diff --git a/iris/tab_ddpm/3/0/synth.csv b/iris/tab_ddpm/3/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3357cfa477956eb33a9f8ef348dce30df01b2a76
--- /dev/null
+++ b/iris/tab_ddpm/3/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.855756415141062,3.252812494616561,5.7181794497741345,2.296950257179983,Iris-virginica
+1,5.90893312169163,2.6033385562792906,5.142064882424448,1.8237634573910793,Iris-virginica
+2,6.306966739271943,2.490953617828346,4.7958966617610725,1.5062714662302863,Iris-versicolor
+3,6.889993355560116,3.182856237224018,5.853012052314353,2.288345012391469,Iris-virginica
+4,5.703737731912627,2.798890622327937,4.521164152625712,1.3006253609997145,Iris-versicolor
+5,6.068845548892716,2.5775503022570208,5.535128233986031,1.3972342872280983,Iris-virginica
+6,5.099517489382564,3.8025700959019417,1.4926295962233918,0.2027244463687486,Iris-setosa
+7,5.811544455144871,2.704382298587307,4.1565194539771735,1.0087477627901942,Iris-versicolor
+8,6.508513703479317,2.9159734819158234,4.320096161394617,1.313485911521802,Iris-versicolor
+9,4.784832377025389,3.0,1.4069892601122227,0.1,Iris-setosa
+10,5.552694819982902,3.0,4.2144305282316905,1.3147412270765588,Iris-versicolor
+11,5.36895312771087,3.753627808694424,1.4970335181802363,0.20563816346117997,Iris-setosa
+12,5.653622311019136,2.656543946042644,4.484295309884115,1.2391416969803748,Iris-versicolor
+13,5.059742915362402,2.46439456287377,3.35527935110402,1.0626332698926084,Iris-versicolor
+14,5.551409370228626,2.3939666797894894,3.650448128313761,0.9680218751936878,Iris-versicolor
+15,6.5032013448545,2.987660800203326,4.36656666312103,1.3570801910869366,Iris-versicolor
+16,5.549994906140336,2.5354954852481155,4.161181503288678,1.161428202317521,Iris-versicolor
+17,5.384821204900471,3.9,1.2773945113797183,0.4510117733131406,Iris-setosa
+18,4.984472699857811,2.4179089701140777,3.471336183763313,1.0129202496076208,Iris-versicolor
+19,7.595561902740291,2.992269275161719,6.581811202783196,2.0754371484653644,Iris-virginica
+20,5.108552422812466,3.488949627287579,1.3779228447457543,0.2992065367695254,Iris-setosa
+21,5.218929454890264,2.678878468141277,3.892248496858964,1.3921459315781246,Iris-versicolor
+22,5.0609568219632575,3.562622339417692,1.4087069935799457,0.2980735287216063,Iris-setosa
+23,5.300085204316729,2.48353410594911,3.5917281798278538,1.0650593637367527,Iris-versicolor
+24,5.444640294838132,3.9,1.2860180212474488,0.4028239853172355,Iris-setosa
+25,5.985408866205753,3.3091280472847076,4.5596299333954,1.563550248991209,Iris-versicolor
+26,5.958840300544331,3.381730950080099,4.459904756028667,1.5380546965142412,Iris-versicolor
+27,6.943719345681007,3.098656042103782,5.133028937008106,2.293192391379117,Iris-virginica
+28,6.215017533676988,3.3899467414276354,5.567048650619416,2.409051592527356,Iris-virginica
+29,5.412968429653701,3.8999991158857203,1.3062923033305716,0.4052196228114706,Iris-setosa
+30,7.280874384466827,2.92104548901065,6.293360462506435,1.8211708276011844,Iris-virginica
+31,5.590222501465507,2.597713255594251,4.365043128232454,1.1792339189859775,Iris-versicolor
+32,5.098892925982842,3.489262286739937,1.384591470126459,0.39324533717443855,Iris-setosa
+33,5.3996889415846265,3.4081568791365293,1.5919746531587755,0.2992174339246513,Iris-setosa
+34,5.159866259231681,2.00000576043944,4.0164818078662305,0.7979744335672415,Iris-versicolor
+35,7.276823342391938,2.905131706145158,6.2439679647402135,1.7846962077073123,Iris-virginica
