diff --git a/iris/tab_ddpm/4_4/0/synth.csv b/iris/tab_ddpm/4_4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c8dfc76c52cff25fdfbd02445dd7993b1ee2f836
--- /dev/null
+++ b/iris/tab_ddpm/4_4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.718010796794496,3.351084936445136,5.673148796137307,2.5,Iris-virginica
+1,5.792934059684296,2.686741054492785,5.117022666232023,1.8815333071904343,Iris-virginica
+2,6.242661263357271,2.2391430698212953,4.439464311626127,1.438295077280771,Iris-versicolor
+3,6.540506479879305,3.0,5.803256734024503,2.204332198548956,Iris-virginica
+4,5.450215693283963,3.0,4.508151189375242,1.4847593989261725,Iris-versicolor
+5,5.792299821642871,2.7082738456379647,5.082180110668124,1.8859485120369872,Iris-virginica
+6,5.157061985399218,3.529939702950683,1.4307740574090126,0.2009016609421752,Iris-setosa
+7,6.005473681408137,2.2151855089523833,3.9979038397736626,1.0178949576947092,Iris-versicolor
+8,6.9521818900399515,2.809837991240035,4.818840989037587,1.4152687097058145,Iris-versicolor
+9,5.065706859618723,3.4902761218174074,1.3815446918885317,0.19568735196794768,Iris-setosa
+10,5.398836370683007,3.0,4.475267192202718,1.5090080714880378,Iris-versicolor
+11,5.332064095562602,3.7361808693356853,1.5039220222335805,0.19896191334401236,Iris-setosa
+12,5.652688493040137,2.679396154765778,4.467664215732784,1.2521917984058026,Iris-versicolor
+13,5.646815766673636,2.9117007458334534,3.9987102895961035,1.2964604444319163,Iris-versicolor
+14,5.554333336806082,2.3945451062333145,3.681721594406984,1.0064257464143171,Iris-versicolor
+15,6.551492913175435,3.0,4.385948191226211,1.39215680240044,Iris-versicolor
+16,5.599894815788767,2.7231576589706363,4.461284980205163,1.2724899428340886,Iris-versicolor
+17,5.522431584924152,4.19999931125709,1.4201944736955407,0.201653717288079,Iris-setosa
+18,4.961326375398415,2.4017657383983457,3.542375298901942,1.0096892129357764,Iris-versicolor
+19,7.653441456520879,2.8052958570044946,6.655964531566779,1.9881679811742166,Iris-virginica
+20,5.294408804153621,3.3709744357439244,1.500715230261604,0.39628868201891876,Iris-setosa
+21,5.6807069872497316,2.778272707666671,4.477131102733316,1.283178999690799,Iris-versicolor
+22,4.961871728369518,3.4230117391001995,1.5614692675435649,0.3037052583007882,Iris-setosa
+23,5.8941439660064034,2.2014299404653443,3.9762823287722227,1.004712507743318,Iris-versicolor
+24,5.0322311309359264,3.0,1.817024934687712,0.19755993471314284,Iris-setosa
+25,5.666402578660239,3.0,4.560207182823693,1.539483443889526,Iris-versicolor
+26,5.882486726037168,3.1799720521387562,4.751076568840961,1.7439177256432796,Iris-versicolor
+27,5.670259444121829,2.956457218469347,4.043016406527304,1.2898490272994194,Iris-versicolor
+28,6.1319932998729865,3.38929251850657,5.308447525233071,2.316384447601646,Iris-virginica
+29,5.148073185764513,3.3001647550201207,1.6051480926838766,0.47306303166124225,Iris-setosa
+30,7.166977563758745,2.8774327912583937,6.222636692773299,1.8047746448044977,Iris-virginica
+31,5.976768137751545,2.7830835789365724,4.633665476498396,1.2031395416403625,Iris-versicolor
+32,4.780357450837055,3.0,1.3833320611202606,0.3754800110045597,Iris-setosa
+33,5.366830291002253,3.393836446283069,1.5246952702742909,0.3099902960513068,Iris-setosa
+34,5.0202951434150345,2.00000047331973,3.631026384542295,0.842499679890871,Iris-versicolor
+35,7.899998989465956,3.812758642532141,6.3762003627695,1.9822741754294195,Iris-virginica
+36,6.841074672224608,2.799872773250067,4.807250383470932,1.401621824540101,Iris-versicolor
+37,5.033600564797515,2.0,3.685849537684671,1.0153476533530825,Iris-versicolor
+38,6.499260754474553,3.1925850902938158,5.0751626872341635,1.9923058399765898,Iris-virginica
+39,5.986317504526068,3.405677459066097,4.461821777642534,1.607012357342665,Iris-versicolor
+40,4.829745287560053,3.41417662219983,1.5958637117582224,0.20389258518877681,Iris-setosa
+41,5.088709096038728,3.303758476545944,1.6186582017739084,0.4425714173873101,Iris-setosa
+42,6.920202571087549,3.074311482528677,5.098669356835453,2.295833580912017,Iris-virginica
+43,5.027282863886293,2.000001445875838,3.4484014554964095,0.9293232723290616,Iris-versicolor
+44,6.3196649216333,3.2663554191283413,4.705615921193693,1.5932493981565115,Iris-versicolor
+45,5.764689370841303,2.7846028613246276,4.294419722133696,1.1825426850759968,Iris-versicolor
+46,6.288702645733755,2.696707002210202,4.910958558073519,1.7904046004010021,Iris-virginica
+47,4.49017862927827,2.310846540753812,1.285917323647531,0.29740597360005855,Iris-setosa
+48,6.3060662086985575,3.0,5.234245446090634,1.8071535368216187,Iris-virginica
+49,6.668847252528147,3.2979648502062537,5.610489052877007,2.0736774584410504,Iris-virginica
+50,7.695530420399919,2.781738863147183,6.712583491301284,1.9884738209678434,Iris-virginica
+51,5.47242063540927,4.199999035332032,1.3979676045308702,0.2027860121164041,Iris-setosa
+52,4.821385034639069,3.0,1.4025804974818545,0.2910566911659323,Iris-setosa
+53,6.494270100227965,3.0,5.776388600882553,2.186443256568127,Iris-virginica
+54,7.61022294316382,3.0,6.5986046052241525,2.091898297394638,Iris-virginica
+55,5.484883256984645,3.0,4.526898112084435,1.473976877934256,Iris-versicolor
+56,4.9799672624950695,2.0,3.5166628155243584,0.964470370346759,Iris-versicolor
+57,7.244548614052637,3.0,6.05898468362127,2.097429312433833,Iris-virginica
+58,5.226966368308708,3.7959035566774926,1.420737369936857,0.4345200608091824,Iris-setosa
+59,5.700613873746679,2.9913418182745453,4.504385838777871,1.4493224962225917,Iris-versicolor
+60,4.936515230629351,2.376344594650067,3.270751536334062,1.0277278862842056,Iris-versicolor
+61,4.842273559092648,3.4102773742550565,1.6637088315017956,0.20052330853348405,Iris-setosa
+62,5.056717716709331,3.3637257048054536,1.5997124117185655,0.42339694684840445,Iris-setosa
+63,6.226632892229191,3.3941251871581297,5.372342783814429,2.3018294712207212,Iris-virginica
+64,5.858928839177321,2.8151867925758114,4.425352393011391,1.3636350891116413,Iris-versicolor
+65,4.794766904800001,3.3967350060845316,1.5871767694236036,0.19832693854188876,Iris-setosa
+66,5.522104422423486,2.4039219726952554,3.771862916578696,1.012684740823753,Iris-versicolor
+67,6.226207378011602,3.392252314517669,5.381699257839728,2.2944265682312386,Iris-virginica
+68,4.979616930075644,3.0,1.5510323903808447,0.20342682514573987,Iris-setosa
+69,6.303437141080264,2.4673870703153042,5.006142922920533,1.8944911649085947,Iris-virginica
+70,6.207245167096197,3.392124905830756,5.441329511912424,2.297614070070154,Iris-virginica
+71,6.746680963033227,3.2395135124753596,5.777023918973297,2.2058172713351945,Iris-virginica
+72,5.863840308223448,3.2058729196343982,4.821695716357861,1.8239431163529816,Iris-versicolor
+73,6.734900385341738,3.280256395193363,5.6805312649397335,2.4999994705715203,Iris-virginica
+74,4.58928742205176,3.5576090735284267,1.0000006063715288,0.19764796898340944,Iris-setosa
+75,4.995390626390506,3.369849652245539,1.5729858281371387,0.41527974160897163,Iris-setosa
+76,5.104534530317779,3.519064999029823,1.3840018420006412,0.19762534316846608,Iris-setosa
+77,4.49031719588972,2.286073394559668,1.2891516589435759,0.29969141190489723,Iris-setosa
+78,5.960519217139176,2.1828869950706067,4.012700346757667,0.8622099897740017,Iris-versicolor
+79,5.000946954081655,3.0,1.592654334100515,0.20300275271284965,Iris-setosa
+80,4.4964711774322055,2.2718427189893378,1.3279272904853012,0.30476343884391516,Iris-setosa
+81,5.88054815179523,3.237131210152269,4.803899706231421,1.8058689726986563,Iris-versicolor
+82,5.000948309371031,2.0,3.5764256548543156,1.0093261108603915,Iris-versicolor
+83,5.29203425728637,3.405805160614996,1.4698413161514772,0.21044697653805805,Iris-setosa
+84,5.995492272240751,3.185845890062569,4.780353242037295,1.7601852393323547,Iris-versicolor
+85,5.693785395571896,3.0,4.20027269620209,1.2104997421417893,Iris-versicolor
+86,5.501399684211899,2.394709153429374,3.733538275873437,1.030134877355667,Iris-versicolor
+87,6.71125731146117,3.0,5.01309976883184,1.703634004943981,Iris-versicolor
+88,6.721884459734586,3.0885627247958176,4.764066735490795,1.5292326601712698,Iris-versicolor
+89,5.4618861860039,3.4555276742813286,1.6634170854382744,0.20263904530885168,Iris-setosa
+90,6.202690199611243,3.324965446661382,4.6305260631025105,1.5837888035577117,Iris-versicolor
+91,6.203279262156209,3.372816387228977,5.437322709361014,2.3005901129388997,Iris-virginica
+92,6.6977190257701364,3.3267515700492716,5.709279192406114,2.5,Iris-virginica
+93,5.251562221269992,3.3201151347207034,1.6265859523607804,0.212154921180209,Iris-setosa
+94,6.508515525167385,3.0,5.491120420810735,1.8172147500736804,Iris-virginica
+95,4.400000627293375,3.2151246357381273,1.2951055909795233,0.20127850639806547,Iris-setosa
+96,4.855418543315551,3.0,1.4599191158003275,0.1,Iris-setosa
+97,4.885175130091287,3.0538852551741202,1.467568274364138,0.1,Iris-setosa
+98,5.762007739606898,2.8786857197937215,4.277084477250888,1.3045865445139955,Iris-versicolor
+99,6.049270823840982,2.9093988550907413,4.520392865608035,1.4785549382072094,Iris-versicolor
+100,5.096724892193455,3.7449550127647235,1.4930845178859453,0.4410089005576982,Iris-setosa
+101,5.821088709628885,2.6983350676879114,5.099546272122293,1.883362911697755,Iris-virginica
+102,5.610294920741074,3.0,4.199800893187686,1.3401232284978757,Iris-versicolor
+103,4.9473081259154,2.4257438062026178,3.4617359987004184,1.0279660221218607,Iris-versicolor
+104,6.565492860061818,3.0,4.4074095183633455,1.4091087652865881,Iris-versicolor
+105,7.691148027382074,2.788921176370726,6.6867360487385135,1.9945533933462105,Iris-virginica
+106,5.923964425054872,3.2156828111245708,4.7804135174492295,1.7755146319933,Iris-versicolor
+107,7.35895224517703,3.0,6.2394030589216865,2.083428856862871,Iris-virginica
+108,7.6735845184125715,2.564852018853846,6.9,2.2838478224042436,Iris-virginica
+109,4.4000008047321835,3.1765923410937917,1.3281652234602452,0.20212352580794163,Iris-setosa
+110,7.899998581403198,3.7735102399151392,6.386364934328363,1.9969559065136755,Iris-virginica
+111,6.115781788571582,2.8099823915376354,4.718201460428327,1.1973477107227612,Iris-versicolor
+112,6.639394889885951,3.1186134696963683,4.770118570895416,1.554581245295171,Iris-versicolor
+113,4.913462241579335,3.1255307992648422,1.5181995741486214,0.1,Iris-setosa
+114,6.696427640535239,3.0918463055825662,4.710327928282904,1.500501652259174,Iris-versicolor
+115,4.823045140862508,3.3684425335370527,1.8652746622922076,0.1991093819332136,Iris-setosa
+116,5.6234486227385485,3.0,4.282677831523717,1.363702270592042,Iris-versicolor
+117,6.711705220044957,3.0,4.972420854227077,1.7039844626019105,Iris-versicolor
+118,6.4632299623342515,3.0,5.803056124697201,2.1617948775829747,Iris-virginica
+119,5.008549175693734,3.63606933006363,1.3576613715270822,0.2022804419689393,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/0/test.csv b/iris/tab_ddpm/4_4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/0/train.csv b/iris/tab_ddpm/4_4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/0/val.csv b/iris/tab_ddpm/4_4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/1/synth.csv b/iris/tab_ddpm/4_4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f4a32af6aab8f966fb95f8a1b0b80a3ff77bea09
--- /dev/null
+++ b/iris/tab_ddpm/4_4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.198200621105983,3.393693335605404,1.4037861644017555,0.2016994141605098,Iris-setosa
+1,4.814525982071527,3.0,1.405460390785247,0.2982669790751076,Iris-setosa
+2,4.85952717596197,3.043145713390243,1.4690390769368478,0.10000011187089178,Iris-setosa
+3,5.497266670697787,4.199999046175593,1.3955179303387468,0.199492272534387,Iris-setosa
+4,5.678381950716795,2.8809302124306,4.039873540959824,1.2998978676813195,Iris-versicolor
+5,4.892913681816933,3.0,1.3696191999459617,0.20305364325662809,Iris-setosa
+6,5.591005706289555,2.66807941481187,4.448940714346328,1.2720793487144364,Iris-versicolor
+7,5.802953166888467,2.7113279484074435,5.118724366185229,1.8981107841983773,Iris-virginica
+8,6.068593569422167,3.402806574767259,4.523916209860372,1.599248313411152,Iris-versicolor
+9,4.828537207152209,2.428176270101858,3.1445083157300324,0.9174972972323396,Iris-versicolor
+10,6.642953783008193,3.07783788417955,4.6724937107326765,1.4720649827776573,Iris-versicolor
+11,5.5758205006461665,2.9613298250894062,3.6675201151293804,1.2965244757706642,Iris-versicolor
+12,7.3357479903202245,2.8894372176718255,6.323315621549858,1.8075016524673642,Iris-virginica
+13,6.6924340916147065,3.0,5.006096558255837,1.7128050033994797,Iris-versicolor
+14,4.895170370665626,3.0,1.3861973392179245,0.20237606189219765,Iris-setosa
+15,4.400000567795929,3.173018147878891,1.285541917010794,0.18930989254761532,Iris-setosa
+16,5.008060174662554,2.0,3.420207942869838,1.012870325220387,Iris-versicolor
+17,5.467651686189014,3.398961174635106,1.8932289693448514,0.20240947693635977,Iris-setosa
+18,6.192775101125572,2.801274892257648,4.711280511999714,1.2458370025538394,Iris-versicolor
+19,6.434275245133831,3.168531331144158,5.130319497037919,1.9731669854014773,Iris-virginica
+20,7.9,3.8328512198815954,6.399732127545685,1.9857726335541341,Iris-virginica
+21,6.730187974152172,3.273067215406437,5.6859606800146745,2.5,Iris-virginica
+22,7.7064930453637945,2.592660366050249,6.8999986876478125,2.314630164819747,Iris-virginica
+23,6.600856985831628,3.0,5.629277423851352,1.8065680496155558,Iris-virginica
+24,6.514747995527742,3.0,5.791512453624145,2.200735638184105,Iris-virginica
+25,4.912160477072373,3.0,1.4199884684181707,0.20171659303684833,Iris-setosa
+26,5.087769499206404,3.5002152648532556,1.3964546566361429,0.2043985827343774,Iris-setosa
+27,7.276160877238276,3.024039120612334,6.1953047317444385,2.1665455630764097,Iris-virginica
+28,7.8999988628312146,3.817090126425847,6.442890286463302,1.9981546963175318,Iris-virginica
+29,5.870716952010978,3.1397744591911607,4.754587979452054,1.7927854319429906,Iris-versicolor
+30,6.1115848694740675,2.8350923788337807,4.651075148308316,1.22484719281156,Iris-versicolor
+31,5.764050267473389,2.771631099189081,4.278575484525354,1.1655347101889753,Iris-versicolor
+32,6.715666599950725,2.51563930211819,5.735132558099495,1.8006772267680433,Iris-virginica
+33,7.5837903680119085,3.0,6.593725542320745,2.0808735411287937,Iris-virginica
+34,6.726758764079417,3.301386432850006,5.755687882163274,2.1187745884643645,Iris-virginica
+35,5.379722805516106,3.8564260471172247,1.3403805126905017,0.35349018782899255,Iris-setosa
+36,6.117867112505302,2.9404071225592983,5.035754511216325,1.7916608088118728,Iris-virginica
+37,5.385197670194131,3.8997873592146663,1.285387358995619,0.4840408711019628,Iris-setosa
+38,6.105692492465251,3.359509640233533,4.5954431627966565,1.604282429915752,Iris-versicolor
+39,4.574047873114181,3.636030079176821,1.0,0.19231064915567075,Iris-setosa
+40,5.123155236027155,3.491378195550877,1.3759832021628637,0.1954212804168998,Iris-setosa
+41,4.781886136564222,3.0,1.4028697469449323,0.10000011830202216,Iris-setosa
+42,5.969758872856443,2.8713788825727513,4.50181942904023,1.430155406764519,Iris-versicolor
+43,6.779197054098476,2.7809230577440465,4.786297110937321,1.398713174966772,Iris-versicolor
+44,5.816165673509931,2.7153931786547103,4.071009506847113,0.9764179486402467,Iris-versicolor
+45,5.707613097122745,3.79543594247248,1.8579407522257663,0.2998392850894035,Iris-setosa
+46,6.2465239626425095,3.3852393545538995,5.406208614633271,2.3032984566587587,Iris-virginica
+47,6.218107046982906,2.183103052500551,4.464471003193305,1.4874623635609627,Iris-versicolor
+48,4.9839125654951415,2.0000007830380993,3.473958421669585,0.9643584750564023,Iris-versicolor
+49,5.188589997310249,3.4034393009832677,1.3874614891341666,0.19751043618496109,Iris-setosa
+50,5.888568735545997,3.1984394725081873,4.819036396863189,1.8051884004021874,Iris-versicolor
+51,5.000089290474081,3.0,1.5729156916440685,0.19932951153856265,Iris-setosa
+52,5.702077016164698,2.8624811603574556,4.202233756776272,1.2987228550387337,Iris-versicolor
+53,7.709440633644763,2.6076679027553467,6.8999988195828905,2.3137978990060617,Iris-virginica
+54,6.3227857155996245,3.0290007274778126,5.620623447800546,2.2521330428378064,Iris-virginica
+55,5.048671972531233,3.494489726890051,1.525938363078253,0.38585005694073166,Iris-setosa
+56,6.571160033393826,3.266051776803076,5.38430568638437,2.0596028942710656,Iris-virginica
+57,5.671403743563724,3.0,4.209756055895692,1.2199825166559983,Iris-versicolor
+58,6.402497938978708,3.0,5.530352137252638,1.8176913640685137,Iris-virginica
+59,5.3578287905508954,3.379130015813281,1.5647007045201564,0.2023640474618054,Iris-setosa
+60,5.941396507479187,2.95736327464741,4.449506929579686,1.3425486059606602,Iris-versicolor
+61,6.926108264173091,3.083746815677705,5.090026328031386,2.30854083247576,Iris-virginica
+62,4.807937217347911,3.3952813795981296,1.9161481553239181,0.19968167328988962,Iris-setosa
+63,4.7858310563578295,3.379737574320915,2.0751470136619177,0.20492403180296914,Iris-setosa
+64,4.4,3.2040914393122804,1.3144651024231588,0.19308642291039418,Iris-setosa
+65,5.494921705377581,3.0,4.524753082031986,1.4992693748240975,Iris-versicolor
+66,5.528232908140085,2.4073678059434984,3.7673296526355644,1.018154383963356,Iris-versicolor
+67,4.855506541067579,2.385180581284194,3.2458663561838494,0.982575679728743,Iris-versicolor
+68,4.929596058450151,2.386904436066192,3.3281647197629134,0.8875799655814276,Iris-versicolor
+69,4.890121252124595,3.0,1.402770735030944,0.19797309850361405,Iris-setosa
+70,5.3491981922155265,3.3405666126474536,1.9177064107376962,0.20304356654058242,Iris-setosa
+71,5.694133522841959,2.5578797227803265,3.9962085870455595,1.0631049898282323,Iris-versicolor
+72,4.620729695195551,3.5518776977786772,1.0000004521843953,0.20175709908976328,Iris-setosa
+73,5.515141182181147,3.0,4.514418020942633,1.5004815758475538,Iris-versicolor
+74,5.556996960536519,2.421819638663984,3.7329864737565126,1.0050232566473538,Iris-versicolor
+75,5.587487549027283,2.9291528361878276,3.7499597722795732,1.308097426835633,Iris-versicolor
+76,4.911587492876166,2.4147099880458414,3.3356696423743966,1.0116675298761886,Iris-versicolor
+77,4.4,3.1909625601759046,1.342710317848261,0.19795538747164532,Iris-setosa
+78,4.858013554913039,2.4083479125652243,3.1686155327860317,0.9429210132598138,Iris-versicolor
+79,7.701234427090184,2.607330780571541,6.899998758332973,2.3082177804663484,Iris-virginica
+80,5.088339927984494,3.570319286041322,1.4163988875281583,0.2181420156462709,Iris-setosa
+81,5.177155846337757,3.3952912425125334,1.3889564680054638,0.20147419719178547,Iris-setosa
+82,7.696924311830342,2.608857604983882,6.899998911763326,2.291412992752119,Iris-virginica
+83,5.990536990330511,3.3733475039321283,4.495607805361705,1.5591960300839998,Iris-versicolor
+84,6.675591670388229,3.239686283226841,5.656491248896293,2.499999112940463,Iris-virginica
+85,7.691219801525591,2.634211082127436,6.899998044611225,2.2899208547931345,Iris-virginica
+86,7.899998841567159,3.786469832662204,6.359742800142999,1.997946249126243,Iris-virginica
+87,7.696425701550039,2.7924563933221056,6.713106209780685,1.9891281725061007,Iris-virginica
+88,6.394658026968166,2.9650608856152028,5.553903041784817,1.7932074519186225,Iris-virginica
+89,4.4,3.2280592119058475,1.282575455743086,0.19617219520654033,Iris-setosa
+90,6.294499535957343,2.4992119366436913,5.004172903349766,1.8969892897732137,Iris-virginica
+91,6.156235733833642,3.3501233131650023,4.616327227566284,1.610285519553472,Iris-versicolor
+92,6.71199456993699,2.793681107624783,4.763893513260475,1.3781483608275653,Iris-versicolor
+93,6.421757810326895,2.894106324671378,4.282405593962652,1.299876378317311,Iris-versicolor
+94,6.66560334649873,2.49713659478148,5.746752765557614,1.8005402760538438,Iris-virginica
+95,5.470038502718269,3.0,4.5013082659756725,1.4955347682590856,Iris-versicolor
+96,5.136981632590066,3.4870244322857005,1.388021005677929,0.1979031646640438,Iris-setosa
+97,6.284924149408299,3.356590485817979,5.459476351404716,2.2987863761635277,Iris-virginica
+98,6.523910529639196,3.1925249528179687,5.236861351541235,1.9986203143164778,Iris-virginica
+99,7.609894775554424,2.8070427015328847,6.620373045663121,1.9388225696981638,Iris-virginica
+100,7.731541762991676,2.600805512822704,6.9,2.292670322820079,Iris-virginica
+101,5.9839882517143375,3.3859821563707144,4.558498391431211,1.5968804189969399,Iris-versicolor
+102,5.538917281527846,3.0,4.5029163309530365,1.480067375413858,Iris-versicolor
+103,5.5709873023202965,2.9451748962513657,3.621168525813909,1.291666202193583,Iris-versicolor
+104,6.471789006843978,2.93416394414922,4.315176729476132,1.335734379948913,Iris-versicolor
+105,5.688497557604291,3.0,4.205077185157949,1.249058029386752,Iris-versicolor
+106,5.649100308774386,2.8244146077157772,4.4291932309264705,1.2986306515559918,Iris-versicolor
+107,5.634039607750179,3.0,4.062779916980309,1.2875956294822608,Iris-versicolor
+108,6.527705187152874,3.0,5.469983990794325,1.8204286500984184,Iris-virginica
+109,5.732595062135404,2.6717254449840255,4.162334909029715,1.0398720712310403,Iris-versicolor
+110,6.67875047623309,3.281976640309588,5.711710537430055,2.4999994039118594,Iris-virginica
+111,6.8192362881289545,3.1978735823136364,5.860685961556292,2.2893398458749057,Iris-virginica
+112,6.271169811431706,2.5085613352184697,4.986225766772877,1.8708895123890512,Iris-virginica
+113,4.76431202556719,3.0,1.3455233545059284,0.1,Iris-setosa
+114,4.802005175291666,3.37513776189026,1.5697528273634391,0.2009978938046816,Iris-setosa
+115,4.889857335997447,3.104076708755854,1.5069322318224314,0.1,Iris-setosa
+116,6.574911800607024,3.0676125241212953,5.491317337908015,1.965274339899989,Iris-virginica
+117,6.725346048143592,2.7813427701130955,4.737955332440342,1.3440134233230396,Iris-versicolor
+118,5.690802426148741,3.797148428618677,1.5661279826724233,0.3327874197389189,Iris-setosa
+119,6.2714461686665155,3.2973006252652897,4.674813855991343,1.5808514206455178,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/1/test.csv b/iris/tab_ddpm/4_4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/1/train.csv b/iris/tab_ddpm/4_4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/1/val.csv b/iris/tab_ddpm/4_4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/10/synth.csv b/iris/tab_ddpm/4_4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6e9532ee9fc09435d5086ce0fd0af39702a9b44d
--- /dev/null
+++ b/iris/tab_ddpm/4_4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.629096595880341,2.6831319538665106,4.423662449622188,1.2600859307186236,Iris-versicolor
+1,5.019786532475584,2.000000555265012,3.7300918931916627,1.029435277054034,Iris-versicolor
+2,6.690621435749646,3.2835484252409644,5.686539248727455,2.5,Iris-virginica
+3,6.0060859132547915,3.4050282718484346,4.474725549030186,1.587539294859156,Iris-versicolor
+4,6.708661045685314,3.299412488198195,5.731802304169406,2.4999995846315373,Iris-virginica
+5,5.676022306991254,3.0,4.171450243675817,1.2601965074508767,Iris-versicolor
+6,4.861396528499097,2.4317320814816803,3.091930500351454,0.8651830297372505,Iris-versicolor
+7,6.035134580825186,2.629898680643812,4.320248446863745,1.1266789357002926,Iris-versicolor
+8,6.702458187189594,3.0,4.904792754584665,1.661639749797656,Iris-versicolor
+9,7.651985235237602,2.6042950724059213,6.899998391081995,2.2960062348614065,Iris-virginica
+10,5.021419233156169,2.0,3.5706578946438063,0.9471671589865109,Iris-versicolor
+11,5.961557598223824,3.20335337362229,4.762463374211848,1.8082406205381911,Iris-versicolor
+12,4.848439618050024,3.2883236054491145,1.5746202631310586,0.20520933081112325,Iris-setosa
+13,7.72651479105454,2.6102185899007475,6.9,2.3097348966619258,Iris-virginica
+14,5.1415139276284085,3.7541017660310585,1.4331610163892219,0.3939343193517059,Iris-setosa
+15,5.53313028667821,2.42126826224866,3.809210925351159,1.0652144495105882,Iris-versicolor
+16,4.8340198747939445,3.4047540652612045,1.5774185643290977,0.20342874060650037,Iris-setosa
+17,7.620751880321551,2.954336905286963,6.644132054983364,2.05192078318042,Iris-virginica
+18,5.6250637853173355,3.0,4.085254910136422,1.2949523536508234,Iris-versicolor
+19,5.952662393202548,3.410825345311236,4.472723499869103,1.5812866642586618,Iris-versicolor
+20,5.032333254665152,3.3582658011369637,1.571595805991016,0.45307233201032887,Iris-setosa
+21,4.400000526743566,3.1918557508608356,1.322840362923937,0.1959160580681296,Iris-setosa
+22,6.067543624989129,3.0,4.592666491489435,1.4064824407240506,Iris-versicolor
+23,5.918977877056819,3.207684022950961,4.795691314289853,1.7753278151708627,Iris-versicolor
+24,6.740078194416906,3.1856688703871106,5.139283454628663,2.2000941929544227,Iris-virginica
+25,6.2279692968637335,3.3758337353601653,5.392781973492188,2.291839664887705,Iris-virginica
+26,4.806658393250725,3.0,1.3973804486175012,0.10000010979941858,Iris-setosa
+27,7.9,3.7631257813403307,6.327460638519121,1.9583750869078116,Iris-virginica
+28,5.374618955254721,3.4118044941842927,1.4937768742445297,0.4751143513761965,Iris-setosa
+29,6.6812891692728025,2.488723225714727,5.722384562449129,1.7959503589434598,Iris-virginica
+30,4.487641037599394,2.2912661525561644,1.2995082966593787,0.2966880337820427,Iris-setosa
+31,6.719881426102308,3.055197031183647,4.797918203985068,1.5728306380379513,Iris-versicolor
+32,6.299303097228703,2.7095862554142975,4.90114044410325,1.7783704173981039,Iris-virginica
+33,7.707014086118035,2.7925546562107124,6.696623657753112,2.0058227665721455,Iris-virginica
+34,5.036170218318894,3.614884243739367,1.40096558074107,0.20375995699138386,Iris-setosa
+35,6.250369367856379,3.3985201110352112,5.426487211123954,2.3066668958579952,Iris-virginica
+36,5.988552885092525,3.4047504402671684,4.544425831649674,1.6334340371659755,Iris-versicolor
+37,5.157532815517742,3.3139697081091692,1.6037745056699504,0.48844579390148096,Iris-setosa
+38,5.389144601535562,3.3758085242914255,1.7007801719862754,0.20301470609710195,Iris-setosa
+39,5.556628438392444,2.578722774901708,4.2872957495941835,1.1757785176576605,Iris-versicolor
+40,5.804322859880906,2.9250994615814605,4.280549962067705,1.261093371231007,Iris-versicolor
+41,6.66696984314589,3.285170502129651,5.661494312896085,2.093194466085191,Iris-virginica
+42,6.714235563267665,3.0,4.997373314051501,1.7133328409707587,Iris-versicolor
+43,5.787163055317216,2.7983517975159353,5.081910636613608,2.4078928626821265,Iris-virginica
+44,5.410877056404838,3.9098126588980358,1.3273265361063782,0.3546530320053863,Iris-setosa
+45,4.997532092222753,2.0000006989939263,3.403680240018515,1.0025644929648059,Iris-versicolor
+46,5.103776830643992,3.652830767503067,1.5079777843516595,0.45300860174378127,Iris-setosa
+47,5.318838473189997,3.7216705548775946,1.5074760298041312,0.2025787292985752,Iris-setosa
+48,5.776573195620279,2.6404819306587983,4.053240445342864,0.9426074733457437,Iris-versicolor
+49,6.207899015374302,3.011739872923449,5.0792726661790235,1.8236500504374873,Iris-virginica
+50,5.8192999656175735,2.698553071239499,5.142946156787572,1.8867433766447084,Iris-virginica
+51,6.259136752965546,2.1838571272184337,4.428151109781022,1.4764749118873417,Iris-versicolor
+52,5.526182961708636,3.0,4.449073501723997,1.453571133087291,Iris-versicolor
+53,6.314779371838159,2.28346961692506,4.386745828145383,1.298581283797596,Iris-versicolor
+54,5.966868004789423,2.801613901268301,4.668020309538183,1.227650342303434,Iris-versicolor
+55,5.807556072892474,2.700941641028337,5.0935757221487155,1.9060747039794268,Iris-virginica
+56,5.890967128381272,3.1883231658952345,4.778653876723882,1.783289916246282,Iris-versicolor
+57,5.90904537399213,3.2131930277624887,4.780419800299589,1.7815416039123046,Iris-versicolor
+58,5.799398403103227,2.7964110650192735,5.136143305842686,2.3991417519708467,Iris-virginica
+59,6.631057997082213,3.044286280787622,5.781550686330652,2.23281138202115,Iris-virginica
+60,6.162293298308654,2.199257040889701,4.479107088470121,1.4933073621091564,Iris-versicolor
+61,6.337556527788538,2.477434135741141,5.043164671818272,1.892946698110323,Iris-virginica
+62,7.6731163573598895,2.614439184498637,6.899999004015851,2.297638523597411,Iris-virginica
+63,6.301444175185754,2.7204882203742953,4.870639708943564,1.7969328354126501,Iris-virginica
+64,5.471853798684931,3.0,4.511674896166769,1.4856599677642124,Iris-versicolor
+65,5.551347548356629,2.5028565470794497,3.8398996085908825,1.1212296382886557,Iris-versicolor
+66,5.34118877300018,3.7420888311550797,1.5053105249531324,0.20004765476100822,Iris-setosa
+67,6.29552849676547,2.3058411792169373,4.440922630483331,1.3141032193308262,Iris-versicolor
+68,5.044643442889738,3.3386871310026893,1.754317038632511,0.4784817094346199,Iris-setosa
+69,7.255566200395819,2.9121264379047185,6.225033133926355,1.8064489511436708,Iris-virginica
+70,7.678761762425627,2.794564485096281,6.681020724582765,2.012811092007265,Iris-virginica
+71,6.564297348400065,3.0,4.364479278529866,1.378837790777909,Iris-versicolor
+72,6.5061243343719655,3.0,5.890567437541081,2.174366687504892,Iris-virginica
+73,5.57392213827529,3.0,3.975733873841449,1.2972381920120022,Iris-versicolor
+74,4.809860522385094,3.4070648037930034,1.6211425414219207,0.19751835018261693,Iris-setosa
+75,4.502758594091193,2.343864281635651,1.3253598144266696,0.35633870357381686,Iris-setosa
+76,5.217260313986764,3.411033409007632,1.3962560644044903,0.20008155925720988,Iris-setosa
+77,4.973247887382865,3.0,1.8927584790330543,0.2001573230983567,Iris-setosa
+78,6.575850188513798,3.0,4.396363183132887,1.3914897705804656,Iris-versicolor
+79,4.400000499951462,3.18388265715559,1.2584032468093442,0.19999618845314432,Iris-setosa
+80,4.994397565733354,3.384994261487751,1.5832666495572583,0.4424911377011004,Iris-setosa
+81,5.67218112916968,3.0,4.004395366098563,1.214961112275107,Iris-versicolor
+82,6.2845359566486945,3.0,4.652839511095646,1.4584173829948566,Iris-versicolor
+83,4.610184272977276,3.216966077188781,1.4021278772643928,0.204007478641897,Iris-setosa
+84,4.4000005471281245,3.1909710560375264,1.2869933988674793,0.1996273504496428,Iris-setosa
+85,5.0130088059518,3.6233286826572164,1.3753922009014554,0.198565615756663,Iris-setosa
+86,6.463767573779484,2.904823869145681,4.299981876679564,1.331211559882315,Iris-versicolor
+87,6.190810434785776,3.4182773722398307,5.423437463276269,2.321817311702693,Iris-virginica
+88,6.3480531664453865,2.827853314764296,4.995243687172535,1.7805574540184779,Iris-virginica
+89,5.089603558227737,3.3416709343366438,1.567965994516154,0.5215119859126265,Iris-setosa
+90,4.591037892200356,3.668804639212683,1.00000047126907,0.2040747627487995,Iris-setosa
+91,6.168610463973636,2.2014628547319974,4.506769201269281,1.4930338809927566,Iris-versicolor
+92,5.989127716859579,2.8760949197025343,4.4901642842861405,1.5167544212989696,Iris-versicolor
+93,5.448688175092304,3.0,4.488049693766587,1.513071971370145,Iris-versicolor
+94,6.491923997361822,3.0,5.852058614112042,2.192587097135078,Iris-virginica
+95,7.652862501178844,3.0,6.646901106147981,2.1055994415542174,Iris-virginica
+96,4.832235708548951,3.394785182192762,1.782660065402204,0.20098951890502678,Iris-setosa
+97,7.9,3.854245401058412,6.407760229604938,2.0165241804954315,Iris-virginica
+98,7.069071381742174,3.0,5.905949166119889,2.098737737231086,Iris-virginica
+99,5.5663396994992285,2.458304015154468,3.7830693132424082,1.0581792426418501,Iris-versicolor
+100,5.402539058501898,3.8606597252576655,1.3021802419690105,0.3630859552689209,Iris-setosa
+101,7.597297264147473,3.0,6.5833100054582,2.0830596542088995,Iris-virginica
+102,5.94866711249969,3.414095883984849,4.436076549867612,1.5906899151700762,Iris-versicolor
+103,6.693016314812112,3.0,4.9542777550162524,1.68843832097494,Iris-versicolor
+104,5.434404046655111,2.4296707914765845,3.8052625694944306,1.0363046812195285,Iris-versicolor
+105,5.776101505693954,2.7961007097033095,5.193003239027994,2.411289478877949,Iris-virginica
+106,4.811544396700536,3.4005281673540675,1.6256210347521471,0.20231531092792684,Iris-setosa
+107,7.71532879842547,2.817998664855483,6.697409770954861,2.0087286539599596,Iris-virginica
+108,4.5792291877642235,3.6453647998216887,1.0,0.19871485672415565,Iris-setosa
+109,5.775259515844901,2.6377073048837905,4.070127821838588,0.9873682099623464,Iris-versicolor
+110,6.72939424672119,3.3491492144296267,5.768559914799359,2.4999996221790277,Iris-virginica
+111,4.797141532933552,3.4088326387645784,1.618286479254226,0.2014941342323901,Iris-setosa
+112,5.419153209562306,3.4329508929909536,1.566318932200375,0.20503312419917405,Iris-setosa
+113,4.898434662193567,3.0,1.417787684104261,0.20233608691952001,Iris-setosa
+114,6.701963660346388,3.0,4.893956058815081,1.6426422951436528,Iris-versicolor
+115,5.797455019781561,2.703143321387191,5.112895066596951,1.8993446214236225,Iris-virginica
+116,4.842648419329585,3.3670916593889655,1.9785746614802515,0.1988811378968129,Iris-setosa
+117,6.722423754091646,3.0829643085427203,4.785763241656267,1.5790397206570153,Iris-versicolor
+118,4.90523405815373,3.0,1.4122691342949736,0.19737952004228856,Iris-setosa
+119,5.0060468476757425,3.0,1.5631664401847343,0.20370010303147906,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/10/test.csv b/iris/tab_ddpm/4_4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/10/train.csv b/iris/tab_ddpm/4_4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/10/val.csv b/iris/tab_ddpm/4_4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/11/synth.csv b/iris/tab_ddpm/4_4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ed0ce23e8d938abcaa3faffe315ce9d4848d9653
--- /dev/null
+++ b/iris/tab_ddpm/4_4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.111502771674602,3.2746313507839573,1.7343223411898103,0.5306768402897291,Iris-setosa
+1,6.203399048257806,3.382060725686211,5.402466624751921,2.286761405444209,Iris-virginica
+2,6.7555550924775085,2.8412341061578155,4.82933840143795,1.4240314200269688,Iris-versicolor
+3,5.725735504729233,2.84192925485617,4.387211349238541,1.3178665182482479,Iris-versicolor
+4,5.407750790308595,2.3928011981984794,3.5847117370570953,1.0426799554662964,Iris-versicolor
+5,4.902632105885813,3.103238735632178,1.509827747298366,0.10000012993468596,Iris-setosa
+6,4.810598690816452,3.0,1.4362912434181971,0.10000009689135249,Iris-setosa
+7,4.9028471932099205,3.0,1.3938430235009516,0.20044507021788788,Iris-setosa
+8,5.803238285219754,2.701970719107495,5.112422718457546,1.8847018007810046,Iris-virginica
+9,5.483799714596281,3.0,4.519518192105261,1.5023150501589486,Iris-versicolor
+10,6.940850631214475,3.114327279596899,5.754579304846099,2.2703585811529305,Iris-virginica
+11,4.998546733679949,2.4211529569122945,3.419060719480204,0.983316004186316,Iris-versicolor
+12,7.3508404235643345,2.9918695539468985,6.276776604195766,2.0291944066173024,Iris-virginica
+13,4.986837165742182,2.41739522298464,3.562322482741632,1.0094966273378805,Iris-versicolor
+14,5.114534010116931,3.317795250978772,1.7246813450546825,0.5143729958654514,Iris-setosa
+15,5.425016252137493,3.4319218558682523,1.8194502060922613,0.20146016780473364,Iris-setosa
+16,7.899998500613317,3.7768364911845644,6.397760442473743,2.0069356521826873,Iris-virginica
+17,4.856320427302041,3.015906857586506,1.4497444566584965,0.10000009144747686,Iris-setosa
+18,5.804027673983193,2.6904866227739506,5.112089835095611,1.9033141114001486,Iris-virginica
+19,6.007662881925678,3.367143965930956,4.526442434915919,1.6002624449323253,Iris-versicolor
+20,5.97842654931716,2.9797711920320404,4.374807515205564,1.350844995624782,Iris-versicolor
+21,7.707690850756046,2.6217088620995175,6.8999987312138416,2.3071220994234585,Iris-virginica
+22,6.702201720826852,3.2874305317366384,5.6694277853194075,2.499999470875685,Iris-virginica
+23,6.651037128685281,3.3209049513236595,5.669606716329896,2.113369875866966,Iris-virginica
+24,5.516898779556594,3.0,4.509595752278691,1.5022022317983474,Iris-versicolor
+25,6.520473456568151,3.0,5.846649445117201,2.2140227944170876,Iris-virginica
+26,6.041993598494444,2.2378750975040216,4.139572722846945,1.0816323448610228,Iris-versicolor
+27,7.9,3.826645416499653,6.397502285995646,2.0136422000996923,Iris-virginica
+28,4.804823829556148,3.0,1.4018453034257639,0.1,Iris-setosa
+29,6.628782357957406,3.0,4.530625108073965,1.3922560992309287,Iris-versicolor
+30,6.0509315986359,2.225683956499472,4.14146139457061,1.0325716504579834,Iris-versicolor
+31,6.691380656206376,3.0,5.02320316771749,1.7094975818111693,Iris-versicolor
+32,5.398860203594881,3.92034236938786,1.2647553665117002,0.41467390172332336,Iris-setosa
+33,5.381062637547561,3.4031169750225856,1.5854016310181163,0.2007844299028757,Iris-setosa
+34,5.051739751961739,3.313355541144698,1.6661023898994936,0.4948931620770173,Iris-setosa
+35,6.477687738383554,3.147085827912716,5.08226218553735,1.9967635232987604,Iris-virginica
+36,6.248478422737097,2.9021667883498496,5.556608360176782,1.7933909634115246,Iris-virginica
+37,6.126875641788955,2.8071421479358833,4.698310272457272,1.2172843943306844,Iris-versicolor
+38,4.9858935368270005,3.631279345958286,1.4034767341691328,0.2051837464941758,Iris-setosa
+39,4.817481861451332,3.3619074712002064,1.7053393513288424,0.20234994640466644,Iris-setosa
+40,5.575359715686817,2.7269859912874588,4.470558471214388,1.2719470252905252,Iris-versicolor
+41,6.696905058644858,3.307961927297576,5.670232975684264,2.5,Iris-virginica
+42,5.709616790088759,2.4917824915076445,3.9468865857539623,1.0415210564945385,Iris-versicolor
+43,5.0077512137801925,3.5954807687420227,1.3967898630532705,0.19708601612170684,Iris-setosa
+44,5.0907696746995805,3.503281614531449,1.4041476908160844,0.19823852121469587,Iris-setosa
+45,5.5500142715389185,2.38500000680923,3.8150039350954246,0.9294278931031199,Iris-versicolor
+46,5.195350078338493,3.683944320664441,1.4610310913198499,0.20981231114067456,Iris-setosa
+47,4.895565661122936,3.116882406548499,1.5050006224279633,0.1,Iris-setosa
+48,4.4,3.2100512547715767,1.2988913198920564,0.19820877509473506,Iris-setosa
+49,4.9822243983333765,2.0,3.398598434518997,0.963954211120112,Iris-versicolor
+50,6.014401058505694,3.368119866323344,4.538151811928219,1.6088607759727704,Iris-versicolor
+51,5.105820039422968,3.499949073015087,1.4101732582778286,0.20850028354705127,Iris-setosa
+52,6.8846171897264234,3.10019574154436,5.076628011712398,2.2987273378465316,Iris-virginica
+53,6.059153921601581,2.7815108571973246,4.679809088026759,1.176681315304973,Iris-versicolor
+54,6.682497383906357,3.2960196571881197,5.722162398527891,2.5,Iris-virginica
+55,6.697899857429978,2.501722082338902,5.844615201280744,1.8103558887527658,Iris-virginica
+56,6.219825948410974,3.348064271531347,4.6519902910049655,1.6069487208308426,Iris-versicolor
+57,4.4,3.1436247761835174,1.2952009176937815,0.18709058642089987,Iris-setosa
+58,4.808234273295999,3.416020417741416,1.9985448013208311,0.19775778993782905,Iris-setosa
+59,7.710791438345285,2.582018662817906,6.9,2.2950096132772813,Iris-virginica
+60,6.015871300996009,3.3960543616642136,4.490988584998485,1.601032078168504,Iris-versicolor
+61,6.211277450833371,2.2258513471017163,4.493235037861887,1.4682926918548316,Iris-versicolor
+62,6.99024185587883,3.0959898888904154,5.071440078358152,2.310833646760563,Iris-virginica
+63,4.612915601363395,3.1963670515410953,1.4098970517998943,0.195742917448941,Iris-setosa
+64,7.3093116200746735,2.9020390834068674,6.22824943944238,1.8084225615358558,Iris-virginica
+65,6.082893757188403,2.8079839120673022,4.674733659106026,1.1830489751217395,Iris-versicolor
+66,6.712197008068271,3.0,5.022889888383737,1.7100550192362478,Iris-versicolor
+67,6.504475904232028,3.0,5.7725112860215235,2.1789530674017934,Iris-virginica
+68,5.023953947285579,3.3914575994916167,1.6773928907698048,0.44327449671746144,Iris-setosa
+69,6.237582194584839,2.891366339463262,5.582947426929337,1.7913182179870972,Iris-virginica
+70,7.154527660674253,3.0,5.938649078935146,2.0868033762432097,Iris-virginica
+71,6.305747506348925,2.6827020554454735,4.872196062035646,1.7757313237009706,Iris-virginica
+72,4.591703336118423,3.1849636828644208,1.3889920660787722,0.2035507967862522,Iris-setosa
+73,7.899998879303091,3.8235131673005682,6.408059617047834,1.9985711947876508,Iris-virginica
+74,6.0822123217793145,2.803989567221726,4.713090119922846,1.2117449096795947,Iris-versicolor
+75,5.808989591587336,2.7881465756954342,5.078637768346855,2.4073075092296614,Iris-virginica
+76,5.498066371100891,4.2,1.3671879187935103,0.2079127011106151,Iris-setosa
+77,4.998750405910586,2.0,3.454091293909901,0.9332528819474275,Iris-versicolor
+78,6.681939389407234,3.0,5.001514794874875,1.7133604343196491,Iris-versicolor
+79,5.787588030418446,2.70305924160698,5.09208060681722,1.8963865533851998,Iris-virginica
+80,5.119806287806028,3.1515868815213803,1.7481937811069281,0.2032842899603559,Iris-setosa
+81,6.595628459479083,3.095790960478681,4.815269926051037,1.5751091728035675,Iris-versicolor
+82,5.657342676515662,2.888164900816228,4.011848381177419,1.3171927378917738,Iris-versicolor
+83,5.741006714143373,2.806839673621404,4.50506391638428,1.2949403786488056,Iris-versicolor
+84,6.3828029244989155,3.163605877993222,5.091671457661341,1.971002321694851,Iris-virginica
+85,4.904323218916302,3.0,1.3940138816959344,0.19528168727072276,Iris-setosa
+86,6.287902394158809,2.7261219598966666,4.8711537238729905,1.790673108633073,Iris-virginica
+87,5.077087718862173,3.595724231277069,1.5105456198210094,0.4239012017709215,Iris-setosa
+88,5.934109187690867,2.2066623439374866,3.939898229246117,0.9694046460161776,Iris-versicolor
+89,5.8974730762143635,3.202334634812167,4.822472815005241,1.7791061701515403,Iris-versicolor
+90,5.492976808775103,4.2,1.3987676065726968,0.20589276854950747,Iris-setosa
+91,5.666549956408432,3.0,4.220667804327507,1.237375878711539,Iris-versicolor
+92,4.759575948972395,3.3931274710218178,1.878946212562034,0.20099803117984422,Iris-setosa
+93,5.475250322519865,4.1999993145945265,1.3962840284661404,0.2005625952966111,Iris-setosa
+94,5.033789563242776,3.6286797521211827,1.3978934796114149,0.20872846948596918,Iris-setosa
+95,5.829176896276146,2.8009287057317964,5.176515988326986,2.4069996161101725,Iris-virginica
+96,5.052779913074623,3.34556819400771,1.6921248418514623,0.5081569664564641,Iris-setosa
+97,6.314376083639432,2.501233988000765,4.988597975459074,1.8902365272544288,Iris-virginica
+98,5.342324346159744,3.3426940390381743,1.5624012325986587,0.19769981120378044,Iris-setosa
+99,5.79303049520027,2.8023653501927455,5.201744903696365,2.404957019065929,Iris-virginica
+100,6.687214934172365,3.0,4.992810180677405,1.6828507699937836,Iris-versicolor
+101,5.615806429643467,2.906002522730379,3.715533674216119,1.2935766718466224,Iris-versicolor
+102,5.402402681192214,2.5633399017217267,4.386689885898834,1.2022282641664586,Iris-versicolor
+103,5.812861164085954,2.7146226778900884,5.131223167341899,1.898628836195021,Iris-virginica
+104,5.700186358782222,2.7849558119239393,3.9772720635254895,1.208411411837277,Iris-versicolor
+105,4.808451556838759,3.0,1.4156949519813382,0.31717803249712245,Iris-setosa
+106,5.70745092400222,3.0,4.237545403151879,1.2374838113933282,Iris-versicolor
+107,5.551800661141352,3.0,4.22256015870024,1.3554078224846753,Iris-versicolor
+108,6.76597904459431,2.5286318226554094,5.994178088331645,1.8151383699326,Iris-virginica
+109,6.799441236667395,2.7956067875544393,4.794813907752589,1.4054248893175292,Iris-versicolor
+110,5.593705493836834,3.0,4.491126352391669,1.4276424584362597,Iris-versicolor
+111,6.8127142557213745,2.8018967184782406,4.824185580269946,1.4006750362818432,Iris-versicolor
+112,5.925395848455134,2.900659126591868,4.3867975573150595,1.3381315590273815,Iris-versicolor
+113,7.9,3.7573578944627055,6.396777254377669,2.0215817844502086,Iris-virginica
+114,4.587490434460667,3.6583951097000007,1.0,0.19973611077410122,Iris-setosa
+115,6.696390466540917,3.322289326042446,5.703356963858638,2.5,Iris-virginica
+116,5.3979199716865836,3.3795924148901393,1.5040056250210532,0.46640567994135423,Iris-setosa
+117,6.696231404214312,2.49900021116829,5.784645775581628,1.7955816074047066,Iris-virginica
+118,6.2792784730533295,2.51430621708401,5.01092836109178,1.8990453002013186,Iris-virginica
+119,7.9,3.821034109821251,6.365302135861897,2.012753440015147,Iris-virginica
