213542,1.5903719352993542,Iris-versicolor
+84,5.175640237267391,2.663617350587464,3.8376995841723254,1.3651658545876393,Iris-versicolor
+85,5.8093243513200274,2.7169680648202905,5.107687496020957,1.8817249215486693,Iris-virginica
+86,7.132972800447749,3.0,5.934826021158985,2.1211751313869525,Iris-virginica
+87,5.221532059851538,2.6976544064014445,3.871620856082282,1.3913059370803889,Iris-versicolor
+88,6.920703070477561,3.0,5.6458157493638135,2.0952299321049415,Iris-virginica
+89,6.0017647263307525,2.9056267338774995,4.447981094006115,1.479639629962597,Iris-versicolor
+90,6.314464300119599,2.6910945500412935,4.9635988093683165,1.8054227399826157,Iris-virginica
+91,5.711116193358871,3.781224978866892,1.7543027913364555,0.2960675908287501,Iris-setosa
+92,6.538591334796211,3.0,5.846575752990294,2.213695472723786,Iris-virginica
+93,4.804560966489641,3.0,1.4048046756257775,0.1000001089764248,Iris-setosa
+94,6.764029035046279,3.252770922452493,5.793659668557387,2.0644240767233106,Iris-virginica
+95,6.95468321594993,3.1677212773802674,5.611784192725884,2.312811266239393,Iris-virginica
+96,6.10004973882255,3.0,4.576964830165057,1.402187551793491,Iris-versicolor
+97,6.4848896405111836,3.0,5.755989213094491,2.182838953276633,Iris-virginica
+98,6.6917165343711345,2.4870634070790807,5.799006554698503,1.7997896689344053,Iris-virginica
+99,5.157789755257499,3.361914589973203,1.496827178829558,0.2091994587794326,Iris-setosa
+100,5.13945590558645,3.307657484160156,1.764851642062769,0.531133959888431,Iris-setosa
+101,6.102370308608768,2.597624161932795,5.6314556396080775,1.4257833840000278,Iris-virginica
+102,6.296401161025714,2.4719937206692593,4.8896095031351,1.5019127325871453,Iris-versicolor
+103,6.116613068035167,3.0,4.608392570612139,1.398440017186137,Iris-versicolor
+104,5.90732622995401,3.0,4.2132180715467955,1.4975507647137434,Iris-versicolor
+105,5.48982053548937,4.2,1.3986178927290767,0.1963968561942954,Iris-setosa
+106,5.128653024849616,2.512792663488953,3.1084054213242833,1.0929140636050727,Iris-versicolor
+107,5.123410869542982,3.311671588056516,1.7908308487159958,0.4417995536411542,Iris-setosa
+108,5.302286297185514,3.6760398203621296,1.5180891882464522,0.20021013714079441,Iris-setosa
+109,6.29311926385788,2.288650961388472,4.388080209985291,1.2901660779400348,Iris-versicolor
+110,5.573573300923482,2.902995561797319,3.5955497020541114,1.303146402728689,Iris-versicolor
+111,6.844217516703417,2.7964611875059218,4.823256945748783,1.4080906700917148,Iris-versicolor
+112,7.696713955884092,2.5988806171444305,6.899998798994627,2.308063845139138,Iris-virginica
+113,6.417408370995373,2.6822491303302654,5.351920355491105,1.8812472007178944,Iris-virginica
+114,7.283888057274518,2.9039413794215467,6.256387429287676,1.8034617690123496,Iris-virginica
+115,6.510782726116229,3.2017708432806655,5.103834443233002,1.991791796406344,Iris-virginica
+116,6.244787567317195,2.2,4.519951173389432,1.517257207662051,Iris-versicolor
+117,6.77143580157937,3.0,5.457486083825258,2.0662286513213717,Iris-virginica
+118,6.475759404350163,3.0,5.529125320382408,1.80581198234748,Iris-virginica
+119,5.971307694111166,2.8705550289965456,4.569998141191278,1.494614830337334,Iris-versicolor
diff --git a/iris/tab_ddpm/2/6/test.csv b/iris/tab_ddpm/2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/6/train.csv b/iris/tab_ddpm/2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/6/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/6/val.csv b/iris/tab_ddpm/2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/7/synth.csv b/iris/tab_ddpm/2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8af7f564bb4d4adb94a7de1f85cf7ce550813399
--- /dev/null
+++ b/iris/tab_ddpm/2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.5009794055257,2.29661762785335,1.3002971561408998,0.2985821980437524,Iris-setosa
+1,4.80417304874601,3.0,1.4002817544588273,0.2868811257692596,Iris-setosa
+2,6.955056491956514,3.0977411957452046,5.0910875117525505,2.2989544918157057,Iris-virginica
+3,5.795762448499721,2.80438465972187,5.0959802731140105,2.403517054788752,Iris-virginica
+4,5.969477555577959,2.2,5.00270462323934,1.5127704184773254,Iris-virginica
+5,6.872331763810896,3.2002123766208883,5.820336764017609,2.303619535311314,Iris-virginica
+6,5.0081423769285704,3.4076737078621107,1.581722246656153,0.4067177220838077,Iris-setosa
+7,5.633554206179719,2.7246821985772587,4.289147717510302,1.3027828383141709,Iris-versicolor
+8,6.284907079855838,3.4071871970180276,5.575160885486529,2.4051407409444936,Iris-virginica
+9,5.899462342207736,3.0,5.098807537779128,1.8015585240487277,Iris-virginica
+10,4.4000006719743725,2.921825731436933,1.4035106880107564,0.2109330400227693,Iris-setosa
+11,4.904119411630955,3.111290465780902,1.4973539724284837,0.1,Iris-setosa
+12,5.007270591427147,3.410018861777351,1.525879238328689,0.39281231838347147,Iris-setosa
+13,5.010405972211378,3.204432989216545,1.2,0.1994492167756271,Iris-setosa
+14,4.998646227898549,3.397638514293658,1.5228199230167312,0.4181182940695483,Iris-setosa
+15,6.103863138070753,2.595190501561326,5.606658918403713,1.4113963301903987,Iris-virginica
+16,4.502972549904621,2.308753396003006,1.3036346390002436,0.2979097091928711,Iris-setosa
+17,6.395475136236943,2.6743538650839627,5.301177404075409,1.8780216648617838,Iris-virginica
+18,5.004299649411466,3.202236263533598,1.2,0.19585034727669343,Iris-setosa
+19,6.305088710510615,2.9011866298678304,5.602939433839365,1.8002480742067861,Iris-virginica
+20,6.514690422646576,3.185575524439198,5.106427506501396,1.987204278821574,Iris-virginica
+21,6.90396913626503,3.100709389848897,5.1102143889043665,2.3115761583608356,Iris-virginica
+22,6.9151689368672,3.1605701703735596,5.931545946315614,2.2613184678661535,Iris-virginica
+23,4.796469011401088,3.0,1.3976304268749251,0.1000001067624664,Iris-setosa
+24,6.407607931687759,2.691446231060003,5.297280634735764,1.8965364719811157,Iris-virginica
+25,5.992868878360696,3.0,4.84535238565433,1.7945865749125607,Iris-virginica
+26,7.316088654976318,2.9007089541748283,6.354795931369203,1.8057507554341845,Iris-virginica
+27,7.282471905214674,2.8922479834945944,6.289802792820605,1.7997578804756043,Iris-virginica
+28,5.0067771286388085,3.4048348425745174,1.5329152572614027,0.45495767363066864,Iris-setosa
+29,5.792464359492895,2.8034263243348483,5.088885742125497,2.3958753432037585,Iris-virginica
+30,6.082641967128831,3.0,4.631851576179339,1.373346616151602,Iris-versicolor
+31,5.297452837173636,3.7193963284837426,1.4958446211660403,0.19904146660696326,Iris-setosa
+32,6.311827528741388,2.2938406704200607,4.4213084603252,1.3043404068905096,Iris-versicolor
+33,6.107291768024356,2.589266710378873,5.59657049175199,1.3903657820100042,Iris-virginica
+34,6.283067653882557,3.289361924867184,4.68921643872731,1.613994010975189,Iris-versicolor
+35,4.801014807793779,3.0,1.4082506111453157,0.30425575133409866,Iris-setosa
+36,4.879599362738713,3.0,1.401477818952165,0.1968004428672676,Iris-setosa
+37,5.109776665103166,3.3989466705283253,1.5506326311993515,0.19872150123952897,Iris-setosa
+38,5.968721640206753,2.2000003321385586,4.993677443815055,1.5122577968346749,Iris-virginica
+39,6.269560855433086,2.304918009415215,4.383932217438087,1.2774307835992995,Iris-versicolor