+36,6.777243385768357,2.7914969203488087,4.711149539718378,1.388368835238106,Iris-versicolor
+37,6.603546290932627,3.0,4.440696678934865,1.3875484291525013,Iris-versicolor
+38,7.9,3.8102448659016135,6.297289623726966,2.0121588740086667,Iris-virginica
+39,5.983358704069625,3.4205448308532707,4.465151790215913,1.627478537750722,Iris-versicolor
+40,5.38688553782589,3.9,1.2336752133585323,0.5341779317907993,Iris-setosa
+41,5.316498815514696,3.3990270071115942,1.4994844879172944,0.3417471978509459,Iris-setosa
+42,6.9150521135762615,3.072304265741982,5.129329230785281,2.2980010940799596,Iris-virginica
+43,6.012493885628287,3.4160953698169214,4.451422108714983,1.5910417062409226,Iris-versicolor
+44,6.206195010568237,3.3100748142788525,4.636440114318748,1.608949555458278,Iris-versicolor
+45,5.701522318065031,2.720070586639464,4.350654362130842,1.128614794629303,Iris-versicolor
+46,6.303750388238528,2.5053504953586656,5.044068614195292,1.902301552669581,Iris-virginica
+47,4.5878353309331645,3.3914115356948926,1.3872969894721665,0.31339207488304616,Iris-setosa
+48,7.9,3.8022974977827135,6.330037801003382,2.0372633791856685,Iris-virginica
+49,6.701854333495289,3.3003544857756633,5.682780520052689,2.09313450284552,Iris-virginica
+50,7.6962117310643166,2.764197987614554,6.7061439624418915,1.9939188816413351,Iris-virginica
+51,4.994987399624797,3.4004920518505894,1.5967121266032673,0.3942168392224582,Iris-setosa
+52,4.40000051227125,3.17255689551655,1.3128788426163291,0.1897958493456603,Iris-setosa
+53,6.630451809976572,3.0424252444784994,5.824776895650039,2.264584899706763,Iris-virginica
+54,7.61360291878023,3.0,6.592894056284276,2.0961830062298565,Iris-virginica
+55,5.246655024294288,2.7324266387968192,4.033647173155277,1.3830269590084834,Iris-versicolor
+56,4.96455164747804,2.0,3.5449978611862756,0.9802921536739175,Iris-versicolor
+57,6.847774559704351,3.2120437962906525,5.814386623131022,2.2902439446325435,Iris-virginica
+58,5.10478742025028,3.7050366787410622,1.4970277023552865,0.42232306306754325,Iris-setosa
+59,5.728355651831492,2.8078239072525664,4.55888240928827,1.3061013115847124,Iris-versicolor
+60,5.212749669257068,2.6722216484870693,3.8351990819979638,1.40475121698688,Iris-versicolor
+61,5.251537640429376,3.744544423427376,1.5394438342762937,0.20359191244134772,Iris-setosa
+62,5.090984167055505,3.413035358164704,1.599276863299825,0.391763999371537,Iris-setosa
+63,7.899998681848109,3.8067173326914325,6.352627253618992,2.0315902352259343,Iris-virginica
+64,5.640665485301037,2.685343160036937,4.437264088249247,1.253624491856388,Iris-versicolor
+65,4.7824633973633635,3.3997358396679,1.4956992606471124,0.19846013739561214,Iris-setosa
+66,5.52398294822201,2.4044121598248918,3.8228040552670155,0.9954164521918716,Iris-versicolor
+67,7.899998986879266,3.813532550398315,6.364410044671011,2.0302364223512908,Iris-virginica
+68,4.400000463178144,2.9024644935070985,1.4028460258725997,0.2018587131858225,Iris-setosa
+69,6.9147040081834215,3.0,5.634360058925368,2.0720476176975087,Iris-virginica
+70,6.803013335831046,3.216548542445588,5.926605011100849,2.3113099184731887,Iris-virginica
+71,6.607078696114836,3.347478864425945,5.652880282127695,2.5,Iris-virginica
+72,5.538887747389944,3.0,4.513078300801967,1.5191704627955736,Iris-versicolor
+73,6.154186156598124,2.5705334534839226,5.576081154927966,1.40025873087371,Iris-virginica