diff --git a/iris/tab_ddpm/4_4/11/test.csv b/iris/tab_ddpm/4_4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/11/train.csv b/iris/tab_ddpm/4_4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/11/val.csv b/iris/tab_ddpm/4_4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/12/synth.csv b/iris/tab_ddpm/4_4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ce6c44dc12608827cb664827bde403fccb7ce318
--- /dev/null
+++ b/iris/tab_ddpm/4_4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5386317266292355,3.1951732384702503,5.103155838648145,2.027721223517647,Iris-virginica
+1,6.514508060876361,2.9648549758120186,4.351529822304681,1.3433023110023998,Iris-versicolor
+2,5.444675802337604,4.2,1.381934806984233,0.19822773039267416,Iris-setosa
+3,5.005941318896594,3.0,1.6283777444692606,0.20483806285351547,Iris-setosa
+4,5.815450442336126,2.811900731951262,5.0966499750360805,2.4038466001180483,Iris-virginica
+5,5.808758373098952,2.7972922753978047,4.549545963542729,1.2538564410344775,Iris-versicolor
+6,6.069713923686684,3.0,4.6262364803598635,1.4844287918625654,Iris-versicolor
+7,5.798201984449528,2.7183488877132156,4.130741681598751,0.9838671990094467,Iris-versicolor
+8,6.373001968087039,3.121497714605515,5.092539387886356,1.9677719778261433,Iris-virginica
+9,4.894908840575254,3.0793674548754786,1.4717630020884451,0.1,Iris-setosa
+10,4.800135832741648,3.392274604158839,1.7197441251596566,0.20379813739278402,Iris-setosa
+11,5.335364666323211,3.847721623449017,1.3178972505242332,0.3722468775058817,Iris-setosa
+12,7.681672071935868,2.8542391242895966,6.690371649431981,2.0216136974659986,Iris-virginica
+13,6.065199072396412,2.25675921105292,4.153119498909176,1.1099306750407971,Iris-versicolor
+14,5.4428781393303725,3.0,4.500927546479041,1.4921610146293074,Iris-versicolor
+15,5.783006993232875,2.665088546462944,4.013552492757792,0.8978511103083955,Iris-versicolor
+16,5.928477282424931,3.207438526820794,4.807796343271128,1.7836255067718172,Iris-versicolor
+17,4.807079999070002,3.0,1.3995677060820761,0.34532050427689187,Iris-setosa
+18,5.264118942010302,3.6420156723057184,1.4903033745008085,0.196000177493943,Iris-setosa
+19,5.352387175589971,3.8045139734840627,1.4654881903740955,0.24510672482755036,Iris-setosa
+20,7.148539675768047,3.0,6.009387410678119,2.0953835551557,Iris-virginica
+21,6.2051029106040225,3.0,4.639375468338832,1.4282605256788237,Iris-versicolor
+22,6.31465751123738,2.4769481708192,5.007689806885567,1.8935399214475324,Iris-virginica
+23,4.814181921183416,3.0,1.4029173557729646,0.1,Iris-setosa
+24,5.455462912754222,3.0,4.474092577919979,1.4707945718432793,Iris-versicolor
+25,4.613488192677854,3.2045486146430475,1.3973160562370337,0.2040366434408841,Iris-setosa
+26,4.780063553430917,3.4022498230090004,1.5729153762941184,0.19813239425543547,Iris-setosa
+27,6.306450136789938,3.0,4.5362615934334025,1.3788794216448599,Iris-versicolor
+28,4.601526955344843,3.6225276268152875,1.0000004275025456,0.19844729942334685,Iris-setosa
+29,5.733189690455779,2.77940532695849,4.482224779665808,1.2823024423714764,Iris-versicolor
+30,6.716292247326619,3.3630315529519716,5.639045709855295,2.5,Iris-virginica
+31,6.664759047195014,2.502164471504595,5.788056510138472,1.802709095452307,Iris-virginica
+32,5.614863242444936,3.0,4.129671915866911,1.283002811677595,Iris-versicolor
+33,5.082598748850456,3.266321083090163,1.5513280171366635,0.4685672515808978,Iris-setosa
+34,5.130993880788638,3.4991753999896464,1.3965676099620257,0.20240772645353158,Iris-setosa
+35,5.395061520454115,3.3718832601225097,1.892086072398009,0.19677121974736375,Iris-setosa
+36,6.539834881685826,3.259216755448113,5.330225491243751,2.0398373234367186,Iris-virginica
+37,6.440630262241072,2.888906959614179,4.287058503980589,1.2902458236830485,Iris-versicolor
+38,6.210367158260028,3.3690087874229704,5.471733475306768,2.2958483919258716,Iris-virginica
+39,5.210910557788147,3.5912302564150984,1.4501273536571007,0.19926566874558727,Iris-setosa
+40,6.0346725125379,2.821283308303816,4.6251010062164735,1.2865995187019519,Iris-versicolor
+41,5.375600084755536,3.3947858612137147,1.5193328121797511,0.41829729067814025,Iris-setosa
+42,5.651311772128418,3.0,4.196201434705932,1.2752360231993052,Iris-versicolor
+43,5.336834527760697,3.0,4.449946324298937,1.4977638227093268,Iris-versicolor
+44,6.410775821949629,2.890934109897902,4.263871962787011,1.3204466129629469,Iris-versicolor
+45,5.1726114010541355,2.389061377757178,3.4776348019610586,0.9711484202810499,Iris-versicolor
+46,6.489073928080666,2.9603054114869436,4.341396926925726,1.3529606529643545,Iris-versicolor
+47,5.513426316920943,2.582967674209276,4.385085893311859,1.1732126090035802,Iris-versicolor
+48,5.894569533363893,2.8010838160052787,4.664494269148122,1.2211204142993795,Iris-versicolor
+49,5.078884184597232,3.7337330518308245,1.484508615872115,0.3946518487656344,Iris-setosa
+50,5.599986818746083,2.5309586573379668,3.8986606061147033,1.0935918425688964,Iris-versicolor
+51,5.24023701081273,3.318064887304917,1.513690009078376,0.29065301180543857,Iris-setosa
+52,7.680454131121597,2.611022343997392,6.899998913916045,2.3026905941630815,Iris-virginica
+53,4.79302052434611,3.396102105279863,1.7535115195753836,0.19769990551816213,Iris-setosa
+54,5.869769509906814,3.0,5.124062406788448,1.7863010833539215,Iris-virginica
+55,5.73701698968327,3.8310557257333944,1.9255919766760847,0.3059389726530078,Iris-setosa
+56,5.950043580185687,2.9103853436025617,4.490982268881055,1.4473837224084778,Iris-versicolor
+57,6.497335353708488,3.0,4.34961738427724,1.3570835446709628,Iris-versicolor
+58,6.2031224122610515,3.4130226300102695,5.416560218528339,2.2981001206799143,Iris-virginica
+59,7.695918426064714,2.581256053717982,6.9,2.290970742498929,Iris-virginica
+60,4.910991274113324,3.1057024807975555,1.501972086173117,0.1,Iris-setosa
+61,5.628741888162579,2.781524400839779,3.966109852986743,1.1963760807384203,Iris-versicolor
+62,6.379533570560527,2.882308780185922,4.2872054867161244,1.2737454472440195,Iris-versicolor
+63,5.5140370386987865,3.0,4.5265428675227675,1.5016387927374264,Iris-versicolor
+64,4.80570842994102,3.4019312268570827,1.731593983812565,0.20147203383546508,Iris-setosa
+65,5.391370292166645,3.3903991865858245,1.5939168938255128,0.2027436583426227,Iris-setosa
+66,6.178856292359298,2.206243849612128,4.4821843688874194,1.4591732152008094,Iris-versicolor
+67,5.093050939311754,3.5097240165340526,1.3980770353074763,0.20227792641676215,Iris-setosa
+68,5.808502268123342,2.7735545870768346,4.590783670321492,1.2610990473929855,Iris-versicolor
+69,5.802116624394022,3.093503416820679,4.681191127264525,1.6798593128431671,Iris-versicolor
+70,6.714327609451217,3.0,5.01453253358684,1.7079115750747815,Iris-versicolor
+71,5.465057046438191,4.199999301681981,1.3919047337269523,0.21099605921035136,Iris-setosa
+72,5.39211233321804,3.867091850542871,1.3369680379475304,0.33421009330321927,Iris-setosa
+73,5.015256262672232,2.000000926499035,3.528689609649362,1.0170498080475114,Iris-versicolor
+74,5.447010700507749,3.405181457562802,1.4968730147918121,0.3957156782007326,Iris-setosa
+75,6.108122949472077,2.8672928567441915,4.657149660675355,1.2785794302289997,Iris-versicolor
+76,4.9876304393764315,2.0000005328904735,3.4183240849232117,0.9936797166362834,Iris-versicolor
+77,6.398996851932512,2.5251482848761366,5.090033193838001,1.8772665148971979,Iris-virginica
+78,5.8266832995493445,2.799756832439573,5.1325508273664715,2.364142127291972,Iris-virginica
+79,4.9857924707669445,2.000000475072935,3.47720151747585,0.9881878458237716,Iris-versicolor
+80,6.811223186719989,2.802969123881712,4.817176639214239,1.4105897747190457,Iris-versicolor
+81,5.666271265681666,2.522924996472999,3.8620907131119964,1.0452473192021832,Iris-versicolor
+82,4.90239003985026,2.3915903582381746,3.3389273244868134,1.0177677914501557,Iris-versicolor
+83,5.645352984964563,2.528326212804962,3.9710892981326764,1.0529864082271392,Iris-versicolor
+84,5.081341572239502,3.2153993977631465,1.83203050868258,0.4626293073998111,Iris-setosa
+85,4.795237260438925,3.0,1.388122766729794,0.1,Iris-setosa
+86,6.060500996399005,3.225066712911711,4.75362668128957,1.7030121947777337,Iris-versicolor
+87,6.0622863014660675,2.226972917982486,4.070945538959528,1.0450128461375132,Iris-versicolor
+88,4.631512399679265,3.1603197386486577,1.4005531877352912,0.20394263588372324,Iris-setosa
+89,6.52839827216041,3.067125963227489,5.337565281058307,1.923271844455506,Iris-virginica
+90,6.559392312491863,3.2067214467575837,5.118533266134696,2.0542304257066775,Iris-virginica
+91,5.891030148578138,3.1896085729025088,4.754424032438607,1.7841447086517312,Iris-versicolor
+92,4.9896749065521515,2.000000489356474,3.553215601658298,1.012695317197637,Iris-versicolor
+93,4.908193812661847,2.3973023270769573,3.2957636653022595,1.0143240107014968,Iris-versicolor
+94,7.9,3.8299782819638963,6.426174262119466,2.0009024393279087,Iris-virginica
+95,6.853483132301792,3.097016350153728,5.092604946453599,2.2819094017175034,Iris-virginica
+96,6.7216669704738035,3.062400987422029,4.812961391253672,1.5956895423897013,Iris-versicolor
+97,6.271878014708669,3.342027524986215,5.462892084628966,2.290070079961115,Iris-virginica
+98,4.493003290900054,2.2854736067888455,1.2913141800977932,0.29837097177099425,Iris-setosa
+99,6.615887870687686,2.4473200578702414,5.624188586617537,1.7901012935820666,Iris-virginica
+100,7.239410448185998,3.0,6.227409968011347,2.1295217619567732,Iris-virginica
+101,4.825910637131805,3.0,1.4036101610971858,0.2969580845362459,Iris-setosa
+102,5.812083778814008,2.784466573466649,5.164309062717316,2.3987115459292356,Iris-virginica
+103,5.124507851415257,3.510572260354783,1.4009981082844867,0.20504607548268639,Iris-setosa
+104,5.5682443052749635,2.5062667365560882,3.90439141670791,1.1081404259446819,Iris-versicolor
+105,5.3966662514604815,3.877613588833248,1.3226831199152644,0.33871563150177325,Iris-setosa
+106,6.757252260924852,3.105764249043923,5.144182622553263,2.220102189284626,Iris-virginica
+107,5.597982022952902,3.0,4.394680145739408,1.4144279040877,Iris-versicolor
+108,6.79591814431176,2.8095669211770984,4.81186665695368,1.4143068890914077,Iris-versicolor
+109,6.023234562015466,2.1973150027398765,3.9695149153408904,1.004609094849095,Iris-versicolor
+110,6.684062353944526,3.2918345305619394,5.660025553727591,2.4999996310064545,Iris-virginica
+111,5.1293199624247565,3.5407028660488566,1.4044882909318823,0.19990667774422566,Iris-setosa
+112,6.486753299587784,3.0,5.8407372924738,2.2259162302524493,Iris-virginica
+113,5.0068498236347825,3.0,1.5757793719361441,0.19376960557873452,Iris-setosa
+114,4.8123000074407924,3.0,1.410759904732213,0.28440087326607666,Iris-setosa
+115,5.008544328165387,3.6192006418737432,1.3855472595509273,0.19828629137537285,Iris-setosa
+116,7.689953239356492,2.792126862499026,6.702477770674318,1.9843119383806171,Iris-virginica
+117,6.227910997632376,2.259193569988753,4.416522355352072,1.3446157607082263,Iris-versicolor
+118,5.3143116015682414,3.316998832654924,1.7131385487758528,0.1999447844300156,Iris-setosa
+119,6.36068267765748,3.301081398019475,4.708537540235642,1.5941082682092376,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/12/test.csv b/iris/tab_ddpm/4_4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/12/train.csv b/iris/tab_ddpm/4_4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/12/val.csv b/iris/tab_ddpm/4_4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/13/synth.csv b/iris/tab_ddpm/4_4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9b2b507c5c32284d4d20b4d8c81e56d899509560
--- /dev/null
+++ b/iris/tab_ddpm/4_4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.800019186450381,2.668897208048746,5.084317588937889,1.891163464105441,Iris-virginica
+1,5.659955845817686,3.0,4.154579942573314,1.2117681076565103,Iris-versicolor
+2,5.0015392227909015,3.0,1.5685773418944553,0.2007619813806573,Iris-setosa
+3,5.8032847726530585,2.700225374931281,5.119153767937424,1.894271844055198,Iris-virginica
+4,6.274643170077623,2.484250482173916,5.0293998948151835,1.9377445994928573,Iris-virginica
+5,5.0053957911610265,2.000000554649906,3.4849288228448225,0.9464115002438851,Iris-versicolor
+6,4.991109283560141,3.6176358794855643,1.384774513335292,0.20071846655303222,Iris-setosa
+7,5.4964630402236985,3.425801735426123,1.5029494395457519,0.3527074398356226,Iris-setosa
+8,4.502384592537932,2.2796429365845072,1.2840856151038187,0.28902854692396723,Iris-setosa
+9,5.004721780401512,2.000000654240428,3.6057062149855845,0.9678456923268193,Iris-versicolor
+10,7.42612809874325,3.0,6.3938675689638735,2.0638545881633004,Iris-virginica
+11,4.825049772194955,3.0,1.4014905050792639,0.10000009147261893,Iris-setosa
+12,6.476895028783831,3.0,5.525774899788277,1.793266123260608,Iris-virginica
+13,4.866153984321324,3.4103374744712713,1.5662430621229246,0.2028112622923301,Iris-setosa
+14,6.394905755247054,2.852376990111763,4.33712881147097,1.2836843205498396,Iris-versicolor
+15,6.090878325459592,2.789368007205729,4.674184518566088,1.1737620607046337,Iris-versicolor
+16,5.80155355766883,2.807773873096183,5.094793733176571,2.4033690812597746,Iris-virginica
+17,5.878044586189831,3.0,5.069915773694852,1.7937459165279157,Iris-virginica
+18,4.400000454282057,3.197083020025561,1.2900950809723053,0.1990748838309782,Iris-setosa
+19,7.695039096880605,2.6096739364847545,6.899998694733521,2.290108022029913,Iris-virginica
+20,6.779353141536996,3.21807635941832,5.7592338311417075,2.26493058221056,Iris-virginica
+21,5.206128493370769,3.4064204854858033,1.3852962872981127,0.19888421139216397,Iris-setosa
+22,4.8111794290209176,3.0,1.404804637089464,0.1,Iris-setosa
+23,6.694230159188784,3.141100324391811,4.749397882398657,1.5107468537822968,Iris-versicolor
+24,6.314986764319006,2.3054909569288813,4.438193041897557,1.3745128675620777,Iris-versicolor
+25,5.050339545183473,3.33841728091413,1.6312160291859266,0.48008515277135416,Iris-setosa
+26,6.730107526830381,3.074188222162487,5.786083450312818,2.2613289016179774,Iris-virginica
+27,5.007458868323227,2.0,3.3143847320465474,1.0381775597274787,Iris-versicolor
+28,5.795161043444448,2.7007658564058286,5.08420446759657,1.9043923319807319,Iris-virginica
+29,7.734075223603552,2.598305875726881,6.9,2.312437243072089,Iris-virginica
+30,6.6910739197514655,3.035018223693143,5.491520492007523,2.1767751360024667,Iris-virginica
+31,5.381451472515723,3.9406328341516526,1.2848965308780096,0.47485488708540013,Iris-setosa
+32,6.715549515695865,3.0,5.011467820427929,1.7114974895976318,Iris-versicolor
+33,7.714137949819867,2.6034101707358848,6.8999988374726655,2.2968495659623542,Iris-virginica
+34,6.226558098488726,3.3722397873442187,5.3538244287711745,2.239759232527036,Iris-virginica
+35,4.872451933540743,3.0,1.3938209201123204,0.20191866217951032,Iris-setosa
+36,4.909388324100234,3.1177281484059636,1.5063600393069922,0.1,Iris-setosa
+37,6.057000739681499,2.9674445150380504,5.338411832621078,1.7746241838192742,Iris-virginica
+38,6.1018795560823476,3.360985939332679,4.566733674952056,1.6208097248559463,Iris-versicolor
+39,5.79130440686973,2.710879588333118,5.095016096707901,1.893151707915644,Iris-virginica
+40,4.810040306079704,3.0,1.3846052555455712,0.28925951043487147,Iris-setosa
+41,5.14771388900247,3.6473291356745454,1.4224538584488389,0.2274743750306213,Iris-setosa
+42,4.9011436713488505,3.0,1.4034564476659435,0.19963149131332072,Iris-setosa
+43,5.627390978259159,2.731990200813904,4.505177840700719,1.2563792374370286,Iris-versicolor
+44,4.493069955300036,2.319667352806005,1.292577104066644,0.3165023283461936,Iris-setosa
+45,4.4000005782519995,3.1702452191040305,1.297196165351939,0.2042060278684455,Iris-setosa
+46,6.263256241706935,2.9092342862794243,5.573351091846484,1.7977677342527292,Iris-virginica
+47,5.214225826454243,3.4026228694708336,1.392753811345186,0.19987030420286395,Iris-setosa
+48,7.715626477745817,2.6021127084644595,6.9,2.3055706718244773,Iris-virginica
+49,4.782523791126524,3.402565720774796,1.642286300162323,0.2011790776266538,Iris-setosa
+50,5.488559206430478,4.2,1.4011739646403987,0.2065352905450202,Iris-setosa
+51,6.490842202677933,3.2142481904488,5.114858679289588,1.9996725848899044,Iris-virginica
+52,4.9733179245024814,2.0,3.5440166818941554,0.9396862066075335,Iris-versicolor
+53,5.703587684480602,3.804913870104684,1.8518231279784148,0.3293225558486631,Iris-setosa
+54,6.520928903700151,3.0,5.798063153339979,2.2015358995302474,Iris-virginica
+55,6.708298294662874,3.3151378392757214,5.677473082600828,2.4999994726230996,Iris-virginica
+56,5.785757356207539,2.8932383093439915,4.351558757114468,1.347467390474058,Iris-versicolor
+57,7.6901653836299015,2.5795961211339793,6.9,2.3018115072908496,Iris-virginica
+58,6.555663657842617,3.133583501133015,5.277127698244648,1.9556309011758628,Iris-virginica
+59,5.011094788631161,3.0,1.6499628255524128,0.20085430693998318,Iris-setosa
+60,5.794087646910636,2.6937117957197008,5.100160379972177,1.8957154807267096,Iris-virginica
+61,6.665926965939817,3.2812108930497343,5.50551544091049,2.093534729044742,Iris-virginica
+62,6.572901597995145,3.0,5.747965031974784,2.180239265929399,Iris-virginica
+63,5.15963539327451,3.7624434070689867,1.4516346412930297,0.3633789369845107,Iris-setosa
+64,7.674557705402577,2.791429671785907,6.69054936567794,1.9872051167729146,Iris-virginica
+65,5.3394206924538725,3.701739984403663,1.5119642656408119,0.20137214747433224,Iris-setosa
+66,6.813932246711489,3.1563308252398454,5.902198422165794,2.3049198230919075,Iris-virginica
+67,4.400000457466629,3.2039642934141273,1.2942383326137914,0.19201422499085855,Iris-setosa
+68,5.500613705959652,4.2,1.4073081177555775,0.21336444495714646,Iris-setosa
+69,5.68244444125207,2.8790587288914056,4.201816837418109,1.3007795813756136,Iris-versicolor
+70,4.506616131256727,2.341106476085779,1.3026259201778159,0.3554053540190001,Iris-setosa
+71,4.9648737619948005,2.0,3.398323743021161,0.9624456775467753,Iris-versicolor
+72,4.650959867788486,3.227957962788036,1.4277979874571312,0.19645656425172725,Iris-setosa
+73,6.171454989609282,3.07119045596028,4.625994812632398,1.458646705574427,Iris-versicolor
+74,4.78011845432869,3.0,1.3734244220058112,0.10000010379066022,Iris-setosa
+75,7.6004715835894565,3.0,6.541982013308843,2.0980074459191758,Iris-virginica
+76,4.594663523297867,3.173203542573813,1.3896929364295463,0.2038529913261396,Iris-setosa
+77,4.783436265460426,3.0,1.4071799038735295,0.344289727510955,Iris-setosa
+78,6.7946795570003164,2.78699687749371,4.814290299675731,1.3924237403323674,Iris-versicolor
+79,6.717831872556292,3.3401204149647814,5.697893607804819,2.499999580621494,Iris-virginica
+80,5.836597098798839,2.708770364310171,5.087646033137521,1.9134470433432316,Iris-virginica
+81,4.997974994715236,3.0,1.6057054263474757,0.19776517133205346,Iris-setosa
+82,4.783481910407168,3.0,1.3923551824046636,0.2921247509621674,Iris-setosa
+83,5.529263453398154,2.4087653811950203,3.8552968398390797,1.0384308919101337,Iris-versicolor
+84,6.67068350092953,3.270184354790404,5.579580911440939,2.085222425852622,Iris-virginica
+85,6.8986486352831005,3.0876738418137735,5.126725390614512,2.2989569226816435,Iris-virginica
+86,4.83584139349669,3.0,1.4055115713825743,0.25403638501668324,Iris-setosa
+87,7.29255828023588,2.9068432543553184,6.3064716654549,1.7943317365694973,Iris-virginica
+88,6.533641926991854,3.0,5.7981552942491215,2.2201297054852587,Iris-virginica
+89,5.815929636069411,2.804139689310733,5.109532123154826,2.4082753529687206,Iris-virginica
+90,6.128067176274904,2.8055708682434797,4.720200097769129,1.19386050541568,Iris-versicolor
+91,6.3112307543392525,2.6783108673656946,4.944614948934632,1.7942286875526967,Iris-virginica
+92,7.669944084006962,2.6220334341248464,6.8999985994014725,2.2944105605389713,Iris-virginica
+93,5.824119576523115,2.814209443729387,5.095911363346787,2.3942168936847796,Iris-virginica
+94,4.8970618943893545,3.128561500375919,1.487022268385937,0.10000009142710926,Iris-setosa
+95,7.727826338010105,2.6040219316214013,6.9,2.306439454625046,Iris-virginica
+96,7.726693636077075,2.607072067430823,6.9,2.3170511943649577,Iris-virginica
+97,7.410664465925196,3.0,6.386435618277689,2.1217034278071396,Iris-virginica
+98,4.879962305276127,2.397735833174263,3.107479719308722,1.0065295267052707,Iris-versicolor
+99,7.744053629985773,2.639637769402115,6.9,2.306561396344742,Iris-virginica
+100,5.809330701706921,2.8156343235539114,5.138409051220839,2.4013157713909252,Iris-virginica
+101,6.011525957595472,3.3932524377876594,4.535409917820073,1.5974658148263283,Iris-versicolor
+102,7.602761010289505,3.0,6.571400245865166,2.098410540077847,Iris-virginica
+103,5.968354116823986,3.4077333454785883,4.46325430547835,1.589726552310509,Iris-versicolor
+104,7.9,3.847265181359034,6.377598660339752,2.0063274330590906,Iris-virginica
+105,4.802631180860077,3.0,1.3959312161028623,0.34221838620495415,Iris-setosa
+106,7.081679212086309,3.0,5.806718947531511,2.1539468831984006,Iris-virginica
+107,5.697880793576526,2.862972145268834,3.979804629158163,1.2992499002329263,Iris-versicolor
+108,7.382497178380511,2.878540284121139,6.383756598883895,1.8166345873804486,Iris-virginica
+109,6.012579691446222,2.9065835814181935,4.469800125746485,1.5315930441993304,Iris-versicolor
+110,5.795287559669695,2.804260424078978,5.169297231238191,2.415539049342534,Iris-virginica
+111,5.824942486036888,2.8081111801541025,5.121554163463715,2.4064598704277964,Iris-virginica
+112,5.653065632166043,3.0,4.070847837070254,1.2811158480303757,Iris-versicolor
+113,4.993839210652763,2.0,3.4795419110100783,0.7628120297683868,Iris-versicolor
+114,5.7312133468359026,2.9952886869364987,4.506841885496048,1.429401676791818,Iris-versicolor
+115,5.370237898660224,3.4655943622665246,1.4441762446324158,0.29639766671732903,Iris-setosa
+116,5.459635793924116,3.4074076620016336,1.9249086805421467,0.20000995827154858,Iris-setosa
+117,7.697081251457335,2.6008375943488353,6.9,2.276261093547737,Iris-virginica
+118,4.994480161306765,3.4047965173961847,1.6351248759761923,0.42378704646391346,Iris-setosa
+119,6.558833471661722,3.0,5.527893361846994,1.8046143614462689,Iris-virginica
diff --git a/iris/tab_ddpm/4_4/13/test.csv b/iris/tab_ddpm/4_4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/13/train.csv b/iris/tab_ddpm/4_4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/13/val.csv b/iris/tab_ddpm/4_4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/14/synth.csv b/iris/tab_ddpm/4_4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50b691b9bd57e7919683842c0a834ecda3197e13
--- /dev/null
+++ b/iris/tab_ddpm/4_4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5464576680492685,2.4298330798946566,3.741528041680532,1.00751022003147,Iris-versicolor
+1,6.388572204375787,2.8911675477500394,4.305884993765743,1.2956538242476336,Iris-versicolor
+2,5.9177166882104615,2.78727301877079,4.632709195084035,1.1798739679595314,Iris-versicolor
+3,4.9815118266931755,2.0,3.2325557291559863,0.9441460396845744,Iris-versicolor
+4,5.578052117627879,2.940815199644397,3.5451162873339888,1.3142831177932335,Iris-versicolor
+5,4.600239707264206,3.6472539323282183,1.0,0.1983132048549789,Iris-setosa
+6,6.522517322782644,3.0,5.518343175357613,1.8127381026512248,Iris-virginica
+7,6.520861611410572,3.0,5.499714466607403,1.8054389785990614,Iris-virginica
+8,4.597075300942811,3.1847080394528198,1.4011609731630401,0.19464339288389315,Iris-setosa
+9,5.192654285612544,3.405345088914319,1.3972419650339116,0.20104914250727396,Iris-setosa
+10,5.745870867638857,2.827219279914299,4.493243578342544,1.330185942010859,Iris-versicolor
+11,6.329512016310384,2.774953807866404,4.942647563238416,1.7760061481832645,Iris-virginica
+12,6.218009773833749,2.910440514258922,4.298512285803766,1.282718598895935,Iris-versicolor
+13,5.416443554767163,3.4149703835883125,1.7600275128587792,0.2026298437371498,Iris-setosa
+14,5.571630100737588,2.476030179622426,3.834672886733253,1.0362953874899428,Iris-versicolor
+15,4.893507187184026,3.0,1.4011327211508666,0.19356662052630835,Iris-setosa
+16,7.390082746389095,2.9016115562704115,6.370356840059373,1.8037273545987969,Iris-virginica
+17,5.619326227344678,3.0,4.060793067455283,1.2585348840041526,Iris-versicolor
+18,6.548606696607936,3.2228695521281225,5.086380852313234,2.0353849530013393,Iris-virginica
+19,7.250573552265639,2.9227020526414065,6.256830868686071,1.8037546839981777,Iris-virginica
+20,6.695689659470449,3.303343609025583,5.6919929815761865,2.0958030066375937,Iris-virginica
+21,5.138294170497036,2.3870775095118475,3.5857049747838134,1.0172622814769552,Iris-versicolor
+22,6.06671382191858,2.7984942201181826,4.685695915898687,1.1918906845065007,Iris-versicolor
+23,6.736034641061893,3.1030362779190717,4.740891374877382,1.5177783820706376,Iris-versicolor
+24,5.350382703034048,3.409814711773064,1.5302088666191753,0.4329405401442865,Iris-setosa
+25,6.296478593281534,2.3182021792993712,4.417668180571001,1.3057628553422986,Iris-versicolor
+26,6.674614625767477,3.2906546041541307,5.624078695688206,2.100841866260269,Iris-virginica
+27,5.852364051080325,2.9007295887996762,4.499171229784308,1.4234006521016667,Iris-versicolor
+28,6.730559783793215,3.246577843564089,5.845546413723981,2.1701216175180282,Iris-virginica
+29,6.104864339311504,2.8070724003193046,4.707745245781904,1.2112436279492051,Iris-versicolor
+30,5.928784867491924,2.9028257363360295,4.503055686839067,1.495131541861941,Iris-versicolor
+31,6.734924572360218,2.5110475004854043,5.894788500544367,1.8049098911573143,Iris-virginica
+32,6.290802797285626,2.5716460665154743,4.9730753547011854,1.8460246495395247,Iris-virginica
+33,5.7940469619730655,2.8577913708811464,3.886913366783956,1.2670900335521122,Iris-versicolor
+34,4.59583656876748,3.2180129654446925,1.3938827183353037,0.1973342484950752,Iris-setosa
+35,6.068638030927888,2.2072041228471564,4.056045531942219,1.0654042160696977,Iris-versicolor
+36,6.292363826082221,3.3027320469969137,4.6888641493612075,1.5990553597436883,Iris-versicolor
+37,6.720018907786877,2.994062208766346,4.930167870236687,1.6560322192232246,Iris-versicolor
+38,6.849623569710219,3.160953138776526,5.866462550866951,2.2617984716712445,Iris-virginica
+39,6.807050026949466,3.0920177627920897,5.098725640681526,2.3244634138910514,Iris-virginica
+40,4.631655944766695,3.615010322138485,1.0000005381083912,0.19683280832741168,Iris-setosa
+41,7.088255496014782,2.904172223025078,6.179977789960055,1.7854978908314993,Iris-virginica
+42,4.772989975498091,3.380866923661242,2.0890469668448963,0.19986118861323227,Iris-setosa
+43,6.2803794439433185,2.4884371936643697,5.019637750014275,1.8897154132321725,Iris-virginica
+44,5.564434716406996,3.7516807245664054,1.5678460432606978,0.3017478833926857,Iris-setosa
+45,5.558739925134676,2.5467895656413173,4.231075154804727,1.1252072604471175,Iris-versicolor
+46,5.542734480045053,2.621064062053376,4.4172933664598135,1.2093991883901951,Iris-versicolor
+47,7.035094578918395,3.0,5.826365746309125,2.0919185845215233,Iris-virginica
+48,6.7155211494252685,3.3090199613280644,5.749419917143027,2.5,Iris-virginica
+49,4.998787367030781,2.0000006184131522,3.4420099813037037,1.0227861461562495,Iris-versicolor
+50,5.012713153050267,3.5469206039029793,1.394976611170928,0.19947582111093776,Iris-setosa
+51,4.942823591646711,3.598495987402602,1.4130143073832244,0.20025002769100902,Iris-setosa
+52,4.497032799353733,2.3086417804451385,1.3244117551266203,0.29402348975725273,Iris-setosa
+53,6.274866899871588,2.8564468218496692,4.350179834017901,1.2238491740117887,Iris-versicolor
+54,4.992958598491203,3.6596255137652087,1.4016795499330175,0.19596900822480542,Iris-setosa
+55,4.994156443507602,3.6095481875691187,1.413652293535301,0.20044721905509622,Iris-setosa
+56,5.986994705730025,2.792562470461543,4.6557497729479635,1.1556761598784946,Iris-versicolor
+57,7.523291567882205,2.7783805948599176,6.554828394823062,1.9473781421068281,Iris-virginica
+58,5.118747376414578,3.4151322477667394,1.4048753958645908,0.1985990127360985,Iris-setosa
+59,5.3442899907684245,3.3932555502166295,1.530009056302,0.4090353991968436,Iris-setosa
+60,6.283385028476848,2.8499314478510103,4.27350446925827,1.2385021272288441,Iris-versicolor
+61,5.938130959598663,3.0,5.114163977582269,1.8063718542716942,Iris-virginica
+62,6.6947050330977325,3.1055166282111313,4.715862775879376,1.4939145234395377,Iris-versicolor
+63,5.500408480936515,3.0,4.469686643416786,1.5140049085849763,Iris-versicolor
+64,5.910944102208173,3.2056372183259305,4.765297437140205,1.8037575666998666,Iris-versicolor
+65,5.734446706949873,2.710638718205758,4.33881128951828,1.1645180174955925,Iris-versicolor
+66,6.253369285511797,2.8995696167831104,5.5402732837165365,1.8033834685061276,Iris-virginica
+67,6.571649145522804,3.216630232486308,5.276549049499823,2.0135309406584643,Iris-virginica
+68,5.540692511064749,2.5185841347877465,4.079153733231703,1.1508665245486283,Iris-versicolor
+69,6.114012208928255,2.7931462637487656,4.668097474862485,1.2135592422596735,Iris-versicolor
+70,7.6870012940545305,2.5984245107787833,6.9,2.299876052598502,Iris-virginica
+71,6.222741333552541,2.206473283334303,4.46714092429443,1.4336098662237124,Iris-versicolor
+72,4.981342809459459,2.0,3.445923768716707,1.008970222776311,Iris-versicolor
+73,4.866777651992464,3.0521552740511946,1.4838561162511144,0.10000010138125329,Iris-setosa
+74,7.6731764631864685,3.0,6.628947768737913,2.130729956420065,Iris-virginica
+75,4.955230066457605,2.407486761916643,3.266990540097563,1.0090968942554142,Iris-versicolor
+76,4.483675191264268,2.240710619106868,1.3247774320849066,0.28994077891241893,Iris-setosa
+77,4.79495643288149,3.4017178852915775,1.5726463927934233,0.20107896764223912,Iris-setosa
+78,4.776798119993456,3.0,1.413961643010973,0.1,Iris-setosa
+79,7.1700200709388975,3.0,6.019691635939384,2.108942989622321,Iris-virginica
+80,5.012046953158359,3.6711553985458694,1.4013122013530945,0.20836619101383316,Iris-setosa
+81,4.5876991789084185,3.6188423315136067,1.0,0.20080731055562107,Iris-setosa
+82,5.6188401687323175,2.8896409717872613,3.652314856580153,1.2947198430719566,Iris-versicolor
+83,5.975288828488374,3.0,5.106190093332138,1.801527967820146,Iris-virginica
+84,5.320923113877412,3.679587571622662,1.5191791628486346,0.20402477862803503,Iris-setosa
+85,6.00618214782785,3.397159541835502,4.52017824402852,1.6122150226742815,Iris-versicolor
+86,6.043208183259292,2.8166115778365834,4.642565459000604,1.2376104633861529,Iris-versicolor
+87,4.876553297148859,3.0,1.4154780893488854,0.1,Iris-setosa
+88,4.4,3.169666615676827,1.3249165284328308,0.20474241620811143,Iris-setosa
+89,5.784604267610195,3.0,4.510185190771916,1.5382688345010824,Iris-versicolor
+90,6.312611026105696,2.666165287713497,4.853981642182266,1.804520063315655,Iris-virginica
+91,6.155593161606966,3.395622174052608,5.402096025928409,2.2817063518116587,Iris-virginica
+92,5.577909295714453,2.6214546989730834,4.289501100821641,1.2145667537161315,Iris-versicolor
+93,5.348188966668319,3.8997254237859096,1.3140285124842213,0.33134240156527145,Iris-setosa
+94,6.270053607839604,3.313137206979233,4.68883657433866,1.6170072952566297,Iris-versicolor
+95,5.0520495644939665,3.4071525909877396,1.8523053430865177,0.41520068906874746,Iris-setosa
+96,6.243589254259681,2.1842511768015753,4.512322002835194,1.4827093736872523,Iris-versicolor
+97,5.487357363409128,3.0,4.515100334155002,1.5151550781270358,Iris-versicolor
+98,6.027673257729374,2.7967756511794044,4.703681167661505,1.2072418846928752,Iris-versicolor
+99,7.32149609872605,2.8946657244946907,6.299487238856675,1.789386909681806,Iris-virginica
+100,4.909408815706614,3.1372980888100326,1.5156093313278496,0.1,Iris-setosa
+101,5.119777978722217,3.6882498257348497,1.5085364568115882,0.3846470796011326,Iris-setosa
+102,5.197173765116124,3.3908704317237115,1.3943252698201445,0.19573560749472907,Iris-setosa
+103,6.05290249878548,3.3659942222315067,4.527255315996741,1.5880668046534736,Iris-versicolor
+104,6.652389358042477,3.1693619818845153,5.091696020666759,2.1681870749314456,Iris-virginica
+105,6.499672277927475,3.0,5.778414898026597,2.2008664905416846,Iris-virginica
+106,4.889887909169108,3.0,1.370182733268825,0.21004466955154338,Iris-setosa
+107,4.814256661555248,3.0,1.4102753329439413,0.1,Iris-setosa
+108,5.765783034650441,2.705389604441821,4.1405810808769274,1.1313863059138256,Iris-versicolor
+109,5.996634658573412,3.3582490252896973,4.530373011004486,1.6184562705318548,Iris-versicolor
+110,6.238226202939064,2.863286806159598,4.236890120077042,1.2160259087649734,Iris-versicolor
+111,7.523598225821002,3.0,6.561081686943151,2.101725036311578,Iris-virginica
+112,7.028088151454585,3.0,5.6516814393292165,2.190726604156618,Iris-virginica
+113,4.780066616706549,3.4049123130808026,1.6799459011094933,0.19575891294903902,Iris-setosa
+114,5.019700798120433,3.599189274674935,1.3856989303360137,0.20338026356964864,Iris-setosa
+115,5.54781817739889,2.8960191054211912,3.4973163032428545,1.307066817738698,Iris-versicolor
+116,4.814941086235478,3.4017406197674256,1.8796160670908137,0.20123613532387852,Iris-setosa
+117,4.961589687695575,3.6019009392750347,1.3814864701753538,0.20318327962043853,Iris-setosa
+118,6.717705666570797,3.271815084258717,5.685703026356008,2.1255605451714774,Iris-virginica
+119,6.677241804468624,3.2681535082283815,5.613552195007741,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/4_4/14/test.csv b/iris/tab_ddpm/4_4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/14/train.csv b/iris/tab_ddpm/4_4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/14/val.csv b/iris/tab_ddpm/4_4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/15/synth.csv b/iris/tab_ddpm/4_4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc4c4feb58dcf192ba1af9774535cae14f328b2b
--- /dev/null
+++ b/iris/tab_ddpm/4_4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.694174382178174,2.7937836938091416,4.499332978959699,1.2975270358630693,Iris-versicolor
+1,6.282419540732982,2.860866916527283,4.275061748157886,1.2725617738093942,Iris-versicolor
+2,5.552085611667891,3.0,4.49137225831302,1.5122785419289617,Iris-versicolor
+3,4.991097408552859,2.0,3.547309014731619,0.872423575124355,Iris-versicolor
+4,4.779079670541777,3.0,1.3605168299006474,0.1,Iris-setosa
+5,5.625468515207332,2.7365458038903205,4.473210480845618,1.2733111372802703,Iris-versicolor
+6,6.006886091651807,2.9739415375510654,4.5704360931006995,1.535458874493337,Iris-versicolor
+7,6.159879921606677,2.1944492540453675,4.479089327294535,1.496739996032904,Iris-versicolor
+8,6.844495039701439,3.1011299795816494,5.099815705583696,2.2801807871451776,Iris-virginica
+9,7.7012913212519045,2.5948818555252458,6.9,2.295723744649042,Iris-virginica
+10,4.942417981273078,3.4674193034176537,1.5100307993864817,0.21657354274970186,Iris-setosa
+11,6.2715670150215175,2.9046425217550293,5.541827572835347,1.7964899280561233,Iris-virginica
+12,4.873837270991846,3.0534503885972692,1.4709369989649217,0.1,Iris-setosa
+13,6.916631112863116,3.071418194388193,5.949896245331038,2.1680052843848916,Iris-virginica
+14,7.899998952665956,3.7750453056860636,6.448050674099843,1.9946221047125015,Iris-virginica
+15,5.074382039888044,3.5110588765366897,1.3773238522521445,0.20216415024303497,Iris-setosa
+16,4.987206326842959,2.0,3.4274241960736886,0.9199113648681156,Iris-versicolor
+17,5.6443610185393,2.881142104433997,3.582444067083067,1.3029241287640845,Iris-versicolor
+18,6.7555071254529695,3.290542919080963,5.709447730427342,2.5,Iris-virginica
+19,4.872999599095157,3.0,1.4453400067632536,0.10000009604498289,Iris-setosa
+20,5.663829744969518,3.777665383334615,1.8449393556724303,0.38276194345770914,Iris-setosa
+21,5.656806892573225,3.0,4.485314201700129,1.4827928582363068,Iris-versicolor
+22,5.0364810603081605,2.0000008219724976,3.396304355335227,1.0324712965018068,Iris-versicolor
+23,6.708637584148544,3.0,5.01258471322224,1.7021783215164819,Iris-versicolor
+24,6.300478267218804,2.58033474195259,4.942296887152286,1.8222780593944516,Iris-virginica
+25,5.998918826710053,2.193926536424967,3.9423953213408014,1.0288542178492701,Iris-versicolor
+26,4.787330231066055,3.3945285006051993,1.8366677467686665,0.19467422618796087,Iris-setosa
+27,6.001518176779472,3.313088367871621,4.634100348569935,1.656461761487081,Iris-versicolor
+28,6.915802453499151,3.0834852180888968,5.112224792007371,2.2882534465498803,Iris-virginica
+29,5.8799586083864,3.2187042252588105,4.753614626959186,1.8137094285033577,Iris-versicolor
+30,6.709057770738948,3.0,4.977389695961439,1.6718250029304957,Iris-versicolor
+31,4.506386216825993,2.298532458377275,1.3147316861257838,0.35224132567882965,Iris-setosa
+32,5.385293043268755,3.9317473836823797,1.2708732886982845,0.383677916047032,Iris-setosa
+33,4.89248228216955,3.093480725347715,1.484352103589075,0.10000014804427367,Iris-setosa
+34,6.697505904930777,2.4851660404023206,5.780556744957433,1.8126159210109853,Iris-virginica
+35,4.604895441354448,3.5937455992966907,1.0000005211279817,0.19611764786372105,Iris-setosa
+36,5.107567784801685,3.4899382199398166,1.3810250837384528,0.19735507926592571,Iris-setosa
+37,7.274396549104683,3.0,6.166593708023653,2.031787528680155,Iris-virginica
+38,5.475424298488276,2.5900516235966684,4.406960511972014,1.24839854301416,Iris-versicolor
+39,7.050917518070149,2.915096621853658,6.082670545576617,1.7970208448774956,Iris-virginica
+40,4.989326928175769,3.0,1.5458700649659918,0.20105134074956046,Iris-setosa
+41,4.896791527751406,2.3995199307230353,3.5693792011200856,1.0161770361242757,Iris-versicolor
+42,6.195316829093123,3.318677967969999,4.650234862638368,1.5978400943063882,Iris-versicolor
+43,6.725589485294942,3.3162588242094357,5.696804914028442,2.499999523679902,Iris-virginica
+44,6.696217186608936,2.5114731015882548,5.847393516550319,1.8078309611337724,Iris-virginica
+45,6.651608014291679,3.2621773753483305,5.567689690137152,2.098775264171431,Iris-virginica
+46,6.343960100173363,2.8724502760805124,4.286531128669909,1.289536404052437,Iris-versicolor
+47,5.803444967400793,2.8006351900563864,5.14460670027293,2.402072562759569,Iris-virginica
+48,6.148595023945272,3.3434336201396877,4.592174228068174,1.6030443311575566,Iris-versicolor
+49,4.990986841886926,2.0,3.4830156927789027,0.9365644076707922,Iris-versicolor
+50,7.692293553970249,2.619591122176255,6.9,2.301813577522031,Iris-virginica
+51,4.930205796099309,2.4043890159495827,3.4984911136811876,1.039880933249254,Iris-versicolor
+52,5.235948156246991,3.4076521546593854,1.400639918945438,0.20096654450280219,Iris-setosa
+53,7.710553767095405,2.6084240677530395,6.9,2.309974533019889,Iris-virginica
+54,5.473491279709719,4.2,1.3690600394630166,0.19912489800525685,Iris-setosa
+55,4.894565247769527,3.0,1.3931016655597548,0.20213390458565822,Iris-setosa
+56,6.633170360545131,3.1648108892763953,4.711586855522096,1.5263319632871744,Iris-versicolor
+57,5.407215015541056,3.383718680251825,1.7963340769182237,0.20063076708036098,Iris-setosa
+58,6.246820323145499,2.295814680107935,4.383333421606292,1.2851225171236584,Iris-versicolor
+59,6.708814200582923,3.019158596629955,5.4755443639949934,2.2746663590602685,Iris-virginica
+60,5.684081806856271,2.587011267308491,4.0233702409568615,1.1080413404638192,Iris-versicolor
+61,4.799981200889442,3.4031758309200693,1.813384842565988,0.20172927814133207,Iris-setosa
+62,6.459880605872513,3.0,5.819722353497506,2.2183997000937223,Iris-virginica
+63,6.718222659449661,3.263332190259633,5.719609271990237,2.1278488978883017,Iris-virginica
+64,5.8130271473961495,2.6890253273862528,5.13588431043353,1.9117003417215688,Iris-virginica
+65,5.973493852173231,2.919320381808887,5.0496480951568845,1.8250835847277085,Iris-virginica
+66,7.67100217265287,3.0,6.656379964209529,2.0901236346698653,Iris-virginica
+67,6.37371412229334,3.1755148134047624,5.0910201146073195,2.002221571506306,Iris-virginica
+68,5.4517849821932005,3.38328851735411,1.8796224738730167,0.19953984851792417,Iris-setosa
+69,6.131314213689145,3.263250700142165,4.661018033250379,1.5962819539703852,Iris-versicolor
+70,4.999906340875846,2.0000005864820203,3.345269900169513,0.9834821428552276,Iris-versicolor
+71,6.1378010453955625,2.8179845739267178,4.717235239052598,1.2546410910110009,Iris-versicolor
+72,6.718255813781375,3.2914201960311247,5.7425463358919195,2.1052957541860113,Iris-virginica
+73,6.139646848926107,2.236129014635418,4.22851539348535,1.1783702799751563,Iris-versicolor
+74,7.7109000039813775,2.606976844132217,6.899998613793301,2.305080950962098,Iris-virginica
+75,6.70921987844678,3.0,4.9794582463071775,1.6965983788072014,Iris-versicolor
+76,4.4,3.2346734719931,1.2983857440306286,0.208063301505362,Iris-setosa
+77,5.991264756627821,3.3986099993122543,4.506124798609545,1.6077838880525315,Iris-versicolor
+78,7.518682999393838,2.843852851499485,6.529435183616642,1.9268891337934886,Iris-virginica
+79,6.69319051033723,3.073157685771399,4.65254666837431,1.5167985620993076,Iris-versicolor
+80,5.292740091389105,3.7180311227375213,1.5016304752556784,0.2017749040756952,Iris-setosa
+81,6.707678160880786,2.4901788148019874,5.822170501993663,1.8032853251801877,Iris-virginica
+82,6.488810264306197,3.0,5.431001484201809,1.8118507283647471,Iris-virginica
+83,4.998121291358136,2.0,3.2020720867797205,0.9447151769984337,Iris-versicolor
+84,5.49940667393428,3.0,4.509614698617536,1.5071624705298767,Iris-versicolor
+85,6.272682609956762,3.37694459807204,5.43886769818266,2.266161620432035,Iris-virginica
+86,6.658012947562514,3.2842200617993456,5.565307740921598,2.0860748116683028,Iris-virginica
+87,5.460658340838659,4.199999154929382,1.360062161383841,0.19915008222656144,Iris-setosa
+88,7.3792004883381175,2.8970437115155105,6.354291748554542,1.8160747136423836,Iris-virginica
+89,6.2020440070859255,2.9810158653069077,4.643548341239088,1.5451996162592263,Iris-versicolor
+90,6.6968039317067785,3.0,4.989668596470798,1.6980631180308199,Iris-versicolor
+91,6.520111190174443,3.0,5.782494332021445,2.1676166026643324,Iris-virginica
+92,5.4332819752426476,3.9095481438223922,1.307889440882236,0.40923080584592675,Iris-setosa
+93,6.372176461686648,3.0,5.25385325469753,1.8307516223162472,Iris-virginica
+94,4.600838107045309,3.6703721158792937,1.0000005713331221,0.1988971139509014,Iris-setosa
+95,5.489944793138349,4.199999282337969,1.4084851571926666,0.19673567840626116,Iris-setosa
+96,4.617713930723658,3.1752834351583092,1.3928665390620774,0.20542913586232833,Iris-setosa
+97,6.215567347378543,2.235526146697182,4.474213397485199,1.473178149466905,Iris-versicolor
+98,5.4883930473152285,4.199999252282499,1.3877319445357053,0.2027174509927125,Iris-setosa
+99,4.60301680220452,3.1545115855179047,1.4141875690674337,0.20289950741312274,Iris-setosa
+100,5.822645411661376,2.8068185031290986,5.143395682856459,2.3890830011698356,Iris-virginica
+101,5.73019297283067,2.8522261323610985,4.0128245590863365,1.2648892134249992,Iris-versicolor
+102,6.247996733754869,2.1982480837897076,4.499201970098503,1.4783453921370526,Iris-versicolor
+103,5.455718984918187,3.0,4.4695390578492855,1.5002993596506473,Iris-versicolor
+104,5.2588968053228005,3.6693536821131,1.4875478847427341,0.19490516182052925,Iris-setosa
+105,6.70911323999537,3.0,4.999421263563338,1.6984835974933952,Iris-versicolor
+106,6.7762896579115965,3.2062264648210874,5.8518474204580935,2.2849987546759953,Iris-virginica
+107,4.585303230989607,3.6782636405485447,1.0,0.199254304086738,Iris-setosa
+108,4.887436018337276,3.0363787609794994,1.463337214136374,0.10000011231387743,Iris-setosa
+109,6.7586516370517415,3.154498867938452,5.5867841386364105,2.2652495295231656,Iris-virginica
+110,6.364109052190677,2.8549629905192937,4.273217951882823,1.271979271302731,Iris-versicolor
+111,5.789364926130743,2.8081226518057463,5.083993500046415,2.406263631522801,Iris-virginica
+112,6.172087373771322,2.1974290554247817,4.50823522535629,1.5241087867812535,Iris-versicolor
+113,6.059855049742171,3.4000502540459023,4.575402523290627,1.6151258583086572,Iris-versicolor
+114,5.628800642943814,2.5277642812073458,4.223644309479832,1.100627500272018,Iris-versicolor
+115,5.978509703390016,2.173512615576097,3.9827308293273664,0.9307132595726806,Iris-versicolor
+116,6.921787783619382,3.061032768354213,5.205848098063611,2.2908258811586433,Iris-virginica
+117,6.240967596626275,2.709428895467315,4.977892320666705,1.8073249700197986,Iris-virginica
+118,5.122250444442398,3.325251968485083,1.6867676524147688,0.5474460794445306,Iris-setosa