+40,6.796817185347401,2.7985598437649486,4.817256373302902,1.4282199900637167,Iris-versicolor
+41,6.727615532784205,3.306363556730174,5.706110831834994,2.5,Iris-virginica
+42,6.296599205419016,2.321112431985805,4.385496407951225,1.3038991438557053,Iris-versicolor
+43,5.417146608964332,3.0,4.475436961295049,1.4644177104613894,Iris-versicolor
+44,5.088113866369036,3.43524203300164,1.4056968809373496,0.3150431534995022,Iris-setosa
+45,4.902998313143662,3.1156962176857896,1.4956261975090548,0.10000010335948278,Iris-setosa
+46,5.777316984880599,2.5355920779693,4.990959987169531,1.9929819776305113,Iris-virginica
+47,6.476991960514645,2.8832216384165896,4.3677500629141095,1.3433221101693966,Iris-versicolor
+48,6.189043513994483,2.2000003052294663,4.550927760146308,1.5044267723352884,Iris-versicolor
+49,6.798801998912657,3.1767756275391967,5.814697060770801,2.302511617245005,Iris-virginica
+50,5.456956588539947,4.2,1.4031052102764865,0.209659759254323,Iris-setosa
+51,6.142041093367919,2.813545718920086,4.709456125997964,1.1897055109213415,Iris-versicolor
+52,4.585806007457536,3.4013202079206555,1.3995793197462736,0.3102505262578186,Iris-setosa
+53,6.413153170617945,2.6999570507927144,5.287584772623191,1.8976647725831706,Iris-virginica
+54,7.317764303374944,2.8981417088734025,6.285651693727279,1.7831690525140378,Iris-virginica
+55,5.763536506771131,2.7982905350086145,5.097359128082226,2.403365792053233,Iris-virginica
+56,6.242284958460715,2.7859832627461127,5.55193681285854,1.7267582957459817,Iris-virginica
+57,6.097776460165826,2.608247626642038,5.609207095205341,1.3633777002527523,Iris-virginica
+58,6.4052718635774655,2.679754378191821,5.348655401470598,1.9036337829078778,Iris-virginica
+59,5.796817257378491,2.709905372537692,5.114177993080852,1.8908918349669976,Iris-virginica
+60,7.30826972639421,2.938426553740225,6.263456724194535,1.8114946572279238,Iris-virginica
+61,5.589107437706431,2.4759295652779416,3.914667840411923,1.1066988548975751,Iris-versicolor
+62,6.304251885271488,2.7241280237248287,4.912226002700509,1.8043012217553436,Iris-virginica
+63,5.526322379611391,2.4295367230459135,3.8909499242152656,1.0950538076597345,Iris-versicolor
+64,5.601613286594285,2.709384131428777,4.230659565435108,1.2982190667409206,Iris-versicolor
+65,5.09888003992869,2.500576370167497,2.8511472395949795,1.101829875494635,Iris-versicolor
+66,4.902787417674479,3.0990775997117224,1.5183393400200504,0.10000009966567633,Iris-setosa
+67,6.026461560267017,2.690911416157696,5.102375331550026,1.602746409985739,Iris-versicolor
+68,5.441125232055823,2.674861183916929,4.347119656829459,1.2831762290935207,Iris-versicolor
+69,5.586616561511377,3.0,4.127769502863131,1.3008299071022982,Iris-versicolor
+70,5.999824585973884,3.0,4.423376594404323,1.4778687704785096,Iris-versicolor
+71,6.100888952484266,3.0,4.582710858580262,1.4340007781827921,Iris-versicolor
+72,5.41736016495879,3.879294957939271,1.870970280283727,0.3990245823265966,Iris-setosa
+73,5.528318443526859,4.2,1.4060471789823223,0.21367204969986417,Iris-setosa
+74,5.666893380014292,3.767204874802186,1.546381785552909,0.3015541209067854,Iris-setosa
+75,5.986193218490481,2.2000002980767417,4.991184904213659,1.4827432533454457,Iris-virginica
+76,5.066210731680642,2.47796820300435,3.0503185782594917,1.0840162670869924,Iris-versicolor
+77,6.294620198003563,2.3007042854263813,4.401431055269434,1.291054340988699,Iris-versicolor
+78,6.3000249862173145,3.28561040416527,4.682752335522826,1.5984315075039195,Iris-versicolor
+79,4.901246937117887,3.1042998252507563,1.6257376759439772,0.1,Iris-setosa
+80,6.2897258040279365,2.7054338399595896,4.841208688960918,1.7967351512727372,Iris-virginica
+81,6.385093734105997,2.985367390881399,5.517677091922095,1.8029656334637099,Iris-virginica
+82,5.879866818791244,3.0,5.107653843075573,1.8055268728275493,Iris-virginica
+83,7.9,3.7972523556080118,6.425308249196811,1.9795714992145363,Iris-virginica
+84,5.757869196308637,3.8015068142930475,1.6555099953321815,0.2973049376901141,Iris-setosa
+85,5.797643008671446,2.73082135299903,5.111460039092815,1.8740066111480576,Iris-virginica
+86,5.441346232580161,3.0,4.536603939403005,1.511201821863799,Iris-versicolor
+87,7.202674636741155,2.997255804576088,6.088218157890812,2.022527733496353,Iris-virginica
+88,5.143410651351211,3.8054207775006006,1.5407126494267902,0.19593105248354745,Iris-setosa
+89,5.204322916245329,3.8470023050305664,1.69289048963851,0.4022739178076677,Iris-setosa
+90,5.90161942357486,3.1775060301981655,4.814100832529454,1.7993736549435217,Iris-versicolor
+91,5.099875916192484,3.3054489063849437,1.6200715704567736,0.46050798255978287,Iris-setosa
+92,5.102867053649884,3.512146687420494,1.4014974853551112,0.29661509623541843,Iris-setosa
+93,6.096781358184583,2.793881675187977,4.7318259539169665,1.210826767413119,Iris-versicolor
+94,5.645512930548132,2.7560468410416883,4.374409155943382,1.3103618798938146,Iris-versicolor
+95,5.911523688972327,3.0,4.202064130322794,1.48191298209744,Iris-versicolor
+96,5.883178301150146,3.0,5.093715905199765,1.8130933270701177,Iris-virginica
+97,6.7307216898846,3.311681515932614,5.695073947334762,2.5,Iris-virginica
+98,6.273497950631151,2.5238919653493745,4.931867488753905,1.5282216727233524,Iris-versicolor
+99,5.500593198710465,4.199999151553196,1.4018722567906605,0.20218057079033105,Iris-setosa
+100,6.288841800871422,2.658463335211859,4.878679356427799,1.7934347374082003,Iris-virginica
+101,4.817737808755868,3.0,1.4014483131736468,0.33612031448492374,Iris-setosa
+102,5.829503023536207,2.7954140254586846,5.093338573812801,2.3992344932682084,Iris-virginica
+103,7.318690812379765,2.903332210891935,6.283237956996899,1.796955691242328,Iris-virginica
+104,6.295142906584591,2.4832782133039943,4.9087043573365285,1.5076646325607834,Iris-versicolor
+105,4.602996390207068,3.4044039789216645,1.3918286850984236,0.31270672808058136,Iris-setosa
+106,6.481034448336152,3.0,5.780478408891746,2.1776882660283756,Iris-virginica
+107,6.187821220409321,3.282739010987717,4.7288830632570775,1.7159254483670106,Iris-versicolor
+108,6.3072268827097915,2.2984948419824835,4.415197124353971,1.3179197918871142,Iris-versicolor
+109,7.282845970295536,2.9056548151240356,6.2990148342455985,1.8028440125372687,Iris-virginica
+110,5.888786527982739,3.1955695244206246,4.79728279168627,1.7987471869777514,Iris-versicolor
+111,5.8276322882915865,2.7216929282605022,5.1027394306736635,1.8813597564845814,Iris-virginica
+112,6.648551869738139,3.3159502658986626,5.690259880683667,2.149101578162624,Iris-virginica
+113,6.9075082334193345,3.087578254481967,5.103880705392698,2.2790801770771365,Iris-virginica
+114,6.6571477799860865,3.299856524926059,5.664489893151774,2.5,Iris-virginica
+115,6.701387139623127,2.5006317250569676,5.8124814862989105,1.8063320427480682,Iris-virginica
+116,6.033468054609417,3.059406246589358,4.383579315101334,1.5086170728922996,Iris-versicolor
+117,5.903750276521692,3.0,5.104279143768089,1.8011407598240419,Iris-virginica
+118,7.153144374584568,3.0,5.955613206815952,2.0847183978761583,Iris-virginica
+119,5.137902714805839,3.328602927934822,1.664660019614874,0.4252862197007754,Iris-setosa