+74,4.589245579753364,3.572462610586325,1.0000005642187078,0.1977446586388856,Iris-setosa
+75,5.073331582864869,3.4909698250837735,1.3995693398641191,0.30487651975746194,Iris-setosa
+76,5.053003816585846,3.571590024052484,1.3978634357875384,0.19879829982435918,Iris-setosa
+77,4.48768201729804,2.2907569255529583,1.295742340519805,0.29937171509959104,Iris-setosa
+78,5.469454951808776,2.568107467347558,4.393859805852223,1.1104181391784869,Iris-versicolor
+79,4.87406337586191,3.1079692741351326,1.4871337707474699,0.10000009724137054,Iris-setosa
+80,4.793912640337013,3.0,1.4063141691120737,0.299321038965149,Iris-setosa
+81,5.967701016573285,3.4158322845611018,4.518490702168021,1.6446989153110227,Iris-versicolor
+82,5.478844345106325,2.585898961390257,4.415849758312238,1.1959527973078423,Iris-versicolor
+83,5.170125117864724,3.428357307226893,1.406754418429594,0.204352520785511,Iris-setosa
+84,6.291005151360458,3.28419855235802,4.675749536138343,1.575906132590443,Iris-versicolor
+85,5.623566796179128,3.0,4.192360476566986,1.3022701589451988,Iris-versicolor
+86,5.05646910920973,2.4528745501452662,3.127783540384925,1.0776564325941633,Iris-versicolor
+87,6.306760830565903,2.499575449330757,4.915531491606805,1.522692993123818,Iris-versicolor
+88,6.684896730103677,3.1093845100322937,4.726362059986758,1.5056612970730876,Iris-versicolor
+89,5.4135055452516765,3.4742815481787894,1.6960672404537769,0.20296093501976564,Iris-setosa
+90,6.167907007342925,3.3407648618990713,4.585275284628834,1.585370699542697,Iris-versicolor
+91,6.3143454378785,3.367785162356451,5.629376661562724,2.3914145898345485,Iris-virginica
+92,6.832401999667408,3.0928452983282857,5.24884999862439,2.271899736025179,Iris-virginica
+93,5.353080352568265,3.4031526270447823,1.5845784381186974,0.21201280574344308,Iris-setosa
+94,6.733627135371269,3.269649609329816,5.767681402919179,2.1782326156413436,Iris-virginica
+95,4.400000684970602,2.92917035139038,1.4013827799916208,0.19932523078740108,Iris-setosa
+96,4.82277505507713,3.0,1.4317769159296476,0.10000009093808157,Iris-setosa
+97,4.805925903832293,3.0,1.4088539423161828,0.1,Iris-setosa
+98,5.8823330740615365,2.8114497260508466,4.536850822055751,1.2714619851335391,Iris-versicolor
+99,6.003908480356862,2.880117736077311,4.492471273281156,1.4860105639662422,Iris-versicolor
+100,5.288493193827012,3.9,1.218033993881381,0.5269470447444224,Iris-setosa
+101,6.28049389449475,2.4835737650699796,5.037743806776672,1.857395481074177,Iris-virginica
+102,5.6345925088042925,3.0,4.245262728123698,1.3408006511913748,Iris-versicolor
+103,4.997364381512081,2.4790122147345257,3.2695799744937264,1.0668841754812872,Iris-versicolor
+104,5.9763335616932505,3.0,4.4914035384966775,1.3915581684128822,Iris-versicolor
+105,7.634504380994397,3.0,6.62505592743695,2.095219340499309,Iris-virginica
+106,5.998567219468775,3.411320641062916,4.487024400055613,1.5884318673214344,Iris-versicolor
+107,6.930022531304747,3.1895597023846594,5.722901515625074,2.2937835114852447,Iris-virginica
+108,6.471330395674525,3.0,5.513565609441209,1.7936685275558717,Iris-virginica
+109,4.4000007395617775,3.1605493880646574,1.3333478147882487,0.20005551215945366,Iris-setosa
+110,7.899998511946219,3.7952416623233454,6.364333911200061,2.0068553622815775,Iris-virginica
+111,6.1090168218089955,2.805821936025288,4.700524737236313,1.1932102822783242,Iris-versicolor
+112,6.229285729828923,3.3281251489338475,4.735509497738558,1.6443244670382633,Iris-versicolor