+119,4.501041872205009,2.331703848138622,1.3167514312304005,0.31253190264226643,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/15/test.csv b/iris/tab_ddpm/4_4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/15/train.csv b/iris/tab_ddpm/4_4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/15/val.csv b/iris/tab_ddpm/4_4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/16/synth.csv b/iris/tab_ddpm/4_4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50002dedc774a1cb244c8389819dc3a1ecbd70a4
--- /dev/null
+++ b/iris/tab_ddpm/4_4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.898330669847704,3.0,1.3784982882603516,0.19344489720268943,Iris-setosa
+1,5.558012710789269,3.0,4.505606782350806,1.5463634310294732,Iris-versicolor
+2,6.568222398857628,3.0,5.826157883099308,2.226816368876712,Iris-virginica
+3,6.683991589710102,3.1066586737641138,4.608215343633861,1.4803047258206579,Iris-versicolor
+4,6.6657671597347266,3.245653287314891,5.663763660621236,2.091485157105949,Iris-virginica
+5,6.6868361025954535,3.3005889818009715,5.704559181162728,2.5,Iris-virginica
+6,6.684190758642528,3.107732136475942,4.710251389868041,1.5046334202204286,Iris-versicolor
+7,5.927223822076613,2.1791625010307505,4.013729831449991,1.0040766581979288,Iris-versicolor
+8,4.966577591243731,3.2221124443730567,1.5040776392557895,0.5659384069265645,Iris-setosa
+9,5.204079161725962,3.415322503865851,1.3981905657743916,0.203768181348689,Iris-setosa
+10,5.462020551085103,2.4003578131706798,3.6092874971633813,0.9368420322887407,Iris-versicolor
+11,6.7038092173344435,3.3005391211464383,5.683535030082594,2.4999995798086263,Iris-virginica
+12,5.813394673717406,2.718840170721252,5.071079968508521,1.8938386828852665,Iris-virginica
+13,5.480076164900897,3.0,4.488655411763014,1.4909033034669632,Iris-versicolor
+14,5.02647918472923,2.3663929798574417,3.4716201672593767,0.9477954198001144,Iris-versicolor
+15,5.154008157297895,3.4114558676201288,1.4519694286101217,0.19914038250422583,Iris-setosa
+16,5.592897048721808,2.995792102123297,3.8288285924918153,1.2968634742901957,Iris-versicolor
+17,5.788064636781629,2.7926792956189326,5.119195974552577,2.390529459847894,Iris-virginica
+18,5.63109077096353,2.887614686965105,3.7613483585565115,1.2939166736958325,Iris-versicolor
+19,4.772140826558434,3.3878893899165523,1.7072807484322567,0.19755051973159346,Iris-setosa
+20,5.817387279386618,2.3111017879420026,3.8537717621053815,1.0482894610618645,Iris-versicolor
+21,5.3868224286136845,2.404797306868944,3.6968267754229513,0.9519572795565325,Iris-versicolor
+22,5.013816367939493,3.373315422022509,1.5762900184820272,0.4585440704682914,Iris-setosa
+23,5.804511120315408,2.706407192625236,5.115536170774627,1.8908491007895127,Iris-virginica
+24,5.315470566264381,3.7034660185779855,1.4972420904708623,0.20164163786973754,Iris-setosa
+25,6.24563962074515,2.2667633704444587,4.4197756305920715,1.4180242892273964,Iris-versicolor
+26,4.4,3.2128850370339768,1.2922479991280151,0.1982691234815102,Iris-setosa
+27,6.623383232451161,3.0,4.419946876014242,1.4092770435930393,Iris-versicolor
+28,4.956534904831108,3.0,1.4680509232546284,0.1931674525589775,Iris-setosa
+29,7.697566277170011,2.561864971716166,6.9,2.3102575693873897,Iris-virginica
+30,5.8184339031333865,2.7181530889875947,5.107352919696792,1.9186651429707569,Iris-virginica
+31,4.783490733652648,3.396805364972728,1.7974792369647352,0.2070377832086147,Iris-setosa
+32,4.4,3.223187230651071,1.2884405352081703,0.20247411284094533,Iris-setosa
+33,6.77825500948141,3.190586553462568,5.893588033652357,2.2629785653993126,Iris-virginica
+34,6.408050693473711,3.0,5.4311812449914285,1.7906488026957659,Iris-virginica
+35,5.696793745422343,3.0,4.162324137510067,1.1945553958062283,Iris-versicolor
+36,6.697412179630348,3.2600258656360865,5.6936613558158085,2.499999227679493,Iris-virginica
+37,4.585252885120952,3.62177546759294,1.0,0.19760988483206554,Iris-setosa
+38,4.766700897911463,3.0,1.3806902176797764,0.1,Iris-setosa
+39,5.095160123989018,2.4013576685780507,3.9023600783570505,1.072839551143029,Iris-versicolor
+40,5.0025855593226725,2.0,3.4988697707696783,1.0139616329454806,Iris-versicolor
+41,5.653533899336269,2.872162873322675,3.768932130342063,1.297757937959776,Iris-versicolor
+42,6.521855360404185,3.0,5.7521151560778945,2.2024835156011706,Iris-virginica
+43,6.657934842245837,3.2383940619993985,5.775962341126814,2.2730870863467363,Iris-virginica
+44,7.9,3.692057833360353,6.438888593434439,2.0462141975293267,Iris-virginica
+45,6.033718463855349,3.388180505078531,4.582441951041252,1.6283794147388446,Iris-versicolor
+46,6.68656804639545,3.308019438272216,5.7956198421283585,2.499999287623057,Iris-virginica
+47,4.817780882407502,3.40455220792608,1.7102921824893653,0.2014897458533142,Iris-setosa
+48,5.535755056320301,2.4594627733453676,3.9518252276676575,1.0869480904112288,Iris-versicolor
+49,5.153410725181415,3.292604067637681,1.6110598418881061,0.5137969874210743,Iris-setosa
+50,6.658868139492187,3.3100350890205936,5.707982763677971,2.4999996054394815,Iris-virginica
+51,5.00576475957554,2.000000611116945,3.4878362867921813,0.9031806928382766,Iris-versicolor
+52,4.8988370132037735,3.0,1.3914501373559387,0.19865878999690523,Iris-setosa
+53,6.2788297085565095,2.717738924339973,4.904704257075863,1.7916528074123124,Iris-virginica
+54,5.579252245313705,2.501376496524083,3.8372896210328613,1.0589669329564588,Iris-versicolor
+55,6.721756947268352,3.0,5.029437482123349,1.7113627148636317,Iris-versicolor
+56,5.918231291917901,2.8111912300644217,4.582808840678101,1.2799989173697601,Iris-versicolor
+57,5.970582143166398,3.4120589929933494,4.525435262494217,1.5851839134863797,Iris-versicolor
+58,7.601699389087897,3.0,6.595660707399448,2.088676663266685,Iris-virginica
+59,5.877365248628629,3.0,5.137014837222066,1.8015259821460807,Iris-virginica
+60,6.620666609358793,3.1375089768568443,5.415755367013435,2.029377110915623,Iris-virginica
+61,5.470218726699045,2.4410570969853604,3.8052447723217226,1.0386684637676418,Iris-versicolor
+62,6.710439148186043,3.3045496900742357,5.683812038496875,2.499999637923877,Iris-virginica
+63,5.7935324323488055,2.697339219163344,5.104820932939269,1.8827009425930752,Iris-virginica
+64,6.4716684679132825,3.2369285004477426,5.21079146324987,2.126965860779145,Iris-virginica
+65,4.588886782124883,3.613214847519412,1.0000004250901198,0.19168435904856168,Iris-setosa
+66,5.151239035565195,3.4502989800344697,1.3974477462685357,0.19824289649630183,Iris-setosa
+67,6.517444174520505,3.1852747002916453,4.730935460037076,1.5198034475447804,Iris-versicolor
+68,6.326172193937463,2.7208735668795256,4.856373606775399,1.7761027533673335,Iris-virginica
+69,6.776911426594693,2.6971262107723284,6.025965903545174,1.7844272394512393,Iris-virginica
+70,4.801011919556565,3.3959722462593973,1.618869368532524,0.2043049800129044,Iris-setosa
+71,6.618573624590576,3.3463665871445625,5.7733822736131355,2.5,Iris-virginica
+72,5.018867727300567,3.571710472980902,1.4123949212831197,0.19915005641548483,Iris-setosa
+73,6.155650265279569,2.2171502438259294,4.461005457548915,1.4946098286886769,Iris-versicolor
+74,5.590146034387399,2.5015489226810828,3.918707814753586,1.1158339796554648,Iris-versicolor
+75,4.819613067525949,3.3954252898682036,1.8275778672082512,0.2032343114175049,Iris-setosa
+76,5.86655002586593,2.7996427459202424,5.118519002771706,2.3993013486237236,Iris-virginica
+77,5.355330625161265,3.5610648512094416,1.5174117691076887,0.20715903964424548,Iris-setosa
+78,5.828307463453618,2.8013424345474465,5.124809568318235,2.3982147821769897,Iris-virginica
+79,5.804909288420178,2.6940417126715155,5.081452995686351,1.8660865990701152,Iris-virginica
+80,4.892047518430462,2.4249689170038673,3.2157327263360336,1.0055567661558618,Iris-versicolor
+81,6.582511749586961,3.0,4.43329103464254,1.44321156678178,Iris-versicolor
+82,7.9,3.8406967589943726,6.36216334165189,2.0150603490582446,Iris-virginica
+83,5.19636354538895,3.382819090087946,1.401443072139367,0.2008811095332704,Iris-setosa
+84,5.4214454634486735,3.916974599730505,1.2854662389592613,0.45258621473002203,Iris-setosa
+85,6.137134064806437,2.815121641873541,4.6817112974944495,1.2127795783290694,Iris-versicolor
+86,5.949154507373724,2.956640763972164,4.50715650931564,1.4329473307001817,Iris-versicolor
+87,5.445396256115088,3.410562570427421,1.5075675129609778,0.40044938720939005,Iris-setosa
+88,7.301910494073188,2.902396639828804,6.318999188987651,1.830194593458356,Iris-virginica
+89,4.624768419474136,3.5379358725068015,1.000000458062439,0.20265198837201773,Iris-setosa
+90,6.694548453111401,3.085898587539304,4.641438619270067,1.4636049791891006,Iris-versicolor
+91,4.613778944975327,3.1482817620956998,1.379644202936686,0.20262206796232377,Iris-setosa
+92,5.462624071388962,4.2,1.3933945878517475,0.19365068591899937,Iris-setosa
+93,5.648032768847786,3.0,4.209660473673303,1.2457451629682779,Iris-versicolor
+94,6.965140370879955,3.1595246778418478,6.012481106364493,2.292447785643175,Iris-virginica
+95,5.981617370278825,3.4139958271633324,4.54296705989035,1.6407159331253025,Iris-versicolor
+96,6.770970275310495,2.5863703544926886,5.941736194348461,1.7935605933502634,Iris-virginica
+97,5.002971253092978,2.0,3.4864176807595206,1.0085271171087014,Iris-versicolor
+98,5.021508068664406,3.0,1.6963791234700238,0.19012722734720205,Iris-setosa
+99,4.813032589477024,3.405480239603036,1.5699036720430115,0.2006789921295335,Iris-setosa
+100,5.801644894306585,2.682184936329896,5.088269011742487,1.8915971755413672,Iris-virginica
+101,4.847380784245304,3.0,1.4017838620688017,0.1,Iris-setosa
+102,6.1544812645190605,2.2397785953415363,4.276012104559979,1.1427883687274392,Iris-versicolor
+103,4.994147325338827,3.0,1.633506775986782,0.19969200713218466,Iris-setosa
+104,4.912742753955205,3.107472520742547,1.4858747586917915,0.1,Iris-setosa
+105,6.69793311730984,3.0,4.969748241174299,1.6981735072419528,Iris-versicolor
+106,5.942154331880652,2.8955108744151046,4.57559932827049,1.2680262040137487,Iris-versicolor
+107,5.748431743454497,3.008048319675534,4.574107471367001,1.5696998200134575,Iris-versicolor
+108,6.664664344670919,3.020125971765429,4.524146363247641,1.457322155466568,Iris-versicolor
+109,6.109562628012325,2.941998107123927,4.598381345940574,1.3571229386369599,Iris-versicolor
+110,6.689062985992142,3.2901606875358196,5.727967437031423,2.5,Iris-virginica
+111,5.6073888730185715,2.8063127627223814,4.394937948578622,1.2936502040286049,Iris-versicolor
+112,6.682546538703651,3.3031188018232904,5.7032499951946924,2.5,Iris-virginica
+113,6.157028003221706,3.4069958371126297,5.467853411261061,2.304507671220945,Iris-virginica
+114,4.4,3.1887682692371415,1.3071385807226807,0.19581096514179064,Iris-setosa
+115,5.485455762969139,3.724460266016459,1.5730367018865121,0.35205806472707524,Iris-setosa
+116,4.612308262936522,3.197842210564915,1.4116058542992929,0.20087272598143385,Iris-setosa
+117,6.940663956969202,3.167412141103025,5.993014245900972,2.2790006852082345,Iris-virginica
+118,5.560378986947692,3.0,3.9700383648779045,1.3178850718930153,Iris-versicolor
+119,6.570860058375611,3.0,4.380798804120648,1.3775336598352086,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/16/test.csv b/iris/tab_ddpm/4_4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/16/train.csv b/iris/tab_ddpm/4_4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/16/val.csv b/iris/tab_ddpm/4_4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/17/synth.csv b/iris/tab_ddpm/4_4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..16bc786ed04dcc2a61239a4a34f392fa23f066f6
--- /dev/null
+++ b/iris/tab_ddpm/4_4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.460191856363472,2.496025501189099,3.9937471696142053,1.0959243041396767,Iris-versicolor
+1,6.679940519701515,3.0952321769042834,4.710334410487459,1.48748417110384,Iris-versicolor
+2,5.0253295408381655,3.3800630988751017,1.5976322396304943,0.4368259705954294,Iris-setosa
+3,5.300001483451503,3.506722134097983,1.4948576256680397,0.20366616579290306,Iris-setosa
+4,7.124297748562181,3.0590742350625613,6.108467542096903,2.210233539161863,Iris-virginica
+5,4.603283798190482,3.6003934821955923,1.0000007504782322,0.19959474906630964,Iris-setosa
+6,5.57633174999282,2.4355000538476275,3.7809557857138296,1.0256066947924105,Iris-versicolor
+7,6.237252591398012,2.902519810266714,5.589407786302091,1.8128737771217367,Iris-virginica
+8,5.078629284350271,3.3013355069945423,1.7358393757970894,0.4754705216974914,Iris-setosa
+9,6.318098679821779,2.900728695941612,5.621585388344304,1.795925179902771,Iris-virginica
+10,5.81069252438624,2.713355357902577,5.125217820449582,1.9038811230427537,Iris-virginica
+11,7.899998813893355,3.7519922528838965,6.438864435318473,2.0069807377964235,Iris-virginica
+12,5.791382915113211,2.3963107953293488,4.000991140592485,1.0220526342132685,Iris-versicolor
+13,5.720015923383706,3.0,4.18370251580269,1.153683690335871,Iris-versicolor
+14,6.520835289067204,3.0723015349920377,5.361558221306277,1.8958569053408403,Iris-virginica
+15,4.886110782835374,3.0,1.3955628958408703,0.20183421721024278,Iris-setosa
+16,6.251565781732315,2.694126022596597,4.945482766944177,1.8129063770563567,Iris-virginica
+17,5.776634646604221,2.796049054755548,5.096979509865347,2.4179038451592674,Iris-virginica
+18,5.503332257041938,4.2,1.4053587304886892,0.20267473130262006,Iris-setosa
+19,5.633899002956082,2.881463270626803,3.8972946191475213,1.3011880779270344,Iris-versicolor
+20,6.49002297312317,3.1344709787465606,5.098629228958659,1.9531294137333377,Iris-virginica
+21,6.71198559531514,3.3150853141366903,5.6946403151567635,2.499999607461995,Iris-virginica
+22,5.093614215618146,3.682883162297723,1.4975472400129313,0.4276331870462433,Iris-setosa
+23,4.593600358171395,3.6392855450448383,1.0000003979692995,0.20076426022087132,Iris-setosa
+24,5.4802732498552835,4.199998945552898,1.3952035730212857,0.20319884112041958,Iris-setosa
+25,5.8156487526296665,2.808773534265548,5.099332798563218,2.3914763420194958,Iris-virginica
+26,5.007963352997649,3.5311610041992427,1.404066562632871,0.20543533293457886,Iris-setosa
+27,5.288385762225773,3.4894389271830426,1.5134011173144517,0.20106222512304542,Iris-setosa
+28,5.987871899406697,3.39436258004417,4.482645542228304,1.549777828113631,Iris-versicolor
+29,5.8073533585903725,2.823801764294205,4.537540449764221,1.3437691153550408,Iris-versicolor
+30,5.486812059096088,3.441843967004256,1.5208631546124423,0.3580143316941264,Iris-setosa
+31,6.673425941493502,3.0,5.021430983768087,1.6944736568807324,Iris-versicolor
+32,5.173625194408652,3.464487826765957,1.4124291511529532,0.20453858233200847,Iris-setosa
+33,5.0227972090963195,2.0,3.4874441538942547,1.022468525632225,Iris-versicolor
+34,4.922895557658299,3.0,1.4027691280234376,0.19821832965781344,Iris-setosa
+35,5.498308886880156,3.0,4.525738019090189,1.5054017951470853,Iris-versicolor
+36,5.668962694199116,3.774446876021782,1.5706635525333381,0.2930523709828402,Iris-setosa
+37,6.703812587508495,3.1090534831767958,4.689070385879846,1.5091975244208764,Iris-versicolor
+38,6.170378060392991,3.329510467099374,4.5752722151789165,1.5634662447957504,Iris-versicolor
+39,5.019026039531716,2.0000009329301607,3.579693579708114,1.0021984239803632,Iris-versicolor
+40,7.054735171419504,3.037123194071731,5.893059288870341,2.1827285215535905,Iris-virginica
+41,5.094720676318401,3.2697157108788364,1.8132718480414864,0.4658511493492614,Iris-setosa
+42,6.754087380838241,3.029548912464576,4.851625191364801,1.5929362772656739,Iris-versicolor
+43,5.106952444032124,3.5063060551526437,1.3841623838775914,0.20301442326922314,Iris-setosa
+44,5.008893318427201,3.0,1.5737197034659873,0.20259145500922499,Iris-setosa
+45,7.582176823175004,3.0,6.60633031383825,2.070576843089253,Iris-virginica
+46,4.777240734711406,3.4008442393967373,1.5674374144028396,0.2001973240109235,Iris-setosa
+47,5.949833004776422,2.4389419551662286,4.183385578099535,1.0960180273124156,Iris-versicolor
+48,4.8913925028765615,3.066738964727076,1.4929434583501788,0.1,Iris-setosa
+49,4.59933753687735,3.5860303391004713,1.0,0.19929647920137683,Iris-setosa
+50,6.697140784132767,3.0840232106926515,4.670051115203507,1.5073334422914226,Iris-versicolor
+51,6.403726419683126,2.4729216612830918,5.13187160253801,1.8696311329585449,Iris-virginica
+52,5.29163275285198,2.402662340460065,3.602311163850577,0.9804490221238762,Iris-versicolor
+53,5.785376477804479,2.638515630045773,3.9122795392932357,0.8789742933824192,Iris-versicolor
+54,5.486487298707982,4.199999342941661,1.4109178693173765,0.19784165762033779,Iris-setosa
+55,5.89801101865868,2.9712709926959664,4.5178947041205815,1.445723036246566,Iris-versicolor
+56,4.624058688102761,3.5862035033580386,1.0000004639644542,0.20562005557886223,Iris-setosa
+57,5.104815601719264,3.55659462648641,1.4215919294627182,0.20045525079069376,Iris-setosa
+58,5.492900423964503,3.0,4.4885799551290475,1.4546326003145476,Iris-versicolor
+59,6.6975603583735275,3.0,4.96729572611989,1.6964160504330539,Iris-versicolor
+60,6.402761636288869,3.249829347460043,4.715379186414116,1.6144098938936975,Iris-versicolor
+61,6.109087202298069,2.858892972612047,4.4240663086028515,1.241634797614764,Iris-versicolor
+62,5.647046898301268,2.674091217101413,3.994702903974094,1.1214134300656915,Iris-versicolor
+63,6.683370329032582,3.0866364370754504,4.690702034490234,1.5106318568781596,Iris-versicolor
+64,4.49763063009844,2.324852516471417,1.3038255404885466,0.39049518265632355,Iris-setosa
+65,5.595313036115399,3.504924661308818,1.5468287903967808,0.3356026088837841,Iris-setosa
+66,6.211260161751358,2.219751354136714,4.414169385405341,1.3882384549148927,Iris-versicolor
+67,4.602609418794374,3.640991834928769,1.0000004739086437,0.1967275942032558,Iris-setosa
+68,7.6284090077507996,2.9283452368317575,6.608416449419539,2.0375744241251232,Iris-virginica
+69,4.813271627130902,3.0,1.412181369370829,0.4039315770863221,Iris-setosa
+70,6.284640360298401,2.6749640820655154,4.92327861311307,1.8090357997938642,Iris-virginica
+71,5.341748762552218,3.774028569123526,1.475587183754124,0.3878708917873922,Iris-setosa
+72,6.655255178126365,3.256833469922419,5.714629800394776,2.107464720261291,Iris-virginica
+73,5.534278296389471,3.0,4.487078705181083,1.4661995271232624,Iris-versicolor
+74,5.004278045813446,2.0,3.522635083271073,1.0023444479852026,Iris-versicolor
+75,5.016004822022422,2.0000005819799997,3.4934609384872495,0.9003881946023231,Iris-versicolor
+76,4.884631655694552,3.0,1.4019333829660363,0.25968546745061105,Iris-setosa
+77,4.912483691926906,3.0,1.4039390066722797,0.19942208255826194,Iris-setosa
+78,6.291993181664476,2.9165525171705795,5.566442563825557,1.7845998971823147,Iris-virginica
+79,5.52489697642383,3.0,4.458282942249878,1.4898655341175246,Iris-versicolor
+80,7.309051313891158,2.906297341106046,6.238553376309143,1.7950160523550136,Iris-virginica
+81,5.465414579106389,3.0,4.505409925648748,1.5063834555384674,Iris-versicolor
+82,6.271417988224846,2.552368137236439,4.955052032856178,1.8573142988400269,Iris-virginica
+83,5.952016315690815,3.2685366370703517,4.714771951176338,1.7057590311900024,Iris-versicolor
+84,5.108028615096605,3.2845032645632295,1.5766568248571713,0.3221606878254163,Iris-setosa
+85,7.6943326521119975,2.560744709650018,6.9,2.3213188707201535,Iris-virginica
+86,5.448862056296114,3.0,4.455265197969676,1.4924416404607546,Iris-versicolor
+87,6.116245653512378,3.0,4.624497467697964,1.4285511956399228,Iris-versicolor
+88,6.7223400845659755,3.2725580598071793,5.770134141618626,2.5,Iris-virginica
+89,7.712185304000666,2.798597947841656,6.702749179546265,1.9939151986527799,Iris-virginica
+90,4.597373619242056,3.2085897390314817,1.409274011827301,0.20195232101744298,Iris-setosa
+91,4.831776069830489,3.389575188535827,1.752152975878197,0.19983498734789462,Iris-setosa
+92,5.670212912545911,2.978847349465963,4.144726502439291,1.2691075347227383,Iris-versicolor
+93,6.849590948484258,3.0845662505753353,5.075357899727212,2.2902448352986973,Iris-virginica
+94,4.993456569231844,3.0,1.575363157565407,0.20017316953928685,Iris-setosa
+95,5.013081670291065,3.592453128113087,1.3875513719041137,0.20328464122929435,Iris-setosa
+96,6.443330271554104,2.899217795880833,5.6313833044653885,1.790815345013927,Iris-virginica
+97,6.327603615648012,2.8623571058692305,4.309548010853845,1.2627665050474386,Iris-versicolor
+98,5.468503046697408,2.535486010997324,4.309276148448693,1.1509124614342228,Iris-versicolor
+99,6.7158626196785045,3.287496562209702,5.732698885627691,2.5,Iris-virginica
+100,5.799051743634903,2.805994135342337,5.144975445566887,2.4015563082252114,Iris-virginica
+101,6.289245113675645,2.691682379684904,4.962534128440718,1.8144979822521636,Iris-virginica
+102,5.515724046735427,4.199998660984289,1.3907408956404996,0.20363737003307145,Iris-setosa
+103,7.725017902255962,2.788353995631969,6.7279230688391145,2.0179786417018604,Iris-virginica
+104,6.619215919065855,3.199796827355734,5.208124082955739,2.0923601283381346,Iris-virginica
+105,6.6830985871871595,3.30962220903814,5.664924661136243,2.4999996010310332,Iris-virginica
+106,5.489806506933974,3.0,4.517725358581113,1.5365250789088163,Iris-versicolor
+107,7.899999000595232,3.7966735841682144,6.391401878252724,2.02273216549997,Iris-virginica
+108,5.523022854189166,3.0,4.533036804737149,1.5017857935244103,Iris-versicolor
+109,4.990799580281289,2.0,3.4667167539573382,1.026577310248015,Iris-versicolor
+110,5.801476552929433,2.6999455199805817,5.1046706093059075,1.8987287982481882,Iris-virginica
+111,4.5782243212947344,3.6121888727816334,1.0000004387184163,0.19675956168126768,Iris-setosa
+112,6.700405958305838,3.27986554214829,5.736808119972652,2.1465168057096546,Iris-virginica
+113,5.452393912926221,3.0,4.494417374609202,1.5126472094071108,Iris-versicolor
+114,6.15307180900993,3.319439198500502,4.662746359436681,1.6024693447284515,Iris-versicolor
+115,5.4150625822227285,3.4254187513191523,1.520718443907056,0.3798603660508252,Iris-setosa
+116,5.798837767163872,2.7113659017322003,5.08919693596864,1.88310225796816,Iris-virginica
+117,5.757567830740833,3.0,4.2273812744738795,1.2639991194475302,Iris-versicolor
+118,6.844540536773848,3.188888469115936,5.884464649279846,2.311931475411643,Iris-virginica
+119,6.237934178016291,3.3237824364916313,4.648744161277688,1.5683771749669746,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/17/test.csv b/iris/tab_ddpm/4_4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/17/train.csv b/iris/tab_ddpm/4_4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/17/val.csv b/iris/tab_ddpm/4_4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/18/synth.csv b/iris/tab_ddpm/4_4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..32e78567ad09c461fa4a850d962fcbfdce299b64
--- /dev/null
+++ b/iris/tab_ddpm/4_4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.770949719044245,6.374155630175144,2.014562249432977,Iris-virginica
+1,4.80647987673737,3.3869387458560056,1.6264268601069216,0.19754144307866026,Iris-setosa
+2,5.706779269720556,2.89771346782028,4.218561088649225,1.2845565649378237,Iris-versicolor
+3,6.721455274955027,3.0888119334302457,4.684420174877661,1.4657380490092846,Iris-versicolor
+4,5.525834846923495,2.4466342278238686,3.7689276239645038,1.0524487274674457,Iris-versicolor
+5,5.180955969419655,3.3680393000130215,1.3846586234629124,0.2018391729531192,Iris-setosa
+6,5.666926402221365,3.8078113003891487,1.5757610604962307,0.2951717147363695,Iris-setosa
+7,5.20157645074282,3.40210410434062,1.4087888660794592,0.19998133209802466,Iris-setosa
+8,4.831928632235332,3.412534125148368,1.6528495661444338,0.20144911045739358,Iris-setosa
+9,6.553446386584447,3.196395826084269,5.192350037218494,2.010907117765808,Iris-virginica
+10,7.197394966190119,3.1183049470533244,6.082681143213865,2.249058662812959,Iris-virginica
+11,5.254406576579293,3.412115411725638,1.4427939428839325,0.20806515408776075,Iris-setosa
+12,6.471065961374046,2.9566654496804365,4.312043648706273,1.3383821558130327,Iris-versicolor
+13,5.648192464057016,3.0,4.161536005675563,1.250672288553802,Iris-versicolor
+14,6.184126411912767,2.189536708497283,4.460299531805803,1.472611395568145,Iris-versicolor
+15,6.521568826505816,3.0,5.820932839471749,2.2384742663310555,Iris-virginica
+16,7.707279849467695,2.8073646129075045,6.720225595282443,1.9796381508209673,Iris-virginica
+17,6.280111609897544,2.322696479506717,4.364545624114429,1.3034819181666668,Iris-versicolor
+18,6.770492875259848,3.214325925767929,5.822501995810344,2.2661576197966404,Iris-virginica
+19,7.159747252545436,3.0,5.784176112522531,2.190508468997484,Iris-virginica
+20,6.315664734321523,2.5538035156840704,4.9587400850232095,1.8552011678821994,Iris-virginica
+21,6.672274394397766,3.3147370005146577,5.6381807385596225,2.0890430788370598,Iris-virginica
+22,6.705400026914067,3.2864768742831107,5.662773795061394,2.499999405565341,Iris-virginica
+23,5.414535628563316,3.89269875880917,1.296636772759214,0.4033824629693587,Iris-setosa
+24,4.907020977375055,3.0,1.3984783619683872,0.19982119322270192,Iris-setosa
+25,6.539701214464664,2.9926222466288817,4.323672765290451,1.3644589352889205,Iris-versicolor
+26,5.3295854107745715,3.360560397301579,1.512680203824475,0.4129032278666036,Iris-setosa
+27,4.805013107193942,3.4010714910669506,1.704585701720267,0.20051739594079715,Iris-setosa
+28,6.489892519793313,3.0,5.788633307917055,2.198168017049337,Iris-virginica
+29,7.700216685067833,2.8319353467869908,6.691580720133043,2.0091667986026946,Iris-virginica
+30,6.922767532309775,3.108531839534719,5.096172288100899,2.2913243900113893,Iris-virginica
+31,6.681456753545235,3.3110848628933365,5.749139008401285,2.5,Iris-virginica
+32,5.943209458892828,3.2150423724799975,4.773280435119205,1.7793060317905653,Iris-versicolor
+33,6.21849090841264,2.2079590659458845,4.498107538571602,1.504137729396603,Iris-versicolor
+34,5.63783473507278,3.0,4.2003932486500775,1.2503867897983647,Iris-versicolor
+35,5.509767183620075,2.6194552464435352,4.43498257298304,1.208934618433708,Iris-versicolor
+36,6.557227257135429,3.290134712455365,5.312156971919774,2.1435173580445355,Iris-virginica
+37,6.724012181018457,3.0,4.9576183786106105,1.6605842111309237,Iris-versicolor
+38,4.8026746017742745,3.4003244012934277,1.8509072629221754,0.20264222124936887,Iris-setosa
+39,5.40261263470162,3.0,4.486548860134638,1.4918776880020155,Iris-versicolor
+40,4.821531520680356,3.3974159313158356,1.9548855158778156,0.20343083501081938,Iris-setosa
+41,6.322726540495196,2.918498124214088,5.5943555238499325,1.8035936338996936,Iris-virginica
+42,6.262903547254207,3.3687048340432915,5.41045358546179,2.270857659959442,Iris-virginica
+43,4.667066482260868,3.269578128439172,1.4163628058153486,0.19612934379956748,Iris-setosa
+44,6.509573512470083,3.0,5.459902126353933,1.8058965512747343,Iris-virginica
+45,4.805393930430301,3.3933194513242655,1.7262187110016802,0.19963605946394913,Iris-setosa
+46,5.703748922493749,3.0,4.182830220392778,1.1739854616261627,Iris-versicolor
+47,4.809110126803602,3.0,1.4034512218398274,0.2646855336208431,Iris-setosa
+48,4.63360145734522,3.2225431448239252,1.4342119063104815,0.19990196562444787,Iris-setosa
+49,6.679064782757724,3.10205542134925,4.70544330851389,1.5177816436216498,Iris-versicolor
+50,6.247302571204304,2.2268555752418684,4.505796004868632,1.4483488708683796,Iris-versicolor
+51,4.989992329928133,3.0,1.5736996870440043,0.19877099505409587,Iris-setosa
+52,5.154495634904405,3.705369477544356,1.5281047292210865,0.4274594105093825,Iris-setosa
+53,4.604113049564649,3.6082961117896732,1.0,0.20124325989950934,Iris-setosa
+54,5.399953796772152,2.416943895986616,3.719515596896515,1.0230997550413907,Iris-versicolor
+55,5.563297375322816,3.0,3.990108185699439,1.3046391923982774,Iris-versicolor
+56,6.825922521697655,2.805410445395201,4.786032720027642,1.4030097174123959,Iris-versicolor
+57,5.78813372668904,2.8972399253257386,4.219397473269844,1.3073956882391164,Iris-versicolor
+58,4.593373930392031,3.65255738947607,1.0,0.19538469193059166,Iris-setosa
+59,5.012884826811781,3.6592662270123144,1.415758410070696,0.1995589990289699,Iris-setosa
+60,6.7993220786855995,2.8281860268397447,4.817954263812536,1.4228273497700432,Iris-versicolor
+61,6.102506352824985,2.9939539829292854,4.5676245484460205,1.3771403037804937,Iris-versicolor
+62,5.235901697251568,3.407351527061841,1.4056406663150534,0.19967135390106244,Iris-setosa
+63,7.7138317583658695,2.610125054105927,6.899998953192066,2.303670976941958,Iris-virginica
+64,4.9919184282052385,3.0,1.5656930967517326,0.20257946183463735,Iris-setosa
+65,4.79986448111542,3.0,1.404496132587376,0.1000000919463004,Iris-setosa
+66,4.4,3.2126055302247334,1.2921878752432527,0.20312173811083792,Iris-setosa
+67,6.490278812528415,2.9517152363551333,4.345618195667924,1.3623992175742656,Iris-versicolor
+68,6.833431632908446,3.1496690860312024,5.928250637078199,2.2996325546629834,Iris-virginica
+69,5.175005232812485,3.7634013657098357,1.4578550341072265,0.3948557624813992,Iris-setosa
+70,6.6526187477765015,2.5147591878351596,5.652701313415708,1.7999349822542166,Iris-virginica
+71,6.709875074825345,3.0,5.00386434479505,1.7015215942930284,Iris-versicolor
+72,6.69659626060629,2.5025378746153955,5.8977489459545325,1.772911110816414,Iris-virginica
+73,6.486337109453024,2.9484517034693414,4.336547724832062,1.3433678209481812,Iris-versicolor
+74,5.7968265917637,2.7240856925281567,5.098141254568388,1.8979143162732783,Iris-virginica
+75,7.66449734808318,2.8095216186771084,6.695705670996338,1.9815309463856492,Iris-virginica
+76,6.85387600525023,3.175013188145478,5.831820370040116,2.2701293906047484,Iris-virginica
+77,7.688791693738341,2.8103412923859357,6.677965648528745,2.005486034745351,Iris-virginica
+78,5.325203999197405,3.390540737699069,1.4460523187752574,0.2789262431052423,Iris-setosa
+79,5.896695071421619,3.0,5.088197936402875,1.7860169981685035,Iris-virginica
+80,6.003964442746971,2.1970430181772276,4.077098220092996,0.9924184843576824,Iris-versicolor
+81,4.4000006518374795,3.185954815133585,1.258277960479679,0.19830186952468118,Iris-setosa
+82,7.685301839988663,2.6146827013221694,6.899998813262094,2.301619706599311,Iris-virginica
+83,7.696341332244711,2.5812693843347496,6.9,2.313238663214842,Iris-virginica
+84,5.525123461377896,2.6481336694352873,4.448658189497672,1.2533348230635273,Iris-versicolor
+85,5.597554793654057,2.911694521269353,4.025574899184157,1.3022285228503667,Iris-versicolor
+86,4.6181754451849795,3.68265908717652,1.0,0.1899608295979182,Iris-setosa
+87,5.899229398848634,3.0,5.096837823965753,1.8234163479402214,Iris-virginica
+88,6.742573218116492,3.266342592862699,5.800268782955338,2.1105019304292494,Iris-virginica
+89,4.843165196263762,3.0184086010351434,1.4655997234599043,0.10000009524594357,Iris-setosa
+90,5.733447730207109,2.6396148564665944,4.001603686771928,1.0599684242351657,Iris-versicolor
+91,6.019809413794587,2.2251872704894895,4.116228990441329,1.0770359087352646,Iris-versicolor
+92,5.1094669379413995,3.487579843416656,1.4041266034224134,0.19778352052779155,Iris-setosa
+93,4.800961092613238,3.402108899096216,1.596237311331968,0.1958773407761089,Iris-setosa
+94,5.171347974135703,3.4255194941395786,1.4095332077153848,0.19992331846547012,Iris-setosa
+95,5.683089290412464,2.614881339492659,4.096003835001527,1.1277790816283533,Iris-versicolor
+96,4.98477601773088,2.0,3.4355320118208925,0.8642013581291748,Iris-versicolor
+97,4.504714243232755,2.2778611099908486,1.2977078549563847,0.2979399511206535,Iris-setosa
+98,5.707885213837756,3.0,4.1967893000571355,1.1932953397928043,Iris-versicolor
+99,4.483778509292056,2.2538498368804736,1.2902084911087517,0.2891578514480341,Iris-setosa
+100,4.875233881461755,3.0912874812374653,1.4687666646489421,0.10000010168950862,Iris-setosa
+101,4.986137358611135,2.0,3.205617753747585,0.9493189911641073,Iris-versicolor
+102,6.673446699670236,3.2910738746443857,5.654639988513676,2.5,Iris-virginica
+103,6.673120758106982,3.3006867094818824,5.686825296972535,2.5,Iris-virginica
+104,6.280662011474212,2.9338045234345653,5.539002417637944,1.8007792858482563,Iris-virginica
+105,5.787785988706938,2.6977512189588992,4.095636232991861,0.9563983082225327,Iris-versicolor
+106,5.661942541491664,3.0,4.172599398375077,1.2070119411938243,Iris-versicolor
+107,6.141311094444961,2.6927580452545286,4.998661806876873,1.8667483121090538,Iris-virginica
+108,5.457316337217635,3.770965060456499,1.5333214158811213,0.3455054087079301,Iris-setosa
+109,6.723643576146624,3.0,4.970353229417676,1.6899613034913379,Iris-versicolor
+110,4.4,3.2223458631649446,1.282744451502225,0.2009249145331601,Iris-setosa
+111,5.802300530413442,2.693762598638205,5.122441687469486,1.8904163611362257,Iris-virginica
+112,4.8102584155946495,3.0,1.3946110360111985,0.1,Iris-setosa
+113,5.87794723697002,3.0,5.082330013899751,1.805567064573037,Iris-virginica
+114,7.295215206219766,2.8816897588762047,6.256072014724605,1.7914808592996616,Iris-virginica
+115,5.808910066083124,2.707011796383752,5.100581438330933,1.8991554605149896,Iris-virginica
+116,5.816035507901769,2.689868619985993,4.172254613981154,1.0084707862928013,Iris-versicolor
+117,4.792148454992154,3.3807112926843814,1.7741291699403865,0.20171802289747973,Iris-setosa
+118,5.797633193678399,2.697099771957021,5.119275623142835,1.9076584990784708,Iris-virginica
+119,5.080180309555971,3.4942700470216135,1.3916011891110578,0.19838416899419,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/18/test.csv b/iris/tab_ddpm/4_4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/18/train.csv b/iris/tab_ddpm/4_4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/18/val.csv b/iris/tab_ddpm/4_4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/19/synth.csv b/iris/tab_ddpm/4_4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dfd65fb0c5849e2f7ceb710733e69004b08bf481
--- /dev/null
+++ b/iris/tab_ddpm/4_4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.979327031662459,3.0,5.15212073674514,1.7941263755904027,Iris-virginica
+1,5.40164466167425,3.9046578651807797,1.274682636925236,0.4227252545320028,Iris-setosa
+2,6.72935778837283,2.484348502951831,5.836490742041839,1.798701686835619,Iris-virginica
+3,6.456535871291609,3.0,5.473389070171768,1.7916072530519074,Iris-virginica
+4,7.6771340386577425,2.6269308252701413,6.9,2.299972696276712,Iris-virginica
+5,6.46803259833492,3.0,5.5496325118589755,1.8071626905209748,Iris-virginica
+6,4.911875120625146,3.381277105197449,1.9114362454751037,0.2572304042803038,Iris-setosa
+7,6.352691557578881,2.9393155700074445,5.543838637125766,1.8059767427575757,Iris-virginica
+8,6.794181576918103,2.8049924290985078,4.837451103443718,1.4124911649272132,Iris-versicolor
+9,5.845944369422629,2.697388600501446,5.138298700132861,1.8957123795863264,Iris-virginica
+10,4.895331587959382,3.0627309324522,1.504709822920034,0.1,Iris-setosa
+11,6.004479627744466,3.4011461841162323,4.465416585677961,1.597428029189691,Iris-versicolor
+12,4.82067378836717,3.0,1.3930801851086856,0.10000010709384607,Iris-setosa
+13,6.71548483163841,3.0,4.998129240594402,1.6875448316324106,Iris-versicolor
+14,7.7363865774901095,2.592975199519688,6.9,2.316942047194373,Iris-virginica
+15,5.0903335517156245,3.5328089387337704,1.38905474834564,0.19847022166117165,Iris-setosa
+16,6.306688018151401,3.0,4.667107326125336,1.4689306791948837,Iris-versicolor
+17,5.768965170569183,2.694880979814568,5.094921079886915,1.8989229989425098,Iris-virginica
+18,6.461810637332979,2.924837028014544,4.338923796553485,1.3233921720624153,Iris-versicolor
+19,6.7084039373186775,3.291470831192406,5.695814599788126,2.4999995817153455,Iris-virginica
+20,5.781661185455388,2.714025936497661,5.114354414441119,1.8972899281888782,Iris-virginica
+21,6.184343777918736,2.933400144181451,5.5169946535437315,1.7979408361168618,Iris-virginica
+22,5.5242549892345325,4.199999108004516,1.4087630855420334,0.20066104184227074,Iris-setosa
+23,4.908729136813412,3.0,1.4002948527451202,0.19607758718261564,Iris-setosa
+24,7.6969369994106005,2.6126609356158474,6.899999001011459,2.27952149286575,Iris-virginica
+25,7.2868784883705,2.912752085675908,6.213422080399119,1.804762164665725,Iris-virginica
+26,6.697889485483391,3.31078282194659,5.671924870568218,2.499999555171682,Iris-virginica
+27,5.692663377458721,3.0,4.204187493110048,1.2626794396378893,Iris-versicolor
+28,5.798058069536019,2.6728830935125583,4.010536658113396,1.0068461698723452,Iris-versicolor
+29,6.694940195850282,3.3230890554818053,5.714306077414401,2.5,Iris-virginica
+30,5.422410914036985,3.0,4.4652658738386055,1.5301007260109245,Iris-versicolor
+31,7.668634733323751,2.614694727915817,6.899998912067183,2.2879031230202873,Iris-virginica
+32,6.305983176561814,2.5393745447529303,4.966911993290715,1.8772989206829351,Iris-virginica
+33,4.608924552310789,3.611277153749797,1.0,0.19752389309751842,Iris-setosa
+34,6.198572493002637,2.979344864939739,4.551113042302777,1.4022531352762553,Iris-versicolor
+35,5.512352013218871,2.4211841500868787,3.7329166798411637,1.0170834533897353,Iris-versicolor
+36,6.766192988983527,3.1067073859041385,5.327722363102858,2.259806734139879,Iris-virginica
+37,5.033951040928955,3.546577504290665,1.3992123237144973,0.2012353359770879,Iris-setosa
+38,6.412723711556805,2.9855664860517375,5.572938454249817,1.8005640541707264,Iris-virginica
+39,5.430138577727124,3.7999829569654224,1.4467440107335434,0.3084798605922034,Iris-setosa
+40,5.686875228013526,2.7975464675294845,4.504093556692108,1.3131821408165665,Iris-versicolor
+41,7.70051143406756,2.5794501620934174,6.9,2.306109267022628,Iris-virginica
+42,5.215184417593893,3.7504504242819645,1.4401574104507513,0.35660222511756756,Iris-setosa
+43,6.062936373002904,3.3897455994515653,4.532018287864265,1.6029060387640008,Iris-versicolor
+44,5.770094015075669,3.0472622200886046,4.591690328716463,1.605830815441103,Iris-versicolor
+45,5.420194360687426,3.409852722255793,1.737235584851014,0.20183934038141527,Iris-setosa
+46,5.106397907979045,3.2872764402134957,1.8336807473628538,0.44498295615203576,Iris-setosa
+47,5.224275938093034,3.402857901428522,1.3986119494638296,0.1971468420661892,Iris-setosa
+48,4.802573326661918,3.3930323532566042,1.7433421895383372,0.20136708453840546,Iris-setosa
+49,5.78340061738517,2.859378711858959,4.121266140584853,1.2284350833833562,Iris-versicolor
+50,7.703813076987091,2.620967893553488,6.899998502440249,2.348449319680204,Iris-virginica
+51,7.112675364989487,3.0,5.878635623348525,2.0611619415998605,Iris-virginica
+52,5.388133480856139,3.3803646589370504,1.516245046898883,0.44043472345316836,Iris-setosa
+53,5.51167871069955,3.0,4.480155373619089,1.4880397604018467,Iris-versicolor
+54,5.010555954057458,2.0,3.5931355550082222,0.989125319648303,Iris-versicolor
+55,6.702169842080733,2.506287878749836,5.777424041102736,1.8003813520187049,Iris-virginica
+56,4.50053950805113,2.3262144748868754,1.2905321815030866,0.3064734427302145,Iris-setosa
+57,5.974753560884787,3.0,4.552128648171448,1.387014213564641,Iris-versicolor
+58,5.539737668824859,2.6108463416331618,4.412985477963707,1.232407353080943,Iris-versicolor
+59,4.782058808971266,3.3760070960136495,1.9409784897552274,0.19718403840847498,Iris-setosa
+60,6.371987144031521,2.8738081773145177,4.2987783269861035,1.2870191615918425,Iris-versicolor
+61,7.9,3.854076362961407,6.444861086969479,2.037420264856237,Iris-virginica
+62,6.24824277694937,3.3357046750554886,4.687543089561362,1.610101619673328,Iris-versicolor
+63,5.086343459958977,3.4863846771975506,1.3894598005317977,0.19830527923295815,Iris-setosa
+64,7.098019110667156,3.0,5.92994179921215,2.101735854461059,Iris-virginica
+65,7.713942378786286,2.771909461298236,6.701180812226556,2.0198222436549202,Iris-virginica
+66,4.9158534581641025,2.3796976570736477,3.368688722455346,0.9598582602817043,Iris-versicolor
+67,5.122287112582468,3.446460810664353,1.3988795526406002,0.19983454741512974,Iris-setosa
+68,6.666030865747139,3.0,4.9924068830863115,1.732082190666509,Iris-versicolor
+69,5.869350173000244,2.9264245190553155,4.51256526042409,1.4647275216601898,Iris-versicolor
+70,6.923267616343708,3.1078346767621636,5.084865848184433,2.3024327439402867,Iris-virginica
+71,6.3084068045373,2.459365706558211,5.001300476406134,1.906267572796923,Iris-virginica
+72,5.474622770455104,4.2,1.4040592066438338,0.19783734007147485,Iris-setosa
+73,7.661137322028862,3.0,6.651058444500557,2.100336709122325,Iris-virginica
+74,7.686673312326827,2.803123736156748,6.659533949563555,1.9816495306498578,Iris-virginica
+75,5.079432555898405,2.4139252837163223,3.6184339680899504,1.0223389878248148,Iris-versicolor
+76,5.678689051138559,3.0,4.21426354756296,1.2520484769397,Iris-versicolor
+77,7.247058559459182,2.8885404302400195,6.222004886974916,1.7907175177264123,Iris-virginica
+78,5.59113571094586,3.0,4.1085867328525785,1.2989877593155268,Iris-versicolor
+79,5.690939607189956,2.892454869014354,4.118499863182043,1.2928668094200575,Iris-versicolor
+80,5.699320965351212,2.747777019584806,4.435963954160396,1.2871836923190312,Iris-versicolor
+81,6.2665226267961325,3.31913672485754,4.685974010152439,1.6174584074419072,Iris-versicolor
+82,4.8310880744994495,3.0,1.4273515641243404,0.10000010956442165,Iris-setosa
+83,5.153254723480947,2.397159394808044,3.523030461671295,0.933659597049447,Iris-versicolor
+84,5.848350925527232,2.9254794475905364,4.508120229301299,1.3885191684241949,Iris-versicolor
+85,4.606996916642102,3.593389736090061,1.0000004255059158,0.2000103663480576,Iris-setosa
+86,5.068893972692572,3.370884240911737,1.7248274010498086,0.44913682148681966,Iris-setosa
+87,5.503168192152928,3.0,4.520836301705649,1.5065432562922663,Iris-versicolor
+88,6.078476287631764,3.115634895659787,4.635990243909682,1.6080169610618449,Iris-versicolor
+89,5.690438194366231,2.53056006682485,3.9620333030440222,1.0387935706510716,Iris-versicolor
+90,6.710329757157854,3.3264075005426768,5.718423600998156,2.5,Iris-virginica
+91,5.003672767759988,3.4180222456791256,1.5757362300196511,0.44969396880297124,Iris-setosa
+92,5.53302707248553,3.0,4.523161719656344,1.4815897350809863,Iris-versicolor
+93,5.6894386292735915,2.6735574384404033,4.38508704120698,1.2300753481043485,Iris-versicolor
+94,6.798007967995269,3.221963447663383,5.7855321233712385,2.283240745042918,Iris-virginica
+95,6.693680661761611,3.111056489887544,4.653187329795722,1.4817008354432328,Iris-versicolor
+96,7.658409591178575,2.6267546212007327,6.9,2.291814430347052,Iris-virginica
+97,4.8910593672953,3.0,1.3968942648700142,0.20229653840616416,Iris-setosa
+98,5.9931779001387815,2.2132136516474485,3.993641525157054,1.0094243406476822,Iris-versicolor
+99,4.852420072574322,3.0232167200535858,1.4682632304929781,0.1,Iris-setosa
+100,5.076804765410746,3.552596953596382,1.3842355262882298,0.1987246115390035,Iris-setosa
+101,5.7107517006377995,2.778595625254292,4.4977513979357555,1.320428632450595,Iris-versicolor
+102,5.312422945927995,3.7424099641694704,1.5148816980727038,0.20308181769895495,Iris-setosa
+103,5.785359438785938,2.2979809624308145,3.9141066260796835,0.9480224480162667,Iris-versicolor
+104,5.543525953508438,4.2,1.3983644379299238,0.20784892146230913,Iris-setosa
+105,5.970376820225796,3.4096295978342215,4.430228120186041,1.6021620212358214,Iris-versicolor
+106,5.085938383503681,3.695311443584106,1.5025552767615424,0.4026020271504935,Iris-setosa
+107,7.61894459080982,3.0,6.616103658888178,2.0869964620652794,Iris-virginica
+108,6.988147695526713,2.905098584013033,6.112869785422464,1.7952457637689185,Iris-virginica
+109,6.189592841414805,2.2116931403883013,4.439951711152799,1.4279999221747506,Iris-versicolor
+110,4.400000931863334,3.2103934637633595,1.284712801647864,0.2033693025296233,Iris-setosa
+111,5.340796955636057,3.373631019762711,1.5873772785142715,0.2009739921582,Iris-setosa
+112,7.314448865166562,2.9483792353461338,6.273040365829459,1.9052232290711226,Iris-virginica
+113,6.176119733315656,2.2438293224020596,4.2454086411040155,1.1740581931846448,Iris-versicolor
+114,5.029197465087273,3.589354846118765,1.4010891094317621,0.20082638962387078,Iris-setosa
+115,7.724209152807896,2.582742773678718,6.9,2.3023648469915114,Iris-virginica
+116,5.886574349892398,2.9192285094104093,4.498395094259568,1.49690449243796,Iris-versicolor
+117,7.423787593536468,2.854661699559588,6.42286795680082,1.8264550632397054,Iris-virginica