diff --git a/iris/tab_ddpm/2/7/test.csv b/iris/tab_ddpm/2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/7/train.csv b/iris/tab_ddpm/2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/7/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/7/val.csv b/iris/tab_ddpm/2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/8/synth.csv b/iris/tab_ddpm/2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..76b9ae26d73337c6a2767e58a9a541dcb10d5466
--- /dev/null
+++ b/iris/tab_ddpm/2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.4988463285416245,3.0,5.48895925260751,1.799261835654861,Iris-virginica
+1,5.651051588199161,2.807202108488818,4.521896863015017,1.3051024208957709,Iris-versicolor
+2,5.390237169068311,3.4054942975529645,1.6866827160118587,0.199242677103793,Iris-setosa
+3,5.135111046190055,3.789508129563407,1.6401932052415213,0.2000610135372202,Iris-setosa
+4,6.1025489921381,2.8001348084869493,4.698094686923986,1.1957241900524673,Iris-versicolor
+5,6.296276524689374,2.4908597942135438,4.8660962235798895,1.497124507109788,Iris-versicolor
+6,6.287946345070879,2.302556733010031,4.427409068798034,1.3051548143772667,Iris-versicolor
+7,5.690186868907214,3.8020104288709335,1.7363380722454684,0.34394354064740684,Iris-setosa
+8,5.96101221604328,2.7725089103228364,4.630046359484945,1.2257866429161972,Iris-versicolor
+9,6.524217325957628,3.0,5.522385548062906,1.7944736340947478,Iris-virginica
+10,6.173137409741118,2.200000302497563,4.498604449790762,1.4781394165250994,Iris-versicolor
+11,7.330729890490938,2.911547728506724,6.34344740434537,1.810912448689791,Iris-virginica
+12,4.508021849119524,2.2982610850251732,1.3027036554201112,0.30179727650279,Iris-setosa
+13,7.899998615285696,3.809023605784855,6.37665476385925,1.992287401941417,Iris-virginica
+14,5.013672534978069,3.317461186927267,1.4020434177024383,0.20069325438748523,Iris-setosa
+15,6.301444068498916,2.291471347228859,4.416770971064558,1.302256845908293,Iris-versicolor
+16,5.007057599498717,3.2096832032306093,1.200000422340178,0.2044254122478923,Iris-setosa
+17,5.317150007051752,2.458915547881226,3.581601761675607,1.0855706438052388,Iris-versicolor
+18,5.870943160693037,3.0,4.137381937283482,1.5084302316471012,Iris-versicolor
+19,4.987813251550453,3.218320399476925,1.2,0.1947334254932614,Iris-setosa
+20,6.054933690506838,2.200000325773028,4.964630591510317,1.537882242316322,Iris-virginica
+21,6.132435557671478,2.5973024426775577,5.60170140434991,1.4169928138316663,Iris-virginica
+22,5.668605105068299,2.481740607095672,4.986356601754706,1.9870463850453761,Iris-virginica
+23,6.275785354985114,3.3922589404768084,5.651946126442324,2.3982560420783634,Iris-virginica
+24,5.013526261333119,3.2197115995701036,1.2,0.19805650616514098,Iris-setosa
+25,5.523166241246199,2.645776035825372,4.464738642165023,1.2289967018764776,Iris-versicolor
+26,5.412969683557069,3.407529556648069,1.730054016402931,0.20245011742471788,Iris-setosa
+27,4.998493348621603,3.4060770047124476,1.620341642665601,0.40349227393287984,Iris-setosa
+28,6.793254242286445,2.7964367912848607,4.785168281806547,1.408318328555013,Iris-versicolor
+29,5.694267188269506,2.5002507835095034,4.992787364617915,1.9995106820262234,Iris-virginica
+30,7.69571432311825,2.5972111246622167,6.9,2.302896572635448,Iris-virginica
+31,4.496990977760846,2.299150567799436,1.2952651925638656,0.2991332824826141,Iris-setosa
+32,4.90694839262896,3.094653423435611,1.58322788075162,0.10000009310442899,Iris-setosa
+33,5.81943116407808,2.7336111618990415,5.096622579882833,1.9007909372164666,Iris-virginica
+34,5.987057940264549,3.0,4.978595429389216,1.8062391274242287,Iris-virginica
+35,5.834180057772174,2.7325394272860954,5.125205064856067,1.8923722276018213,Iris-virginica
+36,7.0185211396343075,3.0,5.856801796616123,2.087990272261839,Iris-virginica
+37,5.3485828861664535,3.4058476306659102,1.5617578483821728,0.20040335807970958,Iris-setosa
+38,6.307023551400039,2.301506065271745,4.432586805363081,1.3100805899764927,Iris-versicolor
+39,5.0094973784762145,3.3148645058103083,1.4135871395467199,0.205720679461782,Iris-setosa
+40,5.790832122348537,2.8139088626366937,5.11094314596839,2.398576620274715,Iris-virginica
+41,5.424624946715917,3.8973141660664155,1.8091677000272128,0.40453754262812075,Iris-setosa
+42,5.378393211562871,3.0,4.46760435832278,1.5078086668419635,Iris-versicolor
+43,5.978040270253052,2.704973828309312,5.102851969508754,1.60678542894416,Iris-versicolor
+44,6.4580835017381215,3.196201896877397,5.090843939824075,2.0099700546550707,Iris-virginica
+45,5.595563919918616,3.6576701881517053,1.6549780399751308,0.26076854346602235,Iris-setosa
+46,4.9252901728913985,2.415529441678729,3.4227386660002614,1.0360650854155107,Iris-versicolor
+47,6.228647812213667,2.7555995378305114,5.5967169938219925,1.698242672029477,Iris-virginica
+48,6.496610871606958,3.0,5.503671976512576,1.8006264988913894,Iris-virginica
+49,4.400000674171187,2.9245221524711993,1.4090575990274388,0.2049631023111711,Iris-setosa
+50,5.498367931234767,3.0,4.569397480713141,1.6363334708123576,Iris-versicolor
+51,4.869376136627777,3.0257710717330575,1.4528188737431906,0.10000011156920768,Iris-setosa
+52,6.305574552156584,3.401015802926506,5.627766738430442,2.389053541103427,Iris-virginica
+53,5.018812203525808,3.3076762594924407,1.3989211539352089,0.2018235419652548,Iris-setosa
+54,5.288132506325984,3.698524110460089,1.6580785064389179,0.20008344417584592,Iris-setosa
+55,6.3042681275708325,2.299531477994903,4.407342762096127,1.2920246879965032,Iris-versicolor
+56,5.997870696567691,2.7054586190792396,5.10571238604636,1.6075912150701601,Iris-versicolor
+57,5.509466395082826,2.600449174459247,4.358242197490505,1.1944905435797257,Iris-versicolor
+58,7.082381685485588,3.0,5.834617571918107,2.1450433068587014,Iris-virginica
+59,5.912286721883126,3.215943539235792,4.802248804466385,1.8043219530460164,Iris-versicolor
+60,4.910943056313908,3.0,1.4026353867899295,0.20161136426295204,Iris-setosa
+61,6.4691014821390755,3.0,5.824565218743485,2.2082602878860307,Iris-virginica
+62,6.525323767227108,3.2107227105698106,5.076396326740136,2.032019997557978,Iris-virginica
+63,6.795007596460802,2.8035935503640363,4.814501380300076,1.3992031204160669,Iris-versicolor
+64,5.089539864594031,3.5057031257206663,1.3997216469460667,0.3408166123304691,Iris-setosa
+65,5.256315685871907,3.362845868045293,1.5734281685582956,0.42538135072566036,Iris-setosa
+66,5.312526490046876,2.732862830464304,3.802119563707345,1.3971056724648283,Iris-versicolor
+67,5.968403138178306,3.0,4.780875759055132,1.7978055090313871,Iris-virginica
+68,7.183740154276522,3.0,5.950356981868497,2.0808287086483004,Iris-virginica
+69,7.684302959467646,2.5911909544974945,6.899998888577432,2.2870566212564465,Iris-virginica
+70,6.354768433921091,3.110312029135537,5.029410595468131,1.887585899652543,Iris-virginica
+71,5.8992472695707185,3.0,4.269762132892142,1.5327343038252448,Iris-versicolor
+72,6.291544429013133,3.295349830074081,4.708391884494472,1.6038504644223177,Iris-versicolor
+73,4.993319806024971,3.180759661352024,1.2000002452913998,0.1997713258113884,Iris-setosa
+74,4.954162827332774,3.190303107612033,1.4017497662128506,0.19942681077148117,Iris-setosa
+75,5.549983895116789,2.44516790283474,3.9033319037164027,1.1198921865209708,Iris-versicolor