+113,4.907032766727968,3.1224873265855995,1.6486586605400433,0.1,Iris-setosa
+114,6.280775065722809,3.283182946083709,4.720569879367543,1.5928467367253076,Iris-versicolor
+115,5.4151001447745974,3.381229851366424,1.7364540874248178,0.1987736707317565,Iris-setosa
+116,5.205818201922734,2.7134460288612208,3.975406329865247,1.4101169447006427,Iris-versicolor
+117,6.307609428224863,2.50768418288595,4.891005556216398,1.5200391315094355,Iris-versicolor
+118,6.488322693167804,3.0,5.853001998987256,2.1832246221271507,Iris-virginica
+119,5.076983683401287,3.5092646341620393,1.3572070405448695,0.2941933090057808,Iris-setosa
diff --git a/iris/tab_ddpm/3/0/test.csv b/iris/tab_ddpm/3/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/0/train.csv b/iris/tab_ddpm/3/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/0/val.csv b/iris/tab_ddpm/3/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/1/synth.csv b/iris/tab_ddpm/3/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b673d6f64c09c2e833e4e0e8883283254d266058
--- /dev/null
+++ b/iris/tab_ddpm/3/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.117390105554046,3.473240703826632,1.4043479252034474,0.20147346064367314,Iris-setosa
+1,5.015416296299987,3.398379202749297,1.6352969974099374,0.42515837737215306,Iris-setosa
+2,5.6651783995412375,3.7993486425874092,1.6168532899494,0.3609650023581421,Iris-setosa
+3,5.348277484688804,3.899999546048669,1.2652261912990161,0.4428293564455403,Iris-setosa
+4,5.773139154768618,2.8166780356767673,4.262353260742406,1.1787778017165291,Iris-versicolor
+5,4.991232768384037,3.382358543837867,1.4760661380885818,0.37146707858140826,Iris-setosa
+6,5.533384436787142,2.6111617322325396,4.426669856142816,1.2727120226122115,Iris-versicolor
+7,5.811609576430784,2.6792968991620163,5.118862492063907,1.898988349068902,Iris-virginica
+8,6.039761309344191,3.4105399170444755,4.48951486536436,1.6222697630803362,Iris-versicolor
+9,4.812813179231822,2.4062853996171856,3.392712648666005,0.8513289397820918,Iris-versicolor
+10,6.587590346608858,3.0903824318791617,4.66365959748947,1.4796587249704383,Iris-versicolor
+11,5.241740910258462,2.76280523253257,3.9056149311400024,1.393215238108725,Iris-versicolor
+12,7.5318299019378125,3.0,6.462694088731202,2.0794934453339113,Iris-virginica
+13,6.298216949913759,3.2867941478614813,4.6811080117899175,1.619959059712675,Iris-versicolor
+14,4.884423299980727,3.0,1.3869290150825246,0.20715473816850732,Iris-setosa
+15,5.390819429018953,3.8999993953366316,1.2566980636064937,0.29322838882905095,Iris-setosa
+16,5.162752128265097,2.50010921165927,3.0138929689064087,1.0918797668321658,Iris-versicolor
+17,5.459662553081392,3.3968306871859544,1.795587215234565,0.2077803177147303,Iris-setosa
+18,6.021904041459587,2.823672363542988,4.712893617892366,1.5187875858630187,Iris-versicolor
+19,6.486026823434193,3.2041661154533747,5.19356016327801,2.00117838248041,Iris-virginica
+20,7.899998935098308,3.8191406961082532,6.372467361584295,2.016556272686022,Iris-virginica
+21,6.688722801206639,3.283589756853752,5.658824254835229,2.5,Iris-virginica
+22,7.724843822015749,2.5542752422199353,6.899998550555411,2.3378695837803436,Iris-virginica
+23,7.315280037598209,2.8981057120452283,6.29146295745704,1.809893361003902,Iris-virginica
+24,6.803970634569968,3.1610199917793893,5.793553103332764,2.2744418626620058,Iris-virginica
+25,4.963469120494337,3.3577638276755555,1.496558767367451,0.29954277971291027,Iris-setosa