+118,4.50002201820796,2.3048113567216095,1.3072693429575575,0.2984890874788194,Iris-setosa
+119,4.795941722357139,3.0,1.3955021741843612,0.29914910388013544,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/19/test.csv b/iris/tab_ddpm/4_4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/19/train.csv b/iris/tab_ddpm/4_4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/19/val.csv b/iris/tab_ddpm/4_4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/2/synth.csv b/iris/tab_ddpm/4_4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..65cba2c562de977a348da812373468bfa1239e40
--- /dev/null
+++ b/iris/tab_ddpm/4_4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.303170327465333,2.7190316024011647,4.874265126930791,1.8071033559163863,Iris-virginica
+1,4.593284725426832,3.671675934029208,1.0,0.2014978515551188,Iris-setosa
+2,6.548410205773951,3.0,5.5123605424980955,1.8090011457958493,Iris-virginica
+3,6.887427927155804,2.796020793871654,4.795418061958059,1.3951667961029501,Iris-versicolor
+4,6.1989494349925085,3.390722176207893,5.457140170697372,2.2844089073326974,Iris-virginica
+5,5.023417602392132,2.000000696011916,3.543293877011773,1.0088833818516196,Iris-versicolor
+6,4.957740980142755,3.0,1.517247228467879,0.19840927203653141,Iris-setosa
+7,4.7915361917517165,3.367631376078044,1.5632137193284021,0.19820629046759933,Iris-setosa
+8,5.497260942722927,3.0,4.465047195690603,1.4830584128888444,Iris-versicolor
+9,5.6083626114724305,3.0,4.527604656723015,1.5518707581008617,Iris-versicolor
+10,5.55577593401076,4.199998704630287,1.4086982038392497,0.2051091523647115,Iris-setosa
+11,5.834689788824664,2.735968559282033,4.194748895455455,0.9963075087975382,Iris-versicolor
+12,5.680598538101022,3.0,4.065924056620119,1.275931712849731,Iris-versicolor
+13,6.394083991563717,2.9550192419908425,5.534645396485922,1.7988065344305395,Iris-virginica
+14,5.790701274223691,2.694503371798779,5.097156345407831,1.9156908996734634,Iris-virginica
+15,5.705002287362137,2.8860340462803293,4.128640186589425,1.2989949316366023,Iris-versicolor
+16,6.288436267753402,2.6730058606189564,4.922523679259396,1.8049933909682063,Iris-virginica
+17,5.246863945919838,3.615258266279279,1.458748463712519,0.20034398778550142,Iris-setosa
+18,7.725250981416277,2.603019506536971,6.9,2.3040602205762575,Iris-virginica
+19,5.053855834350773,3.356823445597127,1.68622573970179,0.48839225969179967,Iris-setosa
+20,7.7455837791195,2.5923080410126005,6.9,2.305615767562017,Iris-virginica
+21,5.80609238408475,2.7122923250932893,5.0865953284057825,1.9083262144927697,Iris-virginica
+22,5.817385538784178,2.693620252728742,5.097499419994705,1.916012516145259,Iris-virginica
+23,6.197068879446652,3.380323079501666,5.386181564362912,2.3076947671837855,Iris-virginica
+24,4.986843097261152,2.0000005955797615,3.4402484100132313,0.9834610814861469,Iris-versicolor
+25,4.991389261854351,3.477579160634728,1.5651507755422709,0.3132925733451361,Iris-setosa
+26,7.698571055742133,2.8000905794616755,6.686426371622778,2.027873037263049,Iris-virginica
+27,4.802375040540178,3.3968506084239887,2.0852832795226437,0.2015171062036293,Iris-setosa
+28,4.995763810789701,3.4895100507437107,1.5262182421131787,0.26037283447669685,Iris-setosa
+29,5.5119638378640845,3.0,4.472388555610876,1.4774672146985595,Iris-versicolor
+30,4.400000485524829,3.21766853036842,1.2900981853031719,0.18851405731056742,Iris-setosa
+31,5.464888454028841,4.19999918236492,1.3661433191496064,0.20189875226590706,Iris-setosa
+32,5.998273866728962,2.206563820669517,4.045681695497026,0.9599552620776468,Iris-versicolor
+33,4.898175936757001,2.4243966682905955,3.3808438376303744,1.015611045193808,Iris-versicolor
+34,7.71269494657482,2.581614445242224,6.9,2.2946189390862255,Iris-virginica
+35,5.6670287207354395,3.0,4.014229181370724,1.2991669913578139,Iris-versicolor
+36,4.90579441989886,2.39506260376917,3.3723406480868086,1.004312895106393,Iris-versicolor
+37,7.9,3.794498066514281,6.37665209088652,2.0169165731758585,Iris-virginica
+38,6.711785223950775,3.118165421566595,4.690131515715331,1.485339627488186,Iris-versicolor
+39,5.099286702950266,3.3089305744808213,1.5770106394848118,0.47409183786833653,Iris-setosa
+40,5.494845095821413,3.0,4.5058164688673905,1.5020594618270227,Iris-versicolor
+41,5.49443430415403,4.2,1.4065543278625143,0.1960021976228533,Iris-setosa
+42,7.57339420324204,3.0,6.5761265128874795,2.0807713916615826,Iris-virginica
+43,6.314768622441076,3.295891907848805,4.705554178145253,1.5829874792565302,Iris-versicolor
+44,5.659292875634147,2.8732398894552977,3.8382954681721597,1.3032012105784494,Iris-versicolor
+45,4.907074614043832,2.4114117456314608,3.4343807028278284,1.030841248762673,Iris-versicolor
+46,4.988449928567182,2.0,3.5768756920953177,1.0027731241816469,Iris-versicolor
+47,6.103989240260419,3.3386878845094965,4.646558568900231,1.691710683531532,Iris-versicolor
+48,6.234091855275739,3.3880008953611287,5.4534789383004565,2.2955617159381383,Iris-virginica
+49,4.798111877961838,3.0,1.4090195681596065,0.31362029625569926,Iris-setosa
+50,5.782883055596176,2.806401745772246,4.298008325833565,1.3034601555059393,Iris-versicolor
+51,5.402812194891378,3.911916334492793,1.2764999755363062,0.3386899193306902,Iris-setosa
+52,4.780190741306997,3.4075508694780434,1.7075769342353204,0.20136857584688755,Iris-setosa
+53,5.790222081758763,2.83300720928866,4.504100306281708,1.332436635605231,Iris-versicolor
+54,5.008605506106816,3.0,1.572401466537184,0.19652598577991573,Iris-setosa
+55,6.709789111428697,3.2979624398238268,5.729237968262693,2.5,Iris-virginica
+56,5.4391637163301665,3.386995780834895,1.730548146076159,0.1988934039015422,Iris-setosa
+57,5.7907126434636,2.739419294906365,4.190023636953498,1.0722552516543191,Iris-versicolor
+58,5.595155094929069,2.9659052411281404,3.7710382994376297,1.3132313406022846,Iris-versicolor
+59,6.800064367255992,3.230325898869401,5.904941626749171,2.313301462302512,Iris-virginica
+60,6.704170352550039,3.0,5.87274213688799,2.168408668003683,Iris-virginica
+61,5.719581159797387,3.0,4.563795898455179,1.5813436748000202,Iris-versicolor
+62,6.3634176700447584,3.257940145662155,4.71940803741712,1.5833428185865328,Iris-versicolor
+63,6.711635691383722,3.0,5.0002363476413265,1.6970476489675852,Iris-versicolor
+64,5.139062232551248,3.50700157383051,1.4202629808808633,0.20798279048532395,Iris-setosa
+65,4.4,3.229533602281169,1.303198434895592,0.20088328340058584,Iris-setosa
+66,5.533857122384471,3.0,4.5036810857169165,1.483183097149806,Iris-versicolor
+67,5.572018731550662,3.0,4.497558390652226,1.5002507667479419,Iris-versicolor
+68,5.923755792560422,3.2038392588756732,4.815702477014688,1.7744010173149116,Iris-versicolor
+69,6.871630353120068,3.1141565933237265,5.0969705061339345,2.31197812649388,Iris-virginica
+70,5.20350744956817,3.3922328526714516,1.404278651153796,0.1986318417323643,Iris-setosa
+71,5.996006348511114,3.3833636709155686,4.481449125632208,1.6084297925901454,Iris-versicolor
+72,5.816492984063215,2.796273535805639,5.107910142984903,2.399599117696842,Iris-virginica
+73,5.61017237842857,2.8839905472686076,3.57936380916849,1.3058850405963227,Iris-versicolor
+74,6.573887615133908,3.1982330760027655,5.132201928713472,2.0301134432665666,Iris-virginica
+75,5.785132979297408,2.6785141180636756,5.124689949458987,1.9000762021282844,Iris-virginica
+76,5.477363380681379,2.565969896759631,4.274351379182262,1.1658029832773178,Iris-versicolor
+77,5.646772174707379,2.851094320262145,3.6555986489564134,1.293587804664292,Iris-versicolor
+78,4.857868044518993,3.0,1.3810371861322688,0.2478640935893756,Iris-setosa
+79,5.97048835153427,2.690036270061228,5.041438076780806,1.867923955559096,Iris-virginica
+80,4.969891612119629,2.000003767902958,3.4846994881434687,1.005330632956796,Iris-versicolor
+81,6.684539067011402,3.0,4.9999818255821715,1.7062086557998357,Iris-versicolor
+82,4.793910133070073,3.0,1.4011775913289768,0.3170979945762004,Iris-setosa
+83,4.998409435091411,2.0,3.434990755797367,1.0266964419453908,Iris-versicolor
+84,4.604043519820116,3.1922255753729734,1.3743840906339622,0.20107993529126167,Iris-setosa
+85,6.460142058408365,3.0,5.332937796219311,1.8719671702896938,Iris-virginica
+86,5.520803935498836,3.0,4.3317264440011805,1.384571241065941,Iris-versicolor
+87,5.634199533957122,2.902552929623953,3.786025297031767,1.3081919568744471,Iris-versicolor
+88,6.85958185489943,2.790373311794864,4.7880794157237645,1.3926352030596771,Iris-versicolor
+89,6.682072377782666,3.2782757382843934,5.62280196558589,2.0903607485861295,Iris-virginica
+90,5.6066771137386375,2.5743854044526833,3.904208091409348,1.1171453897380603,Iris-versicolor
+91,4.907042870033746,2.3932310464950604,3.4618116294144357,1.0031477920463876,Iris-versicolor
+92,5.2114243038201185,3.387168282851127,1.3876170883467502,0.20098136321418386,Iris-setosa
+93,5.609403329689929,2.742033418524605,4.465851651237693,1.263026932095337,Iris-versicolor
+94,6.771144268724842,2.80653198775338,4.744064281703616,1.379483929400932,Iris-versicolor
+95,6.706072135573747,3.0,4.961627217617918,1.6829965597299266,Iris-versicolor
+96,6.67573609246795,3.0,4.963433469760191,1.6974695140040428,Iris-versicolor
+97,6.270203501845677,2.5133385699966055,5.020080523290548,1.880456881909367,Iris-virginica
+98,4.601088750972805,3.6151979951748894,1.0000003852515729,0.18606137758309652,Iris-setosa
+99,5.6179794596785175,2.4906988064669613,3.952247913217109,1.1025894580330766,Iris-versicolor
+100,5.8249688060289415,2.9125330395790052,4.420234039188029,1.37073048097981,Iris-versicolor
+101,5.5921241023448225,2.515125328842323,4.015244330960986,1.110500214138077,Iris-versicolor
+102,5.4607940551757,3.0,4.486577141440162,1.4978238135549127,Iris-versicolor
+103,6.692049839288717,3.0904652577501195,4.644844751699095,1.4821693297682859,Iris-versicolor
+104,5.943135247527144,2.831370021321674,4.259786906695489,1.154451053036841,Iris-versicolor
+105,5.790993665723361,2.8180301332937847,5.098410949810088,2.40411582193293,Iris-virginica
+106,4.400000442386834,3.2277017976089852,1.3004944287279145,0.1950634511369196,Iris-setosa
+107,5.081696040985151,3.7007816719480155,1.4904003825500576,0.3698959424111783,Iris-setosa
+108,4.9959549039449955,2.0,3.2837363182736423,1.0450728624191692,Iris-versicolor
+109,5.324529525715399,3.3716739824656075,1.5296168677478688,0.46011083927053736,Iris-setosa
+110,5.691697579013002,3.801616498578147,1.6213732400550704,0.3145356598770753,Iris-setosa
+111,6.716202343975137,3.318671211817028,5.751457756288432,2.5,Iris-virginica
+112,6.05644188654113,2.9392520675217937,4.533898021904724,1.5051999355408692,Iris-versicolor
+113,4.799721453345256,3.3943895250757072,1.9046730928882045,0.2038277836789528,Iris-setosa
+114,4.785652620923107,3.0,1.4042826874922365,0.358012844117204,Iris-setosa
+115,4.4,3.157332483198083,1.2983944505546863,0.2012053875743269,Iris-setosa
+116,5.216706364847969,3.4047820164169913,1.401756796797617,0.20387707100569025,Iris-setosa
+117,6.696129260458812,2.510975066087701,5.7337363796861975,1.7890848461129547,Iris-virginica
+118,6.278176434029355,2.8937203268729066,5.552265227699292,1.8033489216357321,Iris-virginica
+119,5.143717295120774,3.5094215123003947,1.4105452272926402,0.19958370469758635,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/2/test.csv b/iris/tab_ddpm/4_4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/2/train.csv b/iris/tab_ddpm/4_4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/2/val.csv b/iris/tab_ddpm/4_4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/20/synth.csv b/iris/tab_ddpm/4_4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..29b425c000fad09be7d79d3931d4883f354f9e0f
--- /dev/null
+++ b/iris/tab_ddpm/4_4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.934641940522904,3.1913766253901037,4.801900706784621,1.8175526072057586,Iris-versicolor
+1,5.472936865831747,3.0,4.494068996281864,1.4913605021246523,Iris-versicolor
+2,6.575009865280795,3.2623381014761508,5.450166902872313,2.0321653496535275,Iris-virginica
+3,6.547484274975299,3.0,5.81673061846581,2.2093046222725863,Iris-virginica
+4,5.732457325051348,2.805776118482206,4.501884585935429,1.3009766710925768,Iris-versicolor
+5,7.705316463980847,2.8194454691878783,6.704136579463118,2.01490942517682,Iris-virginica
+6,5.689501026081221,3.0,4.221304441270844,1.3018869339992623,Iris-versicolor
+7,6.691019745018287,3.3140425937917843,5.69344697646371,2.5,Iris-virginica
+8,5.677660414636038,3.0,4.160465139483379,1.2472414834906274,Iris-versicolor
+9,5.102459588697836,3.311187025539053,1.695062713651863,0.5311880690626232,Iris-setosa
+10,6.556487986737866,3.2204016142172773,5.19297215356467,2.0530524356657756,Iris-virginica
+11,6.531599222894491,3.2209180149069008,5.228160648676615,1.9717647846001147,Iris-virginica
+12,4.993583417961062,2.00000049747642,3.474770659179124,1.0394054633166445,Iris-versicolor
+13,5.575821247341866,3.0,4.4816832782993234,1.5150762724163056,Iris-versicolor
+14,5.918648549382635,3.0,5.135251459717013,1.802657097398509,Iris-virginica
+15,4.499033466137681,2.3190093651526054,1.2891710128613203,0.32634434537876045,Iris-setosa
+16,6.3230517633169585,2.508239893722315,4.9695351181156635,1.8865965986482418,Iris-virginica
+17,5.665936689925476,3.0314745271753263,4.621481653777164,1.6563215641761562,Iris-versicolor
+18,6.690116611053747,3.295856534825949,5.7133558613166535,2.499999506132934,Iris-virginica
+19,6.190149848030737,3.3877867172411382,5.414538013778187,2.303519844332012,Iris-virginica
+20,5.647043050913371,2.566904214172947,4.003372926759915,1.150148623794175,Iris-versicolor
+21,5.374916209492943,3.902038596262535,1.3001047248498645,0.45074371978857186,Iris-setosa
+22,6.041396305121958,2.2021543803379933,4.002443642269562,0.9988505735160085,Iris-versicolor
+23,4.894443447375039,3.053625700940381,1.4705317774921438,0.1,Iris-setosa
+24,4.908611097352936,2.443769058775945,3.4526424854996907,0.9790532376983605,Iris-versicolor
+25,6.13099197996461,2.8108711994211544,4.679567983415526,1.2168570353746964,Iris-versicolor
+26,6.494423459033164,3.0,5.789356368278968,2.234939734752952,Iris-virginica
+27,4.4,3.1968942391771322,1.2863854539646635,0.1977628849926517,Iris-setosa
+28,5.196534732438381,3.414819026210658,1.4013915031885147,0.2032192252113557,Iris-setosa
+29,6.036949565652352,3.0,5.1549496699046395,1.8294850126169346,Iris-virginica
+30,6.199479947481979,3.2420002030399084,4.697576356790113,1.6147846416976872,Iris-versicolor
+31,6.308782799833542,2.7481906628147934,4.894725806235523,1.7942161536476042,Iris-virginica
+32,6.193979792007106,2.1824917970843067,4.507186896803025,1.5035643408501151,Iris-versicolor
+33,6.447467712091092,3.344397221638998,5.379961364361169,2.127153277294349,Iris-virginica
+34,7.7398959221480546,2.5532075018074942,6.9,2.3102986834991475,Iris-virginica
+35,5.121388636922957,3.6495346610022077,1.4566985944913577,0.20517780775573985,Iris-setosa
+36,5.480329363326814,4.2,1.3686226992552264,0.1956808208107123,Iris-setosa
+37,7.687076907405175,2.6008381720390545,6.899998675414216,2.3115945658455033,Iris-virginica
+38,6.146246094256454,3.0,5.071992148880161,1.7843918148864444,Iris-virginica
+39,6.247931379722939,3.3880551934685594,5.373884262735093,2.307270217673023,Iris-virginica
+40,6.692847710229806,3.3030097100847122,5.765129606311811,2.5,Iris-virginica
+41,5.573267262702369,2.4385924576971494,3.786805493083325,1.0374676682954185,Iris-versicolor
+42,6.159533836657764,3.0,4.629300285024781,1.4353487935111007,Iris-versicolor
+43,6.075741900566982,3.3214194236164833,4.552735638014258,1.54271701554362,Iris-versicolor
+44,6.743501477623197,2.7382040813040995,4.712622587886435,1.3929798542792553,Iris-versicolor
+45,6.03154528539593,3.4068881025077586,4.57558373020868,1.6338508867719819,Iris-versicolor
+46,4.973813066506929,3.6391904101474615,1.4003723409433508,0.20100107000135334,Iris-setosa
+47,7.708622700540511,2.602964229058904,6.8999985436688736,2.3006847288265657,Iris-virginica
+48,4.580615499095712,3.2327569113895813,1.4027796497105742,0.1955589676706631,Iris-setosa
+49,5.105479145664082,3.3062311844213617,1.6638056079597967,0.49846659917847885,Iris-setosa
+50,7.697835794451834,2.625989790287103,6.9,2.2978977667117357,Iris-virginica
+51,7.702381843233745,2.607229085643354,6.9,2.3040089726429533,Iris-virginica
+52,6.235115529314067,3.381582716591662,5.424434414975736,2.307946532763361,Iris-virginica
+53,5.909311139041637,3.1898613085910235,4.764402577473847,1.7884146004308807,Iris-versicolor
+54,5.782740162149984,2.704632630022635,5.108228279693071,1.9033969087921443,Iris-virginica
+55,4.782197493707739,3.401318575889823,1.6645351390311225,0.19653587399972527,Iris-setosa
+56,5.809609156724761,2.7051389934005154,5.107424497038069,1.9101608319231094,Iris-virginica
+57,5.4434841894604205,3.3851004732414367,1.6997379347503982,0.2012780592198799,Iris-setosa
+58,7.678410719519634,2.9455722506567885,6.632225327057265,2.023969011974773,Iris-virginica
+59,6.753807164898919,3.2611249241545455,5.79522058843029,2.1878955265054385,Iris-virginica
+60,6.634497194413095,3.0,4.475385836924929,1.4288711463912653,Iris-versicolor
+61,6.6965913649006055,3.3001150571605,5.716156773001196,2.4999996359456387,Iris-virginica
+62,5.10657650557095,3.2935367888369242,1.61633436196668,0.5062858832209564,Iris-setosa
+63,6.382992484195994,3.1636923748507693,4.85981269854694,1.6865157327047224,Iris-versicolor
+64,6.477671881428326,3.0,5.478830857623053,1.8024400932864642,Iris-virginica
+65,6.271207279468147,2.8979424267967193,5.579884101351132,1.7964343633752058,Iris-virginica
+66,7.899998829545993,3.740990855385246,6.393098146321144,1.9952193709730812,Iris-virginica
+67,6.831963374148263,3.0,5.697608548117526,2.1745665534739427,Iris-virginica
+68,4.607194070064775,3.1670340213869874,1.3993813503757946,0.20069243652003432,Iris-setosa
+69,5.506337401131504,2.39751058091669,3.731674688390184,1.027336931302261,Iris-versicolor
+70,7.700340116284009,2.54419908332819,6.9,2.3055518952048923,Iris-virginica
+71,5.691321096897084,3.0,4.185723961378248,1.2313280916722005,Iris-versicolor
+72,4.88110424649135,3.061391801322321,1.4565802203499731,0.1,Iris-setosa
+73,6.063748762647934,2.959321113571865,4.549004551117091,1.3335399550491054,Iris-versicolor
+74,5.007857670077956,3.0,1.571931355768199,0.19756288960617208,Iris-setosa
+75,6.219097035846264,2.9084120753007845,5.615178492766416,1.8158337411416652,Iris-virginica
+76,7.670376459401005,2.8767574601658468,6.674177257646199,2.030057543742027,Iris-virginica
+77,4.7761322014699115,3.0,1.3489002039710498,0.1,Iris-setosa
+78,4.984752914159207,2.000000546904596,3.4534805754740563,1.015932435146097,Iris-versicolor
+79,6.899309232522147,3.1195743155548152,5.083052648481634,2.3142563690642404,Iris-virginica
+80,6.695112863487826,3.0997180453830864,4.661349621613939,1.4800852603386898,Iris-versicolor
+81,5.983686271170612,3.3964087573561015,4.466932238483331,1.5912119452874223,Iris-versicolor
+82,6.304248200852319,2.512811831332712,4.9910333644378495,1.9193449642763256,Iris-virginica
+83,5.6692904462339335,3.7627162452830345,1.5692770934892093,0.29893477077479946,Iris-setosa
+84,5.616543243832848,2.677344201530109,4.474259892581483,1.2541278019701079,Iris-versicolor
+85,7.660539539037832,2.788593785013285,6.662568047889371,1.971684558890356,Iris-virginica
+86,4.596931765761649,3.5902379350562375,1.0000003982738124,0.1997831940812128,Iris-setosa
+87,5.616781080776882,3.0,4.070689478360871,1.28807335678551,Iris-versicolor
+88,4.8738617692226365,2.414283102230201,3.4393147659909187,0.9831114223336601,Iris-versicolor
+89,5.758711884495102,2.742663672252482,4.040206535194806,1.0838006766515982,Iris-versicolor
+90,4.597355202277793,3.608139827209518,1.0000004055901661,0.20382074142543535,Iris-setosa
+91,5.462921991245599,3.4167403330073305,1.8597871963152381,0.19313192421144698,Iris-setosa
+92,6.675320625408588,3.258644355437189,5.72268423994859,2.4999995857719286,Iris-virginica
+93,6.685055730959096,3.3032342650675566,5.6751128317308055,2.4999994704997235,Iris-virginica
+94,7.01564031108181,3.0954049508349635,5.114866494976613,2.290629674882039,Iris-virginica
+95,6.742459973188219,3.158340818512952,5.147187055650509,2.199601205993727,Iris-virginica
+96,4.8608052127712655,3.3939462047888274,1.5499365502905846,0.20060640208920522,Iris-setosa
+97,6.120135733174419,3.3390815660314654,4.638270080852803,1.6485704914052939,Iris-versicolor
+98,5.808790035134352,2.7327533899235443,4.137667019465356,1.0414315681272075,Iris-versicolor
+99,5.941273654235341,3.159203528108812,4.751566676618667,1.7680725953133218,Iris-versicolor
+100,5.610929099384267,3.0,4.10340909083966,1.3008575345793325,Iris-versicolor
+101,5.017850886128757,3.3900118569513324,1.6173885185495083,0.44369907542410303,Iris-setosa
+102,5.809936814598885,2.800104890135678,5.084790310941245,2.4011190430693765,Iris-virginica
+103,6.352776286079372,2.899250135943135,5.575672679298227,1.8112136394689877,Iris-virginica
+104,4.810247455357971,3.0,1.406080066309558,0.2873825626035336,Iris-setosa
+105,6.718012948312503,2.4737634119140184,5.832384133413003,1.8032411360371121,Iris-virginica
+106,4.990893873540596,2.0,3.5287124598771005,1.0072534112535965,Iris-versicolor
+107,6.749021554801731,2.5216873358445078,5.888169389848423,1.8080134986809473,Iris-virginica
+108,5.88583934523933,3.0,5.108145135734527,1.8087122823542883,Iris-virginica
+109,5.474438770154258,2.363719938862392,3.589187533619371,0.9022586416927256,Iris-versicolor
+110,5.888697498328311,3.0,4.6299861288090565,1.5863925290597811,Iris-versicolor
+111,5.689408922590165,2.6158896241510967,4.052105877666864,1.1458907607737452,Iris-versicolor
+112,5.51140260219916,2.6106025731959783,4.409626227971126,1.202508687978251,Iris-versicolor
+113,5.621892456648729,2.903217791091475,3.8989431685786595,1.2930089310272455,Iris-versicolor
+114,5.759089154821496,2.8864445517136046,4.224670582149261,1.3279477570904321,Iris-versicolor
+115,5.966064108956977,3.418831962923221,4.516484698503727,1.5478274510522843,Iris-versicolor
+116,5.837883162497664,2.2326566438256146,3.8825270773926293,0.9586166444014999,Iris-versicolor
+117,5.1426503624882915,3.687359090788001,1.516492627190253,0.41059523901572204,Iris-setosa
+118,5.910338366804577,2.848399949231729,4.556286814701153,1.3123826731005992,Iris-versicolor
+119,5.683587220835341,3.0,4.208724084014967,1.241202991610029,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/20/test.csv b/iris/tab_ddpm/4_4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/20/train.csv b/iris/tab_ddpm/4_4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/20/val.csv b/iris/tab_ddpm/4_4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/21/synth.csv b/iris/tab_ddpm/4_4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4ee02bd4f11ecdabcc4eb4a890dea7c89ffbc98d
--- /dev/null
+++ b/iris/tab_ddpm/4_4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.353895898823614,2.8314062877750996,5.029772963000822,1.8168954888916886,Iris-virginica
+1,5.695816455877768,3.6912864812090858,1.553001733327122,0.2973437189793668,Iris-setosa
+2,6.707759019867435,3.0,4.949171647496547,1.6684941377558475,Iris-versicolor
+3,4.4,3.1948488809446203,1.2958367083291684,0.20047022676501786,Iris-setosa
+4,7.69237414185476,2.7808180087845935,6.72068132673874,2.0365634897276754,Iris-virginica
+5,7.456448482486348,2.902611355107204,6.453835523888836,1.8769607265202404,Iris-virginica
+6,4.804660365337371,3.354803791822628,1.5761215134577924,0.19741263212341792,Iris-setosa
+7,6.181486520651816,2.179520618147729,4.503745444348682,1.5189053306795794,Iris-versicolor
+8,5.301905437107527,3.41269000204984,1.4405018535982892,0.19971936837866738,Iris-setosa
+9,5.082691743684416,3.331341845237238,1.816091693304218,0.4939952708978579,Iris-setosa
+10,5.8490696060358776,2.841855913430043,4.342889289809891,1.171592353234842,Iris-versicolor
+11,6.050174994520263,3.0,4.546076598895446,1.372696578105467,Iris-versicolor
+12,6.6742024567837674,3.263276293417686,5.413600224445105,2.181317181873,Iris-virginica
+13,5.907362660555797,3.0,5.150924745120015,1.7900762828853278,Iris-virginica
+14,6.484684375147498,2.9341923804242946,4.312539787353093,1.3347212484497604,Iris-versicolor
+15,6.546807719668765,3.0,5.555680957516072,1.8085065381804162,Iris-virginica
+16,5.442055773397215,3.417999045783054,1.5985201906217745,0.20044956622083737,Iris-setosa
+17,4.902743397470154,2.3980322834104584,3.4261996152089447,0.9513784716545399,Iris-versicolor
+18,5.0935004488984825,3.3057138709235057,1.380089157359563,0.19890535701661993,Iris-setosa
+19,7.6958648385027635,2.616057669744756,6.89999894484157,2.2808249296968137,Iris-virginica
+20,4.88724082000399,3.083000467425799,1.5029725528996385,0.10000010791054452,Iris-setosa
+21,6.4973130978557405,3.2064141899478904,5.109416249611489,2.028362220529697,Iris-virginica
+22,5.920681713348863,2.9211070331597226,4.517903888283558,1.528157940036738,Iris-versicolor
+23,4.804266369287556,3.0,1.3831023746145332,0.2966353115671213,Iris-setosa
+24,5.5029588394208675,4.2,1.4023085118863408,0.1977663854796751,Iris-setosa
+25,5.1011511158916685,3.6631234591825215,1.5204108831971392,0.46396806100395466,Iris-setosa
+26,4.897470024001823,3.1096947645693196,1.491104427302528,0.1,Iris-setosa
+27,7.69443323081569,2.611685323092609,6.89999854205131,2.2777146912827666,Iris-virginica
+28,6.24282951142414,3.4026164240059344,5.456251607721444,2.300306367652816,Iris-virginica
+29,5.8854527429251995,3.2130868903908762,4.771059524583547,1.804799542028628,Iris-versicolor
+30,4.400000565827744,3.20774384699578,1.280991051116877,0.2002769867110801,Iris-setosa
+31,5.351500437070914,3.0,4.503900895568957,1.5138704727434535,Iris-versicolor
+32,5.799308685604266,2.8209461633816537,5.089563614597312,2.4108706738178753,Iris-virginica
+33,4.788851318292941,3.3902486119197595,1.981450315043127,0.1859213228809879,Iris-setosa
+34,5.058717084062676,3.3745913166094077,1.7278504066974518,0.4294005527707092,Iris-setosa
+35,5.18097643880043,3.394581043506638,1.368384104111093,0.19726911182344142,Iris-setosa
+36,6.08406809154006,2.7903998594067256,4.6905579451272414,1.1769608387855033,Iris-versicolor
+37,5.793617951456169,2.7013054402580603,5.092509515402618,1.9199768552768837,Iris-virginica
+38,5.327758282702828,3.7164395079380457,1.5060081802174585,0.20090153603418245,Iris-setosa
+39,6.726827047150143,3.2894206656536373,5.72916208913732,2.0982077851121943,Iris-virginica
+40,4.865379941527694,3.0424657441628087,1.466724820529236,0.1000001044023374,Iris-setosa
+41,6.369650207159806,2.8803100719814156,4.321502667182942,1.281431494332979,Iris-versicolor
+42,5.670016020127356,3.795367450438758,1.5978691589487444,0.2945387921927486,Iris-setosa
+43,5.537548725462134,2.580679224126911,4.33238018433473,1.190701738166021,Iris-versicolor
+44,5.8162319953345065,2.8041413954845136,5.1414094017734175,2.3972427697230207,Iris-virginica
+45,6.443664721334743,2.927793217340908,4.299482377980977,1.33370615737262,Iris-versicolor
+46,5.551451857715122,2.4014257456911356,3.70732098573278,0.9727142716956856,Iris-versicolor
+47,5.139337836331264,3.574802190500446,1.4340367684810893,0.20141800043950564,Iris-setosa
+48,7.688230994848154,2.803680555810573,6.692478605467947,2.0227565567375954,Iris-virginica
+49,5.7941201524238775,2.811644151295892,5.098155953528864,2.4147121936416283,Iris-virginica
+50,4.880180626719252,3.0,1.4013089663224245,0.20247534430521488,Iris-setosa
+51,5.601089534030057,3.0,4.486881565397433,1.4660487208243007,Iris-versicolor
+52,5.491473695328511,3.0,4.3822168186559125,1.4176247404630307,Iris-versicolor
+53,6.315826364638185,3.306275301668271,4.6828879394643685,1.5713397393152735,Iris-versicolor
+54,4.59903097299138,3.560289609150077,1.0000004097391406,0.2009736363277365,Iris-setosa
+55,7.598504077918506,2.839529572011127,6.594207961370915,1.8969894606250317,Iris-virginica
+56,4.903945933434046,2.394998446771561,3.3291642964676864,1.0126027243813087,Iris-versicolor
+57,4.504537121377042,2.29097474716234,1.3163470666197599,0.39423821724329416,Iris-setosa
+58,4.4933426874659155,2.3354286707135765,1.2895423759681612,0.29792121029738455,Iris-setosa
+59,5.096033707336353,3.71611570637864,1.4809406227077995,0.414471543725306,Iris-setosa
+60,5.791065176058491,2.813894464164728,5.107262199346781,2.415490629817379,Iris-virginica
+61,4.905570819349027,3.0,1.4109022836525393,0.19989008433562483,Iris-setosa
+62,5.001860910518566,2.0000006762982396,3.5716966714669502,1.0005793648543042,Iris-versicolor
+63,6.309661593535879,2.680853553491916,4.862165577624333,1.8092471957475131,Iris-virginica
+64,5.1331941118203614,3.3048964667611243,1.5879138997527316,0.5311970324505223,Iris-setosa
+65,5.554212746288833,2.4112706508465873,3.709764995116699,1.032985299397289,Iris-versicolor
+66,6.714499840596753,3.2946441906833863,5.716908535311638,2.5,Iris-virginica
+67,5.907437943582142,3.1964932295452213,4.772161868391953,1.7856787805877608,Iris-versicolor
+68,5.925701847311705,3.2042599624205623,4.805170084742564,1.811925533342159,Iris-versicolor
+69,4.881385822504956,3.0230556356458247,1.4778427069394486,0.1,Iris-setosa
+70,5.058912128404139,3.5467913918088394,1.4045730394668934,0.20657396482891333,Iris-setosa
+71,4.804144629303741,3.4053956337016484,2.1365377147864013,0.1983247281393295,Iris-setosa
+72,6.22338140631305,2.2370064237455742,4.451617119635124,1.4171527886117268,Iris-versicolor
+73,6.108851709129056,3.13745902162055,5.153182707436158,1.9878170901407217,Iris-virginica
+74,6.115667728951201,3.3666302746572274,4.589589093644647,1.6114024477246438,Iris-versicolor
+75,6.073262498404099,3.2137149283110333,4.652342826170411,1.5610658636136447,Iris-versicolor
+76,6.677650266771219,3.2885585146004295,5.722992158724665,2.4999994327250503,Iris-virginica
+77,7.62568593303285,3.0,6.573328146583394,2.113766968445456,Iris-virginica
+78,7.24160073049108,2.9216801852088445,6.168428686591883,1.8055355062315146,Iris-virginica
+79,6.733948264637707,3.224559780812859,5.202314701977932,2.2252535054225757,Iris-virginica
+80,7.587100056333428,3.0,6.591595187836892,2.074965705684151,Iris-virginica
+81,5.790835221668644,2.797499066015858,5.085201222984647,2.418851251967391,Iris-virginica
+82,6.8693389136868,3.1093884525541435,5.10806031322726,2.275873029180632,Iris-virginica
+83,7.706576245142675,2.6037021993246925,6.9,2.304691073870368,Iris-virginica
+84,6.407788252153111,2.906704812852306,4.279042524409178,1.3179926657670324,Iris-versicolor
+85,5.818153495658735,2.8012087027959125,5.096997339490202,2.4006899104405086,Iris-virginica
+86,5.544975775159763,3.0,4.473794761587767,1.4741942129733818,Iris-versicolor
+87,5.996234137972625,2.208569161925005,4.008020158756395,0.9816833894430923,Iris-versicolor
+88,5.040633406625283,2.000000828030334,3.485684755619563,1.0191464061308768,Iris-versicolor
+89,6.499406472315437,3.0,5.792039963929122,2.171139263489542,Iris-virginica
+90,6.420213066893994,2.9025648223384857,4.326942228844013,1.2987301897357515,Iris-versicolor
+91,4.843623620123389,3.0,1.408686460352949,0.31294408646663024,Iris-setosa
+92,5.767209718746876,2.818551567964964,4.513890960597493,1.3140471813562988,Iris-versicolor
+93,4.893894510513663,3.115136125473054,1.4866056175167217,0.1,Iris-setosa
+94,5.5395672551482615,2.4924779109412163,3.859499869572384,1.0586096971393937,Iris-versicolor
+95,4.904801332220512,3.1117954430453567,1.5202290638022065,0.1000001139669585,Iris-setosa
+96,5.006898677568805,3.410639682414999,1.5762423782305564,0.3990793509245991,Iris-setosa
+97,6.721571448796304,3.1311993844378256,5.945493217333433,2.299798873635314,Iris-virginica
+98,5.9595553385795395,2.1686970453097656,4.000532791225135,0.9857381123007309,Iris-versicolor
+99,6.164935169849992,3.0,4.638465566387671,1.4362867091496123,Iris-versicolor
+100,4.797443398773131,3.0,1.371748422870681,0.33592641512453547,Iris-setosa
+101,6.727911319793254,2.5060913197415373,5.905161455135691,1.7976849725825357,Iris-virginica
+102,6.684950449729186,3.2777758681294578,5.682473544596913,2.5,Iris-virginica
+103,6.22230509847035,3.4137581278706697,5.3398571494274565,2.286003659466829,Iris-virginica
+104,6.721827345386656,3.281446343686575,5.680031799717671,2.4999995711953114,Iris-virginica
+105,6.331970141901647,2.732668387283547,4.877217156150708,1.7845537067432118,Iris-virginica
+106,7.352782223498961,2.8966771480434597,6.396995751781173,1.8106480377492733,Iris-virginica
+107,5.3857441898713825,3.8929402946248333,1.3706540017647189,0.3239246204962412,Iris-setosa
+108,7.297508564445432,2.899046891053774,6.3021026383288365,1.7943557353402788,Iris-virginica
+109,5.633569505539957,2.5077338232580706,3.9672238958507613,1.116939340287344,Iris-versicolor
+110,6.078061542029165,2.9073938008861226,4.503801308345446,1.4971827081853413,Iris-versicolor
+111,6.218902768307229,2.1752347139692625,4.538314522792727,1.5068253749432636,Iris-versicolor
+112,5.478867750597944,4.2,1.4040952591853155,0.20405580285466524,Iris-setosa
+113,5.821045541043615,2.71578641168221,5.086392758970704,1.8785838106321389,Iris-virginica
+114,5.918014296129159,2.9321164769873733,4.468906683394529,1.3977574918008935,Iris-versicolor
+115,5.415974498971818,3.4024886805964374,1.7271537034335145,0.2012825059228207,Iris-setosa
+116,4.823603566127841,3.0,1.4018985547835046,0.29794841270971023,Iris-setosa
+117,5.668429249299695,3.7732432735660177,1.7074769979183728,0.3605233367599849,Iris-setosa
+118,4.4,3.2198096494359136,1.2776288843125447,0.20238476612656278,Iris-setosa
+119,4.895626545071934,3.0,1.390649025164628,0.2002803368977402,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/21/test.csv b/iris/tab_ddpm/4_4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/21/train.csv b/iris/tab_ddpm/4_4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/21/val.csv b/iris/tab_ddpm/4_4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/22/synth.csv b/iris/tab_ddpm/4_4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9be832276af241b964348485b813d61b49b6f0fe
--- /dev/null
+++ b/iris/tab_ddpm/4_4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.300843735385889,2.6931515554569456,4.892079937737252,1.7982184648697344,Iris-virginica
+1,5.853975062664128,2.9049865655854563,4.477576013018315,1.4238868743475175,Iris-versicolor
+2,5.129431681292991,3.3011551984650973,1.6488471805741516,0.5842723911807894,Iris-setosa
+3,5.7873094741954905,3.122493602717282,4.777344254677161,1.727339944789031,Iris-versicolor
+4,5.973642275625167,2.2150102114818373,3.946216456343115,0.9807952154462538,Iris-versicolor
+5,7.67536349531423,2.800046362344368,6.668529550234189,1.9922711645746833,Iris-virginica
+6,5.218625258059245,3.7885823476426124,1.495607190245738,0.4394596889482192,Iris-setosa
+7,5.668497312656287,3.7954251201683933,1.7216841999392014,0.3173347557236496,Iris-setosa
+8,6.11986097427384,2.8085129753277616,4.6417023314893955,1.1635504311831366,Iris-versicolor
+9,6.642336695317737,3.2926311030541386,5.6616113291920325,2.096178011888267,Iris-virginica
+10,6.030123522137763,2.890590340483706,4.520459647968589,1.4786826495511318,Iris-versicolor
+11,6.102592779450981,3.206379468385372,4.723038167254389,1.653948650096416,Iris-versicolor
+12,5.478148274839943,3.0,4.495223195048132,1.5018077110689219,Iris-versicolor
+13,6.314548420402634,2.9098703193746367,5.5920561941760365,1.7895541163488393,Iris-virginica
+14,5.3896398269952455,3.4295041319640265,1.4492774575083391,0.32060587142990266,Iris-setosa
+15,6.048159984126616,2.803776234512555,4.719950672164537,1.2231128271448979,Iris-versicolor
+16,4.845766743566209,3.0085630211735346,1.448273784096967,0.10000009151389287,Iris-setosa
+17,6.716209608124084,3.0949799456306226,4.671941469681279,1.5107388905060495,Iris-versicolor
+18,6.5623049696111115,3.0,4.3734050280346635,1.38205250001467,Iris-versicolor
+19,5.954886957601504,2.242293780789325,3.992905068731722,1.0373768342770535,Iris-versicolor
+20,6.511619927989633,3.0,5.472309300895313,1.79985482397029,Iris-virginica
+21,5.586433448738692,2.954328522827737,4.479888239996196,1.403728486656618,Iris-versicolor
+22,7.584847830419833,3.0,6.566519495387577,2.118663402552312,Iris-virginica
+23,6.5075517471999245,3.206522873302596,5.104376501583779,2.0175978242768142,Iris-virginica
+24,5.595604791924942,2.4284594580091823,3.796153646829014,1.0520572989819121,Iris-versicolor
+25,6.157344051686174,3.0,4.606107735617819,1.372646541014066,Iris-versicolor
+26,7.498721557413246,2.858352015464089,6.490837648749407,1.8563659383616713,Iris-virginica
+27,4.792941746374525,3.0,1.3611866583775891,0.10000013746075265,Iris-setosa
+28,6.716024794354722,3.3072841550118666,5.796368390226775,2.5,Iris-virginica
+29,4.582660554387967,3.2014099022121836,1.3758544441459513,0.20043738733964284,Iris-setosa
+30,6.67958540439793,3.0859561139109517,4.6769328016738285,1.4986908072837624,Iris-versicolor
+31,5.524202308797128,3.0,4.5243394618609685,1.5497700150475324,Iris-versicolor
+32,6.751758308335466,2.8055001941685846,4.813898282295787,1.4329608250265093,Iris-versicolor
+33,5.0095754979844225,3.0,1.5732550833928145,0.2031435076797419,Iris-setosa
+34,6.749392235002438,3.2495935632132307,5.7779157582426794,2.123913219415419,Iris-virginica
+35,5.645585295856589,3.0,4.164841894986823,1.1920109956576719,Iris-versicolor
+36,5.586493882530143,2.9386157373058674,3.667369489027468,1.3185405852600471,Iris-versicolor
+37,7.646352142136393,2.819881259519565,6.6388063533673245,2.0127931646805215,Iris-virginica
+38,7.714016316119194,2.5991798039702454,6.899998725123547,2.2911446746979025,Iris-virginica
+39,4.811040633501247,3.4011063376833173,1.5681547028374907,0.20066581220043408,Iris-setosa
+40,5.638448558113312,2.5334843767825506,4.004242712653483,1.1168629060636068,Iris-versicolor
+41,5.507989630844812,3.0,4.501125683057314,1.4961106805541546,Iris-versicolor
+42,6.692344880799466,3.0,4.975755987534364,1.7020552756709142,Iris-versicolor
+43,6.044492214616426,2.927555628572235,4.51959017363643,1.4422956667088818,Iris-versicolor
+44,5.750387151739771,2.7994544531605854,4.520762521195404,1.2771083511056938,Iris-versicolor
+45,5.5191168671750255,3.0,4.486993036240402,1.51529828784623,Iris-versicolor
+46,5.324961239209402,3.411723172733729,1.4969251946172595,0.20212046057989408,Iris-setosa
+47,6.006931402269794,2.2074685261906515,4.064200463023101,0.9903305184671685,Iris-versicolor
+48,6.828178165726231,2.8006942320492434,4.8145879404677325,1.4048887721493009,Iris-versicolor
+49,7.714133097589083,2.601325704297337,6.9,2.2852642643626813,Iris-virginica
+50,5.010405535452169,2.0000008416812984,3.574672140874475,0.9955263278806248,Iris-versicolor
+51,6.645409498476666,3.2941863260084783,5.7837662190619445,2.4999987294760015,Iris-virginica
+52,5.794114767644865,2.6999147811619406,5.132727027172858,1.8881981273421589,Iris-virginica
+53,4.968390596569354,3.401453058141495,1.922299952149706,0.3107064108234959,Iris-setosa
+54,4.925723211039113,3.0,1.3670432169764193,0.19402280161496757,Iris-setosa
+55,6.28396468473865,2.6854168152281717,4.916553787116002,1.813730369612071,Iris-virginica
+56,6.2184360871160305,3.384902897842202,5.393044235714455,2.292997082312368,Iris-virginica
+57,4.898207285436541,3.0,1.4016731301462622,0.20047360744112977,Iris-setosa
+58,6.067210676638754,2.8386497325945967,4.542860265225444,1.2915715417999165,Iris-versicolor
+59,6.67433015864485,3.3111165245022236,5.6924773394449675,2.499999590387956,Iris-virginica
+60,6.319208685014911,2.712045390855255,4.891008831778887,1.797491349341246,Iris-virginica
+61,5.6238613240311555,3.0,4.151764395018825,1.314289515663228,Iris-versicolor
+62,5.037039880097244,3.5771867051510746,1.3840417293894602,0.2000352597070601,Iris-setosa
+63,7.692891195667599,2.5984211238454775,6.9,2.3009105094922173,Iris-virginica
+64,5.9646249881404945,3.0,4.478672030622485,1.3232860046400396,Iris-versicolor
+65,6.293825525003755,2.4687457331708096,4.996746293848389,1.9122524073914504,Iris-virginica
+66,6.686459535730448,2.494941634036218,5.812732032652631,1.788533270082751,Iris-virginica
+67,5.732845210057289,2.8850403171221273,4.491137527067568,1.370899327109643,Iris-versicolor
+68,5.076452315389695,3.3467880712585623,1.7237845076339746,0.5501953756382458,Iris-setosa
+69,5.517421857270069,3.7684111599129633,1.5422130471005824,0.23874185977191673,Iris-setosa
+70,5.999290771962194,2.8158482179622393,4.695747076922982,1.2428016229742378,Iris-versicolor
+71,4.514684991415464,2.358620730531714,1.2989721748245966,0.3363529618214678,Iris-setosa
+72,5.7867468698030695,2.8017553665195076,5.193304490044354,2.39907167195149,Iris-virginica
+73,4.496909521416507,2.3486195697672465,1.2767319308180518,0.29442405039367703,Iris-setosa
+74,5.539073469285579,2.445544572285221,3.7634800571152214,1.036113220966418,Iris-versicolor
+75,4.816122946118067,3.0,1.404313425526424,0.10000009362682086,Iris-setosa
+76,4.987360874320463,2.0,3.5521472901241866,0.9680108671517063,Iris-versicolor
+77,7.472606545923477,3.0,6.455757008462382,2.116157597829725,Iris-virginica
+78,5.36855444283677,3.38945932558216,1.7713561152031563,0.1996156786279658,Iris-setosa
+79,4.4,3.197609788117515,1.257305658773841,0.19463401933300706,Iris-setosa
+80,5.015323759936518,3.6080838876739185,1.400765973099982,0.20196082521191241,Iris-setosa
+81,5.627004494222446,2.969479603205473,4.2272796036266245,1.3218499839653248,Iris-versicolor
+82,6.791921764662235,3.1988552157086443,5.8861902708175755,2.327426190610456,Iris-virginica
+83,4.601992274280459,3.1990057265446397,1.4048904146146328,0.19653654763551626,Iris-setosa
+84,6.384918595074745,2.3504499958076526,4.4769921252238785,1.315786518089329,Iris-versicolor
+85,7.899998233537498,3.739519483007231,6.3990815692917575,1.997427058616529,Iris-virginica
+86,5.843326274686023,2.7265153553831807,4.159118189664566,1.0176069230322182,Iris-versicolor
+87,6.931179159203083,3.1229118857969453,5.179636222587033,2.2920735529755643,Iris-virginica
+88,6.938884864632293,2.5706641983847494,6.0843261622346425,1.812197324766725,Iris-virginica
+89,5.659496656888352,2.9459103440010797,4.014207140412166,1.3111795889278923,Iris-versicolor
+90,4.825609812026299,3.0,1.3770616535479705,0.1,Iris-setosa
+91,6.7046955469187655,3.122102284430096,4.701973443527091,1.4973674092360998,Iris-versicolor
+92,5.738173847116172,2.997885317620984,4.282384480544868,1.2991416458683183,Iris-versicolor
+93,4.817641423724701,3.0,1.3960322075569636,0.3948419475048342,Iris-setosa
+94,6.428246576428845,3.0,5.485957497754054,1.8045909225668786,Iris-virginica
+95,5.761326826362496,2.7827710936485697,4.09874527221352,1.1246564823628669,Iris-versicolor
+96,4.891925009209349,3.0,1.4035121005453575,0.20207147610500942,Iris-setosa
+97,5.015378535781615,3.5431963977685195,1.4021766419768675,0.20111896633804022,Iris-setosa
+98,5.680367788692959,2.9654538829098405,4.173768341263446,1.2728038319146953,Iris-versicolor
+99,6.13312539652825,3.0,4.609564123758158,1.4164323529845144,Iris-versicolor
+100,6.841461929316159,2.813250451279464,4.7998891227303275,1.410333645886177,Iris-versicolor
+101,4.807088957586961,3.0,1.4003587826107913,0.1,Iris-setosa
+102,4.602378869406244,3.53269369510109,1.0000003992152229,0.20819513981244225,Iris-setosa
+103,5.602352817069672,3.0,4.232254979120405,1.3225330257011836,Iris-versicolor
+104,4.8098584551394525,3.4070354176602673,1.7678263035237152,0.1953937670384745,Iris-setosa
+105,4.987776251079733,2.00000048110828,3.529488786262438,0.9533118634290596,Iris-versicolor
+106,6.843672351464738,2.787269651741658,4.800915986347521,1.4023864506309476,Iris-versicolor
+107,6.709914813083144,2.4748102421038745,5.865735709150651,1.816682548823409,Iris-virginica
+108,5.587590177997425,3.0,4.114264959954873,1.2954038182554233,Iris-versicolor
+109,5.453554854014358,2.3790233949061212,3.663201101917606,1.0104576245769188,Iris-versicolor
+110,6.490132842050483,3.0,5.794581542086954,2.2039852079255877,Iris-virginica
+111,5.488351962051065,4.2,1.3842355427732953,0.20342067981663606,Iris-setosa
+112,7.2854018138141905,2.9035808078522147,6.30250022965498,1.8048947885773754,Iris-virginica
+113,5.009230953642003,2.0000006350890804,3.5977666819427907,0.9330365337942723,Iris-versicolor
+114,7.899998169609263,3.7998429585100744,6.3233237898258325,2.0356203906926944,Iris-virginica
+115,6.824085340553277,3.0874060441782447,5.4643566588565635,2.2645109716474834,Iris-virginica