+76,7.899998587022025,3.7808361741191647,6.367663672584835,1.9875575251640354,Iris-virginica
+77,5.762673273993955,2.6424327280986972,5.080375694231088,1.936765640248245,Iris-virginica
+78,5.99463974869539,2.200000309065523,5.009340237125032,1.4867266495666425,Iris-virginica
+79,6.8419737418703095,3.1456858303229853,5.712426471695875,2.2802959622768655,Iris-virginica
+80,4.793719007714876,3.0,1.3997262566266317,0.2870665553335878,Iris-setosa
+81,6.042928518205507,2.792860456678807,4.697140359885944,1.1844313462091538,Iris-versicolor
+82,5.968854965331937,3.0,4.537353071064409,1.4278906457218954,Iris-versicolor
+83,5.203570609934175,2.565083233387824,3.6123980037455348,1.1836098382420235,Iris-versicolor
+84,6.717942054920922,3.3149611420226934,5.760887657851978,2.5,Iris-virginica
+85,6.296436551561955,3.3029545059463254,4.718645649917248,1.5921811196478752,Iris-versicolor
+86,4.882938857325028,3.0,1.4023749452748184,0.199714071879399,Iris-setosa
+87,7.265667714320284,2.8986448510157543,6.282142874150163,1.8045241448718317,Iris-virginica
+88,5.977960669155049,2.9113668017754817,4.494692777340928,1.4957330247169123,Iris-versicolor
+89,6.181521063938428,2.20000029782122,4.542080496806924,1.4877917094314135,Iris-versicolor
+90,5.0563163087551,3.3986285667398684,1.5582681825654439,0.39245071276964494,Iris-setosa
+91,4.824833605243153,3.0,1.3973818992691938,0.34923554961803044,Iris-setosa
+92,5.980378706944159,2.90652727751106,4.5127990604678985,1.5040905592207998,Iris-versicolor
+93,6.0409459947793245,3.0,4.513356773407617,1.3932098666885515,Iris-versicolor
+94,4.499642167170569,2.309034457783914,1.2984999014087841,0.2995655493981859,Iris-setosa
+95,5.611354559695167,2.4716672837000417,3.885043908359639,1.097853789347143,Iris-versicolor
+96,5.9111476405694745,3.2062410539623394,4.815193471222499,1.802784811235801,Iris-versicolor
+97,4.88865461760473,3.1051851233463488,1.4949147254829165,0.10000010038895107,Iris-setosa
+98,4.889180534108313,3.112138440838,1.6990056845655113,0.10000010442299344,Iris-setosa
+99,5.090156998284589,3.3987447730286156,1.497091363238568,0.1981276855112491,Iris-setosa
+100,4.780228949539656,3.0,1.3995437479856405,0.31365723315447763,Iris-setosa
+101,5.5697495304350575,3.657940712877587,1.6520331407372226,0.3841640727113298,Iris-setosa
+102,4.774209658318324,3.0,1.397556096846737,0.3267494544835095,Iris-setosa
+103,5.0866409320646975,3.8294970139347297,1.641303831892357,0.1967308680884532,Iris-setosa
+104,5.922083696691169,3.0,5.044360206717611,1.7979554209906365,Iris-virginica
+105,6.285716479636812,3.2854776283040885,4.711609153161665,1.6361789425425233,Iris-versicolor
+106,6.70011580566308,3.0,4.988974433225728,1.6998016320492149,Iris-versicolor
+107,4.881106296377881,3.1117446445856918,1.5253709436774534,0.1,Iris-setosa
+108,4.979897181363261,3.314750630666535,1.4119623195235138,0.19724492821720907,Iris-setosa
+109,4.799390702769581,3.0,1.3978020329769634,0.1000000948865939,Iris-setosa
+110,6.309825173187229,2.8892887682583086,5.601483570950922,1.798241537278651,Iris-virginica
+111,5.107512146938986,3.499538363402953,1.3979357703666209,0.28954927925695456,Iris-setosa
+112,6.017651502697846,2.2000003008729005,5.00306306824332,1.4751082776796676,Iris-virginica
+113,6.401632611340556,2.9003808242433617,4.323934843927313,1.3003836402247821,Iris-versicolor
+114,5.668878653099983,2.763337393001571,4.31222241407341,1.3293413135871839,Iris-versicolor
+115,6.218420790668614,2.2,4.544551205935505,1.4905813123621123,Iris-versicolor
+116,7.132246657689978,3.0,5.973471273557885,2.044143954056703,Iris-virginica
+117,6.899791927369945,3.0746649538895445,5.102360766736216,2.3132249833322307,Iris-virginica
+118,6.298657462138369,2.304277501218603,4.427817674231045,1.3124094925518295,Iris-versicolor
+119,6.095637381019996,2.798973466735297,4.7118569865772235,1.209958072105774,Iris-versicolor
diff --git a/iris/tab_ddpm/2/8/test.csv b/iris/tab_ddpm/2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/8/train.csv b/iris/tab_ddpm/2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/8/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/8/val.csv b/iris/tab_ddpm/2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/9/synth.csv b/iris/tab_ddpm/2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..19b8548c028f8b4b095f4154dc25661eaffd6639
--- /dev/null
+++ b/iris/tab_ddpm/2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.261541190903399,3.3869447670834263,1.5969109653244697,0.2053040648737902,Iris-setosa
+1,6.8738843679426465,3.08307698292425,5.099154963269154,2.2840071323054225,Iris-virginica
+2,4.928820185658398,2.4214797974553504,3.3403103776229557,1.070098678704038,Iris-versicolor
+3,5.13420126208834,3.341214083418488,1.6214606966429628,0.2984644092907523,Iris-setosa
+4,5.384360571923462,3.396306422206055,1.6643893724190624,0.19962087097083742,Iris-setosa
+5,5.576337356152961,3.0,3.991462016934965,1.302445917454942,Iris-versicolor
+6,4.902162728153993,3.103335758786248,1.4973383167520584,0.10000010316769042,Iris-setosa
+7,5.12081416511284,3.461337224034272,1.5434064030912904,0.20160274459359975,Iris-setosa
+8,5.427065924216827,3.9024070449559365,1.7933636093045517,0.38719853613878075,Iris-setosa
+9,5.202118228900697,2.721156197855182,4.024789168937153,1.4175077269872278,Iris-versicolor
+10,5.551406543105782,2.447206928636271,3.939278210066088,1.0820599313001886,Iris-versicolor
+11,5.360791109017827,3.3993719768510737,1.6444847869558412,0.20298654642967484,Iris-setosa
+12,6.075748520340668,3.0,4.591335425897494,1.404673064682783,Iris-versicolor
+13,6.296465552712739,3.3087507879347626,4.708017455122635,1.613949055212544,Iris-versicolor
+14,7.702745599088502,2.6044478117489294,6.899998762415956,2.271191890703179,Iris-virginica
+15,5.408927786538849,3.8941859610835903,1.6993913799871343,0.45152567600625454,Iris-setosa
+16,5.098314423215118,3.7262743916151773,1.5173999435264884,0.19614483924060055,Iris-setosa
+17,6.761833245438819,3.20641320802536,5.918825956035653,2.302427066538917,Iris-virginica
+18,6.6786599454424165,3.304962391794188,5.677422474156714,2.104091003025611,Iris-virginica
+19,5.992662478718965,2.8996272508854046,4.472664639150812,1.4959184853076226,Iris-versicolor
+20,5.701045593842334,2.8065872757149646,4.5150034413930005,1.3093374918855996,Iris-versicolor
+21,4.996663264634369,3.400303243219884,1.64081706441616,0.41940658368985684,Iris-setosa
+22,6.1406748765694195,2.79752686602476,4.661339555433068,1.2198507435149553,Iris-versicolor
+23,5.792526420532936,2.800049106657585,5.096038085526928,2.3982894070101346,Iris-virginica
+24,4.886010246449893,3.106058662415059,1.4990645017178268,0.10000010331854288,Iris-setosa
+25,4.889732899682715,3.102831507557063,1.5828289472294947,0.10000010807949257,Iris-setosa
+26,7.1638119790125545,3.0,6.010847589261185,2.0778296675376353,Iris-virginica
+27,6.699842782753621,3.0,5.012091107517249,1.696610153447587,Iris-versicolor
+28,4.808841630330857,3.4005918738716305,1.4520653879345495,0.3311824477184409,Iris-setosa
+29,5.883204842440601,2.8332187771107185,4.475754869830924,1.3970696844077848,Iris-versicolor
+30,4.8075734634672616,3.0,1.4019342854387764,0.3051843895506091,Iris-setosa