+26,5.046844526968385,3.5507809247451214,1.4029449541556507,0.20634263147809664,Iris-setosa
+27,6.882712165074596,3.1946250716089244,5.8439611353347285,2.303328332848478,Iris-virginica
+28,6.6321119619562,3.3499001121471856,5.70622084530717,2.5,Iris-virginica
+29,5.557558262020459,3.0,4.4732088711151246,1.5278728087676756,Iris-versicolor
+30,6.0980535887435,2.7887878702711437,4.650880966344249,1.1619117004937605,Iris-versicolor
+31,5.88544176584346,2.7743508237164987,4.400707402228246,1.1549319492930978,Iris-versicolor
+32,6.713915385051251,2.5106059786443904,5.7703759291105685,1.7825246353145936,Iris-virginica
+33,7.52815949958745,3.0,6.528796773354592,2.0930449350836966,Iris-virginica
+34,6.803800433597742,3.2235759795903505,5.826398513356229,2.2808977239379695,Iris-virginica
+35,5.537486691553487,3.770506898818741,1.6214840191866344,0.2987976351253674,Iris-setosa
+36,5.984989743713245,2.572894982517185,4.952252390679139,1.8779191972239664,Iris-virginica
+37,6.663503558247422,3.096721541119117,4.576046307070162,1.51568744730608,Iris-versicolor
+38,6.062088234196178,3.240120382031724,4.589797217283038,1.515978135996479,Iris-versicolor
+39,4.572527060125283,3.6139501148516375,1.0,0.1964587566542355,Iris-setosa
+40,5.099982827926442,3.504688706463327,1.3792247501135926,0.19308448393411853,Iris-setosa
+41,4.8249202950957635,3.0013177276117227,1.4554473435452966,0.10000013162096452,Iris-setosa
+42,5.965788981846127,2.7434804802299118,4.930405413088023,1.537781304353621,Iris-versicolor
+43,6.444422574740441,2.858379797878203,4.3412923267076335,1.3127781592132055,Iris-versicolor
+44,5.7968084493075365,2.856101465113841,4.2274172763107885,1.1725921851604613,Iris-versicolor
+45,5.752144731244259,3.802748907268644,1.8153061144024019,0.30374369203030227,Iris-setosa
+46,6.337016712749314,3.381099085488902,5.605169955417666,2.4012594808658267,Iris-virginica
+47,6.278994423140544,2.2341986943871235,4.56153930827234,1.4802347751048837,Iris-versicolor
+48,5.9618953805896915,3.4117920982227083,4.497033129611906,1.6049628961061344,Iris-versicolor
+49,5.219969087445303,3.7334373789008217,1.4937620033913412,0.20128685094027063,Iris-setosa
+50,5.974790793126523,3.3853575135283234,4.540372400506058,1.6270081921647428,Iris-versicolor
+51,4.89575165996902,3.0,1.4005097944867262,0.19990191695732135,Iris-setosa
+52,5.694261125446438,2.8288008350059997,4.26901128598464,1.2772471508245071,Iris-versicolor
+53,6.558766348907333,2.539120088664988,5.666435176039469,1.7740724947212578,Iris-virginica
+54,6.050519554235821,2.9128149104730228,5.2650993678708415,1.9122988282399624,Iris-virginica
+55,5.345054789596039,3.9,1.232032356458125,0.48513576911203093,Iris-setosa
+56,6.687555114797259,3.2941086280205782,5.701957356893158,2.1449473588038215,Iris-virginica
+57,5.689301467412445,2.9098575488250344,4.2717726660331286,1.2897884017569592,Iris-versicolor
+58,6.473593132982114,3.0,5.772561754145247,2.1746404846505034,Iris-virginica
+59,5.379413232540026,3.4029249902225476,1.572908077108701,0.20529035186212602,Iris-setosa
+60,5.961868408627863,3.0,4.463312481118425,1.3552434481993492,Iris-versicolor
+61,6.689601249880892,3.2975118878177523,5.665899687199914,2.5,Iris-virginica
+62,5.124669106266101,3.7973796976861194,1.6618036203557558,0.20099206296293112,Iris-setosa
+63,4.985524786976563,3.391889362292369,1.8289840801443973,0.4193678926094343,Iris-setosa
+64,5.324868484370539,3.9,1.268270021176169,0.3940953259366456,Iris-setosa