+116,6.59996938700774,3.3580992442971205,5.622713709205643,2.1212424187878094,Iris-virginica
+117,5.526376402488592,2.6477353842924987,4.43577692536458,1.233828617720826,Iris-versicolor
+118,5.776486172278092,2.6972089353382396,5.119144620932907,1.8988517787757542,Iris-virginica
+119,4.8717844962485835,3.0406181701352533,1.4629415248107458,0.10000009804935095,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/22/test.csv b/iris/tab_ddpm/4_4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/22/train.csv b/iris/tab_ddpm/4_4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/22/val.csv b/iris/tab_ddpm/4_4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/23/synth.csv b/iris/tab_ddpm/4_4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..69a4091bfad456e19b9b018ff71b9159602c94ff
--- /dev/null
+++ b/iris/tab_ddpm/4_4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.010763811765818,2.0,3.4702319015696057,1.0167377157151176,Iris-versicolor
+1,6.625046518442728,3.0,4.418988061266957,1.412272585695485,Iris-versicolor
+2,6.188081926848938,3.3586517129002704,4.595232127235114,1.6150293752015603,Iris-versicolor
+3,5.64226457369611,2.7155013906307834,4.404262789965735,1.268895757713351,Iris-versicolor
+4,7.615899681540381,3.0,6.628664434676646,2.084808032448432,Iris-virginica
+5,5.924855052416827,3.217095717650035,4.78760606587004,1.811457549310073,Iris-versicolor
+6,4.903527390825917,3.103060407663392,1.501271677335286,0.1,Iris-setosa
+7,6.207056041481273,3.3791301670486287,5.37888460570101,2.2826725239963954,Iris-virginica
+8,6.693600884031962,3.2976476014570073,5.7893155125014015,2.5,Iris-virginica
+9,5.398173201496629,2.3968570046209714,3.671757302347972,0.9326829186274861,Iris-versicolor
+10,5.122740519961934,3.280655516940961,1.637879776383736,0.538668366584365,Iris-setosa
+11,5.441732512779313,3.0,4.545821430315623,1.4832025503178656,Iris-versicolor
+12,5.998704890451259,2.1878320460224874,3.9457913995869798,0.9978967602333426,Iris-versicolor
+13,4.827962419134595,3.4001856780304727,1.943811037730104,0.19925852244299175,Iris-setosa
+14,6.784958652799702,2.7797110286907882,4.7970445629859455,1.3960754005541973,Iris-versicolor
+15,7.6665941490983105,2.8121358582847216,6.659602671457724,1.9850670250091542,Iris-virginica
+16,6.625350021530872,3.2474891157233974,5.510824492208449,2.05283410664033,Iris-virginica
+17,4.6303092577716605,3.2354411754636225,1.40378980235693,0.19738288381087493,Iris-setosa
+18,6.697821702175575,3.0,4.997070481613823,1.7151574811022738,Iris-versicolor
+19,6.0383678445077065,2.208513735216261,4.005318594539055,1.0269037583952323,Iris-versicolor
+20,6.795923292800227,2.8010390895916113,4.776608820077364,1.406308208246017,Iris-versicolor
+21,5.902790303180154,2.8765150158872803,4.492389804834035,1.4775621519680098,Iris-versicolor
+22,4.986881207046062,3.0,1.557293299161703,0.19974703837900443,Iris-setosa
+23,5.116567069214966,3.5025163383583946,1.3889295383732851,0.19421268895353572,Iris-setosa
+24,5.549291512069881,2.486193724240276,3.8602891162411574,1.1028308893691972,Iris-versicolor
+25,6.662034430986294,3.295302141456217,5.656475646505914,2.0856737537487784,Iris-virginica
+26,6.698955515567603,3.120625498341205,4.652527696380391,1.4883750086659677,Iris-versicolor
+27,6.78241648353887,2.808931589630466,4.765842585266368,1.3881813557918876,Iris-versicolor
+28,6.432838910587569,2.9177569379017294,4.260763687965206,1.319660771277431,Iris-versicolor
+29,7.899998355331914,3.767853067136548,6.395676591460537,1.973705869465642,Iris-virginica
+30,4.4,3.1965427023195976,1.2783718697099888,0.20639062171765088,Iris-setosa
+31,5.183442292520008,3.4305553841349403,1.3785096089561277,0.19954614993924857,Iris-setosa
+32,4.7812313971696625,3.400795288121168,1.8909012752954233,0.20246083739160176,Iris-setosa
+33,6.713738961471656,3.086485869732025,4.636477413488612,1.477587909450426,Iris-versicolor
+34,6.707465061436018,3.2988850929469846,5.714298805366698,2.49999963923037,Iris-virginica
+35,6.8650953500097645,3.112187936357009,5.094139077976216,2.3056113652940375,Iris-virginica
+36,4.990351256021998,3.4208051554147825,1.5756496395976534,0.40296447502566907,Iris-setosa
+37,4.595287394742949,3.606483100361032,1.0000004617123284,0.19673387168887568,Iris-setosa
+38,7.899968633079981,3.5107327621431548,6.29657172226397,2.0305237141233476,Iris-virginica
+39,4.872668309308623,3.0366379738830345,1.4680564335622068,0.10000009756328451,Iris-setosa
+40,4.4,3.2169170631995403,1.2730606837786573,0.194888686599744,Iris-setosa
+41,5.753976015042336,2.8006129426637765,4.531930200475165,1.2978538116196972,Iris-versicolor
+42,5.0934851058103625,3.5586714911360415,1.3963650598222865,0.21051527292025204,Iris-setosa
+43,4.80586364745718,3.394547416510039,1.6973054444200268,0.19886718569889555,Iris-setosa
+44,4.896535476398751,3.446478146685875,1.5242569054028832,0.20142156837816552,Iris-setosa
+45,5.923804935734861,2.9423169132490856,5.280179021403343,1.8094365613934893,Iris-virginica
+46,5.887751271549147,3.2028073113327133,4.805660033516914,1.8067784755411742,Iris-versicolor
+47,5.583959132182705,2.8640556302870857,3.4908154683303323,1.280667172327982,Iris-versicolor
+48,4.500682649570095,2.3133261144452084,1.308414788282126,0.30970493781155883,Iris-setosa
+49,6.692451204596172,3.0732915336763926,4.664949945127775,1.4738302879815495,Iris-versicolor
+50,5.710354524086759,2.8635426635069905,4.069387316347512,1.2853979161618412,Iris-versicolor
+51,6.233085867684077,3.385216512740781,5.368666289133181,2.2997340571073748,Iris-virginica
+52,6.300195347633053,2.5594526201708283,4.980275185746268,1.8748108850006888,Iris-virginica
+53,4.496749788680225,2.2863880855537846,1.284262231294793,0.2960091974975258,Iris-setosa
+54,6.725091578361751,2.4527155209608145,5.923625929055965,1.8054217737425013,Iris-virginica
+55,6.115761975115262,3.397910651645364,5.355660690002953,2.2839192209795782,Iris-virginica
+56,6.278094273757796,2.668548704124219,4.9360042313473595,1.8061895001316386,Iris-virginica
+57,4.603501480436153,3.1929925078696395,1.39996544298951,0.20336022531378362,Iris-setosa
+58,4.503159220139793,2.3252192112508814,1.2978983181210655,0.2929164897344346,Iris-setosa
+59,6.143870752660948,2.198934770481058,4.4826891877620865,1.517185511196606,Iris-versicolor
+60,6.697936245409197,3.3005084848066666,5.656411709372046,2.4999996044629897,Iris-virginica
+61,6.715736734815413,3.0,5.011389500542293,1.7095759862169362,Iris-versicolor
+62,7.27849926161309,2.9217488275786683,6.210304505613858,1.7822423124794895,Iris-virginica
+63,6.6916549492890605,3.2996118332420656,5.642104754432922,2.5,Iris-virginica
+64,6.3938598711000125,2.9023750392407517,4.493676838617417,1.4734089652796667,Iris-versicolor
+65,6.345522537506896,3.0,5.1742699837220885,1.7972872410695797,Iris-virginica
+66,5.520211818533734,2.405351199105408,3.6632713293042696,0.9907418596975268,Iris-versicolor
+67,5.151485853988948,3.643629545513726,1.4637428928968443,0.20079475604463082,Iris-setosa
+68,7.702970236168393,2.6159185783388654,6.9,2.300584078488863,Iris-virginica
+69,5.001383034273652,3.6315537256376427,1.3887743416876173,0.2047001907010329,Iris-setosa
+70,7.736778909091035,2.780201874455022,6.733241038203627,2.0059660261043346,Iris-virginica
+71,5.79592148399337,2.7157025530862526,5.119105434479421,1.9083931299903982,Iris-virginica
+72,6.048550417021094,2.892110110339759,4.5285148724641315,1.526535124695186,Iris-versicolor
+73,6.217013724866365,3.0,4.589706243160777,1.4028355985893664,Iris-versicolor
+74,4.8954025497518145,2.367190471329548,3.3804373643551675,1.0326522175668333,Iris-versicolor
+75,6.08664187838388,2.817409718707369,4.644300169474855,1.2831381097189891,Iris-versicolor
+76,6.6820449442683945,3.0413871777696904,5.906415977735529,2.2824843418600778,Iris-virginica
+77,4.499092425022902,2.2802316173009407,1.290373492655865,0.32363490131144385,Iris-setosa
+78,6.478972510067206,2.933770074050666,4.326606681460976,1.3278701987348032,Iris-versicolor
+79,5.577779373509799,3.0,4.517198472738948,1.4659251029776246,Iris-versicolor
+80,6.352059807268726,3.172442388040369,4.759874459954661,1.5777329365855766,Iris-versicolor
+81,5.8019106344559415,2.7035891925193853,5.092969513610608,1.9009073584087557,Iris-virginica
+82,7.28180319549269,2.9078272323437613,6.332844625507534,1.805148564629555,Iris-virginica
+83,5.576064073179619,2.6852550533750237,4.460499776920379,1.266691494546454,Iris-versicolor
+84,5.590599570779361,3.0,4.20483925460469,1.2903907639449523,Iris-versicolor
+85,6.259221833840049,3.3791544718367863,5.350245250897199,2.2862746567165746,Iris-virginica
+86,4.778747808686572,3.0,1.4006090815462524,0.29386185198995424,Iris-setosa
+87,4.790799523884873,3.401003249324751,1.6139915779565668,0.1977560023887452,Iris-setosa
+88,5.897716974972279,3.193988858142435,4.8295887009210015,1.8050778068806954,Iris-versicolor
+89,7.642887080524897,3.0,6.653325322036533,2.0767537280348494,Iris-virginica
+90,6.709323801232489,2.509767921097415,5.806081588608491,1.8011130753600644,Iris-virginica
+91,6.534027733991726,3.0,5.764999517275413,2.1388021403863546,Iris-virginica
+92,5.848624346201979,2.9055235941834083,4.445558115186655,1.429311368738485,Iris-versicolor
+93,6.27280041459741,2.5300328259938496,5.045144508542711,1.8977341915478554,Iris-virginica
+94,5.130793772237,3.729473338620891,1.4987463785536375,0.49082251976685576,Iris-setosa
+95,4.598840077871783,3.1863542318237497,1.3894872793984105,0.19760579020040686,Iris-setosa
+96,5.7191775693992,3.0,4.203645161201116,1.176101035522005,Iris-versicolor
+97,5.7670968599269745,2.799210342237991,4.533563304882084,1.2938306630753047,Iris-versicolor
+98,5.57788652183176,2.896784469574115,3.609772313459354,1.30903491240653,Iris-versicolor
+99,6.323660425708749,2.700084189556011,4.895194727995603,1.7887384758466256,Iris-virginica
+100,6.69299858333402,3.3108327854071944,5.678130171613191,2.0799843170390107,Iris-virginica
+101,7.1742443518154895,3.0,5.967720159179483,2.1286558210530577,Iris-virginica
+102,7.683844394886989,2.6068992157187143,6.899998415479924,2.2982047504714957,Iris-virginica
+103,6.250336604427708,3.1178419121535232,4.734585643889888,1.5956080357962446,Iris-versicolor
+104,5.60699862857051,3.8283906702369164,1.5473386302904326,0.29256238862168615,Iris-setosa
+105,6.525823120803105,3.304114694121448,5.56835854410564,2.160643623607419,Iris-virginica
+106,6.730128873501537,3.368120385066357,5.738124584467105,2.5,Iris-virginica
+107,4.400000750194909,3.199014543867238,1.3083663792997868,0.20314352863446158,Iris-setosa
+108,7.730618806836552,2.7906081758508186,6.721059084081527,2.0069287514964538,Iris-virginica
+109,6.321044673968955,2.681480139891666,4.899812868243653,1.8027671552517053,Iris-virginica
+110,4.74416086892604,3.057934966093691,1.4017320833987261,0.2180127184494368,Iris-setosa
+111,5.964376844676882,3.2225674753797207,4.797073094290077,1.783020213623437,Iris-versicolor
+112,5.237529081627771,3.414204384955919,1.4049030451027318,0.20292469400336602,Iris-setosa
+113,6.161116175323384,3.0,4.631782220656222,1.41728769785795,Iris-versicolor
+114,6.5537765615725565,3.257558969088932,5.283303337652531,2.0523673807586973,Iris-virginica
+115,5.310761290917136,3.375868833757017,1.7526528647406188,0.2024491100392388,Iris-setosa
+116,5.783743489844834,2.808685159989474,5.050109170350494,2.4037799725693296,Iris-virginica
+117,5.699768872890837,3.7520778547128844,1.6933532872001327,0.285223178357462,Iris-setosa
+118,4.900939646687558,2.4038180720574727,3.306753969521691,1.0150083536212362,Iris-versicolor
+119,5.517139493997452,3.0,4.482595743135962,1.4974328089899958,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/23/test.csv b/iris/tab_ddpm/4_4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/23/train.csv b/iris/tab_ddpm/4_4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/23/val.csv b/iris/tab_ddpm/4_4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/24/synth.csv b/iris/tab_ddpm/4_4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9b45859e55d3e1e128f34278598690d3113f77c3
--- /dev/null
+++ b/iris/tab_ddpm/4_4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.792771033738778,3.405418325658978,1.7662477768643357,0.1983892177929762,Iris-setosa
+1,5.454511059032689,3.0,4.505146137238936,1.4957816545340092,Iris-versicolor
+2,6.819082957408826,3.0781417966351223,5.13955963596907,2.294265801019476,Iris-virginica
+3,7.694741776483051,2.5900630385149865,6.899998186861714,2.287918710612122,Iris-virginica
+4,5.360404112084796,3.0,4.475138300443625,1.4860784234312905,Iris-versicolor
+5,4.794238626953531,3.3777799222476017,1.5837251146642373,0.19850084533036239,Iris-setosa
+6,6.2662710669741815,2.630833814021038,4.943490557204092,1.8159186921170052,Iris-virginica
+7,7.899998907345027,3.81427371320184,6.417971306873913,2.0079702522863747,Iris-virginica
+8,6.77440641177237,2.8500561680788223,4.763315216308693,1.46329799131166,Iris-versicolor
+9,5.81214417617829,2.9249322470752888,4.333070092326724,1.3242943055019603,Iris-versicolor
+10,5.565755842905097,2.4825611307767455,3.849095805609002,1.0816868163571935,Iris-versicolor
+11,5.650642172440644,3.0,4.11737956891913,1.250922337789675,Iris-versicolor
+12,6.118494553458004,2.7918854801496344,4.721297365378069,1.2171761976796034,Iris-versicolor
+13,5.733175873474613,3.0,4.165387722900896,1.245172819478395,Iris-versicolor
+14,7.517878401522751,3.0,6.522123373238054,2.0842527385152505,Iris-virginica
+15,5.910684758170453,3.0,4.514611093118962,1.3688900146886236,Iris-versicolor
+16,7.512343735017083,3.0,6.495906764033892,2.0643291443103027,Iris-virginica
+17,5.703342482628403,2.6056611465737123,3.9877673146326,1.0002099197006733,Iris-versicolor
+18,5.385495218878338,3.3901153889214046,1.6438493144779873,0.20299451741410646,Iris-setosa
+19,5.917886564017362,3.0,5.149836599060754,1.794010125928881,Iris-virginica
+20,4.597452694258882,3.6307786582384183,1.0,0.19711248648723598,Iris-setosa
+21,5.7874235381575225,2.790790263120405,5.092575285217843,2.397123832419014,Iris-virginica
+22,6.698262650293766,3.0992403183019075,4.688987524617992,1.4994662163106702,Iris-versicolor
+23,4.4,3.1070763513883484,1.315290466496853,0.20624744772348605,Iris-setosa
+24,5.508047780441262,2.4079440250974105,3.6791212822133685,1.0276796905358438,Iris-versicolor
+25,5.203522233419745,3.4169953535765925,1.3990288349197824,0.19959538272204025,Iris-setosa
+26,4.890226128453223,3.0,1.3795920204513294,0.20375624176029022,Iris-setosa
+27,5.222745733728486,3.5111014002150003,1.4694922275790727,0.19572524086891605,Iris-setosa
+28,6.782938917227488,3.1868887319158175,5.8507145403758845,2.244361273143159,Iris-virginica
+29,4.4,3.2169268502317365,1.2774168253696665,0.20213317996671448,Iris-setosa
+30,5.582122761556446,2.62950236573324,3.7240779230992316,1.1665874579684499,Iris-versicolor
+31,4.892773259611818,3.0703762535284285,1.469837988385016,0.1,Iris-setosa
+32,6.573381671033022,3.0121666953504285,5.457986019435702,1.8701712733452598,Iris-virginica
+33,4.9793150842132174,3.6155466492717796,1.381775880522039,0.20232308425864115,Iris-setosa
+34,6.718144014670635,3.3112971224518506,5.77423870988725,2.5,Iris-virginica
+35,5.6117930595916174,3.0,4.17300536285488,1.28206629269035,Iris-versicolor
+36,5.620962082291132,2.4905762809509784,3.8576263536656517,1.0777232255268054,Iris-versicolor
+37,5.4593060520297465,4.199999160550286,1.3877236186148552,0.2045123536369486,Iris-setosa
+38,6.613679886126792,3.0,4.425621856825895,1.462242197625029,Iris-versicolor
+39,6.0155764222260055,2.913679669598798,4.534314790858311,1.538326584863825,Iris-versicolor
+40,7.422406167732821,2.9739508726200103,6.353441315145011,1.9470311501833732,Iris-virginica
+41,5.841638481191498,2.7218596757093545,5.089984967316606,1.8988697603832643,Iris-virginica
+42,6.318931747362866,2.7252629392177656,4.878173294442925,1.7994308232995089,Iris-virginica
+43,5.954497320199087,2.215849031812999,3.9703371032049444,0.9628692937057675,Iris-versicolor
+44,5.027676691889873,2.0,3.48388068004464,1.045461972160081,Iris-versicolor
+45,6.4739477467503095,2.9546595130082776,4.317756852766414,1.3614452080096597,Iris-versicolor
+46,5.094661333649938,3.319570405419491,1.77152645894513,0.44424969487378085,Iris-setosa
+47,4.9099151288328216,3.0,1.4036067778805092,0.20243346991296435,Iris-setosa
+48,5.825911597192284,2.6965185275363366,5.09820598445968,1.8889954165105116,Iris-virginica
+49,6.687119882986271,3.086676515327749,4.678581013993811,1.4916647495219069,Iris-versicolor
+50,6.271149518180963,2.2680724657943494,4.495995250988369,1.3864519202222554,Iris-versicolor
+51,5.33144757172467,3.716188646392597,1.4070795468257384,0.37368046778604125,Iris-setosa
+52,5.067064872735132,3.358038348094734,1.5513391356757653,0.4806518355793986,Iris-setosa
+53,6.937283988101516,3.114226602449519,5.083750792744421,2.308963234275196,Iris-virginica
+54,6.202043289485303,3.2928258972758364,4.667297624508049,1.637971530480404,Iris-versicolor
+55,6.555246029678973,3.0,5.817105871427381,2.1954497582558465,Iris-virginica
+56,5.556693002039474,2.4454096666119636,3.828988102306941,1.0251323274449324,Iris-versicolor
+57,5.741709105240274,3.0,4.283154478961471,1.2925026492314287,Iris-versicolor
+58,5.838596974066965,2.729713863982878,5.062765076448108,1.8914609151569146,Iris-virginica
+59,5.918137255092016,3.1925405930621484,4.792530874955945,1.795638401766947,Iris-versicolor
+60,5.110845453615443,3.4904654085230207,1.380036006117753,0.2023639324318149,Iris-setosa
+61,6.690890515198257,3.1176850234208966,4.683106600388926,1.5058027701591952,Iris-versicolor
+62,5.52471490894646,2.4003443431899694,3.7576397586324317,1.0345758346392662,Iris-versicolor
+63,6.421199598275108,3.2658961765667978,4.751684951656326,1.5926394520647833,Iris-versicolor
+64,4.839559908720274,2.4498326139780655,3.123180974624777,1.0035457977544067,Iris-versicolor
+65,6.120612717024726,2.9104430234091865,4.464465473754518,1.374614396962098,Iris-versicolor
+66,5.093589923827889,3.267308503366407,1.6724410416765516,0.3986216576475805,Iris-setosa
+67,5.650453035267962,2.5119375316483086,3.9215372567141378,1.124336609287181,Iris-versicolor
+68,6.737043284026108,3.0588204661418503,4.765883825406675,1.5450752971310753,Iris-versicolor
+69,4.900077441781396,3.0,1.4000412208093203,0.19758266625395252,Iris-setosa
+70,5.609055225814668,2.4438283124853806,3.8723404110647426,1.0082117320287556,Iris-versicolor
+71,4.812439235640872,3.0,1.4129363432260427,0.3492908963259874,Iris-setosa
+72,5.3535892843513295,3.872000007808823,1.311360821189173,0.453534585856861,Iris-setosa
+73,6.690722239581552,3.3032239415666282,5.6479691740236495,2.5,Iris-virginica
+74,6.713359986204556,3.299371174020402,5.7397955954714615,2.5,Iris-virginica
+75,6.2609899341130415,2.8919394700159184,5.583605792056568,1.8076161616464326,Iris-virginica
+76,6.1888181292635265,3.394808141772279,5.387853370919704,2.29887953890665,Iris-virginica
+77,6.028296664289229,3.397397852736848,4.525210632940793,1.6029000549175043,Iris-versicolor
+78,5.309119805901128,3.38152943929597,1.5196815154462673,0.46164731175967577,Iris-setosa
+79,6.472623078281629,3.0,5.78508005456922,2.1773209840555503,Iris-virginica
+80,4.9071023381699925,3.0,1.4034087010004606,0.1977783521488301,Iris-setosa
+81,7.313984088949,3.036865265260099,6.3270950736456415,2.186637647465451,Iris-virginica
+82,4.992775830367771,3.404306529840969,1.6220383210618732,0.372064975061866,Iris-setosa
+83,5.619448584286934,2.5181061879153748,3.809105810853447,1.120641103465434,Iris-versicolor
+84,6.272258682286044,2.6429413766193552,4.946199992452628,1.8349907439060713,Iris-virginica
+85,5.576272125319063,2.441759465114017,3.801961874219737,1.0813695143706938,Iris-versicolor
+86,4.778829747226121,3.4013540581495536,1.559972276112969,0.1953465858210045,Iris-setosa
+87,5.5635515255367896,3.0,4.497268774436229,1.4560127117280783,Iris-versicolor
+88,5.513178042575822,3.0,4.345685804775703,1.4118770425900546,Iris-versicolor
+89,6.195563041371592,2.202280975492095,4.4636571809554475,1.4866927680775142,Iris-versicolor
+90,6.249388442122951,2.8597374819716257,4.699885412606623,1.2806667858953114,Iris-versicolor
+91,5.3534876266875315,3.835151935746647,1.3562206278402433,0.31753578687488404,Iris-setosa
+92,6.719220920639832,3.1680567110685933,5.378092245867165,2.1171709013081528,Iris-virginica
+93,5.3033930322677545,3.348651211802267,1.5322330834443258,0.3872872286179988,Iris-setosa
+94,5.921102844066837,3.0,5.160270784836661,1.790163881323121,Iris-virginica
+95,5.002099503888908,2.00000045951859,3.0805729226597167,1.0223603426691286,Iris-versicolor
+96,6.4972856444062685,3.187570739818188,5.101834962688469,2.016919625586075,Iris-virginica
+97,5.12045841567268,3.2903445429356872,1.6016851833966257,0.4795182266595824,Iris-setosa
+98,5.67573483509888,2.686762261472353,4.087841966159619,1.1531331585290903,Iris-versicolor
+99,6.696988897373894,3.286764777779709,5.6761672054989685,2.4999996131797126,Iris-virginica
+100,5.347600301322932,3.3905118475327467,1.5240806138371958,0.41865829367091656,Iris-setosa
+101,7.663781214626164,2.812621805397517,6.712592502143555,1.982810291888996,Iris-virginica
+102,4.792267269826767,3.3914511078155445,1.6560726271760433,0.19786780789525632,Iris-setosa
+103,6.713980035079737,3.255188656376143,5.693550541611999,2.5,Iris-virginica
+104,6.7130475562096255,3.3151701868609313,5.724192473861838,2.5,Iris-virginica
+105,6.524980229168311,3.0,4.337991655422657,1.3519154130904456,Iris-versicolor
+106,5.785635135618759,2.7988477501068934,5.076761054464983,2.4035829207622865,Iris-virginica
+107,5.995635733923389,2.205845049048057,4.000688773843555,0.9783740389480557,Iris-versicolor
+108,6.708702599530278,2.502144974405236,5.778991900666891,1.8278748358977288,Iris-virginica
+109,4.945984925531929,3.4167684392895072,1.63328613089246,0.2935974541266838,Iris-setosa
+110,5.018017232621208,2.000000536359354,3.459943869164193,0.8778815277664711,Iris-versicolor
+111,5.5749549959618285,3.0,4.472695317787064,1.4719604902777241,Iris-versicolor
+112,6.516144426473572,3.0,4.71930802434327,1.5023404983723851,Iris-versicolor
+113,5.376169314151527,2.5142811969695305,4.276811340041151,1.1500797144724628,Iris-versicolor
+114,4.4,3.1991259985791265,1.3267517394608355,0.199953015119734,Iris-setosa
+115,5.657382414137071,2.7622165364546554,4.492469600844725,1.2662623880667565,Iris-versicolor
+116,6.001742666814879,3.407340816887936,4.5129182674686215,1.5862806272637533,Iris-versicolor
+117,4.4,3.1971831099241257,1.3111317067571526,0.20573590558978688,Iris-setosa
+118,5.546467352655353,2.5091770652664045,3.8645184308335314,1.1278626127252191,Iris-versicolor
+119,5.679237104526133,2.7664892061418795,4.481424523401547,1.2680915458869946,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/24/test.csv b/iris/tab_ddpm/4_4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/24/train.csv b/iris/tab_ddpm/4_4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/24/val.csv b/iris/tab_ddpm/4_4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/25/synth.csv b/iris/tab_ddpm/4_4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e6b5a92e72deef93c884e71c23986e63907c687f
--- /dev/null
+++ b/iris/tab_ddpm/4_4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.420608664127989,3.4004081379618936,1.8079986992147676,0.19315138344515065,Iris-setosa
+1,6.212539739044713,2.174758254731939,4.397644657963344,1.3139522860887978,Iris-versicolor
+2,4.578324748614974,3.608898665565257,1.0,0.19436011141737342,Iris-setosa
+3,7.735031827261493,2.569910401026861,6.9,2.3051908895921294,Iris-virginica
+4,6.574445509647529,3.154080944112499,5.2866567350321425,1.9928303809806593,Iris-virginica
+5,6.571977154256772,3.0,4.417070024721822,1.3790809846922147,Iris-versicolor
+6,7.669241401311097,2.631883015667516,6.8999983631155954,2.2976849538172686,Iris-virginica
+7,4.998661496123841,3.0,1.5289684449809595,0.20099277807151503,Iris-setosa
+8,5.079554505804235,3.6514865457875483,1.5200121446615855,0.4262494163690329,Iris-setosa
+9,5.794060755591875,2.798131974014596,5.07503059328405,2.4073894111517986,Iris-virginica
+10,5.197504460690343,3.412850536874832,1.4050407922272952,0.19996768153575678,Iris-setosa
+11,6.24243905489673,2.272287541464565,4.352611717642638,1.2177063792477743,Iris-versicolor
+12,6.565590603879756,3.0,4.360294060134796,1.367855729610754,Iris-versicolor
+13,6.7094552656658974,3.2934516366197872,5.708058938761661,2.5,Iris-virginica
+14,6.750549824030713,3.136740682679832,5.8900068584976335,2.288286947380013,Iris-virginica
+15,6.690323467153354,3.0,4.951741188360356,1.6901916330148272,Iris-versicolor
+16,6.787442233829054,3.203236657957901,5.857638620638958,2.3098791206304132,Iris-virginica
+17,6.958886023692378,3.087150752071622,5.578985552637611,2.29772087197457,Iris-virginica
+18,6.825207989590496,2.807368493508193,4.796743145119884,1.383983276889174,Iris-versicolor
+19,6.884019252323668,3.0841909140769546,5.143541735339196,2.2836549023925503,Iris-virginica
+20,7.5923820254825785,3.0,6.610540357923001,2.111546185791188,Iris-virginica
+21,6.74642200714031,3.2789111691675146,5.764994266950321,2.1589944603419906,Iris-virginica
+22,5.633332195884797,2.9315880267858634,4.040105317009287,1.2923371857384431,Iris-versicolor
+23,6.695206332756214,3.2886302186012992,5.761646610486575,2.5,Iris-virginica
+24,4.5567276419813085,3.1532924466829693,1.386667960010611,0.2031118682555009,Iris-setosa
+25,7.716597844353573,2.621268399534913,6.899998912360687,2.30703856144658,Iris-virginica
+26,4.986597639934689,2.0,3.5271393287674035,1.0053880624077889,Iris-versicolor
+27,5.507565293224228,2.430404155691983,3.7701863700533838,1.0235586099425695,Iris-versicolor
+28,4.576568255536818,3.560849754895726,1.0,0.19542262918107733,Iris-setosa
+29,7.708868699814834,2.616748864472835,6.8999983829441405,2.3022308171087573,Iris-virginica
+30,7.688048621943621,2.7880956409900444,6.6804976411023596,1.9910231872047481,Iris-virginica
+31,6.41227697815896,3.0,5.459427692195524,1.793589462957919,Iris-virginica
+32,6.542108131936969,3.0,4.340992476175025,1.3745498098568798,Iris-versicolor
+33,5.085417130786732,3.4744677375222275,1.4006986701983437,0.20097702901991818,Iris-setosa
+34,6.009835830434896,2.1958552372433595,4.077639648883414,1.03545536722677,Iris-versicolor
+35,6.730885085016607,3.021321731707761,5.802576820496271,2.206972575641099,Iris-virginica
+36,6.6099917307296,3.0,4.496816698187382,1.4257360551921852,Iris-versicolor
+37,6.357670696636882,2.382291530514474,4.509465985238587,1.300510201518107,Iris-versicolor
+38,6.261134933985894,2.2250144132838194,4.45854964802585,1.4386159944123962,Iris-versicolor
+39,5.80159934314703,2.7093027971955963,5.080392118898418,1.8856033231002567,Iris-virginica
+40,6.717250238794828,2.509833124870377,5.903192177607006,1.8142683809788118,Iris-virginica
+41,6.07356150406519,3.0,4.512605844064306,1.3761907235908994,Iris-versicolor
+42,5.802718990772856,2.8742323415345052,4.468452861493731,1.3221289214047278,Iris-versicolor
+43,6.800458263577822,2.808847755148845,4.7983732397167564,1.4227950092507013,Iris-versicolor
+44,5.1414317989757885,3.5074870303829884,1.4025612949248325,0.197756832052426,Iris-setosa
+45,5.79867662366245,2.7063539995980084,5.087833754829061,1.9147645816828978,Iris-virginica
+46,4.85296648847918,3.097465897425384,1.5226234644027143,0.10000014848179459,Iris-setosa
+47,5.795644646622719,2.6529292655557177,4.053259159900234,0.9927074173261885,Iris-versicolor
+48,5.558898575025324,2.68284674123651,4.441775768436681,1.243921092915337,Iris-versicolor
+49,5.45973920302582,3.4242059212941385,1.5214277665676565,0.3883273178613416,Iris-setosa
+50,4.913008630328911,3.4128701502896948,1.5666704704113552,0.25609257231643623,Iris-setosa
+51,6.687595237304247,2.495148028857076,5.776210021510091,1.8074647293214932,Iris-virginica
+52,4.881396855480871,3.0545229044794913,1.4861865422682055,0.10000010725537709,Iris-setosa
+53,6.675258984460467,3.276645222330111,5.6492994371044,2.499999569374732,Iris-virginica
+54,5.688699907167369,2.5538320017464238,3.96748292526053,1.0549018708654248,Iris-versicolor
+55,7.348503808486494,3.0,6.25719153134601,2.069925446539649,Iris-virginica
+56,7.705938516352015,2.5856290352979983,6.9,2.3090445455623936,Iris-virginica
+57,5.391568721581948,3.9171032376836505,1.298783226184729,0.3331544843565189,Iris-setosa
+58,6.618228793722407,3.0,4.415829491942673,1.4195307454830284,Iris-versicolor
+59,6.708496173608746,3.090045448574251,4.667147959601323,1.4729540137203245,Iris-versicolor
+60,5.0699654001874865,3.3428704712490376,1.5764260426942875,0.479412844673374,Iris-setosa
+61,6.518527617589006,3.178046640273059,5.133855453740778,1.9807966209264363,Iris-virginica
+62,5.373219271611534,3.886894980465069,1.2861897991418056,0.36814828389458343,Iris-setosa
+63,6.68762095812332,3.0,4.914201237315743,1.6620199187979547,Iris-versicolor
+64,7.198998474800515,2.8970550133450943,6.182436577850036,1.7916273627609112,Iris-virginica
+65,6.712069340128168,3.31689977279215,5.737310587671981,2.4999995122840186,Iris-virginica
+66,6.637595141221565,3.2912806392034715,5.586469746210986,2.088348147104996,Iris-virginica
+67,4.84011124546333,3.0,1.3990930865496303,0.10000010465686014,Iris-setosa
+68,7.590412534710754,2.995890915893502,6.563861552281782,2.066554070775071,Iris-virginica
+69,6.5698683917759855,3.0,5.799769479707171,2.1562639602073608,Iris-virginica
+70,5.285725658752489,3.6988033057026106,1.4961211634934544,0.20005037153121702,Iris-setosa
+71,6.706110602701419,3.0916309723652837,4.685507330232606,1.5113596585659044,Iris-versicolor
+72,4.897394725176486,3.0386357403125253,1.486855403465085,0.10000011882772533,Iris-setosa
+73,5.32821375988968,3.3723333162626794,1.5226508816483864,0.4132369388253313,Iris-setosa
+74,4.79602961989737,3.0,1.4070971422145029,0.10000012196191302,Iris-setosa
+75,6.1729800001994555,2.185194606073193,4.4987203816343975,1.4857170548740382,Iris-versicolor
+76,5.207326898690498,3.424952357570533,1.388949066671136,0.19928849609757238,Iris-setosa
+77,6.64148790010107,3.27880294865568,5.600368826045361,2.0323655435533032,Iris-virginica
+78,6.342960681503995,2.852055210592118,5.081652280834339,1.7779117331639327,Iris-virginica
+79,6.356134983713362,3.262538029783031,4.727434511362655,1.5923394789762637,Iris-versicolor
+80,6.22204501990644,2.254673600158458,4.468130074945747,1.4087685066001387,Iris-versicolor
+81,6.710119953964102,3.285287270507228,5.710740189211514,2.5,Iris-virginica
+82,6.71206044137294,3.3000145298043986,5.6646316081440515,2.5,Iris-virginica
+83,5.410204470783683,2.369556240472228,3.635557270901506,0.9892162307733963,Iris-versicolor
+84,6.215593116704018,2.870860747000542,5.586315280467756,1.79556922922863,Iris-virginica
+85,6.57101079833107,3.0,4.374377130252579,1.3962249619675788,Iris-versicolor
+86,6.146323287220493,3.3203515422938623,4.641348647400088,1.6254572342569775,Iris-versicolor
+87,5.08525698038385,3.256500450191878,1.6152568198632213,0.40298137147899027,Iris-setosa
+88,6.529974369287406,3.2443251970708165,5.290267233060243,2.073498391541068,Iris-virginica
+89,6.9400838888335965,3.102847289764776,5.070544342073019,2.281618292659989,Iris-virginica
+90,6.124413007964612,3.319931314056327,4.656862921937904,1.6273956879416547,Iris-versicolor
+91,4.841790236473218,3.392028843857344,1.7017748906667667,0.21671352487987486,Iris-setosa
+92,6.716654439134409,3.3159226233650525,5.739382781300703,2.5,Iris-virginica
+93,5.693153482588976,3.7845200932431102,1.6996139582021186,0.29403924587138675,Iris-setosa
+94,7.709311015223292,2.608359917988869,6.899998959589339,2.299195141408289,Iris-virginica
+95,5.491211163788615,4.2,1.3722084192858788,0.19031531645797894,Iris-setosa
+96,6.724846444739975,3.0,5.026977286521896,1.6787960989900084,Iris-versicolor
+97,4.50563852786642,2.3371924686268315,1.2998224941759937,0.29982983897521787,Iris-setosa
+98,5.870509758202753,3.0,5.130221106390545,1.8168248670085403,Iris-virginica
+99,5.2011918481030195,3.4689312078154066,1.408476802068102,0.19845943240815564,Iris-setosa
+100,6.917701575398901,3.103292226497072,5.128212861193387,2.263766214618173,Iris-virginica
+101,5.578390142746389,2.9184007560123533,3.6152117641355304,1.3158368267724745,Iris-versicolor
+102,5.686181730954259,2.596893382299275,4.007490430811525,1.109167608707505,Iris-versicolor
+103,6.695750979416742,3.0,4.978919075658452,1.679033896330668,Iris-versicolor
+104,5.622146306364768,3.75200444344934,1.5593532822290719,0.28922563009279356,Iris-setosa
+105,7.219536613130658,2.9108388286707747,6.219491710289669,1.7945608205841406,Iris-virginica
+106,4.989047085399691,3.440359666209849,1.5554836177006213,0.29749270199290256,Iris-setosa
+107,5.076224754261281,3.2717385057580426,1.737436165920718,0.42931880279367923,Iris-setosa
+108,4.918130657395515,3.0,1.4151416631728555,0.19205401921655818,Iris-setosa
+109,5.2527826756804465,3.722586547624626,1.4690313988067907,0.2062302590901728,Iris-setosa
+110,6.306955513364134,2.3146526529690474,4.412327775054096,1.3148496732343142,Iris-versicolor
+111,5.163893599398816,3.4954681968712835,1.3977753191250955,0.2002670395403368,Iris-setosa
+112,5.558064561580115,3.0,4.532156683882588,1.5169316409632707,Iris-versicolor
+113,5.84508044718663,2.6689036291500714,5.08406463900265,1.905886803900123,Iris-virginica
+114,7.272758036046172,2.8867051566674453,6.300514573094573,1.7983221685975899,Iris-virginica
+115,6.797539065787238,2.7904153003035814,4.799300979267812,1.4367335069512415,Iris-versicolor
+116,5.535671150863812,3.0,4.424722802252031,1.4467555761935205,Iris-versicolor
+117,6.233675597400145,2.2278167513517726,4.513480362243751,1.4686190288840308,Iris-versicolor
+118,5.564125418033793,3.0,4.486642375013411,1.4925469507792177,Iris-versicolor
+119,6.69887469084317,3.3131302473478264,5.662662971031176,2.4999995579694945,Iris-virginica
diff --git a/iris/tab_ddpm/4_4/25/test.csv b/iris/tab_ddpm/4_4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/25/train.csv b/iris/tab_ddpm/4_4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/25/val.csv b/iris/tab_ddpm/4_4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/26/synth.csv b/iris/tab_ddpm/4_4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c0ad673a98b30f1966347d5bdd1da8020e4003fd
--- /dev/null
+++ b/iris/tab_ddpm/4_4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.582945152599981,2.4039318127907126,3.734425505735653,1.040823789173333,Iris-versicolor
+1,6.488463566160637,3.347225064651672,5.512549320954514,2.1745142942735636,Iris-virginica
+2,5.468668505361399,3.0,4.5086820910437035,1.5049737072703886,Iris-versicolor
+3,5.486192155295918,2.461031389436876,3.903917577614581,1.085956796255219,Iris-versicolor
+4,7.758059419811972,2.568027989826446,6.9,2.3078486558400386,Iris-virginica
+5,6.845422558987909,3.103901646169124,5.127324239515055,2.278655898728863,Iris-virginica
+6,6.8695769822916155,3.183926179688757,5.905592162821413,2.283412878169633,Iris-virginica
+7,4.804731735823136,3.382832015104405,1.9898051614969585,0.2010001109748112,Iris-setosa
+8,6.217043371452794,3.4024542721787006,5.487169804234236,2.289231750087504,Iris-virginica
+9,5.025982150889085,3.372257192008674,1.761819170993741,0.40288473665786806,Iris-setosa
+10,4.986626000117919,3.3765563307123427,1.5814001147187062,0.3873411388911691,Iris-setosa
+11,6.186981530509864,2.1907093521649346,4.488633857310743,1.528083239794264,Iris-versicolor
+12,4.9956484719006085,3.392120773558618,1.6311457297479948,0.3650976943650445,Iris-setosa
+13,4.874575232083087,2.393133483821561,3.366429991836223,1.0079672726349465,Iris-versicolor
+14,6.374327064068158,2.8748079298796134,4.298683968506261,1.3018161456296744,Iris-versicolor
+15,5.19256451257943,3.5765779360189067,1.4198257686309286,0.20143170450663717,Iris-setosa
+16,5.089562351950739,3.279420415739941,1.5725692278273233,0.48286520708781083,Iris-setosa
+17,4.797038654431413,3.3773482327656668,1.596296211395441,0.20512618016603387,Iris-setosa
+18,5.598088193604361,3.0,3.9702477170598285,1.3123852133805674,Iris-versicolor
+19,4.683957570918312,3.2857996129169207,1.4979746491985841,0.20415909264954463,Iris-setosa
+20,6.497885497675581,3.194263174975709,5.051416784603614,2.0011887136253765,Iris-virginica
+21,4.789670736937511,3.398081056026786,1.7444605828039397,0.20372789729934423,Iris-setosa
+22,5.116419195914503,3.4818632048985867,1.3614456621959645,0.19779026007698602,Iris-setosa
+23,6.355073814720182,3.35249749665048,5.392772874319408,2.2330727433703235,Iris-virginica
+24,6.293139079912695,3.0,4.362573999997791,1.3162021375799917,Iris-versicolor
+25,6.69871326009515,3.3415960863825656,5.700852492240811,2.5,Iris-virginica
+26,5.974139971360863,2.2168434537340493,3.9995543361968386,1.0555027997536435,Iris-versicolor
+27,4.7765438438437915,3.0,1.4143982515440332,0.29308535896722476,Iris-setosa
+28,5.693979360084549,3.7809787503170327,1.5689184935185903,0.2989137221381763,Iris-setosa
+29,4.601077546692248,3.618146946624683,1.0,0.2016964726460125,Iris-setosa
+30,6.423460299431304,2.9818805376504094,4.524348021016738,1.378088026618944,Iris-versicolor
+31,6.426432315004827,2.916779120304522,5.639983874306069,1.80865530249053,Iris-virginica
+32,5.514252586894721,4.199999242225336,1.4031412926485136,0.2111979354066033,Iris-setosa
+33,4.892872632556749,3.0,1.3856914788927988,0.215958726671306,Iris-setosa
+34,6.52320657962512,2.991849806465138,4.3703712905021765,1.3559115303579055,Iris-versicolor
+35,6.650151088905692,2.495879475496071,5.706044842450988,1.8130195487336254,Iris-virginica
+36,4.823890847886343,3.0,1.3929936616436875,0.2954029252303053,Iris-setosa
+37,5.826808793669334,2.807769771764045,5.103132211277121,2.406092441808369,Iris-virginica
+38,5.372128057743478,3.876901539746487,1.2996342568577224,0.311096721616436,Iris-setosa
+39,6.653813708335047,3.333613064160815,5.596794306248568,2.1185099310045574,Iris-virginica
+40,6.724877604398711,3.2707431571769394,5.703817664333877,2.1616432399786474,Iris-virginica
+41,6.464939561339654,3.0,5.778394217914069,2.1752946404894944,Iris-virginica
+42,4.841973091041295,3.4061773419254258,1.5638485867949017,0.20906198455030925,Iris-setosa
+43,5.97255445020574,2.1759140640579187,3.874878802490184,0.8601681906973728,Iris-versicolor
+44,7.177456420192519,2.9005262118911213,6.205300453525862,1.7797297253949358,Iris-virginica
+45,4.9912747360413965,3.600803530261115,1.380670558538884,0.20354731425071063,Iris-setosa
+46,5.805980066889323,2.692816893877933,5.099679732633604,1.8731615011476432,Iris-virginica
+47,6.005516690220802,2.1936727152682187,3.9741168601358625,0.9864660739646114,Iris-versicolor
+48,6.064658282823767,3.3900429059605317,4.574615776880673,1.6325195160473627,Iris-versicolor
+49,5.877583715463238,3.0,5.215502379376114,1.8130356866420003,Iris-virginica
+50,6.727183655398937,3.3058090167718843,5.7379905191535,2.4999996316486413,Iris-virginica
+51,5.534794651480223,2.438572785563797,3.7919468565604797,1.0535061350128538,Iris-versicolor
+52,6.168359845686886,2.1838685702574856,4.494732262536196,1.5101276240433523,Iris-versicolor
+53,6.617667505105547,3.0,4.427914404059757,1.3865746474708325,Iris-versicolor
+54,5.306288787464731,2.3885396666646996,3.636595527505346,1.0281446616856385,Iris-versicolor
+55,4.764531706871434,3.3999614339699704,1.598309798777482,0.19768727177220194,Iris-setosa
+56,4.767748894944434,3.0,1.4203670664086736,0.10000010007545192,Iris-setosa
+57,5.537292831167534,2.5801905887092382,4.250712984901538,1.166586747318016,Iris-versicolor
+58,7.6946523828747395,2.5485584811699447,6.9,2.3221518737908227,Iris-virginica
+59,5.972857687602062,2.1771422542894476,3.9388906788609495,0.911540594059397,Iris-versicolor
+60,4.810622440212295,3.0,1.4050381771601999,0.1,Iris-setosa
+61,6.477129930124201,3.0,5.4826972775227345,1.7964812029822164,Iris-virginica
+62,6.651197182329647,3.008708336707112,4.5777665944864205,1.4774934835795321,Iris-versicolor
+63,7.671637791247578,2.821371203612148,6.65815088103613,2.02214086015934,Iris-virginica
+64,4.880070286321991,2.4065183433947386,3.181019635422249,0.9029408721652725,Iris-versicolor
+65,7.134918425336643,3.0,5.986659887555864,2.0957581450853007,Iris-virginica
+66,6.493887144566731,3.2163842660988977,5.150161002381741,2.042357536486258,Iris-virginica
+67,4.8779682463952225,3.0,1.4024428619828992,0.20748242813510598,Iris-setosa
+68,4.8144145914506025,2.395052160120903,3.3130760512314197,0.9612154341135764,Iris-versicolor
+69,7.209041573887532,3.0,6.11517236995794,2.097089662659018,Iris-virginica
+70,7.442519507809442,2.9628260824240114,6.394632303382513,1.9606509647781452,Iris-virginica
+71,5.063278322498355,3.3152007640703447,1.57220643074935,0.5878567231926994,Iris-setosa
+72,6.777099541464749,2.8147190038492234,4.8147374199740955,1.4605394760686814,Iris-versicolor
+73,6.23252439203268,3.35016219946887,4.656884826994328,1.6090213077677,Iris-versicolor
+74,4.5950022337473255,3.606717273129844,1.0000006243438613,0.1979042082110771,Iris-setosa
+75,4.902340307398929,3.0,1.4026469291400108,0.19713117692513954,Iris-setosa
+76,5.0874042686297205,3.3199850261868784,1.7353037476124917,0.4505057774553476,Iris-setosa
+77,5.640358426092075,2.984114123866888,4.02615473703886,1.3068438620554972,Iris-versicolor
+78,4.766659988550931,3.0,1.4089473016330656,0.29810226849784205,Iris-setosa
+79,4.899484520480731,3.115096840470972,1.5013473295546993,0.10000010550869676,Iris-setosa
+80,6.720784027138991,3.3122118418113624,5.737060255998181,2.5,Iris-virginica
+81,5.0902711401015575,3.5080266346619897,1.4138217204597783,0.19721363949784482,Iris-setosa
+82,4.8783671030751155,3.0427883449385926,1.457671363995561,0.10000012904364113,Iris-setosa
+83,6.67730096736518,3.0289589016197422,4.821026524317506,1.6101952840145966,Iris-versicolor
+84,5.3531312326314415,3.699630497752197,1.5049813331750381,0.20044816838290647,Iris-setosa
+85,6.470400124574309,3.0,5.501345931146744,1.8091897950706595,Iris-virginica
+86,6.729010611757414,3.3078108334353016,5.678255270681873,2.499999520829941,Iris-virginica
+87,6.245542062551561,2.272274074235965,4.361362021282871,1.25448664721142,Iris-versicolor
+88,5.898919523401696,3.167590897448051,4.806939023559003,1.7819221481640084,Iris-versicolor
+89,5.782714167983176,2.716928139468701,5.090914391306846,1.89437678887452,Iris-virginica
+90,5.811495935731665,2.696527346334911,5.128889233107322,1.9141199774814392,Iris-virginica
+91,4.791397917495082,3.0,1.3699122981396692,0.1,Iris-setosa
+92,7.722675312142096,2.551109788301917,6.9,2.315028475685351,Iris-virginica
+93,4.906199839915543,2.4010162224260454,3.2028218093463643,0.999067548336402,Iris-versicolor
+94,7.70782111923055,2.568574644491665,6.9,2.30301929963651,Iris-virginica
+95,7.899998000963368,3.722745772919847,6.3861513643182075,1.9996278701249162,Iris-virginica
+96,6.348502928204478,2.9786450943643987,5.508242294401279,1.7996639826040077,Iris-virginica
+97,5.724148433034539,3.0,4.2300320530217235,1.2236709742683232,Iris-versicolor
+98,5.620153402249867,2.8932642347589694,3.7274700101744975,1.302689435646591,Iris-versicolor
+99,6.248191932150143,2.870318728194202,5.61630467769067,1.8173700774741053,Iris-virginica
+100,7.273061727394602,2.9042757479939407,6.2712251022443475,1.788843522865531,Iris-virginica
+101,5.002636794242583,2.0,3.4908192686697324,1.007335805977363,Iris-versicolor
+102,7.650422545611895,2.585619228173333,6.9,2.295629546891201,Iris-virginica
+103,6.305767064075254,2.493392558440343,4.976087125270936,1.9019251591223818,Iris-virginica
+104,6.3092545811960505,2.2967120896180977,4.414272966742325,1.301910913449295,Iris-versicolor
+105,6.548628588679515,2.5330923422937954,5.5154914266227815,1.8150766832001843,Iris-virginica
+106,6.572515197471384,3.0,4.810841694632804,1.5417489887829363,Iris-versicolor
+107,5.801374072889994,2.753408372617711,4.498228319041552,1.1926763199216464,Iris-versicolor
+108,5.603180624085807,3.0,4.0637391785229875,1.2849352750669665,Iris-versicolor
+109,5.399948155012367,3.398246350307637,1.8253086292059328,0.20093654932616287,Iris-setosa
+110,4.811792121626666,3.3917216296571153,1.9058535978599815,0.1998549800273431,Iris-setosa
+111,6.29663063752153,3.228839524570983,4.658948471912754,1.5358818690566525,Iris-versicolor
+112,5.985538837063137,2.2144556422839887,4.06889903670943,0.9738529044264079,Iris-versicolor
+113,6.0626693127395,3.376204342505953,4.5273586337559335,1.602448220639075,Iris-versicolor