+31,7.9,3.8090828510608827,6.394593095964382,2.0277098098222286,Iris-virginica
+32,4.810135514904629,3.0,1.4054846511300014,0.1000001094262895,Iris-setosa
+33,6.291876004790355,3.4025470349683347,5.630690023121079,2.403274987687758,Iris-virginica
+34,7.899998742840202,3.8249167541370426,6.389541869901832,2.014439713317273,Iris-virginica
+35,6.458204181437362,3.1931469919837165,5.095457787291432,1.9756572941604906,Iris-virginica
+36,5.240552318294769,3.7458373232802877,1.493142778446795,0.19943721000730072,Iris-setosa
+37,6.019864999937873,3.0,4.790395334245726,1.801389877398351,Iris-virginica
+38,5.586719598341957,2.702422017285558,4.192443368876363,1.3091533194534528,Iris-versicolor
+39,5.137464398981555,3.7233838133146895,1.5769191143403218,0.3656645755287131,Iris-setosa
+40,6.39013079956128,2.876633357949111,4.412617918504953,1.2634366867104472,Iris-versicolor
+41,5.435673770650444,3.0,4.535681062681248,1.4893376298277607,Iris-versicolor
+42,6.325337016967593,2.88303257070921,5.585221548067569,1.807120794555171,Iris-virginica
+43,4.505073940469365,2.301989227806774,1.3032725089673587,0.32035341359152664,Iris-setosa
+44,5.22367856846144,2.7137900134477313,3.942993831634375,1.3968896970031601,Iris-versicolor
+45,6.2343902496710655,2.7335820999891847,4.938135161636419,1.8057510198556417,Iris-virginica
+46,5.889787163232045,3.186831017470845,4.820802512686603,1.8038560342755923,Iris-versicolor
+47,6.692996662245342,2.4993957403407636,5.802783871117375,1.8053104943612783,Iris-virginica
+48,6.488678635519085,3.1972484520121953,5.094215260269977,1.9810840174998967,Iris-virginica
+49,7.3002884872983165,2.89358416901158,6.3014523413324,1.8022576205152794,Iris-virginica
+50,5.096113134914876,3.8184928904552295,1.5761254635215978,0.20282303598127238,Iris-setosa
+51,6.916213475834097,3.211511913271203,5.69654587273864,2.311737314330012,Iris-virginica
+52,6.339274532505498,2.4267618591310898,4.800194171577385,1.476307614562437,Iris-versicolor
+53,7.294794570589327,2.9141902452584145,6.27727028092748,1.7997247747687455,Iris-virginica
+54,6.00735896762586,3.0,4.778253816184809,1.800947248616426,Iris-virginica
+55,5.305727936621682,3.3774489152277907,1.6321136694872473,0.23827129029832195,Iris-setosa
+56,5.456040895894266,3.5433167713956064,1.5441522620884685,0.20359037490243076,Iris-setosa
+57,4.598618490771366,3.202199355189782,1.4051395120208914,0.20119508606230427,Iris-setosa
+58,5.001419571679931,3.311019825300645,1.400192844427092,0.19953284196592758,Iris-setosa
+59,7.8999983677083785,3.761083347168692,6.410043327343882,2.0098592889990674,Iris-virginica
+60,5.2231239968112,3.7299965256505168,1.4972606494520433,0.19299987702407057,Iris-setosa
+61,5.991728649054798,2.2,5.00559585778132,1.5098750130160996,Iris-virginica
+62,5.790452459223494,2.77758411387139,5.103934012227097,2.395739687063973,Iris-virginica
+63,5.11090771285621,2.502626362791532,2.944774734757762,1.099068770334114,Iris-versicolor
+64,5.510890899751463,2.5930246981451748,4.363510312918836,1.1841178367019956,Iris-versicolor
+65,6.808863152102383,3.0,5.44735378155389,2.1080192652620324,Iris-virginica
+66,5.44576348721939,3.664044074417242,1.5453892055714218,0.44847303577082864,Iris-setosa
+67,6.302786639013199,2.892998520244697,5.604433960992818,1.8015688779976586,Iris-virginica
+68,4.4,2.905186516581549,1.4001535911950307,0.20045642477494863,Iris-setosa
+69,4.927841684948322,2.4182541773271455,3.227168164375708,1.085428712829841,Iris-versicolor
+70,5.351126322781342,3.4806436460992547,1.6452245898695659,0.19535409945132923,Iris-setosa
+71,5.664220589231659,2.7669756794258804,4.371546693056782,1.3003228235786564,Iris-versicolor
+72,6.510041562080577,3.0,5.852273370174169,2.1905751711355532,Iris-virginica
+73,6.52554835461587,3.0,5.516160948401463,1.7918310020282495,Iris-virginica
+74,6.690973725729055,3.2930722319066836,5.7068976639364575,2.49999929902142,Iris-virginica
+75,5.095151284148103,3.8276329951131833,1.6189325705147595,0.20144852290386075,Iris-setosa
+76,6.50756581901091,3.0,5.47227558166914,1.8087981352215066,Iris-virginica
+77,5.7984701600297175,2.6652109365408463,5.086989424779647,1.9145511231136023,Iris-virginica
+78,6.180241963645057,2.2000003138577084,4.478725170124147,1.480109307168116,Iris-versicolor
+79,6.8218800487719635,3.193235746419862,5.89124066218691,2.2996192814406036,Iris-virginica
+80,6.928427599257715,3.1541998437147445,5.910585524656684,2.267327688570541,Iris-virginica
+81,4.614548910095404,3.4013105977913556,1.4056976835953054,0.34489506030852546,Iris-setosa
+82,5.997487565385565,2.2000002923550217,5.0076992256617014,1.5295851521741666,Iris-virginica
+83,4.90125219604486,3.1055586326886755,1.4988023955457777,0.1,Iris-setosa
+84,5.590267027851835,2.69195088782119,4.0817831499976025,1.2949697035888894,Iris-versicolor
+85,5.09436703336054,3.493279798891207,1.396435254054015,0.2985872197399064,Iris-setosa
+86,6.123684398721186,2.8193297568755358,4.670233362584827,1.2064722660473155,Iris-versicolor
+87,5.561452134212407,3.0,4.198324636296045,1.3024628923989234,Iris-versicolor
+88,4.877659134767126,3.0959267757739095,1.5888687617857633,0.1,Iris-setosa
+89,6.942574643765037,3.113996264767267,5.092041631570994,2.3070981663837706,Iris-virginica
+90,5.409784202818868,3.876361809103821,1.580181776965279,0.36262943592011126,Iris-setosa
+91,6.0034686674504565,2.713477877257062,5.0874965188100125,1.5930691116455582,Iris-versicolor
+92,4.996289921306732,3.2017526571076,1.2,0.20408028554594576,Iris-setosa
+93,5.814242502355758,2.700461432180573,5.099999625106524,1.9029952727818489,Iris-virginica
+94,6.29579655300471,2.5128559416811105,4.899064529285068,1.5195325585462074,Iris-versicolor
+95,6.811486080249001,3.0,5.491436840412007,2.0994541929598807,Iris-virginica
+96,4.89007407421774,3.114132953001416,1.5545502474513628,0.1,Iris-setosa
+97,5.139567019506544,3.8064767452307424,1.6369095839878087,0.20478794968352138,Iris-setosa
+98,5.519864199323494,2.4098115607022375,3.8555901416394285,1.0983445357018788,Iris-versicolor
+99,5.917815624853925,3.0,4.1925639506109444,1.522103217023349,Iris-versicolor
+100,5.131326934581342,3.3000197923882744,1.810693856478451,0.47140837341301206,Iris-setosa
+101,5.899037023328307,3.177188528930156,4.779096822220713,1.8042404577881588,Iris-versicolor
+102,6.293504179528754,2.5016748541696634,4.890286349768316,1.4886353909147,Iris-versicolor
+103,6.691090215756571,3.3003764756485214,5.652422441216424,2.110971118148848,Iris-virginica
+104,6.739956377923466,2.8259075666506943,4.848028765201617,1.4239092020109085,Iris-versicolor
+105,6.188780839613352,2.200000284474219,4.524027587590564,1.487801135832318,Iris-versicolor
+106,7.100630667593343,3.0,5.8730124152004,2.1175750424623576,Iris-virginica
+107,5.608839025417801,2.7267294181466175,4.306929346563286,1.2987992384135354,Iris-versicolor
+108,6.012580147792176,2.69543636158913,5.11431241017888,1.6095813821889087,Iris-versicolor
+109,4.820542023532224,3.0,1.394641289172891,0.3134241958646104,Iris-setosa
+110,6.30297135865041,2.6925744324716647,4.93481720857707,1.8049699029531439,Iris-virginica
+111,5.41997653609217,3.3966303558183104,1.7895697059619715,0.20190353476287848,Iris-setosa
+112,6.7930478100594,3.2023722338744713,5.921147898674936,2.2925911091620015,Iris-virginica
+113,5.551137660045494,2.464834023563945,3.8288093814224324,1.1148001971226487,Iris-versicolor
+114,6.801695541411077,2.8084399412597323,4.808731480331694,1.3987889141795868,Iris-versicolor
+115,6.107713081801622,2.649831494575127,5.045755235814571,1.571996449284657,Iris-versicolor
+116,6.097791333257389,3.0,4.530339162943871,1.4210475043020665,Iris-versicolor
+117,5.109721106650789,3.8249574163909204,1.6753183089723418,0.20172027402191559,Iris-setosa
+118,6.29823528151409,2.6930269214126303,4.9051897928779855,1.8009784821427544,Iris-virginica
+119,5.123336200167929,3.79117239999311,1.5910230445689286,0.21908963439474335,Iris-setosa
diff --git a/iris/tab_ddpm/2/9/test.csv b/iris/tab_ddpm/2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/9/train.csv b/iris/tab_ddpm/2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/2/9/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
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/2/9/val.csv b/iris/tab_ddpm/2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/2/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/2/diffusion.pt b/iris/tab_ddpm/2/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..41e81c2d4f63f2bfbde6929634479f273458ddfb
--- /dev/null
+++ b/iris/tab_ddpm/2/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d8877538c37e5d91329b827adf8279d753626b24182100a0c1e8e9f9d7e43748
+size 6499333
diff --git a/iris/tab_ddpm/2/diffusion_state.json b/iris/tab_ddpm/2/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc0393f107e1147acbf74023a254894ba0a0936b
--- /dev/null
+++ b/iris/tab_ddpm/2/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ea678e9f7443b57abf3443fd927e20b8303882d25c4d6941e2a48f4fc08bb28
+size 6480710
diff --git a/iris/tab_ddpm/2/model.pt b/iris/tab_ddpm/2/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ebdfb3e7adcd49f39bc494ef2072a83be1f3a09b
--- /dev/null
+++ b/iris/tab_ddpm/2/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:411035aba006dc445f6dc96544d98c2e91023ccf550d62ad57a853b388334b5b
+size 6456342
diff --git a/iris/tab_ddpm/2/model_state.json b/iris/tab_ddpm/2/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..ca109b9135932420368cf293618d0595c8145a2f
--- /dev/null
+++ b/iris/tab_ddpm/2/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c29e987ff69bb558aaf7dfec847963b56e0158f3c18959e60adf9dd17204b01c
+size 6453564
diff --git a/iris/tab_ddpm/2/params.json b/iris/tab_ddpm/2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0afc612db39c14dca9f1f9b551c4643f0d58c7062a4fb0e22d23360816b81cc3
+size 331
diff --git a/iris/tab_ddpm/2/tab_ddpm_eval.ipynb b/iris/tab_ddpm/2/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..8b6861b00a9482e6e50388340844632834c927ba
--- /dev/null
+++ b/iris/tab_ddpm/2/tab_ddpm_eval.ipynb
@@ -0,0 +1,2297 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "3884bd7f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:09.187830Z",
+     "iopub.status.busy": "2024-07-21T13:38:09.187455Z",
+     "iopub.status.idle": "2024-07-21T13:38:21.725424Z",
+     "shell.execute_reply": "2024-07-21T13:38:21.724435Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.551365,
+     "end_time": "2024-07-21T13:38:21.728165",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:09.176800",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 41%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 33%\r",
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "0b330324",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:21.754038Z",
+     "iopub.status.busy": "2024-07-21T13:38:21.753089Z",
+     "iopub.status.idle": "2024-07-21T13:38:21.762438Z",
+     "shell.execute_reply": "2024-07-21T13:38:21.761529Z"
+    },
+    "papermill": {
+     "duration": 0.024777,
+     "end_time": "2024-07-21T13:38:21.764713",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:21.739936",
+     "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": "3b12187d",
+   "metadata": {
+    "papermill": {
+     "duration": 0.010738,
+     "end_time": "2024-07-21T13:38:21.786321",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:21.775583",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "6e6303d0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:21.809164Z",
+     "iopub.status.busy": "2024-07-21T13:38:21.808795Z",
+     "iopub.status.idle": "2024-07-21T13:38:21.816734Z",
+     "shell.execute_reply": "2024-07-21T13:38:21.815712Z"
+    },
+    "papermill": {
+     "duration": 0.022216,
+     "end_time": "2024-07-21T13:38:21.818958",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:21.796742",
+     "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": "4e66a6d1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:21.841466Z",
+     "iopub.status.busy": "2024-07-21T13:38:21.841128Z",
+     "iopub.status.idle": "2024-07-21T13:38:21.846605Z",
+     "shell.execute_reply": "2024-07-21T13:38:21.845747Z"
+    },
+    "papermill": {
+     "duration": 0.019068,
+     "end_time": "2024-07-21T13:38:21.848653",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:21.829585",
+     "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 = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/2\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "c82e5e7e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:21.879157Z",
+     "iopub.status.busy": "2024-07-21T13:38:21.878767Z",
+     "iopub.status.idle": "2024-07-21T13:38:21.886601Z",
+     "shell.execute_reply": "2024-07-21T13:38:21.885364Z"
+    },
+    "papermill": {
+     "duration": 0.028591,
+     "end_time": "2024-07-21T13:38:21.888912",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:21.860321",
+     "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": "f935b7da",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:21.912050Z",
+     "iopub.status.busy": "2024-07-21T13:38:21.911691Z",
+     "iopub.status.idle": "2024-07-21T13:38:23.187591Z",
+     "shell.execute_reply": "2024-07-21T13:38:23.186569Z"
+    },
+    "papermill": {
+     "duration": 1.290718,
+     "end_time": "2024-07-21T13:38:23.190394",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:21.899676",
+     "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": "2417ab0c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:23.214580Z",
+     "iopub.status.busy": "2024-07-21T13:38:23.214205Z",
+     "iopub.status.idle": "2024-07-21T13:38:24.281216Z",
+     "shell.execute_reply": "2024-07-21T13:38:24.279938Z"
+    },
+    "papermill": {
+     "duration": 1.081707,
+     "end_time": "2024-07-21T13:38:24.283361",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:23.201654",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "392d0b13",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:24.308901Z",
+     "iopub.status.busy": "2024-07-21T13:38:24.308477Z",
+     "iopub.status.idle": "2024-07-21T13:38:24.319478Z",
+     "shell.execute_reply": "2024-07-21T13:38:24.318392Z"
+    },
+    "papermill": {
+     "duration": 0.026579,
+     "end_time": "2024-07-21T13:38:24.321694",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:24.295115",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/2\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": "2839cd3e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:24.349727Z",