+114,6.353150259631259,2.924740302967929,5.617993679567335,1.8152345197580726,Iris-virginica
+115,5.559992993754215,2.4481172099872626,3.837032271641855,1.0531747552906725,Iris-versicolor
+116,7.256695250846384,2.903254601640882,6.288718723972696,1.7872957857585399,Iris-virginica
+117,4.94411563018272,2.395208357264717,3.454038594560774,1.0241189169756864,Iris-versicolor
+118,4.897714363311655,2.413833792090026,3.161545896869314,0.9657537220853072,Iris-versicolor
+119,4.4,3.1752467948899996,1.3011093550719108,0.2031288188455853,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/26/test.csv b/iris/tab_ddpm/4_4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/26/train.csv b/iris/tab_ddpm/4_4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/26/val.csv b/iris/tab_ddpm/4_4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/27/synth.csv b/iris/tab_ddpm/4_4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2217cf20a78a85e3cfa9e106dc86e51d6f42f12f
--- /dev/null
+++ b/iris/tab_ddpm/4_4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.8999977291033545,3.791037627695178,6.4464516157733,1.990856135785918,Iris-virginica
+1,4.979574163719872,3.0,1.6965771455386676,0.19759123954139823,Iris-setosa
+2,5.199063704432525,3.399831107642177,1.4046434491048045,0.19460712034894545,Iris-setosa
+3,5.691615044390602,3.0,4.147340076551422,1.2849846439285972,Iris-versicolor
+4,4.912362197631764,3.089313110301835,1.4975602512205328,0.1,Iris-setosa
+5,7.686614455549678,2.8026814670475346,6.67816376187628,1.9961169180528187,Iris-virginica
+6,4.802825798082596,3.0,1.3840275253554355,0.31340769499119814,Iris-setosa
+7,6.272921030674825,2.2937806802432146,4.444442441433871,1.322549374788889,Iris-versicolor
+8,4.983779840646409,3.40179420366785,1.8166050567341336,0.3715381243590495,Iris-setosa
+9,4.897473090508903,3.0836025801688858,1.4968932050877028,0.10000009878950848,Iris-setosa
+10,4.806477888664612,3.3926777417097385,1.6786711619679826,0.20533913517421354,Iris-setosa
+11,4.604485631012081,3.6382602108351754,1.0000004651216836,0.19579621370597872,Iris-setosa
+12,5.549150503012971,3.0,4.516880938118309,1.4887947510697426,Iris-versicolor
+13,4.60896491748328,3.1979710288446297,1.4111522609718552,0.1994584913641419,Iris-setosa
+14,6.292040691662998,2.288628365048982,4.333063164695829,1.2580240117052663,Iris-versicolor
+15,6.279156322471116,2.8965213871821476,5.649153721087485,1.8181495969700472,Iris-virginica
+16,6.310097234359624,2.5076151699333256,4.970192068434513,1.9113339109597582,Iris-virginica
+17,5.667154467629514,3.0,4.214631768679843,1.311641863980336,Iris-versicolor
+18,4.882575145793241,2.384942308674277,3.464408560435351,1.0166172166255547,Iris-versicolor
+19,5.0331214064570755,3.342154559413608,1.5629533607328063,0.4210918073734928,Iris-setosa
+20,5.203935097449433,3.6926072261310745,1.5002417806631476,0.20411209445643713,Iris-setosa
+21,6.723973509952218,2.4988084032523483,5.851957755510452,1.7998717842530727,Iris-virginica
+22,5.450947709355682,3.4000390095039563,1.8235287473393071,0.19976808617881364,Iris-setosa
+23,5.9740005747958165,3.316190472979774,4.609678079952945,1.6743449590013852,Iris-versicolor
+24,5.9112234343017525,3.232932701513716,4.750508614043904,1.7951231888497767,Iris-versicolor
+25,6.308147981451476,2.5398332058164765,4.982969986195584,1.862582356052455,Iris-virginica
+26,5.724958714850844,2.935586667847241,4.204383615676447,1.2974169193221854,Iris-versicolor
+27,4.859017971853433,2.4314706815897136,3.3597210293641178,1.011817277920306,Iris-versicolor
+28,5.685256628372854,3.0,4.212311500244085,1.2223499951099113,Iris-versicolor
+29,6.713004732887993,3.2917044503818755,5.726299898612934,2.5,Iris-virginica
+30,6.354223188811756,3.368570536347285,5.448100544364732,2.2556584197482645,Iris-virginica
+31,6.812022982605912,3.19398721852433,5.79259727337611,2.3227863893582916,Iris-virginica
+32,5.616408036850907,2.9248152951189508,3.5924948596099964,1.3093720099215196,Iris-versicolor
+33,5.387637769453673,3.0,4.5085335471923145,1.5089959627152767,Iris-versicolor
+34,5.0006613289110105,3.613739212997977,1.404406889419036,0.19977614637450797,Iris-setosa
+35,4.897551857114602,3.0737806915785106,1.4726491780464035,0.1,Iris-setosa
+36,5.584936546684168,2.954357461942356,3.8804117976590025,1.3187944208766715,Iris-versicolor
+37,5.5676342452374,2.52045996542371,4.210686501353304,1.099696226388276,Iris-versicolor
+38,6.730228202148532,3.311668014884897,5.702944761945707,2.1016085184839928,Iris-virginica
+39,6.763418397434607,2.7971719336867866,4.750277592973091,1.3977720503000122,Iris-versicolor
+40,5.7751996480913395,2.700801452046118,4.1577921447117365,1.0247889272037214,Iris-versicolor
+41,6.091365380692226,3.3653725467861006,4.601247929404773,1.6051329888211863,Iris-versicolor
+42,4.981295376764396,3.6236143832766783,1.4056167121534127,0.19945536927307786,Iris-setosa
+43,6.259580324098408,2.6642397589458877,4.946187137447009,1.8257227368670264,Iris-virginica
+44,4.5656346920676265,3.1716750347526546,1.358928994243209,0.19860263698990252,Iris-setosa
+45,5.996962975075366,3.405301543649697,4.460280487429023,1.569027983880979,Iris-versicolor
+46,6.695666301280921,3.256391955675242,5.6998914483361895,2.161716922234196,Iris-virginica
+47,6.7602166526398255,2.7929715998673657,4.786203730257103,1.393422867732838,Iris-versicolor
+48,5.1188380608237685,3.7262875737482988,1.4705060333355844,0.43747694097036494,Iris-setosa
+49,7.691169365214014,2.5821393057569426,6.9,2.3054140018858296,Iris-virginica
+50,4.828558640120871,3.0,1.396604650487818,0.1,Iris-setosa
+51,7.511489770594029,3.0,6.478946846581959,2.0946326693813764,Iris-virginica
+52,5.489861583575514,2.6003514130627687,4.364426178913101,1.2053882769653521,Iris-versicolor
+53,7.311051768111582,2.903356944945353,6.309379169898283,1.8127810234751305,Iris-virginica
+54,4.60336244865098,3.1847217732786466,1.4017820199461999,0.20897065837259957,Iris-setosa
+55,5.79379342867733,2.7117076005116396,5.094459319021143,1.9093903774864838,Iris-virginica
+56,4.910423270403838,3.0,1.41077077418081,0.1991144340637669,Iris-setosa
+57,4.90116836727558,3.0463081387450486,1.4698448652219354,0.10000021251204182,Iris-setosa
+58,4.587447120340828,3.644935856681075,1.0,0.19871010267738315,Iris-setosa
+59,6.496288797949878,3.053177446158023,5.332540040117745,1.8981778607681365,Iris-virginica
+60,6.736590855467849,3.2469387386699493,5.7583452642207735,2.171070954600357,Iris-virginica
+61,7.657068349111872,2.790102628615295,6.662714387293518,1.9731385243509554,Iris-virginica
+62,6.680325440868329,3.097277334799793,4.662054441943581,1.491031250023688,Iris-versicolor
+63,5.447946236474883,4.199999362191669,1.4002880927757348,0.19594256654301373,Iris-setosa
+64,5.433566663731639,3.3411635415520013,1.8711135491652677,0.20235108139209804,Iris-setosa
+65,5.801777358196634,2.716074849850879,5.102043704148574,1.916947282029966,Iris-virginica
+66,6.689724555978666,2.511829550708916,5.7576756583528645,1.80113270432077,Iris-virginica
+67,7.709903895337396,2.5948502823122372,6.9,2.294107212638764,Iris-virginica
+68,4.895999357568145,3.0,1.3963390375029718,0.20326713110518735,Iris-setosa
+69,5.059453211996203,3.483406676684111,1.5287628666140753,0.35408812493008296,Iris-setosa
+70,6.698000286689128,3.1144003633461854,4.731804878191129,1.5041749191149605,Iris-versicolor
+71,5.917457810329532,3.1987418143173745,4.76768828354808,1.7839798832967944,Iris-versicolor
+72,5.595409354040788,2.526344277457347,3.9527411643531525,1.129746452332066,Iris-versicolor
+73,6.683193180792321,3.3148396963059508,5.673803657203628,2.5,Iris-virginica
+74,5.798309428113358,2.6953527762435985,5.125258929513771,1.905063804975724,Iris-virginica
+75,6.0295893552242585,3.393160639110422,4.560709791730307,1.5583138946487332,Iris-versicolor
+76,6.494211689726886,3.0,5.544860978679136,1.7968044757791868,Iris-virginica
+77,5.7064412248381595,3.808024132786709,1.9687742822482028,0.35615852122898917,Iris-setosa
+78,6.651449617410362,3.0728354611158464,5.639638143668436,2.083277554278942,Iris-virginica
+79,4.40010528641966,3.1687309848104164,1.3401837652059831,0.21389964336307749,Iris-setosa
+80,5.348661329203879,3.371103178956315,1.5359689096537317,0.38228278929467696,Iris-setosa
+81,5.821354282131674,2.8347486343910537,4.5531148915619495,1.2128258019290716,Iris-versicolor
+82,5.602398417356802,2.5522330188437357,4.247915481544709,1.1729493286803978,Iris-versicolor
+83,5.48122909266979,4.199999151102008,1.392225534510565,0.19970959635757274,Iris-setosa
+84,6.537022222361216,3.0,4.341393315384872,1.3774506712030352,Iris-versicolor
+85,6.129635420880514,2.8115313378561644,4.693358167248256,1.1978565386690996,Iris-versicolor
+86,5.929930762297713,3.0,5.306153993143608,1.795137727878056,Iris-virginica
+87,4.899696449306561,3.0,1.397356291776675,0.20206673756801002,Iris-setosa
+88,4.4,3.2421018149923477,1.3139785349876967,0.19231682943090173,Iris-setosa
+89,6.164440113983955,2.82254375869153,4.524076203676779,1.2455580181937351,Iris-versicolor
+90,6.874898252961653,3.183618146224101,5.9243785625178305,2.311344649053623,Iris-virginica
+91,5.8186754124291635,2.709617771046793,4.203836807449539,0.9013843985881329,Iris-versicolor
+92,6.700476565739381,2.7789610863726772,4.793370047335804,1.365982840711289,Iris-versicolor
+93,6.062538188774124,3.111321829377749,5.093926352366907,1.961014133580455,Iris-virginica
+94,4.596541198804856,3.5061510241695077,1.0000008892713272,0.20187718153001058,Iris-setosa
+95,4.506419782915879,2.307479166412338,1.3063680151965078,0.3199552936889235,Iris-setosa
+96,6.260792097012418,2.2695579237928376,4.388242433013743,1.3249792051256628,Iris-versicolor
+97,7.243623074493707,2.8866419322523975,6.226541315780759,1.788912359186587,Iris-virginica
+98,6.197701433376075,2.1831626129197153,4.494112253556088,1.5207051429022798,Iris-versicolor
+99,5.4348725814272365,3.4201975257571102,1.749755300829857,0.20385955351148316,Iris-setosa
+100,7.718990993682812,2.608984666441564,6.9,2.2955418564595,Iris-virginica
+101,5.669727018666495,3.0,4.043631572027063,1.2151721833375124,Iris-versicolor
+102,6.778209135754682,2.802585406821225,4.776340173862231,1.3931695555138721,Iris-versicolor
+103,5.07254302518182,3.5322241857965047,1.3956238075105085,0.19757714521602815,Iris-setosa
+104,6.728578162200264,3.2775610005449165,5.7103527494279005,2.499999527659175,Iris-virginica
+105,7.709228883612089,2.6253657585001964,6.9,2.319779967029063,Iris-virginica
+106,5.135183233620712,3.7402112623475623,1.5125644783965095,0.44923726272651876,Iris-setosa
+107,6.567370967976834,3.0,4.337697894213417,1.3746791226548727,Iris-versicolor
+108,6.243194616433955,2.2316397292181516,4.4807441859811785,1.4621444119070295,Iris-versicolor
+109,6.108569753584393,2.793136909890206,4.709272771336062,1.2113634815139775,Iris-versicolor
+110,7.521684946182504,3.0,6.490994779512425,2.096855867090218,Iris-virginica
+111,6.707317704054479,3.136513697217306,4.700419425562936,1.512253699491556,Iris-versicolor
+112,6.733156975717721,3.2512140148800746,5.7872671460403025,2.159502751534105,Iris-virginica
+113,5.499213785183255,4.199999333351178,1.400727633499356,0.1988286888706604,Iris-setosa
+114,4.611935292614943,3.1865200947854677,1.413801924256126,0.20055032847944101,Iris-setosa
+115,4.998587626476078,2.0,3.5202393590478542,1.0128574971923057,Iris-versicolor
+116,5.9973317055746165,2.1986502298695374,4.036255639789697,0.9822678451869218,Iris-versicolor
+117,5.014190639696492,3.0,1.5772062050096114,0.20244097247748244,Iris-setosa
+118,5.0263502967494755,2.000000455009534,3.450266275892315,1.0319169126819425,Iris-versicolor
+119,5.45528405471911,3.0,4.505525242270759,1.5172713276125072,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/27/test.csv b/iris/tab_ddpm/4_4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/27/train.csv b/iris/tab_ddpm/4_4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/27/val.csv b/iris/tab_ddpm/4_4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/28/synth.csv b/iris/tab_ddpm/4_4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d9f2f081f0b09ca599d295d22608a76b64190e17
--- /dev/null
+++ b/iris/tab_ddpm/4_4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.435178717604181,3.908266208035395,1.316799437124891,0.4056729283177886,Iris-setosa
+1,6.715964003609611,3.0890117006958957,4.666614923997851,1.512778115516372,Iris-versicolor
+2,5.8994621005902745,3.0,5.083283528201642,1.8001093478572003,Iris-virginica
+3,5.203746351528556,3.395161465507416,1.4039368742237743,0.2018311732854635,Iris-setosa
+4,5.42237414404077,3.4014412316569462,1.4903345334453708,0.40742249163623234,Iris-setosa
+5,6.037127063080515,2.221176428787116,3.9522610787345336,1.009242348954583,Iris-versicolor
+6,5.225135182401651,3.412065768228149,1.40345359732767,0.1981846044793123,Iris-setosa
+7,6.543489308311457,3.0,5.466421770282864,1.8041025867856393,Iris-virginica
+8,6.080451600896046,3.3545119052820884,4.568095213558287,1.612146147985845,Iris-versicolor
+9,5.6229220255627395,2.5047695432561246,3.9013023947983507,1.079452117695609,Iris-versicolor
+10,5.9295776506054425,3.17537864554582,4.832183695901357,1.7992501964325853,Iris-versicolor
+11,5.654106074989023,3.7791678002104883,1.6076979952787989,0.28666361931000334,Iris-setosa
+12,6.33095179958296,3.3331520496444003,5.329467421708066,2.2309815998483638,Iris-virginica
+13,6.723226528002578,3.3314334607285403,5.697075731423652,2.5,Iris-virginica
+14,6.079445739359796,3.3766021388074225,4.550263583646055,1.6310058319133762,Iris-versicolor
+15,5.771283328329773,2.7410904133321483,4.083993637723312,1.046596981652931,Iris-versicolor
+16,4.910572167200873,3.129547528250374,1.5055325640846142,0.1,Iris-setosa
+17,5.5745109017824905,2.5298088574737734,4.231187061025502,1.1644821060585655,Iris-versicolor
+18,6.3148062145192405,2.596041062436333,4.942594191530465,1.825234483936237,Iris-virginica
+19,7.336356808916869,2.9106686553992756,6.363664711972409,1.8083493917185818,Iris-virginica
+20,7.725754222570061,2.6079283915645197,6.899998697882921,2.278646596192348,Iris-virginica
+21,7.7080820783976165,2.8051804819990087,6.683360949060411,1.9754433429486553,Iris-virginica
+22,7.697366140737353,2.8071391727325263,6.689127454392816,2.017761764617558,Iris-virginica
+23,7.9,3.7834060713662443,6.4571851509989235,2.000637206298216,Iris-virginica
+24,6.039556403313471,3.0,4.618846786344489,1.4091995899633762,Iris-versicolor
+25,6.838930550061791,3.108312201965004,5.087467961092077,2.286980101088385,Iris-virginica
+26,4.810672774690439,3.3968349483990408,1.594627884662797,0.2036061642421831,Iris-setosa
+27,5.49232682890683,2.413293612125484,3.7148088779647814,0.95880172262566,Iris-versicolor
+28,6.3510450391788575,2.5216460117511614,5.005870140080067,1.8873974616440248,Iris-virginica
+29,6.1877752541483,3.4009917039307442,5.418467011835673,2.290810036532396,Iris-virginica
+30,6.337513382482945,2.3166525217465845,4.438061391607776,1.3195427120498016,Iris-versicolor
+31,4.40000046864339,3.1746765470385228,1.3542593592990688,0.2038714714910404,Iris-setosa
+32,7.452537602145407,3.0,6.411579928736333,2.0791836071098433,Iris-virginica
+33,7.260865347946909,2.9254873681685707,6.207969052262637,1.7866853339556326,Iris-virginica
+34,6.345454275283098,2.309913503354139,4.3900537822990255,1.2956293711985547,Iris-versicolor
+35,5.1075799146515495,3.7304722776823342,1.4959238361513485,0.4432061395457434,Iris-setosa
+36,4.888922074257533,3.4221738413161225,1.569090676125367,0.21635849066266996,Iris-setosa
+37,5.400312181312252,3.4063586164477933,1.5456136190111407,0.20441164415040514,Iris-setosa
+38,5.62575972339422,3.0,4.213791476020168,1.2644728553685414,Iris-versicolor
+39,6.471114803158587,3.0,5.457009504669897,1.8075943396507057,Iris-virginica
+40,6.182320384356218,2.1926352117430334,4.535765800964757,1.5246755950122883,Iris-versicolor
+41,5.873706163768731,2.904406505162115,4.47324488745035,1.4890849383548295,Iris-versicolor
+42,6.428236638860581,2.900756693488192,4.292372611094819,1.3331267063047632,Iris-versicolor
+43,5.404364639485353,3.909923827884123,1.2900984748714408,0.43741164676913513,Iris-setosa
+44,5.820527082438948,2.6982852719076775,4.118946873438219,0.8950865657186764,Iris-versicolor
+45,4.6173068624060445,3.580920969223724,1.0000004614655655,0.19298820459247515,Iris-setosa
+46,5.353030917535868,3.8414773883143547,1.3412504094151545,0.3924410566678488,Iris-setosa
+47,5.560424363384849,2.4954516409792737,3.8419412373564255,1.073119013966386,Iris-versicolor
+48,6.350892746411003,3.066972693189682,4.857119857748308,1.6842886293135053,Iris-versicolor
+49,5.946658622038535,3.3269439013147393,4.562114241830567,1.7190357787974728,Iris-versicolor
+50,5.265558840000715,3.287749289533445,1.5941034381943404,0.2025376928472603,Iris-setosa
+51,4.4,3.198876154389372,1.2981062156947676,0.19759579665454308,Iris-setosa
+52,4.89309486176474,3.0368054643708655,1.477697089240408,0.1,Iris-setosa
+53,4.7783373003250365,3.0,1.3925338982176794,0.3574261301386389,Iris-setosa
+54,5.047185010609499,2.0000006940778166,3.564418914647784,1.0073231032192151,Iris-versicolor
+55,6.578637390348356,3.0,4.402127860152271,1.387405137928417,Iris-versicolor
+56,5.474446833370437,3.0,4.468764326711872,1.5119233881321466,Iris-versicolor
+57,7.9,3.7862741016733055,6.386251923677281,1.996356169478556,Iris-virginica
+58,6.2926761484130305,2.597704904863114,4.925711889222754,1.8291278777488014,Iris-virginica
+59,6.647337700987435,3.279677415257006,5.515829630221592,2.079615948751324,Iris-virginica
+60,6.2834667213678665,3.3978014380367214,5.438098705175763,2.291620664544694,Iris-virginica
+61,6.502156798867557,3.051455256057709,5.472026374631398,2.065588464287944,Iris-virginica
+62,5.1428882007892165,3.7281077573734502,1.474533588124445,0.35633020355972145,Iris-setosa
+63,5.962854048009539,3.0,5.127964769227441,1.8055316671966117,Iris-virginica
+64,6.688532402780887,3.3224358534394356,5.6984994503117345,2.5,Iris-virginica
+65,5.544898950355161,4.199999165078847,1.3658498041295948,0.20314511807098343,Iris-setosa
+66,6.038156416555836,2.2171351894595,4.012943912634752,1.0323179005990728,Iris-versicolor
+67,7.6986846613601845,2.600215194276311,6.899998614972309,2.3124583610865006,Iris-virginica
+68,7.681326724234677,2.802541615006429,6.68053053737387,2.006077182837809,Iris-virginica
+69,4.8447474395871755,3.0,1.4217632585461868,0.1,Iris-setosa
+70,4.4,3.2087062903957144,1.2933343783096956,0.20022216022913308,Iris-setosa
+71,5.175998760483062,3.7280113930241625,1.4854878775142342,0.38756484969342153,Iris-setosa
+72,7.690891906215031,2.6056130810211013,6.9,2.3008423311131,Iris-virginica
+73,5.383534557303287,3.8719298687420585,1.3166993633449136,0.49266711082767145,Iris-setosa
+74,5.201415517308279,3.401673199736156,1.3982050973144027,0.2025935852167789,Iris-setosa
+75,4.802973906401293,3.0,1.405956844040992,0.35001633882999555,Iris-setosa
+76,5.394875116709255,3.4013767668227346,1.566685348173892,0.19401272713989096,Iris-setosa
+77,5.677403885751054,3.0,4.218548100433461,1.2715787423033986,Iris-versicolor
+78,5.79505894130777,3.0,4.311004508980216,1.2953594103613708,Iris-versicolor
+79,5.337666310953871,3.8407692974643317,1.354672969855388,0.3851991169521796,Iris-setosa
+80,4.907669620408374,2.43491759662155,3.4561588039565274,1.0225707682365548,Iris-versicolor
+81,4.793392535100973,3.3834006523268494,1.7636995677886358,0.20025907363803094,Iris-setosa
+82,5.811190111291,2.6996608893640333,5.109233179813175,1.889242065394831,Iris-virginica
+83,5.653695380912047,3.0,4.143557138200902,1.240618258712793,Iris-versicolor
+84,5.066816162238752,2.364413845757369,3.5151318384700017,0.9489994892273741,Iris-versicolor
+85,5.722753346798294,2.8724655532392758,4.191557542953102,1.2217095841438077,Iris-versicolor
+86,5.332059733211077,3.8034371582609716,1.3511103010159942,0.3024434306782323,Iris-setosa
+87,5.201967327647618,3.416549396988635,1.3710862361141434,0.20166840223197494,Iris-setosa
+88,5.441897178136574,3.40286365513927,1.6571212533938506,0.20141788713022654,Iris-setosa
+89,4.806901168231253,3.363873427538221,1.9055423146673474,0.19440990168747185,Iris-setosa
+90,6.130206989385967,3.344692539800319,4.603146259797388,1.577523486942952,Iris-versicolor
+91,6.7627298099677,3.2064745381944846,5.853339997055329,2.2614370890824285,Iris-virginica
+92,5.797550384491534,2.685512215501906,4.084521286270421,1.0015209717439013,Iris-versicolor
+93,4.400000571206777,3.1868876175269776,1.3149070383083412,0.19757678483339602,Iris-setosa
+94,6.680375678990743,3.2862715022888342,5.642602072200629,2.499999488938003,Iris-virginica
+95,7.669879998206496,2.586568206130796,6.9,2.2946306812764843,Iris-virginica
+96,5.486101100439976,3.0,4.4595143668177055,1.4988374654530838,Iris-versicolor
+97,4.4,3.2160693599852745,1.2863380976834065,0.2033033759639378,Iris-setosa
+98,5.599376559310103,3.0,4.117121400900028,1.3042210209777683,Iris-versicolor
+99,5.90511766256537,3.1556923810224915,4.762375530198912,1.8148874482257442,Iris-versicolor
+100,4.818001231560412,3.3986890696769807,1.5733803483663793,0.20230903438661704,Iris-setosa
+101,6.33045526448743,2.887274412856775,4.3081228638254,1.2821365255285244,Iris-versicolor
+102,6.608050707308478,3.32600575597747,5.565616851079855,2.131970577258103,Iris-virginica
+103,4.519382201512416,2.3314440778877668,1.3136850413024668,0.29950117070911453,Iris-setosa
+104,6.742729944678248,2.874773088341173,4.875887945996902,1.5954982761970042,Iris-versicolor
+105,5.776835709711199,2.715046796475986,5.085985959196174,1.8985721813310845,Iris-virginica
+106,4.902736070483575,3.0,1.4051803594065295,0.19859347000854907,Iris-setosa
+107,5.0182950645702915,3.0,1.6833326769482195,0.1983240038669427,Iris-setosa
+108,4.613207149075527,3.628161932910948,1.0000004640183484,0.19243073482668122,Iris-setosa
+109,6.610336747019162,3.0,4.3812141038106835,1.4048982182549286,Iris-versicolor
+110,5.0586210393037625,3.5097760945887204,1.3781426027850843,0.20077936835880417,Iris-setosa
+111,4.978144588915973,2.36392061179543,3.367856482241625,0.9554371782433373,Iris-versicolor
+112,4.872129392815293,3.0024582519021044,1.4493525573251658,0.1,Iris-setosa
+113,5.898517864635028,3.0,5.113272389839996,1.800715916908692,Iris-virginica
+114,5.78425497387131,2.7972697058903533,5.157593417831496,2.4075951292190565,Iris-virginica
+115,7.9,3.7964584032757465,6.392713046087636,2.027469462257777,Iris-virginica
+116,6.779147749844357,3.2109452603998707,5.880769339248517,2.2724561896043536,Iris-virginica
+117,5.014779459283646,2.395254745550404,3.4788449497906573,0.9900595849670033,Iris-versicolor
+118,7.646202214070448,2.812677037444315,6.671394849919049,1.9844542136682437,Iris-virginica
+119,5.9217130962807225,3.0,5.095192952436333,1.7954682205341987,Iris-virginica
diff --git a/iris/tab_ddpm/4_4/28/test.csv b/iris/tab_ddpm/4_4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/28/train.csv b/iris/tab_ddpm/4_4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/28/val.csv b/iris/tab_ddpm/4_4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/29/synth.csv b/iris/tab_ddpm/4_4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..43797136924a3f8160e1631d299d12cff8b324db
--- /dev/null
+++ b/iris/tab_ddpm/4_4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.5050123453173025,3.0,5.345245560276734,1.8608819134117418,Iris-virginica
+1,5.5662553814911755,2.6469573829069026,4.447012945247305,1.2353210501014331,Iris-versicolor
+2,5.018520375095538,3.0,1.563378623305328,0.20120667492573213,Iris-setosa
+3,5.161255020816344,3.347563297484368,1.40101674881895,0.2018939760416793,Iris-setosa
+4,5.549183479745526,4.2,1.3947277332293773,0.20354066711438457,Iris-setosa
+5,5.777063792504855,2.7412413343473614,4.190617045032046,1.0687571332833228,Iris-versicolor
+6,4.495975443462793,2.318076334170017,1.2945558249137012,0.2829206536138076,Iris-setosa
+7,6.699890497228558,3.0,4.9955017048693025,1.700714226788629,Iris-versicolor
+8,4.578858802760937,3.644157829910395,1.0,0.19361784606309895,Iris-setosa
+9,6.304427468244412,2.3319750006237143,4.404438995356636,1.291469512664607,Iris-versicolor
+10,5.722554097348289,3.0,4.210204934623912,1.1549103532426723,Iris-versicolor
+11,4.798576111225023,3.0,1.4176473354478247,0.1,Iris-setosa
+12,5.517185286376642,3.0,4.480756311525291,1.4207526748655934,Iris-versicolor
+13,5.574253922092808,4.199999282490904,1.414440888513877,0.2013064227083051,Iris-setosa
+14,6.211809847417759,2.2045745965022867,4.501901764953968,1.5181239755070133,Iris-versicolor
+15,5.083756405665898,3.6424303171377774,1.4988480002140523,0.4100363601420396,Iris-setosa
+16,4.812166406063695,3.0,1.3502788090199556,0.1,Iris-setosa
+17,7.520661847567801,3.0,6.505567901561119,2.088962127910368,Iris-virginica
+18,5.036673782796287,3.276424287253143,1.8605205234081104,0.19979563985991056,Iris-setosa
+19,4.400000450767781,3.170791337884269,1.3223839082279818,0.20039117864451217,Iris-setosa
+20,5.102791306583844,3.497304688330863,1.382721876239808,0.19996738490941018,Iris-setosa
+21,5.922077469387668,3.209698328807537,4.800689457070687,1.814959724815554,Iris-versicolor
+22,5.653376215604195,2.9395419396956872,4.14483408823224,1.3110450743227016,Iris-versicolor
+23,6.696814694794138,3.3030856265665443,5.697737953679885,2.499999635780066,Iris-virginica
+24,6.909508436922429,3.10228229799888,5.125429199528763,2.3169950259024024,Iris-virginica
+25,7.580022798574264,3.0,6.551586447096321,2.1159276762679857,Iris-virginica
+26,6.293918819635158,2.6800788687897,4.865264726852711,1.7885410710100698,Iris-virginica
+27,5.49746137569329,3.0,4.453549487947161,1.4915782648607567,Iris-versicolor
+28,6.310514020461674,2.2738929166191606,4.420638220465464,1.3185466188568786,Iris-versicolor
+29,7.899998939216186,3.765164830742174,6.357519362609471,1.9912016085815505,Iris-virginica
+30,5.0884187988973535,3.48599811122712,1.3823506790421818,0.19967556146856752,Iris-setosa
+31,5.635267651306123,3.826975733889373,1.5318942793190415,0.29811720114686796,Iris-setosa
+32,5.097734989421906,3.4755934548802196,1.3423734276181265,0.19482621016853136,Iris-setosa
+33,7.672576843209112,2.8118854598495355,6.676122158683249,1.9864464515118714,Iris-virginica
+34,7.616263803005736,3.0,6.6080803478231696,2.1037459483545615,Iris-virginica
+35,4.881506210144291,3.059744283571663,1.4821330129972579,0.1,Iris-setosa
+36,5.839781423412969,2.9196564784935823,4.496398584882572,1.4915491259548705,Iris-versicolor
+37,6.783706956140017,3.1485659868760623,5.832047459266839,2.252949925316794,Iris-virginica
+38,4.867577173372674,3.0,1.4040746088281812,0.20494456401491284,Iris-setosa
+39,4.997097802972834,2.0,3.413849279591692,0.9871985667722447,Iris-versicolor
+40,5.998591553692861,3.3641270313748244,4.471734095007197,1.5614699775497158,Iris-versicolor
+41,4.8004096153368,3.0,1.375264749012516,0.1000001147804777,Iris-setosa
+42,7.2202280761464595,3.0,6.050327048607673,2.0878728015991674,Iris-virginica
+43,5.153805937033088,3.729464436508844,1.463900292479698,0.3936363247283694,Iris-setosa
+44,6.35118341711981,2.9544565999622385,5.586559091740561,1.7962613518005408,Iris-virginica
+45,6.643901313846941,3.0,4.538612269640896,1.4641951788520426,Iris-versicolor
+46,5.5630332234789845,3.0,4.482242132973286,1.5039815691956437,Iris-versicolor
+47,7.367743504166928,2.9215208787476086,6.364918772493618,1.8048133729373061,Iris-virginica
+48,5.591798482811161,3.0,4.1247912777827525,1.2688999573246675,Iris-versicolor
+49,5.546626175256295,4.199999370200473,1.3764225323349983,0.20500159684505737,Iris-setosa
+50,6.285162941262229,3.3065913957037365,4.692215756698281,1.6056596081963423,Iris-versicolor
+51,7.695867749408958,2.5982046685542497,6.9,2.2912217208509698,Iris-virginica
+52,4.794154346103074,3.405433951387215,1.7354794071943374,0.19825944711708587,Iris-setosa
+53,6.450883759452758,2.9338053871649676,4.308531465463886,1.3254365792507015,Iris-versicolor
+54,5.783713662644529,2.6991611557003363,5.092788067089776,1.8947757184201575,Iris-virginica
+55,6.018283882066951,2.1814479656181245,4.075344856031373,1.0249454115662817,Iris-versicolor
+56,6.190925177933961,2.185409071995579,4.4853807322375845,1.5145087250636575,Iris-versicolor
+57,6.697124691907357,3.0,5.00501292287421,1.6856817588184705,Iris-versicolor
+58,5.530915347250369,2.48618761237001,4.21025386453085,1.1505154654824454,Iris-versicolor
+59,5.392065771583149,3.4163594692451182,1.498790741843612,0.36763166669731084,Iris-setosa
+60,6.037050221777287,2.8856760208869203,4.527274374404823,1.3337409407592675,Iris-versicolor
+61,4.797322558838343,3.395444082418583,1.5728554933454622,0.2046533811276524,Iris-setosa
+62,4.762948304732694,3.0,1.3803463293152398,0.1,Iris-setosa
+63,5.401675616150198,2.378208785956223,3.6772373638933056,0.9691571696961614,Iris-versicolor
+64,6.799645590665941,2.789832021116946,4.777538250760049,1.3938818707655098,Iris-versicolor
+65,5.822742694817338,2.806175919713381,5.091167780143667,2.4114660692538656,Iris-virginica
+66,6.556922057056272,3.16531458639773,5.18918171127532,2.009032310898024,Iris-virginica
+67,5.242242161850135,3.3182868318808154,1.5677289800996668,0.5303278026677254,Iris-setosa
+68,5.0881623250747685,3.3025745332567675,1.851451826293598,0.5087187999561334,Iris-setosa
+69,6.240636702007504,2.9940037291290285,4.63676888674645,1.3724730772008726,Iris-versicolor
+70,6.4928443475624364,2.9554464452942413,4.296863033642265,1.3635257944226218,Iris-versicolor
+71,4.595695246606711,3.5783606793950327,1.0000005043936244,0.20083974027881216,Iris-setosa
+72,6.891602623167714,3.1223619512996175,5.152104175866044,2.3051909174519714,Iris-virginica
+73,6.791710731766083,2.7974794005753325,4.802923869704303,1.3966806145314117,Iris-versicolor
+74,6.676382440614251,3.2703903226110307,5.611955926404642,2.1420336086479272,Iris-virginica
+75,7.681623545477909,2.618956208630731,6.9,2.3047169221793053,Iris-virginica
+76,5.892857242086788,3.1971945776526036,4.8151732224518815,1.7966600520626905,Iris-versicolor
+77,5.627012861891977,3.786437755905462,1.5551044524102808,0.27564007630229004,Iris-setosa
+78,6.01224806340011,3.3336076703300295,4.574406271180141,1.6353057164953608,Iris-versicolor
+79,6.221857725627582,2.8411194047815442,4.268280485929142,1.2147688753235557,Iris-versicolor
+80,5.726560335414563,3.0,4.270290692112398,1.286623415254328,Iris-versicolor
+81,6.301372681911085,2.25908659527015,4.405203095772136,1.3153393339311636,Iris-versicolor
+82,6.903771536852809,3.1070926992635224,5.132929284279095,2.2816064868497277,Iris-virginica
+83,4.81043720618528,3.402721983967342,2.0077404139094392,0.19947364110909915,Iris-setosa
+84,5.640402949409362,2.617781741667458,4.2115103804142215,1.1473905083166445,Iris-versicolor
+85,6.555192803205672,3.0,4.3565242075780795,1.3761250652080281,Iris-versicolor
+86,5.8442365167242345,2.7247029769663635,4.135164946431992,1.0084917233689663,Iris-versicolor
+87,6.224764685249777,2.2242365298884437,4.426549631181233,1.3968233890720083,Iris-versicolor
+88,5.598844604868648,3.0,4.56233598921715,1.5648210502733364,Iris-versicolor
+89,6.414657090442478,2.9280991383063006,5.651268526706506,1.803346894424493,Iris-virginica
+90,6.233282228614399,2.201936751693938,4.500043829923727,1.471420456074016,Iris-versicolor
+91,6.041221723869524,2.220507712780632,4.146571911905675,1.0228783295795167,Iris-versicolor
+92,5.33152852850341,2.4183989323122623,3.6877555046566135,1.0250391385759634,Iris-versicolor
+93,4.798356804841287,3.392906857485748,1.726763154545659,0.1987822839027072,Iris-setosa
+94,6.081065614514185,2.8067593335732712,4.640232935120093,1.2077843715717982,Iris-versicolor
+95,6.724205355240025,3.311215786444046,5.725703040899791,2.0959304036900352,Iris-virginica
+96,5.686638155315198,3.8231317641859297,1.7891470251281163,0.2923066519203415,Iris-setosa
+97,6.215669641095893,2.6901947133236686,4.940488302055034,1.8089839182628293,Iris-virginica
+98,4.998512207773843,2.0000005948943915,3.5318819428962858,0.9857659707825099,Iris-versicolor
+99,7.701333229457161,2.60596264276228,6.9,2.2967860702915845,Iris-virginica
+100,4.891805607688506,3.0,1.3781600295102985,0.20121108800617066,Iris-setosa
+101,5.012836918582613,3.0,1.5721004832040992,0.2014865539980531,Iris-setosa
+102,5.760071458168237,2.9085540943854857,4.320347989700482,1.3260869580563712,Iris-versicolor
+103,6.48042254832848,3.154681770681348,5.085160468866443,1.9886292602389495,Iris-virginica
+104,5.6521899845634564,3.0,3.980247289939469,1.2762213682626813,Iris-versicolor
+105,7.899998927264871,3.796641397031711,6.41221469736435,1.986380860698767,Iris-virginica
+106,6.2853342686307965,2.2788518541457154,4.4920634826604715,1.3921988846050597,Iris-versicolor
+107,7.68817906523999,2.569922229733186,6.9,2.303369536930693,Iris-virginica
+108,5.465522112319487,2.555526032184217,4.34652883162568,1.1585706367988835,Iris-versicolor
+109,5.800378464809348,2.7977586932565983,5.13231131146017,2.404893760978597,Iris-virginica
+110,4.815405180080213,3.0,1.4185483574611855,0.1,Iris-setosa
+111,6.259211589232821,2.2260313765197814,4.448796132890637,1.3977689019031958,Iris-versicolor
+112,5.462443121061016,3.0,4.477035115422025,1.4827818979243395,Iris-versicolor
+113,5.0175556241509724,3.5078909932154545,1.3972122312676365,0.2067007944143535,Iris-setosa
+114,5.711579110565784,2.897767684676125,4.180162403371115,1.311058143209579,Iris-versicolor
+115,5.970372641965542,2.2023643132935815,3.9670678805887154,0.9780081089468704,Iris-versicolor
+116,6.304961828449343,3.249007368235076,4.717211394416758,1.6001580101498694,Iris-versicolor
+117,6.29600140522175,2.7233297197306054,4.890009813842774,1.795029706952983,Iris-virginica
+118,5.725595925607594,3.0,4.431274764402283,1.4811857964418456,Iris-versicolor
+119,4.812877063836835,3.0,1.407556089750787,0.10000009995173721,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/29/test.csv b/iris/tab_ddpm/4_4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/29/train.csv b/iris/tab_ddpm/4_4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/29/val.csv b/iris/tab_ddpm/4_4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/3/synth.csv b/iris/tab_ddpm/4_4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..baabee65eb1743ea48ed0ab745e76421a9126c0d
--- /dev/null
+++ b/iris/tab_ddpm/4_4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.818538254818655,3.404109088783752,1.764951093288311,0.20111390496332623,Iris-setosa
+1,4.501581588846487,2.3182974007031003,1.29861638143437,0.29842899050547034,Iris-setosa
+2,6.687715384769294,3.2669792317931163,5.509335618406753,2.0995564121565344,Iris-virginica
+3,4.400000709894304,3.1939601580825783,1.2729768453564736,0.1987697480988629,Iris-setosa
+4,7.707074420899447,2.577672283962742,6.9,2.30031566691338,Iris-virginica
+5,6.257572961422136,2.3100793570883935,4.355339120695752,1.2906864848765083,Iris-versicolor
+6,4.4,3.2008397136148203,1.28642665104962,0.20401419832297268,Iris-setosa
+7,6.1945024078566435,3.0464233681748074,4.659680274888943,1.4971513883295244,Iris-versicolor
+8,5.000733314119857,2.0,3.566021519067595,0.9533718350766123,Iris-versicolor
+9,7.899998251775019,3.763440109416705,6.349580881749933,1.9859732697582824,Iris-virginica
+10,5.496395528939536,4.1999989508565045,1.4010767376432878,0.20561685377563257,Iris-setosa
+11,6.011274309362131,2.908476358620799,4.47338501364339,1.4983328736502746,Iris-versicolor
+12,5.780894196533104,2.642008078651451,4.005484043887868,0.9276552818719972,Iris-versicolor
+13,5.3700283532009765,3.0,4.408133155695754,1.448678596594579,Iris-versicolor
+14,6.020490670119996,2.6455399106714927,5.035643521385754,1.8785972163672473,Iris-virginica
+15,5.368042075914985,3.904905925205919,1.2909912766930076,0.4263713590147886,Iris-setosa
+16,4.795887466203603,3.3805652238042034,1.6260946828759344,0.20280023215764123,Iris-setosa
+17,5.640474379919493,2.9213887673058574,3.820970408518859,1.312811312364845,Iris-versicolor
+18,6.524991704248187,3.2776101236022406,5.4107689752030685,2.1713610896716187,Iris-virginica
+19,5.279286561244205,3.7080316382778262,1.5055366356382696,0.20097964887500996,Iris-setosa
+20,6.149528332312173,2.858902224317522,4.627747789513689,1.2384705424384086,Iris-versicolor
+21,6.201755570786548,2.192181592642357,4.5259199082947275,1.5417497514696328,Iris-versicolor
+22,5.664753996979397,3.776881954767079,1.5525399200887373,0.34338369534223256,Iris-setosa
+23,5.455799805174942,3.4100927611325886,1.6522142751588744,0.20344276033521697,Iris-setosa
+24,5.57954047923318,2.7162070569705903,4.415151707499097,1.260060565813729,Iris-versicolor
+25,5.681166210936541,3.7641164884188614,1.8381931102273736,0.32979049281315936,Iris-setosa
+26,6.789364976488488,2.8039046974227526,4.787608264463029,1.393956104020444,Iris-versicolor
+27,5.4977493268775595,3.0,4.45230440921545,1.4894642899026393,Iris-versicolor
+28,5.436308758294439,3.0,4.495413644055685,1.5233255656544726,Iris-versicolor
+29,6.887129842746726,3.106015436024835,5.082671953504973,2.2930882181824326,Iris-virginica
+30,6.690296453626146,3.174075352083878,5.36234104332542,2.245986448348427,Iris-virginica
+31,4.870569883031031,3.060028212348949,1.4789728800700959,0.10000009329124653,Iris-setosa
+32,5.067316460406283,3.5227476836567138,1.3965622895174379,0.2015769459089242,Iris-setosa
+33,5.10025172809409,3.1544721350787626,1.5504046637806925,0.2021352450208629,Iris-setosa
+34,5.401825330063915,3.4090633788355125,1.493851035884109,0.3625711309334356,Iris-setosa
+35,7.000302681254467,2.807098959494277,6.142757583005053,1.7927962171693133,Iris-virginica
+36,4.608652227771682,3.594904272496489,1.0,0.19442934768835113,Iris-setosa
+37,5.80285288520906,2.999912768820228,4.225901630487201,1.2738138709621787,Iris-versicolor
+38,6.189191040412545,2.2200289948032217,4.490435172073352,1.4839139081837207,Iris-versicolor
+39,6.907244426280996,3.1851933591359805,6.005805034667344,2.2876145597247595,Iris-virginica
+40,5.606030077187527,3.0,4.525518644950759,1.526704028325274,Iris-versicolor
+41,6.083457961775959,3.0,4.597080252219181,1.4024888987233626,Iris-versicolor
+42,5.610320189423264,3.0,4.034992995211701,1.3063344274009103,Iris-versicolor
+43,5.681620692955159,3.0,4.1777828157016215,1.2360093706234738,Iris-versicolor
+44,4.990786951812096,2.0000004614892752,3.449587276140614,1.0273343693150936,Iris-versicolor
+45,5.728464515839542,2.778609358461763,4.204973267744043,1.2583876425633966,Iris-versicolor
+46,5.805952150348777,2.6914336242138246,4.125354697923166,1.0097819716285934,Iris-versicolor
+47,5.38437741396321,3.0,4.520646648981439,1.490949981352953,Iris-versicolor
+48,5.360257839270163,3.3957168308304837,1.495149637232449,0.4122827838130707,Iris-setosa
+49,4.4,3.1740624121679812,1.2753828712946214,0.20279084978330908,Iris-setosa
+50,6.046787773714555,3.3906031479598577,4.535232695691955,1.5999589646791146,Iris-versicolor
+51,5.812347956293516,2.871482719262314,4.428621880064277,1.280868401374455,Iris-versicolor
+52,7.33489794487002,2.900876861410611,6.333795972798512,1.8184628309912751,Iris-virginica
+53,6.705571102768088,3.122443131839537,4.704058160732916,1.4971844396118625,Iris-versicolor
+54,5.993008713995106,2.7782388774131013,4.515063415361923,1.130763240491983,Iris-versicolor
+55,6.493320969289849,2.9571459863635314,5.622272792596732,1.800642029681666,Iris-virginica
+56,6.6607034461465675,3.0813975023983575,4.657746203693644,1.4719709170667328,Iris-versicolor
+57,5.756383192089814,2.6572363436997524,4.103849709522008,1.0101438422407611,Iris-versicolor
+58,5.599183380048973,3.0,4.165255988251576,1.3095212347655782,Iris-versicolor
+59,6.567502111872037,3.0,4.385187163265115,1.3704412132954191,Iris-versicolor
+60,5.407115031966562,3.3908789916413093,1.627622994664432,0.1979308779905662,Iris-setosa
+61,6.788601367809247,2.7976816964378526,4.775444777632874,1.4502321036058825,Iris-versicolor
+62,4.802700271266531,3.392260641363775,1.675710498930489,0.19866186350577708,Iris-setosa
+63,5.0993365268408715,3.706165736791255,1.498369305021058,0.40677322883730027,Iris-setosa
+64,5.2871076937392365,3.681984945403692,1.5084736299706896,0.20045070787868488,Iris-setosa
+65,5.714179400445169,3.0,4.372762744153138,1.3630906502719036,Iris-versicolor
+66,4.4,3.16020325482405,1.2770064473376845,0.19922838141759866,Iris-setosa
+67,6.663032730531785,3.303672031314241,5.572044591960972,2.0966623421099886,Iris-virginica
+68,6.6219974761858165,3.191599290070575,5.424969655280387,2.0288128450999694,Iris-virginica
+69,5.114874313209817,3.5469660751908485,1.4160117536124348,0.1975828827810763,Iris-setosa
+70,4.557563558172721,3.545512361209394,1.0,0.2038926088079276,Iris-setosa
+71,5.015641347645766,3.3971554796394536,1.5759091295099328,0.3934529459966606,Iris-setosa
+72,6.3019960428992885,2.3226460269404408,4.379331807578498,1.3106765594728342,Iris-versicolor
+73,6.186006758567862,2.9986660515921946,5.480447974878513,1.9274682271678667,Iris-virginica
+74,7.699980640044616,2.566187085056442,6.9,2.281343642215298,Iris-virginica
+75,5.492276255285269,4.199999300983371,1.3821798212040521,0.20355822980913157,Iris-setosa
+76,5.716538552685597,2.995504930247117,4.228001051998375,1.2430147318209175,Iris-versicolor
+77,5.0084855852054915,2.0000006143738664,3.406073770055233,1.0197178147064232,Iris-versicolor
+78,4.798584232130358,3.4000484834225895,1.576158510150841,0.2013670761803468,Iris-setosa
+79,5.128103921083146,3.4023228214880534,1.4050205465755883,0.2000032965681554,Iris-setosa
+80,7.519729711424193,3.0,6.494043787989749,2.0557103158080445,Iris-virginica
+81,4.501131482085997,2.283031033424915,1.3041371209061872,0.2983465783836322,Iris-setosa
+82,6.046940459896455,3.386102602348883,4.526123555539793,1.5919014993295673,Iris-versicolor
+83,7.236930806822357,2.9329542226262526,6.237855157835555,1.7961101897457858,Iris-virginica
+84,7.720775679091144,2.810166679129999,6.68469040066564,2.018023072627499,Iris-virginica
+85,4.880443511927049,3.031702176631994,1.4536337485950253,0.10000012334803679,Iris-setosa
+86,5.201435720842591,3.7643633800946086,1.4449351658074212,0.40849235822932284,Iris-setosa
+87,4.973936700172688,2.0,3.3555660461335126,0.9419706822912497,Iris-versicolor
+88,7.702227137863831,2.631576330321323,6.899997813864845,2.3227467484695477,Iris-virginica
+89,6.037907475885855,2.1967424337685646,4.121100672249797,0.951382125166564,Iris-versicolor
+90,6.217770650569264,2.1787921376842982,4.503070949132503,1.4697641084901245,Iris-versicolor
+91,5.653011020895501,2.779695206584862,4.481236191906581,1.2766091654748353,Iris-versicolor
+92,5.661714039630366,2.7640277151797896,4.45603866584107,1.2901960264393602,Iris-versicolor
+93,4.807502634268313,3.0,1.3907892862119215,0.1,Iris-setosa
+94,6.724717187792779,3.099953847935792,4.721112524878511,1.532385475845912,Iris-versicolor
+95,5.812949743419586,2.703306675303757,5.097355803289599,1.891345068712984,Iris-virginica
+96,6.920577825805303,3.119674125397166,5.146436567911154,2.287665050168866,Iris-virginica
+97,6.2471231082698235,3.312898788522,4.661789862851026,1.5971396402767106,Iris-versicolor
+98,4.892625633074444,3.0,1.3981172653152811,0.19822812084508357,Iris-setosa
+99,5.015151782026652,3.0,1.5896453120530754,0.19924231339574155,Iris-setosa
+100,6.027834216378375,3.389793811432802,4.544282902894331,1.584022922046754,Iris-versicolor
+101,5.318756839240821,3.3812406117905316,1.533841913300938,0.4056667271519234,Iris-setosa
+102,6.186394143249255,2.185095438357188,4.496767804524659,1.5100363718881171,Iris-versicolor
+103,7.625402353491905,3.0,6.588812013030053,2.09006164794668,Iris-virginica
+104,6.9261238306910595,3.089180552982632,5.075178783347695,2.2914256111694082,Iris-virginica
+105,4.502442352994507,2.3192250666998664,1.309822941933319,0.33077636093414003,Iris-setosa
+106,7.717607795726771,2.5835509734885935,6.9,2.295129397386585,Iris-virginica
+107,4.807762570030437,3.0,1.381865056057621,0.294326611901751,Iris-setosa
+108,5.6324350260869025,2.865041896522461,3.511904767502758,1.293025698011323,Iris-versicolor
+109,4.782255037688886,3.3930278205165787,1.7768084731779434,0.19989345599200553,Iris-setosa
+110,5.44051813113259,2.549798210280322,4.344501494855293,1.141678519131602,Iris-versicolor
+111,6.170672206687206,2.183780164948966,4.5011820705629795,1.494285243119732,Iris-versicolor
+112,6.2701764045124255,3.0,4.541747603165008,1.3678796403813651,Iris-versicolor