+     "iopub.status.busy": "2024-07-21T13:38:24.349328Z",
+     "iopub.status.idle": "2024-07-21T13:38:24.745515Z",
+     "shell.execute_reply": "2024-07-21T13:38:24.744649Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.413144,
+     "end_time": "2024-07-21T13:38:24.747979",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:24.334835",
+     "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": "bdac6d3a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:24.774134Z",
+     "iopub.status.busy": "2024-07-21T13:38:24.773713Z",
+     "iopub.status.idle": "2024-07-21T13:38:26.647804Z",
+     "shell.execute_reply": "2024-07-21T13:38:26.646911Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.890553,
+     "end_time": "2024-07-21T13:38:26.650616",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:24.760063",
+     "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": "872fb589",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:26.679776Z",
+     "iopub.status.busy": "2024-07-21T13:38:26.679128Z",
+     "iopub.status.idle": "2024-07-21T13:38:26.689092Z",
+     "shell.execute_reply": "2024-07-21T13:38:26.688245Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.026223,
+     "end_time": "2024-07-21T13:38:26.691261",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:26.665038",
+     "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": "19940e03",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:26.716658Z",
+     "iopub.status.busy": "2024-07-21T13:38:26.716338Z",
+     "iopub.status.idle": "2024-07-21T13:38:26.721007Z",
+     "shell.execute_reply": "2024-07-21T13:38:26.720087Z"
+    },
+    "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": 0.020068,
+     "end_time": "2024-07-21T13:38:26.723167",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:26.703099",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "f55daf13",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:26.748645Z",
+     "iopub.status.busy": "2024-07-21T13:38:26.748249Z",
+     "iopub.status.idle": "2024-07-21T13:38:26.875835Z",
+     "shell.execute_reply": "2024-07-21T13:38:26.874915Z"
+    },
+    "papermill": {
+     "duration": 0.143248,
+     "end_time": "2024-07-21T13:38:26.878764",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:26.735516",
+     "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": "85ed4073",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:26.911302Z",
+     "iopub.status.busy": "2024-07-21T13:38:26.910915Z",
+     "iopub.status.idle": "2024-07-21T13:38:31.643132Z",
+     "shell.execute_reply": "2024-07-21T13:38:31.642154Z"
+    },
+    "papermill": {
+     "duration": 4.750404,
+     "end_time": "2024-07-21T13:38:31.645913",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:26.895509",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 13:38:28.831432: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-21 13:38:28.831497: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-21 13:38:28.833050: 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": "30b727a4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:31.675734Z",
+     "iopub.status.busy": "2024-07-21T13:38:31.674845Z",
+     "iopub.status.idle": "2024-07-21T13:38:31.681646Z",
+     "shell.execute_reply": "2024-07-21T13:38:31.680656Z"
+    },
+    "papermill": {
+     "duration": 0.024581,
+     "end_time": "2024-07-21T13:38:31.684117",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:31.659536",
+     "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": "833488cd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:31.716956Z",
+     "iopub.status.busy": "2024-07-21T13:38:31.716043Z",
+     "iopub.status.idle": "2024-07-21T13:38:34.849026Z",
+     "shell.execute_reply": "2024-07-21T13:38:34.848002Z"
+    },
+    "papermill": {
+     "duration": 3.152731,
+     "end_time": "2024-07-21T13:38:34.851475",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:31.698744",
+     "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": "33ee23f9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:34.881823Z",
+     "iopub.status.busy": "2024-07-21T13:38:34.880823Z",
+     "iopub.status.idle": "2024-07-21T13:38:34.888226Z",
+     "shell.execute_reply": "2024-07-21T13:38:34.887268Z"
+    },
+    "papermill": {
+     "duration": 0.025654,
+     "end_time": "2024-07-21T13:38:34.890815",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:34.865161",
+     "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": "719ec1fe",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:34.920313Z",
+     "iopub.status.busy": "2024-07-21T13:38:34.919631Z",
+     "iopub.status.idle": "2024-07-21T13:38:35.471668Z",
+     "shell.execute_reply": "2024-07-21T13:38:35.470373Z"
+    },
+    "papermill": {
+     "duration": 0.56962,
+     "end_time": "2024-07-21T13:38:35.474308",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:34.904688",
+     "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": "5067b990",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:35.506836Z",
+     "iopub.status.busy": "2024-07-21T13:38:35.506425Z",
+     "iopub.status.idle": "2024-07-21T13:38:35.513228Z",
+     "shell.execute_reply": "2024-07-21T13:38:35.512204Z"
+    },
+    "papermill": {
+     "duration": 0.026527,
+     "end_time": "2024-07-21T13:38:35.515515",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:35.488988",
+     "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": "6f9f74c7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:35.544198Z",
+     "iopub.status.busy": "2024-07-21T13:38:35.543802Z",
+     "iopub.status.idle": "2024-07-21T13:38:35.596039Z",
+     "shell.execute_reply": "2024-07-21T13:38:35.595147Z"
+    },
+    "papermill": {
+     "duration": 0.069091,
+     "end_time": "2024-07-21T13:38:35.598591",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:35.529500",
+     "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": "287ca6ff",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:35.628250Z",
+     "iopub.status.busy": "2024-07-21T13:38:35.627811Z",
+     "iopub.status.idle": "2024-07-21T13:38:35.634023Z",
+     "shell.execute_reply": "2024-07-21T13:38:35.633044Z"
+    },
+    "papermill": {
+     "duration": 0.023623,
+     "end_time": "2024-07-21T13:38:35.636093",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:35.612470",
+     "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": "a2a32b34",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:35.664063Z",
+     "iopub.status.busy": "2024-07-21T13:38:35.663698Z",
+     "iopub.status.idle": "2024-07-21T13:38:35.669243Z",
+     "shell.execute_reply": "2024-07-21T13:38:35.668477Z"
+    },
+    "papermill": {
+     "duration": 0.021802,
+     "end_time": "2024-07-21T13:38:35.671327",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:35.649525",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "14c77fad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:35.699317Z",
+     "iopub.status.busy": "2024-07-21T13:38:35.698969Z",