+113,6.669601983801437,3.317407502270676,5.638100259216917,2.5,Iris-virginica
+114,7.374941257035904,3.0,6.343083570428774,2.1028754633476874,Iris-virginica
+115,6.389665162938383,2.905868771231823,4.254498429137676,1.2826149234881672,Iris-versicolor
+116,4.867501236045058,3.0,1.4393420814371756,0.1,Iris-setosa
+117,5.547276380083077,2.4971411946767095,3.7788457769829167,1.0655066086791278,Iris-versicolor
+118,4.4,3.2304620506440185,1.289237265542693,0.20983219804030143,Iris-setosa
+119,6.239977120976239,2.23958412227192,4.375903924093538,1.3090456599821214,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/3/test.csv b/iris/tab_ddpm/4_4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/3/train.csv b/iris/tab_ddpm/4_4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/3/val.csv b/iris/tab_ddpm/4_4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/4/synth.csv b/iris/tab_ddpm/4_4/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..826d7b2c6aeceafb83e42fef6a2b0266fd63312c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.590896894339218,3.0,4.5190558547958215,1.4708654940106223,Iris-versicolor
+1,7.34675911440129,2.8961727995627236,6.3387705771990035,1.7855767432326748,Iris-virginica
+2,4.613269348024049,3.580274984180801,1.0000006129527161,0.2020620462034461,Iris-setosa
+3,7.251965326585421,3.0,6.147000428709488,2.0658500360634946,Iris-virginica
+4,5.933063520137826,3.0,5.123981258684229,1.8012198551408254,Iris-virginica
+5,6.168630039548525,2.2116648080938432,4.493872983673517,1.4962248448103068,Iris-versicolor
+6,6.352765684763209,2.2734503047955004,4.495688524334185,1.4224544572672748,Iris-versicolor
+7,5.794634216686839,2.694425974195634,5.079354188097045,1.913805946176435,Iris-virginica
+8,4.604840620797505,3.2058720952088957,1.3916774028011694,0.20919901355034698,Iris-setosa
+9,5.948180001316248,2.9062416142963996,4.46985650110474,1.4554037244058993,Iris-versicolor
+10,5.08006219729037,3.6546395182834903,1.417284180170361,0.20479474718330087,Iris-setosa
+11,7.725752414057966,2.578412562870275,6.9,2.266283979158603,Iris-virginica
+12,6.724438664533599,3.1294463046764425,4.71517726514784,1.5075150302569462,Iris-versicolor
+13,4.821784557055714,3.0,1.4033856575447645,0.29573680202950514,Iris-setosa
+14,5.769246649928711,3.0731098626327693,4.318909603945489,1.3599946336188338,Iris-versicolor
+15,5.675078372138517,2.894787352158923,4.347956481574926,1.3702630537684761,Iris-versicolor
+16,5.8131763395435545,2.882723863512646,4.4475440988566355,1.4345002273833174,Iris-versicolor
+17,7.899998853003147,3.783465983179233,6.434241063231646,2.0000464809414833,Iris-virginica
+18,5.6654516262977905,2.878580884174902,3.729140646162726,1.29987490575833,Iris-versicolor
+19,4.906151685582293,3.0,1.3977293560688637,0.19892309410592557,Iris-setosa
+20,4.610199200131139,3.233530119657984,1.398984423948523,0.19649856931117246,Iris-setosa
+21,6.266372589369092,2.2729053879549332,4.38495021059653,1.2952751786678716,Iris-versicolor
+22,6.268785236449276,2.261225872266556,4.446409011937765,1.3976658875546106,Iris-versicolor
+23,5.133171442955366,3.306542310868559,1.6535115777465212,0.4877248099800964,Iris-setosa
+24,4.972274504977016,2.0000006365876972,3.5375197553516595,1.055684371335225,Iris-versicolor
+25,5.887310683610123,3.218742249134985,4.753854754739683,1.769900797461793,Iris-versicolor
+26,5.82137153064314,2.631109625848576,4.108186355300002,1.0333024582246855,Iris-versicolor
+27,5.133353630706599,3.4645031440964216,1.4024956813873994,0.19842454317899177,Iris-setosa
+28,7.682963871086391,2.793369939467276,6.69938352951086,2.014730904941903,Iris-virginica
+29,6.350267686915395,2.2882615091127554,4.438694775448516,1.3207257573133004,Iris-versicolor
+30,4.8134481186717455,3.0,1.4125788164360336,0.1,Iris-setosa
+31,4.498813955028886,2.3054970056386166,1.3302421283207408,0.2993594567895904,Iris-setosa
+32,6.535247308915439,2.985460799205709,4.340874626309409,1.372818679916624,Iris-versicolor
+33,6.2751581915725705,2.334205383114182,4.382854091291487,1.2662320483339022,Iris-versicolor
+34,4.891403442550881,3.0,1.4097419672124207,0.20000909208315976,Iris-setosa
+35,6.276889584723793,2.3301850727188644,4.34732772902195,1.2778383730791885,Iris-versicolor
+36,6.906979216353064,3.0825906235522296,5.302463350121007,2.2780590433502543,Iris-virginica
+37,6.256660265081353,3.4184569092392065,5.3965841437993864,2.3035919609119,Iris-virginica
+38,4.664971979230428,3.2668178415291695,1.456616513126581,0.1966108749424625,Iris-setosa
+39,6.2936291305438035,2.7154408034979616,4.927737480023555,1.7970009431233072,Iris-virginica
+40,7.435174978746323,3.0,6.383287192577617,2.0638016900518354,Iris-virginica
+41,7.2253718577245,2.9168142985669525,6.184348054198262,1.7946234157493044,Iris-virginica
+42,6.22628300850356,2.2108408735791643,4.501653374621351,1.4887891047383295,Iris-versicolor
+43,5.629195136322807,2.9559952286049507,3.929024821822185,1.3034000946532651,Iris-versicolor
+44,5.092576818669,3.71761387610847,1.443875653315658,0.22233673391315714,Iris-setosa
+45,4.789349985843029,3.3981959971967313,1.5799869597123817,0.19848572295583067,Iris-setosa
+46,4.756384352472569,3.0,1.4084473488090814,0.2940289659994511,Iris-setosa
+47,6.160855357061799,3.3715404581414092,4.586654559560757,1.5593585118834012,Iris-versicolor
+48,5.369524946890684,3.3879812349046206,1.5881323286863192,0.1953302864904019,Iris-setosa
+49,7.568863663717958,3.0,6.59604533338233,2.1028893532681763,Iris-virginica
+50,6.331999058483922,2.683984500498405,4.923911662266219,1.8310933136427558,Iris-virginica
+51,5.689956655561067,3.778730135084675,1.6401299637003226,0.35083191794956,Iris-setosa
+52,6.510493214240372,3.2004962985895524,5.078980630537027,2.0240225606382185,Iris-virginica
+53,5.521851741776818,4.199999171746159,1.4083015264943999,0.2027751547947676,Iris-setosa
+54,6.294015735593983,2.2929200425529546,4.416269513019542,1.315487374203217,Iris-versicolor
+55,4.998685270783461,2.0,3.4528556824837437,1.015482204487507,Iris-versicolor
+56,6.278248387079544,3.3696040790053234,5.411671743585886,2.2582869337969727,Iris-virginica
+57,5.482867203226314,3.0,4.4626173918979575,1.4795773984650764,Iris-versicolor
+58,4.859805159380991,3.0,1.4439853590042533,0.10000009159395137,Iris-setosa
+59,6.029961077209383,2.209669000902007,3.9517424903070846,1.0419260122281386,Iris-versicolor
+60,5.805886312001473,2.7120679904648775,5.121558399080337,1.905362128286177,Iris-virginica
+61,5.701362842552465,3.7878270385525776,1.6668407571352823,0.2952160936303835,Iris-setosa
+62,4.639381792060402,3.2009260329732987,1.38625769084033,0.20355514013080173,Iris-setosa
+63,6.704276988048774,3.2711536665890475,5.752980792762552,2.5,Iris-virginica
+64,5.838331433115977,2.3005904819649223,3.9747892236128957,1.0421730976802304,Iris-versicolor
+65,6.8176988101537646,2.7826310112943986,4.851247027620021,1.4155806474506492,Iris-versicolor
+66,6.6661027552384615,3.29687890261107,5.657107035310038,2.4999994988877803,Iris-virginica
+67,6.288192707369765,2.3060937632754435,4.427405986634015,1.3138257687489159,Iris-versicolor
+68,5.699532739956296,3.785721117968988,1.8097780050708954,0.3173051486198242,Iris-setosa
+69,5.832515456235683,3.0,4.435803808419364,1.3778702862585956,Iris-versicolor
+70,6.674353990405562,3.1052720463797776,4.754398047373016,1.5153878507071514,Iris-versicolor
+71,5.471233816136582,3.8840303916646524,1.3266836550884442,0.33993742206240796,Iris-setosa
+72,4.641674139880613,3.1731810597377117,1.405604211470019,0.20075869850600028,Iris-setosa
+73,4.607514122296758,3.1850998972747724,1.389439954234224,0.19767775759011785,Iris-setosa
+74,5.3906972867598695,3.380448429410371,1.498632008423248,0.3815334394088429,Iris-setosa
+75,5.120552900207735,3.7038391363416574,1.5152126514220643,0.4037324544944352,Iris-setosa
+76,6.592795435648255,3.0,4.359599322178844,1.3913055131865675,Iris-versicolor
+77,5.556605966874439,2.5572279235594944,4.261055863252825,1.1731420895476878,Iris-versicolor
+78,6.690952421771715,3.306493936807265,5.655122755252228,2.0683340865185627,Iris-virginica
+79,6.235994576224963,2.2822657989821837,4.350909379151483,1.2748349234081273,Iris-versicolor
+80,5.721952864851074,2.987920265998856,4.4922170014249945,1.4332733041939434,Iris-versicolor
+81,7.705573438093553,2.6036027732977876,6.9,2.299155395692579,Iris-virginica
+82,7.688083594168739,2.6112783333476597,6.899998655328152,2.300242833893106,Iris-virginica
+83,5.373380054433133,3.3881872679107405,1.5616916626172173,0.20050279826289513,Iris-setosa
+84,6.856220451703312,3.18908097670449,5.957726921436605,2.293705379287701,Iris-virginica
+85,7.7198739155300515,2.6194614791183213,6.9,2.2935843933345406,Iris-virginica
+86,7.703284090694175,2.580533670121563,6.899998987903359,2.304572737496446,Iris-virginica
+87,5.00026216338288,3.6052881147472062,1.3989316047835136,0.19217378381537237,Iris-setosa
+88,7.60399141769925,3.0,6.611803131745992,2.123089314100577,Iris-virginica
+89,6.289717938987252,2.486718463788914,5.025025277400318,1.9085772095049485,Iris-virginica
+90,5.796282902995515,2.6927670344497354,5.137796320113742,1.910183445338721,Iris-virginica
+91,5.47637221626055,2.3971381110692045,3.801577184184598,1.0382551253446355,Iris-versicolor
+92,6.071567472364836,2.849275984407256,4.285788923756343,1.127747119614949,Iris-versicolor
+93,5.233688513052611,3.7438461724232446,1.4603661921082698,0.20626396190931207,Iris-setosa
+94,5.627627037660265,2.523316431728935,3.954486178791507,1.1135261826169818,Iris-versicolor
+95,5.07800780301086,3.3159276178069153,1.5546552167370933,0.54443669649408,Iris-setosa
+96,7.648656386983041,3.0,6.6187068224923,2.0853914492532826,Iris-virginica
+97,5.608097410451915,3.0,4.497841123604149,1.5200916498410215,Iris-versicolor
+98,5.5280689057178405,2.5891770858266447,4.358977642290829,1.204801507300656,Iris-versicolor
+99,5.630035019937976,2.636177796423216,4.246063050553291,1.175657099482071,Iris-versicolor
+100,5.762097123340533,2.7922000278141237,4.337084239906975,1.2028920288685718,Iris-versicolor
+101,6.657302373039581,2.485322723156962,5.735103650912488,1.8121145461957084,Iris-virginica
+102,4.7241182777531225,2.965863339647369,1.3794968762406985,0.3173750369622177,Iris-setosa
+103,4.601270903751911,3.6112246959163032,1.0000004893134795,0.19085197968804363,Iris-setosa
+104,5.346932879554316,3.88797117190335,1.315008390762102,0.29932512202345063,Iris-setosa
+105,4.4,3.1838876933251976,1.3038425933148543,0.20081902496022228,Iris-setosa
+106,5.706269209650743,2.877752688457357,4.066555488602871,1.3166288969034385,Iris-versicolor
+107,4.984346635185241,3.6132218369747,1.4019389948337753,0.20272584498089175,Iris-setosa
+108,5.792912126738299,2.700366766094267,5.093151911151441,1.9052557080891008,Iris-virginica
+109,6.693560690301838,3.3067853643976823,5.688017761873088,2.1080029733976584,Iris-virginica
+110,6.312241292066226,2.306878671328569,4.40435794067308,1.2835964400872906,Iris-versicolor
+111,6.690483685803873,3.0,4.985978623136691,1.6983215247280892,Iris-versicolor
+112,5.290658248298698,3.342898182301609,1.784742660097657,0.19966254027747377,Iris-setosa
+113,6.469127581875983,3.0,5.3727314449268535,1.8014314951307193,Iris-virginica
+114,6.686653952602239,3.0,4.975025991278131,1.709848415161437,Iris-versicolor
+115,5.83052170447607,2.6862743754923706,5.145571519189351,1.9078979497686925,Iris-virginica
+116,7.67810313394995,2.60140588220558,6.9,2.294579227489227,Iris-virginica
+117,6.493232659359617,2.987387281016819,5.571139373512132,1.8091589831214352,Iris-virginica
+118,5.7983385928518265,2.815297280475715,5.111624660193475,2.4176375317352043,Iris-virginica
+119,5.558043425600479,2.4553827789926674,3.828897808403831,1.0598358057148347,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/4/test.csv b/iris/tab_ddpm/4_4/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/4/train.csv b/iris/tab_ddpm/4_4/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/4/val.csv b/iris/tab_ddpm/4_4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/5/synth.csv b/iris/tab_ddpm/4_4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6e67a3518596852db27a1b8fd1dd27f2f7115a9d
--- /dev/null
+++ b/iris/tab_ddpm/4_4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.588588901872284,2.938764658722342,3.4824657608013876,1.313730992884177,Iris-versicolor
+1,4.837636944710825,3.0,1.437399451174275,0.10000009737236423,Iris-setosa
+2,6.227549802374654,2.2107835945367174,4.513272918415929,1.5051709843147336,Iris-versicolor
+3,4.790373315352522,3.4036081876627926,1.6276156432364237,0.20297281832515063,Iris-setosa
+4,4.797806909232492,3.394695380295403,1.8182236159449727,0.20297037878852758,Iris-setosa
+5,6.71676960603656,2.4925323770366594,5.7960942435782155,1.7996145864803548,Iris-virginica
+6,5.7010274566709525,2.785748411827249,4.519363354636641,1.2866676690252847,Iris-versicolor
+7,6.88263978498859,3.0952853738878603,5.142457558746104,2.305378527207903,Iris-virginica
+8,7.463894921755159,3.0,6.429395716858065,2.08497766390152,Iris-virginica
+9,5.922448916596616,3.4164968624547094,4.481276718641133,1.6120453132906034,Iris-versicolor
+10,6.018934547319375,2.196093552686963,4.093587525356313,1.0342341880488464,Iris-versicolor
+11,4.906510186624816,2.4221705262746047,3.2807629631483954,1.0079498228901826,Iris-versicolor
+12,7.9,3.734644649514498,6.450929849286876,1.9919414598850553,Iris-virginica
+13,5.402670213709208,3.4274725563012933,1.5900875208382776,0.20057252574115667,Iris-setosa
+14,5.397911003640266,3.4236671848678433,1.6728734076884937,0.20288069954397975,Iris-setosa
+15,5.488611022665647,3.0,4.494127396417934,1.5099070912778416,Iris-versicolor
+16,6.095360883309057,3.3709622207066414,4.551866315803258,1.5913000422387538,Iris-versicolor
+17,5.542886635986707,3.0,4.516932722814568,1.4916012913395362,Iris-versicolor
+18,7.232159904037754,2.902385652025315,6.264076454123283,1.79511820003117,Iris-virginica
+19,6.716721736598993,3.1184778758806213,4.731774508370929,1.4929268221592484,Iris-versicolor
+20,6.694811847221515,3.0,4.994299537034718,1.7094835889318851,Iris-versicolor
+21,5.881260678899278,2.820535051458293,4.250604086405356,1.1263944490502193,Iris-versicolor
+22,4.4,3.18123626770701,1.3086450369025577,0.1991205998493773,Iris-setosa
+23,5.935557052426939,2.8955403462068143,4.467050192366088,1.4683864850509791,Iris-versicolor
+24,6.563962529461871,3.223747535363625,5.099046818846924,2.005334741058596,Iris-virginica
+25,4.787488248870317,3.3869506708326202,1.4758329871134088,0.2050886668552499,Iris-setosa
+26,5.305074924683906,3.808172180795671,1.4199435901552449,0.2972238936047902,Iris-setosa
+27,4.984766613753538,3.6173250996902695,1.393423753589976,0.19596534258912263,Iris-setosa
+28,6.547555871148467,3.1816885730730586,4.652138401983884,1.53580541533038,Iris-versicolor
+29,6.7062101990739516,3.3050407992324957,5.689380760670606,2.5,Iris-virginica
+30,6.36053961741151,3.0,5.391085127770249,1.791754851020414,Iris-virginica
+31,7.707810539384687,2.6148157977336637,6.8999987531927465,2.309967052032483,Iris-virginica
+32,4.99697390273858,3.54929177617401,1.39709384806966,0.2000465911273518,Iris-setosa
+33,5.996227052800144,3.3896579751023723,4.439769608938762,1.567250778329414,Iris-versicolor
+34,6.504334921402242,3.0,5.755907290513707,2.180929225399764,Iris-virginica
+35,4.400000558965619,3.1917547771617367,1.3350851611863215,0.20439076503018944,Iris-setosa
+36,5.613718250191282,2.8059309821918506,3.9941150360246054,1.2741526726440278,Iris-versicolor
+37,5.8635155333209426,3.191138726279829,4.782488230686774,1.7702950026996498,Iris-versicolor
+38,4.618853592416963,3.2096059315106813,1.4158934853322431,0.198617845804411,Iris-setosa
+39,5.560964369409621,2.3644393543177555,3.7671075524740516,1.0324730297806244,Iris-versicolor
+40,5.793568342552453,2.732346852382106,4.041080041176137,1.0017693671104153,Iris-versicolor
+41,5.013474782636099,2.0000004702574543,3.524827932744341,1.0223034065321892,Iris-versicolor
+42,7.720568645646505,2.61054717905223,6.9,2.3060244477531993,Iris-virginica
+43,6.201771488002334,3.3846766694356223,5.454395040905354,2.314292861766909,Iris-virginica
+44,4.996626050506909,2.0,3.565170441295163,1.010031544465886,Iris-versicolor
+45,6.325551211168021,2.9778836977863645,4.644707909794828,1.5551023720376196,Iris-versicolor
+46,5.41691045088878,3.3958231692786915,1.7867082912726404,0.20409374505314806,Iris-setosa
+47,5.025899510302818,3.0,1.5661367158452804,0.1939869592927139,Iris-setosa
+48,5.5347323379903575,2.4522525946016933,3.760816345340404,1.0595242375143454,Iris-versicolor
+49,4.575338212658953,3.5680276227145287,1.0,0.19553935318050236,Iris-setosa
+50,5.799744453335601,2.6893809933030797,5.096819697620475,1.8939647533315445,Iris-virginica
+51,5.50680276715202,3.7533380750223837,1.5330013520610568,0.2514608362655185,Iris-setosa
+52,5.459397454108994,3.0,4.4409076858985985,1.526416923815609,Iris-versicolor
+53,5.644597654326874,3.7836048639241087,1.5496283774370792,0.38616825963901097,Iris-setosa
+54,5.716147518258378,3.8120215117664706,1.6863927446456743,0.2957216274469018,Iris-setosa
+55,6.718332162825239,3.0,5.029737834761079,1.7238989530750726,Iris-versicolor
+56,4.900725736281851,3.4029976283308225,1.6750213776403902,0.24531084999049185,Iris-setosa
+57,7.721907604412417,2.6186791062062444,6.899998338411391,2.313397678114873,Iris-virginica
+58,6.765282561040261,2.8538653378081156,4.846431821754309,1.4844146632873172,Iris-versicolor
+59,5.519142790493115,2.396843055042759,3.6358404494504226,0.9873934679445682,Iris-versicolor
+60,5.209186870328287,3.387903919027838,1.4111049818345918,0.20283436645730593,Iris-setosa
+61,7.6538488960927324,2.8121791050739984,6.679758406099904,1.9757189667044448,Iris-virginica
+62,7.731866162456374,2.617573146373589,6.899998870773343,2.313729279345832,Iris-virginica
+63,4.911131496251509,3.123559737607194,1.5128124393909304,0.1000001235237272,Iris-setosa
+64,4.785066757260919,3.0,1.3872153418452717,0.2981261969211067,Iris-setosa
+65,5.999456487562557,2.738282814173908,5.011740231924448,1.8195984633180424,Iris-virginica
+66,6.268450116611969,2.9646301198797476,4.638124423734317,1.4768625770141135,Iris-versicolor
+67,6.008146829982192,3.0,5.179943180810314,1.807585255569085,Iris-virginica
+68,6.045926599491775,3.0,5.16582537434178,1.7956773755003803,Iris-virginica
+69,6.375655032020262,2.884992976735115,4.292449078510196,1.2721444711051284,Iris-versicolor
+70,5.800856559320751,2.805311505903668,5.09388909739212,2.400920872534057,Iris-virginica
+71,5.854482125914748,3.2024464788632194,4.802953450579891,1.80225458579479,Iris-versicolor
+72,5.980316506336676,2.1836083589042343,4.0672309265942905,1.0370196488626846,Iris-versicolor
+73,4.806826128853987,3.0,1.3659721589287126,0.1,Iris-setosa
+74,6.48874385510748,2.9381003845551112,4.308644996937468,1.3326117952558982,Iris-versicolor
+75,4.400000678135329,3.183726494621003,1.2796210957220098,0.19913580129805547,Iris-setosa
+76,4.993532912809862,2.000000511845172,3.5199645439938405,1.015957065249531,Iris-versicolor
+77,6.708263565371576,3.1020509615089145,4.704428235487135,1.50817502620238,Iris-versicolor
+78,4.957107034956908,3.5191975535428015,1.42095944081294,0.19979026979534845,Iris-setosa
+79,5.527745716074945,2.5908473258393054,4.4202548508500605,1.181407727335989,Iris-versicolor
+80,5.9393420929303815,2.7039207648004164,4.032444980040794,1.0318978660694507,Iris-versicolor
+81,5.766707682941077,2.682588124575466,5.094590485327643,1.897028856695532,Iris-virginica
+82,6.0824673225031765,2.8051566572334665,4.701855936559734,1.2289369747430285,Iris-versicolor
+83,5.468852810910561,3.0,4.42560423752889,1.4859409224600817,Iris-versicolor
+84,5.719172171644385,3.0,4.214536604629672,1.2032017300196742,Iris-versicolor
+85,4.964561123407537,3.0,1.5214694590500124,0.19603573633742488,Iris-setosa
+86,5.100306215074532,3.2903169489191697,1.8619894881171215,0.490346355463969,Iris-setosa
+87,5.6376385773516136,2.9283738640992256,3.8501446897209703,1.2981251081478629,Iris-versicolor
+88,7.546605411520921,3.0,6.541842142992921,2.098646835025116,Iris-virginica
+89,5.706805971326305,2.870290709753798,3.9618750663449083,1.271156189806316,Iris-versicolor
+90,5.6115687524833895,2.7199512502102148,4.432171981209468,1.2831580611580689,Iris-versicolor
+91,6.646470014846029,3.000773011818388,4.5094803481152335,1.4580743405818501,Iris-versicolor
+92,6.699846388889187,2.8012497000413474,4.787522761491821,1.3659202563613413,Iris-versicolor
+93,5.807135520500198,2.6901044997585393,5.079285581326676,1.887078035069667,Iris-virginica
+94,4.8079263282774765,3.0,1.4016665729372613,0.369572826464734,Iris-setosa
+95,5.755210467459814,2.507295625398043,4.287170051792187,1.2658195067558435,Iris-versicolor
+96,5.791534976419148,2.8864259924934075,4.361747211932096,1.3452529504114796,Iris-versicolor
+97,6.948913704309995,3.011384264456979,5.61340596887384,2.241331087667649,Iris-virginica
+98,6.632330618049809,3.197331247911544,5.464290578794946,2.022165132384629,Iris-virginica
+99,5.791293745885253,3.0,4.257191495483524,1.196653702008552,Iris-versicolor
+100,5.635666903740546,2.9075737729679343,3.8187049080756483,1.3012977235423708,Iris-versicolor
+101,5.345861612875708,3.893936798668032,1.3053405644780494,0.40221232761760206,Iris-setosa
+102,5.672932910889403,2.5704906961428953,3.9774604486992975,1.0630716848232493,Iris-versicolor
+103,4.837336464931152,3.3975341195964694,2.023860074399362,0.1997863245220488,Iris-setosa
+104,6.244702591135891,2.210317599787179,4.446540575396136,1.4411850847553398,Iris-versicolor
+105,6.78059111187823,2.8530938948065065,4.766603245067464,1.4213617226332116,Iris-versicolor
+106,5.289224974113855,3.7305608493989424,1.4278592437571773,0.2226633346358052,Iris-setosa
+107,5.500989828681164,4.199999201032243,1.3580760605722602,0.19685016688000828,Iris-setosa
+108,4.400000706770227,3.1803373737138276,1.3132774476463716,0.2081233577483932,Iris-setosa
+109,4.990959923859656,3.0,1.5766260717145644,0.1989104739356526,Iris-setosa
+110,6.514202442291732,3.2043673640902663,5.143074753081265,2.0229862707421833,Iris-virginica
+111,5.077894627789484,3.322786971196449,1.6891616123149604,0.4748305525690889,Iris-setosa
+112,6.599174524086084,3.0,4.420428485580363,1.3984453805573414,Iris-versicolor
+113,6.035979641898064,2.2296540430421943,4.093680014783789,1.0740454149645136,Iris-versicolor
+114,5.969027500462149,3.0,5.202279622129713,1.8112738192758095,Iris-virginica
+115,5.522458879525635,2.414418934278754,3.738584553704107,1.0397414388491677,Iris-versicolor
+116,6.704973325748139,2.5091827824829096,5.7927888952261055,1.8082021016862941,Iris-virginica
+117,6.239953752202982,3.3549188565253116,4.62493201598772,1.573484494388427,Iris-versicolor
+118,7.682882942282522,2.7890929491361467,6.6888260022741965,1.9903527167683694,Iris-virginica
+119,6.011737923094463,3.3827944394021126,4.514622967706806,1.609785914987658,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/5/test.csv b/iris/tab_ddpm/4_4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/5/train.csv b/iris/tab_ddpm/4_4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/5/val.csv b/iris/tab_ddpm/4_4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/6/synth.csv b/iris/tab_ddpm/4_4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e0e88da2be762a798da8312272bf9114fe0e0e75
--- /dev/null
+++ b/iris/tab_ddpm/4_4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.764452839053259,2.641112743970085,4.113757006828011,1.0608995688370524,Iris-versicolor
+1,6.793351379882273,3.1628058894757145,5.688081453408733,2.29627840523585,Iris-virginica
+2,6.240508058581483,2.7126277449058547,4.933154272737605,1.7807436566692978,Iris-virginica
+3,5.4899574693292825,3.0,4.4854707630501744,1.4926577901189286,Iris-versicolor
+4,5.703262837351512,2.904908455579576,4.092658110701818,1.25814063913767,Iris-versicolor
+5,6.854695610361279,2.8017718481322813,4.797569126053199,1.420739325742657,Iris-versicolor
+6,5.5182793338472536,4.199999239182499,1.3766167810348193,0.19621035187315844,Iris-setosa
+7,7.708536041694741,2.596477428301835,6.899998982487523,2.304945182933471,Iris-virginica
+8,6.475911230427394,3.0,5.499136111993553,1.7971890835646411,Iris-virginica
+9,6.707860681525255,3.2896216995907355,5.709115058924324,2.1103913707063775,Iris-virginica
+10,5.362426049190196,3.8825514764269053,1.3010943612821806,0.4205126180930209,Iris-setosa
+11,4.764558418034823,3.0,1.3812524017682524,0.1,Iris-setosa
+12,7.696600852668058,2.6292878608457038,6.899998339999161,2.297199127994379,Iris-virginica
+13,6.387031488200799,3.2630578449946492,4.773432193678165,1.5681448413690318,Iris-versicolor
+14,6.055129700406496,3.397137614710094,4.539375311710119,1.6000348792285348,Iris-versicolor
+15,6.306357202074787,2.9234520612481605,5.588553775002881,1.811223568020611,Iris-virginica
+16,5.107185822332112,3.3239621300994644,1.5722531429006028,0.5459158076946067,Iris-setosa
+17,4.90892925808867,3.1134192812345085,1.5060526823983933,0.10000011208342677,Iris-setosa
+18,6.2292790581250514,2.2205075090598605,4.471399865150931,1.4416124478291779,Iris-versicolor
+19,5.724058790183996,3.820409541090913,1.86151947938204,0.29682635317828904,Iris-setosa
+20,6.694101876538871,3.06601616388031,4.770308204732322,1.5495861543714728,Iris-versicolor
+21,7.700135754055721,2.5889219855236063,6.9,2.3036386351129683,Iris-virginica
+22,6.524162576809554,3.0,5.831446129320556,2.2152152312613356,Iris-virginica
+23,4.9884876784832,3.359259241740675,1.6400606299652323,0.33870413367685126,Iris-setosa
+24,4.798047554776758,3.0,1.4017038934467694,0.2953831834165358,Iris-setosa
+25,6.745103963887081,3.324038565034553,5.766600932034881,2.499995142926108,Iris-virginica
+26,6.796383300656482,2.795848274679195,4.807273015745297,1.4054795698545777,Iris-versicolor
+27,5.184148777145862,3.38077223441824,1.3800881474815145,0.2024016160164135,Iris-setosa
+28,6.487181530463396,3.1507450081695154,5.084815196649967,1.9595887823815068,Iris-virginica
+29,4.985976333581474,3.3962274574668974,1.660531043073035,0.36626727058621983,Iris-setosa
+30,7.2104247729098185,2.90911125202898,6.303935229306924,1.8060971775165513,Iris-virginica
+31,5.487379967039404,4.199999301685473,1.3914460144549472,0.1995222264825498,Iris-setosa
+32,5.633040618556908,3.0,4.548095017287527,1.583247774979871,Iris-versicolor
+33,6.29463065189293,2.513158220455296,5.013933306042652,1.8982320211105146,Iris-virginica
+34,7.705227511602647,2.5957506433108923,6.9,2.310473951966409,Iris-virginica
+35,5.052783325325639,3.365017094366794,1.5534142459127254,0.4202333959102649,Iris-setosa
+36,5.586553487225095,3.0,4.4374323816042995,1.49689727601242,Iris-versicolor
+37,6.790256572558028,2.808472420766658,4.800390046021893,1.4022259462230533,Iris-versicolor
+38,5.004006778722786,2.0,3.4858740322722235,1.0160813230678005,Iris-versicolor
+39,4.82963011535439,3.0,1.4025079922093806,0.3271928317529014,Iris-setosa
+40,6.51643970026368,3.0,5.465909498805403,1.794163289631868,Iris-virginica
+41,6.7153785250731355,3.3190270739744268,5.689994715902542,2.5,Iris-virginica
+42,6.286708868885802,2.8756847965125876,5.5912506712165095,1.8151083524306701,Iris-virginica
+43,4.885737867374539,3.1076326859956303,1.48682535776369,0.1000000919307117,Iris-setosa
+44,6.695387953614566,3.0838367376985225,4.7116930266109165,1.5694665973942583,Iris-versicolor
+45,5.5769038435296885,3.0,4.467494832802619,1.5087899275200496,Iris-versicolor
+46,5.3453295396522,3.6941305751469806,1.5066755405932113,0.21188102794654362,Iris-setosa
+47,6.308326879601194,2.636259219019493,4.885306595798976,1.8475966589498176,Iris-virginica
+48,7.9,3.843747090066404,6.411489186555513,1.9709177998233702,Iris-virginica
+49,6.1991992221523695,3.398069299581475,5.389336584294043,2.298593508951614,Iris-virginica
+50,4.4,3.212211627969845,1.312676303443385,0.2042743502060368,Iris-setosa
+51,6.181163713609783,3.053911538254319,4.628324879468492,1.458516053029678,Iris-versicolor
+52,5.126871977842995,3.681282115041644,1.515697143129592,0.4157660118023586,Iris-setosa
+53,5.148209119585373,3.4730233693232386,1.4036150681460497,0.19904217971572286,Iris-setosa
+54,5.370596249583178,3.0,4.5175739288217365,1.5019001281993554,Iris-versicolor
+55,6.702333901980013,3.268159399332223,5.686887948833901,2.4999995454389685,Iris-virginica
+56,5.497838229910122,4.2,1.386031986972867,0.20179090483364226,Iris-setosa
+57,4.8169749062569664,3.415631862055058,1.577565416123622,0.1984983851634366,Iris-setosa
+58,7.70986721640892,2.5912028769006374,6.9,2.3000808296269413,Iris-virginica
+59,5.6684503241556055,2.879870863638398,3.900505725558038,1.2918628225793736,Iris-versicolor
+60,5.389079493232845,3.372799999787282,1.5221530038053697,0.35036659331793035,Iris-setosa
+61,5.809727769412684,2.714746012241148,5.076797783953508,1.9080684150410854,Iris-virginica
+62,6.720187256448503,3.2595354130293206,5.749521143447742,2.17919098810308,Iris-virginica
+63,6.114056750079601,2.7945829202736236,4.679809733528763,1.2061524766744176,Iris-versicolor
+64,5.893743249738738,3.2052606561675447,4.795879521067969,1.804352064098183,Iris-versicolor
+65,4.4,3.1866528933834957,1.3221778901161922,0.1965753297793561,Iris-setosa
+66,6.659441714865473,3.3407347641294316,5.630550760963762,2.499999455371859,Iris-virginica
+67,5.589892881974654,3.0,4.122603873061822,1.258533999612971,Iris-versicolor
+68,5.568836691055186,2.431544029783892,3.803968324432839,1.057304329973993,Iris-versicolor
+69,5.668712705153357,3.781644224898313,1.7409408093101535,0.31573623234749537,Iris-setosa
+70,4.908394112866616,3.0,1.3960067002953092,0.19255621670752066,Iris-setosa
+71,6.439020304000273,3.187447134610269,4.745710061144536,1.6198581899974356,Iris-versicolor
+72,5.43120453329166,3.0,4.517242045781841,1.497155279904162,Iris-versicolor
+73,5.01022589762505,2.0000007006628215,3.4912336467140244,0.9441094929066938,Iris-versicolor
+74,7.226915529627355,3.0,6.099529787913362,2.098098281829082,Iris-virginica
+75,4.909279745462117,2.402856752162289,3.1494862372671877,0.9708979625427476,Iris-versicolor
+76,6.325004774891724,2.7270718004603367,4.887811448295697,1.8153970513568045,Iris-virginica
+77,5.9306058048952455,3.2266550586403735,4.8423636172049,1.8161560284766831,Iris-versicolor
+78,6.034890585995843,3.0,5.156339687742842,1.8011052249094854,Iris-virginica
+79,6.698987278952057,3.07588924662569,4.692607862690491,1.5096488164848545,Iris-versicolor
+80,5.088216298309615,3.2972873937354996,2.0270393998695155,0.4935451910030799,Iris-setosa
+81,7.693133384151763,2.8028553965510996,6.707780847274903,2.0122111552292052,Iris-virginica
+82,5.595731471953659,2.934701104836646,3.7711037800673615,1.3149635602305372,Iris-versicolor
+83,6.070631961430294,3.3717522351255362,4.511177938579589,1.5807810048197988,Iris-versicolor
+84,5.519500356741265,2.5997887626146268,4.407424733236783,1.1879755628072013,Iris-versicolor
+85,5.811794319233839,2.750371011284454,5.154760944258666,1.9500150858982686,Iris-virginica
+86,7.489919902159837,3.0,6.440164492082486,2.0775430351367365,Iris-virginica
+87,5.757477119158001,2.8024445477736135,4.514853202811417,1.2893764982340323,Iris-versicolor
+88,6.545878590126226,3.0,5.806528547089139,2.177859400952387,Iris-virginica
+89,6.1105773957761045,3.0,4.560677833376799,1.3928033044299657,Iris-versicolor
+90,5.806150774591567,2.6742205977536724,4.1519310201405695,1.0391441776823982,Iris-versicolor
+91,5.715668397200613,3.7931452051741616,1.8295271928444863,0.2955181529210304,Iris-setosa
+92,5.809512097002624,2.808464991207455,5.129437596416874,2.406978679742096,Iris-virginica
+93,4.8101612492997,3.0,1.410122815519772,0.10000009878854808,Iris-setosa
+94,6.716597470844626,3.2996859036724433,5.74712145043654,2.0737949605741854,Iris-virginica
+95,6.922167599837706,3.0932896433027857,5.165720104653998,2.311671443029272,Iris-virginica
+96,6.100633236606158,3.0,4.582651619639279,1.3996196206667246,Iris-versicolor
+97,6.788088869198249,3.216412604178495,5.881581697153742,2.2857417255038266,Iris-virginica
+98,6.274433916202768,2.2672902423792305,4.381610359533492,1.2969928852025123,Iris-versicolor
+99,4.9976203351037505,3.0,1.6407228577897754,0.2030401830868008,Iris-setosa
+100,5.023646898502681,3.0,1.6780001570781884,0.20346689662909356,Iris-setosa
+101,7.477468530888318,2.847658473814391,6.517154320799111,1.871398773702952,Iris-virginica
+102,6.151246626302516,2.158507229343547,4.482189875211069,1.4986416696869513,Iris-versicolor
+103,5.763528739954027,3.0,4.257523328185601,1.2484189020352028,Iris-versicolor
+104,5.843519082827114,2.9532675812342593,4.470996151669772,1.471441912311276,Iris-versicolor
+105,5.474734565369713,4.2,1.3902018426492362,0.19575466460110674,Iris-setosa
+106,5.588831209654038,2.5034220544983734,3.9089315707229755,1.0561316921477728,Iris-versicolor
+107,5.095462539694597,3.335837425189772,1.8114854672609737,0.42426956084223166,Iris-setosa
+108,5.291900312689518,3.6774117292796102,1.493474656194818,0.20199585405893036,Iris-setosa
+109,5.967724261291785,2.1837426218690967,3.9660474047449914,0.9933934407693674,Iris-versicolor
+110,5.595009170236592,3.0,4.051758127335546,1.298387753759682,Iris-versicolor
+111,6.728261136455458,3.0,5.003589256742988,1.7014156082733831,Iris-versicolor
+112,7.70805598107469,2.5954356078228473,6.899999000326585,2.3024946109902276,Iris-virginica
+113,6.316240036832618,2.5010623990626955,5.014875894923991,1.886725728333899,Iris-virginica
+114,7.320891138439353,2.9065345986608344,6.283811471694809,1.806595350681134,Iris-virginica
+115,6.547301274917743,3.2147856420132435,5.153802329730095,2.0181727109461383,Iris-virginica
+116,5.032829478550758,2.0000004700200384,3.5307392410786584,1.0316875864350554,Iris-versicolor
+117,7.367945540917872,3.0,6.191092836230385,2.0807931349522217,Iris-virginica
+118,7.3056816129367,2.920688832425968,6.361724361697474,1.859049495271227,Iris-virginica
+119,6.6987709083077185,3.0,5.006751620987718,1.7003707293205128,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/6/test.csv b/iris/tab_ddpm/4_4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/6/train.csv b/iris/tab_ddpm/4_4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/6/val.csv b/iris/tab_ddpm/4_4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/7/synth.csv b/iris/tab_ddpm/4_4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..251da9a9b395470919eed140c996c2addcb4fefb
--- /dev/null
+++ b/iris/tab_ddpm/4_4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.502846124549175,2.2887949895083497,1.30326528133264,0.2960467174721747,Iris-setosa
+1,4.926997426084986,3.0,1.4747703183903944,0.20622692865016878,Iris-setosa
+2,6.957868162074706,3.096588398845482,5.071463266477438,2.298093407845722,Iris-virginica
+3,5.611680296952062,3.0,3.8904895502293035,1.3024751165225794,Iris-versicolor
+4,5.767328550263078,2.802190803062232,5.097148474975533,2.411942032434096,Iris-virginica
+5,6.800343855030155,3.1894132571172804,5.87251417494164,2.299213227142341,Iris-virginica
+6,5.033171805010314,3.3579316925261486,1.5764257310339098,0.44063953441064885,Iris-setosa
+7,5.715225277800095,2.8914122986025976,4.198879727169563,1.2944970904739677,Iris-versicolor
+8,6.193471608554342,3.4062242176301387,5.379310590757831,2.300084833501672,Iris-virginica
+9,7.682734933100676,2.622291153242327,6.899998886532528,2.2957578563553125,Iris-virginica
+10,4.516687478037424,2.362521417489378,1.3080695933327868,0.4411288876969889,Iris-setosa
+11,4.879818165283505,3.0736205146983244,1.4583294558895068,0.1,Iris-setosa
+12,4.810615248954827,3.402913825912736,1.5891379805762937,0.20245103799794878,Iris-setosa
+13,4.608033729923481,3.627891550502943,1.0,0.19263798955022027,Iris-setosa
+14,5.013882137897656,3.370662043121969,1.576249798936288,0.4632207323823567,Iris-setosa
+15,7.713644195007472,2.568396761310208,6.9,2.3138536847486004,Iris-virginica
+16,4.505373227522462,2.335618472450161,1.3195585051295828,0.2995518919470012,Iris-setosa
+17,6.281931729925189,2.4535999569614715,5.015863673055922,1.8822386178373578,Iris-virginica
+18,5.514771079729551,4.2,1.3823131383228866,0.19263569369592942,Iris-setosa
+19,7.899998632247881,3.777727380179536,6.432177821361289,1.9944753106294868,Iris-virginica
+20,6.593749283613704,3.1897541942579495,5.26657762230483,2.020864848154106,Iris-virginica
+21,6.89911158534891,3.1025572420507936,5.1168927448476005,2.3125027455637883,Iris-virginica
+22,6.164826091923943,3.0,4.6527530124764045,1.3961969722898744,Iris-versicolor
+23,4.788326893498183,3.0,1.3737653194642676,0.10000010617279398,Iris-setosa
+24,6.731740521341704,2.4888497423084672,5.8264416661986065,1.7946979319999525,Iris-virginica
+25,6.70230162558044,3.3113935842207294,5.73877315958408,2.499999427276623,Iris-virginica
+26,7.707496309587105,2.794419800605591,6.734593802692744,1.9988998441532957,Iris-virginica
+27,7.697207979966674,2.79046975656792,6.6948173205681245,2.0014162035150913,Iris-virginica
+28,5.046079407678855,3.396280299607872,1.5762717584626862,0.5230214902119993,Iris-setosa
+29,5.796316291179317,2.8047110062434872,5.08664734993661,2.4019556200910825,Iris-virginica
+30,6.328934208251438,3.205039448659477,4.7420265284454395,1.5699496940812896,Iris-versicolor
+31,5.110150654364053,3.6382888627431718,1.3714952167161867,0.2053212204389942,Iris-setosa
+32,5.695334560365915,2.3425180132660137,3.883082186291232,1.0320990486470902,Iris-versicolor
+33,7.709067667322741,2.59091897482101,6.8999987609416,2.299931186400918,Iris-virginica
+34,6.286427617329773,3.2928808675905743,4.645276668544149,1.608658400196068,Iris-versicolor
+35,4.803511786027437,3.0,1.4144189578537392,0.29949193730749935,Iris-setosa
+36,4.8832819514247525,3.0,1.4011056646125395,0.19798577693749025,Iris-setosa
+37,5.381712388275113,3.3853856351724216,1.8229977856960036,0.20086461360701008,Iris-setosa
+38,5.77988521127596,2.7066680118535618,5.0963539915055485,1.9011984295647792,Iris-virginica
+39,6.226410581158094,2.273807560821452,4.366587652707318,1.2785022372008092,Iris-versicolor
+40,6.719722082460466,3.0743953971163185,4.718659516789161,1.5324975672309276,Iris-versicolor
+41,6.720696560519593,3.313742155258618,5.687145234898056,2.4999995723170785,Iris-virginica
+42,6.1543908520765696,2.2741169860694925,4.217204922752339,1.1413950444573815,Iris-versicolor
+43,5.5703406479168365,3.0,4.479138757053387,1.462058816094817,Iris-versicolor
+44,5.2648062271911,3.614307924920262,1.4177385271283796,0.34395583269341834,Iris-setosa
+45,4.921346818516697,3.154513684347814,1.5164763586130405,0.1000000960676662,Iris-setosa
+46,6.307823517130228,2.5068097671527307,4.991780507375596,1.9077857458802139,Iris-virginica
+47,6.585510982322037,3.0,4.375680942889429,1.4118979741306443,Iris-versicolor
+48,4.9882698706271125,2.0000005067764244,3.556306526338776,0.952083493649301,Iris-versicolor
+49,6.5317610100372585,3.0,5.788079493409739,2.2317971150590354,Iris-virginica
+50,4.571579932427386,3.60907906476034,1.0000003631340688,0.20458872459203206,Iris-setosa
+51,6.193165631612951,2.8109986161543903,4.725458360467144,1.1998646589246114,Iris-versicolor
+52,4.780182650064942,3.40060700947025,1.6100210525962761,0.20175023854984273,Iris-setosa
+53,6.715910808125631,2.495403266005579,5.770032287179708,1.7984802948297687,Iris-virginica
+54,6.198912006112862,2.789511812544533,4.691276788837032,1.1526481331220055,Iris-versicolor
+55,5.782946931047836,2.7997671862090794,5.094551338266996,2.404922221560902,Iris-virginica
+56,7.033608569432974,2.895000005011828,6.079986334672674,1.7847283335062891,Iris-virginica
+57,5.812606035141816,2.7126782983353044,5.132630489487594,1.8880301303745999,Iris-virginica
+58,7.727764016926315,2.5704819197882705,6.9,2.3181656162105684,Iris-virginica
+59,5.7864148932230455,2.7143845940366496,5.1610542890639115,1.9069008049567029,Iris-virginica
+60,7.708424270088386,2.6564462272838947,6.899998642288198,2.3173504903258775,Iris-virginica
+61,5.612988122994152,2.476228053518487,3.904189143765562,1.093257591817107,Iris-versicolor
+62,5.819576000553504,2.733648698926106,5.105655988462795,1.9069072636088513,Iris-virginica
+63,5.5583810220254675,2.4390568065181926,3.894870453092257,1.0536741925719713,Iris-versicolor
+64,5.646539511242918,2.937761328843014,3.8774139208862097,1.2926093766984996,Iris-versicolor
+65,4.895748428415918,2.410217454895787,3.0829004906399,1.0068691643699845,Iris-versicolor
+66,4.900861651825459,3.0811642177494307,1.4957000756847203,0.1000001002504551,Iris-setosa
+67,6.718294931200893,2.9900216089602614,4.955528502565797,1.6530991231519145,Iris-versicolor
+68,5.63440060465974,2.886022427151598,4.449110443044439,1.33284098393247,Iris-versicolor
+69,5.636089506299191,3.0,4.159306356919063,1.256695610303933,Iris-versicolor
+70,5.981252951713099,3.3384174272800013,4.530161554282337,1.6059918174453423,Iris-versicolor
+71,6.182007261369495,3.054253090877896,4.678762683662267,1.5598069712662124,Iris-versicolor
+72,5.712607714956787,3.7590782075370135,1.965694337744208,0.31007564421404815,Iris-setosa
+73,5.520783127268443,4.2,1.4109449754447247,0.21404260792827978,Iris-setosa
+74,5.679231187259675,3.780110299058382,1.5696681076897647,0.3305711976033863,Iris-setosa
+75,6.285215854731022,2.6136487575464935,4.949984563678908,1.8132665365882221,Iris-virginica
+76,5.525110366180077,2.404938655241355,3.7489369875935106,1.003921236042905,Iris-versicolor
+77,6.053659564472081,2.215337903184401,4.136725701634236,1.0601994547657518,Iris-versicolor
+78,6.322473884510878,3.261927410311444,4.698568165772046,1.593427692953186,Iris-versicolor
+79,4.816897873849382,3.0,1.4274557902612814,0.1,Iris-setosa
+80,6.36596413841759,2.958052583089679,5.460584764011479,1.794422121897698,Iris-virginica
+81,6.51279380025264,3.0,5.73698430450913,2.139682397896324,Iris-virginica
+82,5.799160764588395,2.7105219508811595,5.120758899148052,1.9057367475086073,Iris-virginica
+83,7.9,3.794732479067834,6.439554561664506,1.9754735280376148,Iris-virginica
+84,5.647961422738328,3.4933748399951563,1.5595319817087252,0.29780986441630697,Iris-setosa
+85,5.791859822942971,2.8014052531606604,5.129416927934644,2.37686212506087,Iris-virginica
+86,5.535150674053899,3.0,4.538894062705316,1.5208687936963292,Iris-versicolor
+87,7.669621060784296,2.8072484474824893,6.655448867233488,1.9904131836285124,Iris-virginica
+88,5.049244699005262,3.6705439452147206,1.41394939309392,0.19599709933989112,Iris-setosa
+89,5.090750742741421,3.7354591588561816,1.5187052280516604,0.4057730609148614,Iris-setosa
+90,5.9113131487873085,3.1688901943923486,4.813317335295583,1.7999513571360644,Iris-versicolor
+91,4.8832948774953415,3.0,1.3889210457266719,0.22552836417658,Iris-setosa
+92,4.598872417919513,3.6382526710548677,1.0,0.2007757414920025,Iris-setosa
+93,6.117996128618048,2.793863945233381,4.72985730296061,1.2181683243848465,Iris-versicolor
+94,5.637317549291053,2.949630471055198,4.039725222830378,1.3076878542170154,Iris-versicolor
+95,6.068218005910922,3.3817701730491736,4.529566807225051,1.587415492654146,Iris-versicolor
+96,5.899096368017816,3.0,5.128225108270541,1.9251803275511814,Iris-virginica
+97,6.714293105867808,3.318631574121906,5.6832775084754825,2.5,Iris-virginica
+98,6.000786710020009,2.890961384598096,4.4987586718420225,1.512555555269658,Iris-versicolor
+99,5.156543235144961,3.733137811024783,1.4996195152834828,0.42902050194716745,Iris-setosa
+100,7.899998920712088,3.699311249198252,6.369164831164379,1.9845559272572846,Iris-virginica
+101,5.113054750400772,3.254654105290169,1.772430809907073,0.5343277811278256,Iris-setosa
+102,5.5260541499220395,3.0,4.463143566193079,1.4958423444827995,Iris-versicolor
+103,7.7143099963638555,2.79647445864219,6.70672326159191,1.9933695030674845,Iris-virginica
+104,6.742121030211277,2.781369759599533,4.7791271142934715,1.382974466560016,Iris-versicolor
+105,4.802955038769243,3.4073258555028207,1.5633859934776904,0.20146740013510048,Iris-setosa
+106,6.47764038050216,3.0,5.7633420534445925,2.1528780215426466,Iris-virginica
+107,5.972704474309774,3.40497735429812,4.5035324980359785,1.6251453461823016,Iris-versicolor
+108,6.210250223865917,2.185214096295769,4.522991686036769,1.5340850320122819,Iris-versicolor
+109,6.262417603539354,2.864407086466918,4.3066259317012285,1.263182416344383,Iris-versicolor
+110,5.896160497900085,3.199956802501707,4.787853277336239,1.7907687113371273,Iris-versicolor