+     "iopub.status.idle": "2024-07-21T13:38:35.705548Z",
+     "shell.execute_reply": "2024-07-21T13:38:35.704606Z"
+    },
+    "papermill": {
+     "duration": 0.022905,
+     "end_time": "2024-07-21T13:38:35.707690",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:35.684785",
+     "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": "877c40eb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:35.737352Z",
+     "iopub.status.busy": "2024-07-21T13:38:35.736991Z",
+     "iopub.status.idle": "2024-07-21T13:38:35.743994Z",
+     "shell.execute_reply": "2024-07-21T13:38:35.743041Z"
+    },
+    "papermill": {
+     "duration": 0.024564,
+     "end_time": "2024-07-21T13:38:35.746221",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:35.721657",
+     "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": "e017e50e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:35.774343Z",
+     "iopub.status.busy": "2024-07-21T13:38:35.773965Z",
+     "iopub.status.idle": "2024-07-21T13:38:35.783630Z",
+     "shell.execute_reply": "2024-07-21T13:38:35.782692Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.026208,
+     "end_time": "2024-07-21T13:38:35.785730",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:35.759522",
+     "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": "caed4d39",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:38:35.813799Z",
+     "iopub.status.busy": "2024-07-21T13:38:35.813478Z",
+     "iopub.status.idle": "2024-07-21T13:46:03.986810Z",
+     "shell.execute_reply": "2024-07-21T13:46:03.985681Z"
+    },
+    "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": 448.190798,
+     "end_time": "2024-07-21T13:46:03.989688",
+     "exception": false,
+     "start_time": "2024-07-21T13:38:35.798890",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/84830 MLoss: 0.0 GLoss: 0.3567 Sum: 0.3567\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.3056 Sum: 0.3056\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.2925 Sum: 0.2925\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.2811 Sum: 0.2811\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.2719 Sum: 0.2719\n"
+     ]
+    },
+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+    {
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+    {
+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+    {
+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 46000/84830 MLoss: 0.0 GLoss: 0.2077 Sum: 0.2077\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.204 Sum: 0.204\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2047 Sum: 0.2047\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.2067 Sum: 0.2067\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.2033 Sum: 0.2033\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.2037 Sum: 0.2037\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.2019 Sum: 0.2019\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2026 Sum: 0.2026\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2018 Sum: 0.2018\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/84830 MLoss: 0.0 GLoss: 0.2016 Sum: 0.2016\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.2008 Sum: 0.2008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.1997 Sum: 0.1997\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.2007 Sum: 0.2007\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.198 Sum: 0.198\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.1979 Sum: 0.1979\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.1988 Sum: 0.1988\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.1963 Sum: 0.1963\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.1996 Sum: 0.1996\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.1954 Sum: 0.1954\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.198 Sum: 0.198\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.1964 Sum: 0.1964\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.1967 Sum: 0.1967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.1931 Sum: 0.1931\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.1924 Sum: 0.1924\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1933 Sum: 0.1933\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1947 Sum: 0.1947\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.1933 Sum: 0.1933\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1909 Sum: 0.1909\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.1944 Sum: 0.1944\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.1913 Sum: 0.1913\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.191 Sum: 0.191\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.1912 Sum: 0.1912\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.1911 Sum: 0.1911\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.1894 Sum: 0.1894\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.1921 Sum: 0.1921\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.1918 Sum: 0.1918\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.1918 Sum: 0.1918\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.1912 Sum: 0.1912\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": "8ec104cf",
+   "metadata": {
+    "papermill": {
+     "duration": 0.021062,
+     "end_time": "2024-07-21T13:46:04.032507",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:04.011445",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "b4b7df4a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:04.077989Z",
+     "iopub.status.busy": "2024-07-21T13:46:04.077563Z",
+     "iopub.status.idle": "2024-07-21T13:46:04.149456Z",
+     "shell.execute_reply": "2024-07-21T13:46:04.148317Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.096453,
+     "end_time": "2024-07-21T13:46:04.152137",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:04.055684",
+     "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": "acd9489d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T13:46:04.196069Z",
+     "iopub.status.busy": "2024-07-21T13:46:04.195691Z",
+     "iopub.status.idle": "2024-07-21T13:46:24.097479Z",
+     "shell.execute_reply": "2024-07-21T13:46:24.096538Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 19.927018,
+     "end_time": "2024-07-21T13:46:24.100277",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:04.173259",
+     "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": "73dda5c4",
+   "metadata": {
+    "papermill": {
+     "duration": 0.022571,
+     "end_time": "2024-07-21T13:46:24.146149",
+     "exception": false,
+     "start_time": "2024-07-21T13:46:24.123578",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "celltoolbar": "Tags",
+  "colab": {
+   "authorship_tag": "ABX9TyP9QeEydtXrVGW6XxyuLIx2",
+   "mount_file_id": "1thrslXDsb3UiDvvPU--356QMeNaiFBdW",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.13"
+  },
+  "papermill": {
+   "default_parameters": {},
+   "duration": 499.289307,
+   "end_time": "2024-07-21T13:46:26.904936",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/2/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/2/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T13:38:07.615629",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file