+111,5.010898737413126,2.4165826676796565,3.4890511632121872,0.9990228294961334,Iris-versicolor
+112,6.684071097068884,3.289965254434168,5.665703577415292,2.084022383163849,Iris-virginica
+113,6.9096545819944515,3.080612239638281,5.309608715515407,2.244015299954119,Iris-virginica
+114,5.868621372607517,3.204450502830145,4.770664970846246,1.7980193367865756,Iris-versicolor
+115,6.72404585227141,2.506610638040793,5.879674721328689,1.8191562875885268,Iris-virginica
+116,5.997582643836246,3.4226219899130066,4.487993475757342,1.615798023879238,Iris-versicolor
+117,6.700283120325723,3.3004828789144613,5.738001935818659,2.5,Iris-virginica
+118,7.545807540205015,3.0,6.49318494660591,2.10696819204961,Iris-virginica
+119,5.24298482693348,3.336698966218192,1.5002243422992854,0.200595615328433,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/7/test.csv b/iris/tab_ddpm/4_4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/7/train.csv b/iris/tab_ddpm/4_4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/7/val.csv b/iris/tab_ddpm/4_4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/8/synth.csv b/iris/tab_ddpm/4_4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..116ef6be823ef782223b7f8ea215b2141b66907d
--- /dev/null
+++ b/iris/tab_ddpm/4_4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.681688022188289,3.138352309943396,5.49381780311353,2.0852674703109355,Iris-virginica
+1,5.54107471546853,3.0,4.53400111777653,1.4904340263064282,Iris-versicolor
+2,5.373733625548257,3.3695367834359473,1.5124357125598382,0.3304175820897533,Iris-setosa
+3,5.140143636678548,3.6218956813635828,1.4410067401138908,0.200078033096314,Iris-setosa
+4,6.106389629773349,2.798781672959916,4.679090042375402,1.2019093442585111,Iris-versicolor
+5,5.9879396418477775,2.792349257008728,4.651598908258808,1.1918612202414847,Iris-versicolor
+6,6.031695082117258,2.209979840449567,4.1044756691412285,1.0330848874909906,Iris-versicolor
+7,5.47664698092242,3.4294391037050493,1.520140675548002,0.42182905398346393,Iris-setosa
+8,5.873653965342411,2.804551221338535,4.5500046072258,1.2934477701901375,Iris-versicolor
+9,6.670546881917906,3.2412916044235347,5.605750861309259,2.0500648644561434,Iris-virginica
+10,4.872712006611359,2.407858867304991,3.3433281507704034,0.944967488498778,Iris-versicolor
+11,7.71693526060929,2.799670877916737,6.727618875979912,2.010807664773978,Iris-virginica
+12,4.512296356862886,2.2920756831085396,1.3093668838241397,0.30776307890479915,Iris-setosa
+13,6.192823994551226,3.404295704445235,5.3639888697259055,2.2692963212375825,Iris-virginica
+14,5.079633858938572,3.525593804666202,1.3865464046055156,0.19956359979891583,Iris-setosa
+15,6.250091593030207,2.237349413033082,4.437363286826903,1.3519252084661144,Iris-versicolor
+16,5.0099543049005515,3.401121024940018,1.572391957826513,0.4136604398556778,Iris-setosa
+17,4.96321998273745,2.0,3.4807931087343182,0.9456027091075698,Iris-versicolor
+18,5.825299455706298,3.1900849672119356,4.663107587467521,1.7328386050249511,Iris-versicolor
+19,4.881010885643675,3.0,1.3713229571217305,0.20041771029383504,Iris-setosa
+20,7.72627200715407,2.628172189140157,6.899998579387043,2.315732680208643,Iris-virginica
+21,7.728954728681846,2.581232491394628,6.9,2.3127886121166292,Iris-virginica
+22,5.919352128437082,2.6125928246639956,5.060411277760989,1.8827857846919072,Iris-virginica
+23,7.899997808275457,3.751050687555967,6.4787402685688535,2.0035864711359177,Iris-virginica
+24,4.602403746960843,3.687951230822776,1.0,0.19619295242702,Iris-setosa
+25,5.6852040514392685,2.665444478355444,4.279946279393721,1.1415953426983778,Iris-versicolor
+26,5.407234464743698,3.4083880376955484,1.7721155509995752,0.20055092611414138,Iris-setosa
+27,4.709118857401371,3.3673565351773056,1.5146671009882078,0.19913993840987199,Iris-setosa
+28,6.698576168054255,2.692970471256233,4.694688167226829,1.3797414414956426,Iris-versicolor
+29,6.289124054015026,2.5715696892071813,4.956237043740521,1.8587880158156496,Iris-virginica
+30,7.701988028375072,2.601112926640725,6.9,2.3094990488626443,Iris-virginica
+31,4.820204337578368,3.3759089379669844,1.5520377657322308,0.21655992318731362,Iris-setosa
+32,4.810173343580477,3.3943939607006604,1.7411912728556487,0.20160206839419567,Iris-setosa
+33,5.7982922553456655,2.6979483936009863,5.087746873632451,1.9289899096088,Iris-virginica
+34,4.90748608269932,2.421214510109839,3.3361404285477914,1.0369558331332305,Iris-versicolor
+35,5.807701540434112,2.6969906788599065,5.1597471710308955,1.9026834070813796,Iris-virginica
+36,7.727056960461297,2.7983231745998154,6.732425473306623,1.9894286037453275,Iris-virginica
+37,5.156143609116346,3.4420957299956974,1.3807578788494064,0.20016214458989962,Iris-setosa
+38,6.824091206599716,2.798461404917143,4.831714905545285,1.407744393376382,Iris-versicolor
+39,4.996488608374353,3.0,1.7545787800945223,0.20456007070778398,Iris-setosa
+40,6.136183574679817,2.930080112811647,4.531506320551776,1.374291623160437,Iris-versicolor
+41,5.356981157149502,3.8531203272522294,1.379738861093382,0.38103899862423235,Iris-setosa
+42,5.313881739800811,3.0,4.486095076534164,1.515561596935445,Iris-versicolor
+43,6.688701884770406,3.0,4.997935801344005,1.7059019977757721,Iris-versicolor
+44,6.445835341110718,3.1866700095663694,5.07964674329329,2.0028986016913977,Iris-virginica
+45,5.557481232296738,3.69014357713399,1.5618990293070354,0.23582284254678376,Iris-setosa
+46,5.099580159311895,2.429482235489056,3.7672659701142246,1.0254044163957725,Iris-versicolor
+47,7.704710401319467,2.578347633239027,6.9,2.300684542563288,Iris-virginica
+48,5.803039107301068,2.7791789451134092,4.131372515338319,1.0331129578004936,Iris-versicolor
+49,4.400000633744837,3.21789871834465,1.3464429816496946,0.20506325911759438,Iris-setosa
+50,5.8760142364155,3.204743351625698,4.791748502446318,1.8073112308460053,Iris-versicolor
+51,4.820811675994736,3.0,1.404710790647058,0.10000010151008008,Iris-setosa
+52,6.698812416079264,3.3075922836953464,5.757761941055552,2.4999993746998994,Iris-virginica
+53,4.822408815439196,3.4023604385984254,1.6387802986919218,0.20195351992826455,Iris-setosa
+54,5.272619965064679,3.599122840142032,1.5186041717566523,0.19989477930672034,Iris-setosa
+55,6.164133228092778,2.240675749578182,4.263647225067283,1.1391403606417319,Iris-versicolor
+56,6.498793529915909,2.987156073366766,4.7241762765689925,1.511112987038999,Iris-versicolor
+57,5.562570500986363,2.6607770071441266,4.411649142245719,1.2321085054505785,Iris-versicolor
+58,7.5759022056047485,3.0,6.547005100902803,2.126676960767001,Iris-virginica
+59,5.902715770870143,3.219936872448609,4.80409948814558,1.8137666099844658,Iris-versicolor
+60,4.901206456740706,3.3542286400362795,1.8921749023020984,0.2039845314414741,Iris-setosa
+61,6.482113169523104,3.0,5.828521842931068,2.220934868408443,Iris-virginica
+62,5.650961653086004,3.0,4.027287599836383,1.2925573921298086,Iris-versicolor
+63,6.705876022912954,3.101240800468875,4.719192153147275,1.5084260747042253,Iris-versicolor
+64,5.173900574518188,3.393903448323651,1.4018127722759333,0.20283325923247728,Iris-setosa
+65,5.108377957742533,3.2856581793716364,1.7009828884726401,0.44378167764752974,Iris-setosa
+66,5.495571721717193,3.0,4.427368669753466,1.5033645662674204,Iris-versicolor
+67,5.875315638784663,3.0,5.098447659034081,1.7951537515984781,Iris-virginica
+68,6.09352749640642,2.2177342291898645,4.1206907955398515,1.0536957135414262,Iris-versicolor
+69,7.688006627522886,2.582072786953251,6.899998963162574,2.2888959072842683,Iris-virginica
+70,6.293492439225561,3.4004282777216908,5.384835735105661,2.2715835855323414,Iris-virginica
+71,5.902438201351548,3.1897557588798886,4.814898832458482,1.8111976819897313,Iris-versicolor
+72,5.689879373276342,2.9698805769656103,4.17087447300697,1.2346467744851204,Iris-versicolor
+73,4.601345728844644,3.5403064523334784,1.0000005999249075,0.19709497134868476,Iris-setosa
+74,4.726165717660312,3.1038889334336894,1.4321459114750217,0.20160061864236098,Iris-setosa
+75,5.003463961563624,2.0,3.5583518754327645,1.025722296055693,Iris-versicolor
+76,7.680699373806869,2.6011401911618224,6.899998678629374,2.2840032833647066,Iris-virginica
+77,5.460876166633731,3.0,4.499992613235447,1.5010011972585098,Iris-versicolor
+78,5.804362999846763,2.8008018150256904,5.134530920701914,2.3914570982249086,Iris-virginica
+79,7.086134748641256,3.0,5.919003218942172,2.16087213850875,Iris-virginica
+80,4.815116601370212,3.0,1.4055133240672513,0.2608265392751961,Iris-setosa
+81,5.94535007688591,2.7854834370950243,4.665406013590898,1.1441845368226433,Iris-versicolor
+82,5.877749803976909,3.2532279429238926,4.738853936701301,1.7526697279609877,Iris-versicolor
+83,5.655145362919374,3.0,4.224980068138734,1.2613561788055943,Iris-versicolor
+84,7.588743800013031,3.0,6.587009519628372,2.1307719932819835,Iris-virginica
+85,6.006619000032337,3.4011723398616462,4.537246522837244,1.5796695074031752,Iris-versicolor
+86,4.885685311187689,3.0,1.4066157098595689,0.1983534403735847,Iris-setosa
+87,7.691220426222396,2.8081236066257755,6.705807681267569,2.0141754580399907,Iris-virginica
+88,5.909835312145631,2.907827677189492,4.489317362292231,1.4783610890604668,Iris-versicolor
+89,4.9989729139469565,2.000000470107708,3.5270190740725424,0.9532036441649534,Iris-versicolor
+90,5.181080388889456,3.3149600268673045,1.5896553803881288,0.4760296806310722,Iris-setosa
+91,4.819973429066061,3.0,1.388004070127119,0.38480029843907515,Iris-setosa
+92,6.681797855470927,3.020498449592017,4.820213583216645,1.5841069029459907,Iris-versicolor
+93,6.651048282518793,3.007125931088326,4.552414420470985,1.4332710678230887,Iris-versicolor
+94,4.632824913046481,2.8067092016921116,1.3481406000083078,0.275844243602864,Iris-setosa
+95,6.027315858768104,2.207816191772957,4.0282079956061985,1.0108842982920776,Iris-versicolor
+96,6.140396418249194,3.339502009012484,4.620725522823514,1.6272757390113968,Iris-versicolor
+97,5.385658115243025,3.4010494273743057,1.6210616326702247,0.2016320194237846,Iris-setosa
+98,5.037317446177118,3.5579832020125925,1.4232299270970972,0.2050085316979618,Iris-setosa
+99,5.04051090662727,3.3357593160901877,1.5992844813701739,0.4079538730402583,Iris-setosa
+100,4.493645041329782,2.2853375812293866,1.2949969142183375,0.3062613505616177,Iris-setosa
+101,5.517048473791298,3.5538962689571356,1.561896964038544,0.38465335757933555,Iris-setosa
+102,4.774879195570373,3.0,1.397312918175976,0.3275580047740452,Iris-setosa
+103,5.468148302513967,4.2,1.4035456687131251,0.19513860764086882,Iris-setosa
+104,5.816547938198501,2.790669555066562,5.0740171164090695,2.3427618028773383,Iris-virginica
+105,6.705613986685274,3.064118446730933,4.712686270829476,1.542198531161327,Iris-versicolor
+106,6.702658354836675,3.0,4.994012963126331,1.7103805885376904,Iris-versicolor
+107,4.8860469429225315,3.115018753028149,1.5001969597214493,0.1,Iris-setosa
+108,4.794049535805403,3.404173625495887,1.748429552821691,0.19614744832944164,Iris-setosa
+109,4.809626743074161,3.0,1.407653736828179,0.1,Iris-setosa
+110,6.312581756732978,2.901105979476338,5.606119014605067,1.792196648409558,Iris-virginica
+111,5.043999917912606,3.557612523094605,1.385652063989368,0.1948319651606114,Iris-setosa
+112,7.621522858760158,3.0,6.621202661968462,2.0766152549774635,Iris-virginica
+113,6.5243541301397325,2.9964054608647226,4.348976762853045,1.3602248590217194,Iris-versicolor
+114,5.680327047927167,2.8727617938608683,4.1065085701619,1.308528250207745,Iris-versicolor
+115,6.238396118636901,2.207116215732504,4.5185085945913865,1.4728958991672927,Iris-versicolor
+116,7.442391237902692,3.0,6.3726230534897335,2.076558773739546,Iris-virginica
+117,6.884001558617803,3.0735139763280555,5.094856722034961,2.315261463902323,Iris-virginica
+118,6.221816866030507,2.2240464534378637,4.479248339689408,1.4498775821463985,Iris-versicolor
+119,6.389373434618591,2.888760319784085,4.314479773697865,1.2950145803745805,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/8/test.csv b/iris/tab_ddpm/4_4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/8/train.csv b/iris/tab_ddpm/4_4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/8/val.csv b/iris/tab_ddpm/4_4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/9/synth.csv b/iris/tab_ddpm/4_4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dd527545f8e7ce0b3bcb44017ac651ab92c87b7d
--- /dev/null
+++ b/iris/tab_ddpm/4_4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.3817392585679125,3.3667402518947767,1.6504102204313622,0.20591767896902105,Iris-setosa
+1,6.871916559866277,3.0813637329016164,5.098173760973297,2.287932961779966,Iris-virginica
+2,5.445061773598224,2.5480736393619883,4.316071274974211,1.1554992567168212,Iris-versicolor
+3,5.051586162504588,3.0353298270917155,1.7600266058431164,0.20294598303616793,Iris-setosa
+4,5.380645297487491,3.397840453091687,1.71860924868046,0.19922771656268135,Iris-setosa
+5,5.670435879143381,3.0,4.15776832835553,1.1910458401615083,Iris-versicolor
+6,4.899070909320894,3.11053603282865,1.4987623449756338,0.10000010599192194,Iris-setosa
+7,5.054465407974679,3.637035083508604,1.4036807376438154,0.20348060632663803,Iris-setosa
+8,5.423970304718636,3.8807409723256727,1.3919705329442176,0.31765002539844317,Iris-setosa
+9,5.643711552573513,2.8980217724955217,4.308909045117739,1.318464529290688,Iris-versicolor
+10,5.947260999810248,2.201951430542314,4.06519722865859,0.9270618784334055,Iris-versicolor
+11,5.203951045922605,3.4041180417592956,1.4001773407340303,0.20043466239186955,Iris-setosa
+12,5.893398003834822,3.199473147708784,4.7918921462105715,1.8016226450022106,Iris-versicolor
+13,5.986180799566778,3.4170803416531057,4.498709302345046,1.6121777334997551,Iris-versicolor
+14,7.344880004416955,2.8981939777402688,6.302211198384815,1.7756784529789746,Iris-virginica
+15,5.3811609914168175,3.8629396084392225,1.3560005306753367,0.4140924271784109,Iris-setosa
+16,4.966652258394766,3.567031355920213,1.3886259086453927,0.1955784360585528,Iris-setosa
+17,6.693724660562448,3.214266256069536,5.861435770082037,2.2858224634201836,Iris-virginica
+18,6.638792707781661,3.3203800856721686,5.569546136844967,2.1045195436029367,Iris-virginica
+19,6.459213221349271,2.9389952753658517,4.302190811657151,1.3335111330806164,Iris-versicolor
+20,5.8080282176851945,2.8914163878231034,4.4998472817225705,1.3985343642444865,Iris-versicolor
+21,4.911777330643788,3.39488264158409,1.6590163678648964,0.2634259775447041,Iris-setosa
+22,6.453107659071499,2.9170252218120947,4.3054455695409555,1.327942213742776,Iris-versicolor
+23,5.611397062730927,2.8871466812791273,3.636508833396476,1.2900575181566973,Iris-versicolor
+24,4.787925828667595,3.4026972705811382,1.6484085493182203,0.20274233691943333,Iris-setosa
+25,4.895656107399162,3.0953643157630113,1.5036410865175058,0.1000001148651097,Iris-setosa
+26,7.710847375514278,2.8022547733114944,6.7063349481253285,1.9883424958166844,Iris-virginica
+27,6.712712587990266,3.0,5.04004320542867,1.7055628163891654,Iris-versicolor
+28,5.048217793283315,3.293650026081577,1.6527401358770315,0.44765459453947865,Iris-setosa
+29,6.136920305300394,2.8134867536076937,4.6662716518642915,1.2507044016921427,Iris-versicolor
+30,4.810005197745001,3.0,1.4013557560205387,0.29897007298281697,Iris-setosa
+31,7.719283247046832,2.6034021324589767,6.899998840337638,2.3239490936930536,Iris-virginica
+32,5.218193043086876,3.4082998869774443,1.4076821497311134,0.20377203519557444,Iris-setosa
+33,6.490955225755728,3.234217780327119,5.25636129775704,2.0300743971845865,Iris-virginica
+34,7.899998731173979,3.8183980023249005,6.391191206849776,2.0173784655497107,Iris-virginica
+35,6.245351689890786,3.324724270777997,5.30725339454653,2.149370694826388,Iris-virginica
+36,5.249114783009062,3.6845790103753537,1.4624994928427424,0.1988110924755278,Iris-setosa
+37,6.537160852905575,3.1715552360058474,5.099223794706113,2.0089566777625962,Iris-virginica
+38,5.747007584456873,2.656238847695863,3.96377984706544,1.0317892241217952,Iris-versicolor
+39,5.169804732158451,3.7401004544774237,1.5048871534397787,0.3461295591386392,Iris-setosa
+40,6.364263024864751,2.848122697240204,4.397579866727199,1.2634986399842123,Iris-versicolor
+41,5.877126736094687,3.1354757561755617,4.763246638263124,1.6993369620430563,Iris-versicolor
+42,5.849266073699931,2.6892904133845024,5.099083645758049,1.9055867890413858,Iris-virginica
+43,4.5058624970343475,2.306186884087881,1.3076701852380057,0.32353927112746356,Iris-setosa
+44,5.543290780316231,3.0,4.4753962545026935,1.4803697713917736,Iris-versicolor
+45,5.824092033054694,2.7068750742759122,5.099255164999908,1.8880880858478803,Iris-virginica
+46,5.022618978874656,2.0000005122069715,3.617456320188323,1.0421856205659734,Iris-versicolor
+47,7.709338122394609,2.5934742112394362,6.9,2.3185388606688253,Iris-virginica
+48,6.31428807691414,3.3271871088493565,5.310211401016827,2.176581022051181,Iris-virginica
+49,7.692390664590777,2.7984574740462467,6.689662471953672,2.0040145551279527,Iris-virginica
+50,5.029267536511218,3.6525949402161677,1.4109990535529593,0.20241488317468567,Iris-setosa
+51,7.507337395649096,3.0,6.461754382252542,2.1515785687237226,Iris-virginica
+52,6.3300865929100425,2.2783135703852575,4.410967327434715,1.3305277036624747,Iris-versicolor
+53,6.153377469252678,2.827136135706813,4.606778064556931,1.209486135176252,Iris-versicolor
+54,6.314427721754569,3.345749714014225,5.2807443385803134,2.228333282881492,Iris-virginica
+55,5.130919276161541,3.311228668606805,1.7972008169380027,0.41404173519304827,Iris-setosa
+56,5.305695075333904,3.4139577089793067,1.4282595929857769,0.20175253081613825,Iris-setosa
+57,4.600178063207803,3.209889455251964,1.4139900055166457,0.20166285916071508,Iris-setosa
+58,5.400840727993309,3.4180869133922136,1.577606220006786,0.19832209984338378,Iris-setosa
+59,7.899998039799646,3.743493193627968,6.438262541173497,2.0018765699301166,Iris-virginica
+60,5.256339622328585,3.6078094982063615,1.472359260669478,0.1943177011041509,Iris-setosa
+61,5.788950888597169,2.6913030649138365,5.117991477956051,1.9044808709281666,Iris-virginica
+62,6.475983523044918,3.0,5.799279845931161,2.186433455577992,Iris-virginica
+63,5.533272241379896,2.4105722320731733,3.7306249339256374,1.0038427486821015,Iris-versicolor
+64,5.524955698424737,2.5977533134347794,4.410055406391354,1.1862324253647818,Iris-versicolor
+65,7.24820497075082,3.0,6.066624926518151,2.080741377585045,Iris-virginica
+66,5.414985553515562,3.397581207910442,1.5133736844190149,0.48358677235449987,Iris-setosa
+67,5.87928178356179,2.6855520920955143,5.0780759789508565,1.900057673611648,Iris-virginica
+68,4.4,3.1960427600702417,1.3034793264511118,0.20156961608867258,Iris-setosa
+69,4.893429678020265,2.392390052007574,3.2226656190706917,1.031313772526914,Iris-versicolor
+70,5.1934135542411255,3.416983793998354,1.4095310736057134,0.1953424754574422,Iris-setosa
+71,6.0521208941374,2.227511861337934,4.099834576885548,1.0289228003612747,Iris-versicolor
+72,7.341774857408953,2.901846073656771,6.358218039798554,1.8048951547795777,Iris-virginica
+73,6.116537530871449,3.0,4.577068812625283,1.3635317294795355,Iris-versicolor
+74,6.684502877993159,3.278129757100018,5.690732649624791,2.4999989731904604,Iris-virginica
+75,5.00671029485752,3.670559912335224,1.3935798199859248,0.20459318732076903,Iris-setosa
+76,6.38082083523369,2.9097589529594314,5.217265902229601,1.799208616562699,Iris-virginica
+77,5.80247015579723,2.6890222028397464,5.096993958262232,1.908434333465371,Iris-virginica
+78,4.996083407521924,2.0000004932202873,3.5041881993102764,0.9356992922598923,Iris-versicolor
+79,6.81225270044738,3.1908059368909876,5.905538156256557,2.3034249743350768,Iris-virginica
+80,6.720699262049134,3.2908488221411507,5.736529232041905,2.4999995426898076,Iris-virginica
+81,4.400000527471811,3.2078251786681324,1.318831373262932,0.20704680426769545,Iris-setosa
+82,6.665933040978706,2.5089156683281373,5.759173245016919,1.8105409828040078,Iris-virginica
+83,4.900449284385263,3.1169568932203155,1.5027228588797694,0.1,Iris-setosa
+84,5.652551935785713,2.8795480565630425,3.717450550359023,1.2911688857458765,Iris-versicolor
+85,5.113419124029348,3.4954190684805506,1.3905893157857643,0.19994364559415856,Iris-setosa
+86,6.468567352030038,2.955186913973218,4.30716765187489,1.3303705703495519,Iris-versicolor
+87,5.671981588323681,3.0,4.187841403424487,1.2074397923344509,Iris-versicolor
+88,4.798361423319861,3.0,1.4315288699886641,0.1,Iris-setosa
+89,7.584486618250979,3.0,6.541317796179241,2.1099323551636924,Iris-virginica
+90,4.854687825625244,3.059545439504113,1.463342648527086,0.1000000938256972,Iris-setosa
+91,5.748711504528975,3.0,4.526071824454481,1.5161688589883169,Iris-versicolor
+92,4.59314640806429,3.605690391892707,1.0,0.20120937413493312,Iris-setosa
+93,5.816342095757748,2.701248697367689,5.106614748163802,1.8948979823667784,Iris-virginica
+94,6.740057468636934,2.791459597776595,4.741417920123096,1.3930941806162125,Iris-versicolor
+95,6.908930806999153,3.0668908742638945,5.347874709429533,2.2281807187182934,Iris-virginica
+96,5.0510514524555905,3.5432035749805664,1.3942239245741053,0.19787386555034092,Iris-setosa
+97,5.026138052869851,3.649259287153823,1.4026178837474474,0.20370894379161059,Iris-setosa
+98,6.0723980093821135,2.225294804213065,4.147824873103058,1.0828732729602604,Iris-versicolor
+99,6.6519531860748815,3.0,4.494135437639847,1.4774763267980773,Iris-versicolor
+100,5.124295268278827,3.2962906549483533,1.8473985035215248,0.5072967873872104,Iris-setosa
+101,5.914644281849943,3.175749971105706,4.767230033719883,1.8132615765311533,Iris-versicolor
+102,6.084152368333029,2.801738070489021,4.695403762465531,1.164971792827063,Iris-versicolor
+103,6.662053556081538,3.297931956320754,5.587173870471302,2.105602816151226,Iris-virginica
+104,6.658309159624634,3.0,4.942272003011061,1.6445303191476068,Iris-versicolor
+105,6.780977486809705,2.7983878133714577,4.789593764268444,1.3888573278598422,Iris-versicolor
+106,6.632188660616008,2.843914553611392,4.750007243572929,1.4208193488075505,Iris-versicolor
+107,5.75147683845085,2.7989009392111917,4.270139675373833,1.224095357493848,Iris-versicolor
+108,6.708843606727354,3.0,5.042736659789724,1.7203733154765957,Iris-versicolor
+109,4.8322591060154645,3.0,1.3776971582590074,0.3140561109369339,Iris-setosa
+110,6.301776858819365,2.491475497258395,5.0243283643357035,1.922087775597404,Iris-virginica
+111,5.424486336934702,3.365740720748364,1.8767901501297393,0.20354968029598153,Iris-setosa
+112,7.684397104700477,2.6167422046343614,6.899998706696563,2.2867784076498507,Iris-virginica
+113,5.590798159578051,2.5113219984456454,3.947919135152493,1.1371518345253868,Iris-versicolor
+114,6.722714707807474,3.0,4.895723003794196,1.642712921971681,Iris-versicolor
+115,6.032737375599839,2.883630537325069,4.463768743726029,1.4907667329960612,Iris-versicolor
+116,6.628142257149431,3.0,4.429994538601771,1.4169875811106865,Iris-versicolor
+117,5.009365093529845,3.634862153320093,1.4040705162712412,0.20261097653177693,Iris-setosa
+118,6.303642835870102,2.526857467654877,4.9822627160280195,1.887310472016121,Iris-virginica
+119,5.08363556152528,3.6758146915240983,1.5052964493595185,0.374213738698178,Iris-setosa
diff --git a/iris/tab_ddpm/4_4/9/test.csv b/iris/tab_ddpm/4_4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/9/train.csv b/iris/tab_ddpm/4_4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/4_4/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+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/4_4/9/val.csv b/iris/tab_ddpm/4_4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/4_4/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/4_4/params.json b/iris/tab_ddpm/4_4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2e8c0d1dde78a26fd8fd6ab2b4befabecb93036
--- /dev/null
+++ b/iris/tab_ddpm/4_4/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec4bdc5a5640ac45bb49a3bfdef0dae13b2206db67b0f77a17709301d150aa2b
+size 331
diff --git a/iris/tab_ddpm/4_4/tab_ddpm_eval.ipynb b/iris/tab_ddpm/4_4/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..9d24017aa2f1e9f16ec454991bb080488ae15058
--- /dev/null
+++ b/iris/tab_ddpm/4_4/tab_ddpm_eval.ipynb
@@ -0,0 +1,1988 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "640c5e3a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:43.951071Z",
+     "iopub.status.busy": "2024-07-22T02:25:43.950800Z",
+     "iopub.status.idle": "2024-07-22T02:25:56.159972Z",
+     "shell.execute_reply": "2024-07-22T02:25:56.158861Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.220594,
+     "end_time": "2024-07-22T02:25:56.162367",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:43.941773",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "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",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 98%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "466d7b14",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:56.184971Z",
+     "iopub.status.busy": "2024-07-22T02:25:56.184643Z",
+     "iopub.status.idle": "2024-07-22T02:25:56.192485Z",
+     "shell.execute_reply": "2024-07-22T02:25:56.191663Z"
+    },
+    "papermill": {
+     "duration": 0.021452,
+     "end_time": "2024-07-22T02:25:56.194454",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:56.173002",
+     "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": "3fbeab3c",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009483,
+     "end_time": "2024-07-22T02:25:56.213307",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:56.203824",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "ed358404",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:56.233557Z",
+     "iopub.status.busy": "2024-07-22T02:25:56.233305Z",
+     "iopub.status.idle": "2024-07-22T02:25:56.240506Z",
+     "shell.execute_reply": "2024-07-22T02:25:56.239658Z"
+    },
+    "papermill": {
+     "duration": 0.019651,
+     "end_time": "2024-07-22T02:25:56.242424",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:56.222773",
+     "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": "ae7bf472",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:56.262625Z",
+     "iopub.status.busy": "2024-07-22T02:25:56.262344Z",
+     "iopub.status.idle": "2024-07-22T02:25:56.267500Z",
+     "shell.execute_reply": "2024-07-22T02:25:56.266658Z"
+    },
+    "papermill": {
+     "duration": 0.017703,
+     "end_time": "2024-07-22T02:25:56.269471",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:56.251768",
+     "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 = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/4_4\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.5\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "feea0d1a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:56.291011Z",
+     "iopub.status.busy": "2024-07-22T02:25:56.290737Z",
+     "iopub.status.idle": "2024-07-22T02:25:56.296357Z",
+     "shell.execute_reply": "2024-07-22T02:25:56.295486Z"
+    },
+    "papermill": {
+     "duration": 0.018857,
+     "end_time": "2024-07-22T02:25:56.298409",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:56.279552",
+     "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": "5f951878",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:56.319166Z",
+     "iopub.status.busy": "2024-07-22T02:25:56.318906Z",
+     "iopub.status.idle": "2024-07-22T02:25:57.560864Z",
+     "shell.execute_reply": "2024-07-22T02:25:57.559743Z"
+    },
+    "papermill": {
+     "duration": 1.254836,
+     "end_time": "2024-07-22T02:25:57.562982",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:56.308146",
+     "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": "5d66e8dc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:57.585475Z",
+     "iopub.status.busy": "2024-07-22T02:25:57.585126Z",
+     "iopub.status.idle": "2024-07-22T02:25:58.565967Z",
+     "shell.execute_reply": "2024-07-22T02:25:58.564924Z"
+    },
+    "papermill": {
+     "duration": 0.99459,
+     "end_time": "2024-07-22T02:25:58.567920",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:57.573330",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mkdir: cannot create directory 'iris': File exists\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "60401ee0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:58.590711Z",
+     "iopub.status.busy": "2024-07-22T02:25:58.590378Z",
+     "iopub.status.idle": "2024-07-22T02:25:58.599475Z",
+     "shell.execute_reply": "2024-07-22T02:25:58.598675Z"
+    },
+    "papermill": {
+     "duration": 0.022872,
+     "end_time": "2024-07-22T02:25:58.601465",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:58.578593",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/4_4\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": "ec7ae51f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:58.625057Z",
+     "iopub.status.busy": "2024-07-22T02:25:58.624793Z",
+     "iopub.status.idle": "2024-07-22T02:25:58.978435Z",
+     "shell.execute_reply": "2024-07-22T02:25:58.977658Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.368124,
+     "end_time": "2024-07-22T02:25:58.980759",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:58.612635",
+     "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": "959d6348",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:25:59.003717Z",
+     "iopub.status.busy": "2024-07-22T02:25:59.003423Z",
+     "iopub.status.idle": "2024-07-22T02:26:00.589876Z",
+     "shell.execute_reply": "2024-07-22T02:26:00.588874Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.600848,
+     "end_time": "2024-07-22T02:26:00.592558",
+     "exception": false,
+     "start_time": "2024-07-22T02:25:58.991710",
+     "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": "934d48ae",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:00.617726Z",
+     "iopub.status.busy": "2024-07-22T02:26:00.617315Z",
+     "iopub.status.idle": "2024-07-22T02:26:00.625171Z",
+     "shell.execute_reply": "2024-07-22T02:26:00.624478Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022333,
+     "end_time": "2024-07-22T02:26:00.627084",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:00.604751",
+     "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": "4551d1c0",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:00.650194Z",
+     "iopub.status.busy": "2024-07-22T02:26:00.649700Z",
+     "iopub.status.idle": "2024-07-22T02:26:00.654136Z",
+     "shell.execute_reply": "2024-07-22T02:26:00.653353Z"
+    },
+    "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": 0.018208,
+     "end_time": "2024-07-22T02:26:00.655996",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:00.637788",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "5a81c90d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:00.678828Z",
+     "iopub.status.busy": "2024-07-22T02:26:00.678084Z",
+     "iopub.status.idle": "2024-07-22T02:26:00.795884Z",
+     "shell.execute_reply": "2024-07-22T02:26:00.794915Z"
+    },
+    "papermill": {
+     "duration": 0.131793,
+     "end_time": "2024-07-22T02:26:00.798248",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:00.666455",
+     "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": "6105d64d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:00.824283Z",
+     "iopub.status.busy": "2024-07-22T02:26:00.823471Z",
+     "iopub.status.idle": "2024-07-22T02:26:05.117456Z",
+     "shell.execute_reply": "2024-07-22T02:26:05.116650Z"
+    },
+    "papermill": {
+     "duration": 4.309498,
+     "end_time": "2024-07-22T02:26:05.119785",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:00.810287",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:26:02.539241: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 02:26:02.539297: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 02:26:02.540872: 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": "87c928c8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:05.143942Z",
+     "iopub.status.busy": "2024-07-22T02:26:05.143349Z",
+     "iopub.status.idle": "2024-07-22T02:26:05.149152Z",
+     "shell.execute_reply": "2024-07-22T02:26:05.148268Z"
+    },
+    "papermill": {
+     "duration": 0.020014,
+     "end_time": "2024-07-22T02:26:05.151076",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:05.131062",
+     "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": "55f68e93",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:05.176307Z",
+     "iopub.status.busy": "2024-07-22T02:26:05.175491Z",
+     "iopub.status.idle": "2024-07-22T02:26:07.869415Z",
+     "shell.execute_reply": "2024-07-22T02:26:07.868626Z"
+    },
+    "papermill": {
+     "duration": 2.709133,
+     "end_time": "2024-07-22T02:26:07.871784",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:05.162651",
+     "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": "24aefd87",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:07.898466Z",
+     "iopub.status.busy": "2024-07-22T02:26:07.897640Z",
+     "iopub.status.idle": "2024-07-22T02:26:07.904056Z",
+     "shell.execute_reply": "2024-07-22T02:26:07.903328Z"
+    },
+    "papermill": {
+     "duration": 0.021771,
+     "end_time": "2024-07-22T02:26:07.905896",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:07.884125",
+     "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": "8d14f51e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:07.929763Z",
+     "iopub.status.busy": "2024-07-22T02:26:07.929475Z",
+     "iopub.status.idle": "2024-07-22T02:26:08.416415Z",
+     "shell.execute_reply": "2024-07-22T02:26:08.415643Z"
+    },
+    "papermill": {
+     "duration": 0.5016,
+     "end_time": "2024-07-22T02:26:08.418732",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:07.917132",
+     "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": "b4a7cb89",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:08.445288Z",
+     "iopub.status.busy": "2024-07-22T02:26:08.444510Z",
+     "iopub.status.idle": "2024-07-22T02:26:08.450409Z",
+     "shell.execute_reply": "2024-07-22T02:26:08.449543Z"
+    },
+    "papermill": {
+     "duration": 0.021154,
+     "end_time": "2024-07-22T02:26:08.452422",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:08.431268",
+     "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": "706910ce",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:08.476724Z",
+     "iopub.status.busy": "2024-07-22T02:26:08.476243Z",
+     "iopub.status.idle": "2024-07-22T02:26:08.522615Z",
+     "shell.execute_reply": "2024-07-22T02:26:08.521949Z"
+    },
+    "papermill": {
+     "duration": 0.060884,
+     "end_time": "2024-07-22T02:26:08.524560",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:08.463676",
+     "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": "4f1a3ad3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:08.550212Z",
+     "iopub.status.busy": "2024-07-22T02:26:08.549923Z",
+     "iopub.status.idle": "2024-07-22T02:26:08.555238Z",
+     "shell.execute_reply": "2024-07-22T02:26:08.554445Z"
+    },
+    "papermill": {
+     "duration": 0.020414,
+     "end_time": "2024-07-22T02:26:08.557107",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:08.536693",
+     "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": "ce48f2c8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:08.581303Z",
+     "iopub.status.busy": "2024-07-22T02:26:08.581034Z",
+     "iopub.status.idle": "2024-07-22T02:26:08.584747Z",
+     "shell.execute_reply": "2024-07-22T02:26:08.583967Z"
+    },
+    "papermill": {
+     "duration": 0.018174,
+     "end_time": "2024-07-22T02:26:08.586656",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:08.568482",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "c7c82e32",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:08.610984Z",
+     "iopub.status.busy": "2024-07-22T02:26:08.610719Z",
+     "iopub.status.idle": "2024-07-22T02:26:08.616248Z",
+     "shell.execute_reply": "2024-07-22T02:26:08.615400Z"
+    },
+    "papermill": {
+     "duration": 0.020044,
+     "end_time": "2024-07-22T02:26:08.618127",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:08.598083",
+     "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": "55654984",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:08.642998Z",
+     "iopub.status.busy": "2024-07-22T02:26:08.642734Z",
+     "iopub.status.idle": "2024-07-22T02:26:08.649184Z",
+     "shell.execute_reply": "2024-07-22T02:26:08.648455Z"
+    },
+    "papermill": {
+     "duration": 0.021132,
+     "end_time": "2024-07-22T02:26:08.651071",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:08.629939",
+     "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": "72d0638f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:08.677844Z",
+     "iopub.status.busy": "2024-07-22T02:26:08.677238Z",
+     "iopub.status.idle": "2024-07-22T02:26:08.685795Z",
+     "shell.execute_reply": "2024-07-22T02:26:08.684921Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024318,
+     "end_time": "2024-07-22T02:26:08.687720",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:08.663402",
+     "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": "5a7f2b8f",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:26:08.712361Z",
+     "iopub.status.busy": "2024-07-22T02:26:08.712084Z",
+     "iopub.status.idle": "2024-07-22T02:29:22.390651Z",
+     "shell.execute_reply": "2024-07-22T02:29:22.389458Z"
+    },
+    "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": 193.693769,
+     "end_time": "2024-07-22T02:29:22.393028",
+     "exception": false,
+     "start_time": "2024-07-22T02:26:08.699259",
+     "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 1000/42415 MLoss: 0.0 GLoss: 0.3484 Sum: 0.3484\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/42415 MLoss: 0.0 GLoss: 0.3011 Sum: 0.3011\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/42415 MLoss: 0.0 GLoss: 0.2853 Sum: 0.2853\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/42415 MLoss: 0.0 GLoss: 0.2767 Sum: 0.2767\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/42415 MLoss: 0.0 GLoss: 0.2693 Sum: 0.2693\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/42415 MLoss: 0.0 GLoss: 0.261 Sum: 0.261\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/42415 MLoss: 0.0 GLoss: 0.257 Sum: 0.257\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/42415 MLoss: 0.0 GLoss: 0.2518 Sum: 0.2518\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/42415 MLoss: 0.0 GLoss: 0.248 Sum: 0.248\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/42415 MLoss: 0.0 GLoss: 0.2455 Sum: 0.2455\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/42415 MLoss: 0.0 GLoss: 0.2394 Sum: 0.2394\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/42415 MLoss: 0.0 GLoss: 0.238 Sum: 0.238\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/42415 MLoss: 0.0 GLoss: 0.2347 Sum: 0.2347\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/42415 MLoss: 0.0 GLoss: 0.2301 Sum: 0.2301\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/42415 MLoss: 0.0 GLoss: 0.2299 Sum: 0.2299\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/42415 MLoss: 0.0 GLoss: 0.2282 Sum: 0.2282\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/42415 MLoss: 0.0 GLoss: 0.228 Sum: 0.228\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/42415 MLoss: 0.0 GLoss: 0.2231 Sum: 0.2231\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/42415 MLoss: 0.0 GLoss: 0.2213 Sum: 0.2213\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/42415 MLoss: 0.0 GLoss: 0.2232 Sum: 0.2232\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/42415 MLoss: 0.0 GLoss: 0.2171 Sum: 0.2171\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/42415 MLoss: 0.0 GLoss: 0.2162 Sum: 0.2162\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/42415 MLoss: 0.0 GLoss: 0.2166 Sum: 0.2166\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/42415 MLoss: 0.0 GLoss: 0.2135 Sum: 0.2135\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/42415 MLoss: 0.0 GLoss: 0.2124 Sum: 0.2124\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/42415 MLoss: 0.0 GLoss: 0.2124 Sum: 0.2124\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/42415 MLoss: 0.0 GLoss: 0.213 Sum: 0.213\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/42415 MLoss: 0.0 GLoss: 0.212 Sum: 0.212\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/42415 MLoss: 0.0 GLoss: 0.2111 Sum: 0.2111\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/42415 MLoss: 0.0 GLoss: 0.2091 Sum: 0.2091\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/42415 MLoss: 0.0 GLoss: 0.2067 Sum: 0.2067\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/42415 MLoss: 0.0 GLoss: 0.2084 Sum: 0.2084\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/42415 MLoss: 0.0 GLoss: 0.2058 Sum: 0.2058\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/42415 MLoss: 0.0 GLoss: 0.2072 Sum: 0.2072\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/42415 MLoss: 0.0 GLoss: 0.2037 Sum: 0.2037\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/42415 MLoss: 0.0 GLoss: 0.202 Sum: 0.202\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/42415 MLoss: 0.0 GLoss: 0.2034 Sum: 0.2034\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/42415 MLoss: 0.0 GLoss: 0.2032 Sum: 0.2032\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/42415 MLoss: 0.0 GLoss: 0.2015 Sum: 0.2015\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/42415 MLoss: 0.0 GLoss: 0.1981 Sum: 0.1981\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/42415 MLoss: 0.0 GLoss: 0.1998 Sum: 0.1998\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/42415 MLoss: 0.0 GLoss: 0.1979 Sum: 0.1979\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.synthesizers.tvae.wrapper import TVAE\n",
+    "from ml_utility_loss.synthesizers.tab_ddpm.pipeline import train as _train, sample as _sample\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "clear_memory()\n",
+    "\n",
+    "train = dfs[df_name_2]\n",
+    "\n",
+    "model, diffusion, trainer = _train(\n",
+    "    train,\n",
+    "    task_type=task,\n",
+    "    target=target,\n",
+    "    cat_features=cat_features,\n",
+    "    **model_params,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b861c23f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.01774,
+     "end_time": "2024-07-22T02:29:22.427263",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:22.409523",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "f9a44c44",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:22.459195Z",
+     "iopub.status.busy": "2024-07-22T02:29:22.458857Z",
+     "iopub.status.idle": "2024-07-22T02:29:22.467025Z",
+     "shell.execute_reply": "2024-07-22T02:29:22.466229Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.02652,
+     "end_time": "2024-07-22T02:29:22.468909",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:22.442389",
+     "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": "26bf6ecb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:29:22.500405Z",
+     "iopub.status.busy": "2024-07-22T02:29:22.500132Z",
+     "iopub.status.idle": "2024-07-22T02:29:38.553710Z",
+     "shell.execute_reply": "2024-07-22T02:29:38.552893Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.072328,
+     "end_time": "2024-07-22T02:29:38.556149",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:22.483821",
+     "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": "443af3eb",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015595,
+     "end_time": "2024-07-22T02:29:38.588668",
+     "exception": false,
+     "start_time": "2024-07-22T02:29:38.573073",
+     "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": 237.771688,
+   "end_time": "2024-07-22T02:29:40.329005",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/4_4/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/4_4/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 4,
+    "epoch_scale": 0.5,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/4_4",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:25:42.557317",
+   "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