+65,5.563717679937255,3.0,4.51712598904145,1.4959318664407375,Iris-versicolor
+66,5.434284467162575,2.445467274379189,3.903827717963055,1.0417435200928233,Iris-versicolor
+67,4.831014162109988,2.3479694429704536,3.321211956393361,0.9611330605160959,Iris-versicolor
+68,5.174411579413429,2.458452233241228,3.2613685623322883,1.0103008309706936,Iris-versicolor
+69,4.894616822654258,3.0,1.402463820709346,0.20223572525180064,Iris-setosa
+70,5.397499416791138,3.384384217156915,1.8890338869746626,0.20197921244525777,Iris-setosa
+71,5.582327467657034,2.5018574413099626,3.998718877030044,1.1269592264248356,Iris-versicolor
+72,5.031413040606348,3.391694473540654,1.5446746457699618,0.4331760103882561,Iris-setosa
+73,5.61195865078855,3.0,4.513300893925665,1.5048144062884579,Iris-versicolor
+74,5.546706490181948,2.4353741546571093,3.7539514730346357,0.9795817408972658,Iris-versicolor
+75,5.541330112384239,2.917855297296385,4.132255851382305,1.4460701110298722,Iris-versicolor
+76,5.216801068337545,2.7130250273449734,3.891795196518446,1.4050790681828442,Iris-versicolor
+77,4.4,3.0,1.40540525343985,0.19576546524945632,Iris-setosa
+78,4.884613278581526,2.40859692597378,3.326842002214564,0.9392964215802513,Iris-versicolor
+79,5.81869757643634,2.674477161497409,5.154412292328786,1.915001273794365,Iris-virginica
+80,5.0668708428078935,3.5224246993093296,1.4091631012463897,0.284882825994065,Iris-setosa
+81,5.286457183283389,3.8999994987840534,1.2279828463732154,0.5397612790869346,Iris-setosa
+82,6.082091560484772,2.5667805772445385,5.5566018356722795,1.4097468921476022,Iris-virginica
+83,5.969775538379076,3.3812774721214813,4.483302966702682,1.54797305323559,Iris-versicolor
+84,6.935340707327766,3.0849551998062807,5.132412956179383,2.310909615805612,Iris-virginica
+85,7.899998150871276,3.8125468633875186,6.257472133741354,2.0060481364050875,Iris-virginica
+86,6.752474738006328,3.2769648371240527,5.708384499746585,2.1788504707184924,Iris-virginica
+87,7.704300938863551,2.780596234903307,6.709833975680242,1.988582472624499,Iris-virginica
+88,7.9,3.813769011132783,6.384157396074984,2.001372807046596,Iris-virginica
+89,4.4,2.9155962359700798,1.380779072737821,0.1944702919517199,Iris-setosa
+90,6.022810401294711,2.199642194906273,5.047437702722896,1.4986537319012871,Iris-virginica
+91,6.047346209982833,3.399359577676759,4.513359428376948,1.6239599387653638,Iris-versicolor
+92,6.322701240991526,2.5268627183026986,4.84717264471148,1.483131941549236,Iris-versicolor
+93,6.438525427048571,2.886187995903039,4.294100147309991,1.303786866208743,Iris-versicolor
+94,7.265068424450314,2.895760264031588,6.2414019450564355,1.8119422231317506,Iris-virginica
+95,5.573823184836219,3.0,4.462249728789226,1.4918286029609675,Iris-versicolor
+96,5.089933048802246,3.5072846666478674,1.3963529850181744,0.19652942477933766,Iris-setosa
+97,6.869428103353419,3.1296180023176237,5.181269811456331,2.3157444469756894,Iris-virginica
+98,6.79602111468126,3.0,5.500919766494223,2.109957104078964,Iris-virginica
+99,7.3962749261900935,2.8690072497913945,6.38972321021925,1.8318782350565306,Iris-virginica
+100,7.739810996665577,2.5826747699513963,6.9,2.3103384595911147,Iris-virginica
+101,5.976199022818216,3.403231498665376,4.53332084595938,1.5950818443299815,Iris-versicolor
+102,5.577547320135718,3.0,4.468674909109145,1.4915527508117805,Iris-versicolor
+103,6.8460407512471875,3.1317640211083075,5.0811878986563475,2.288495334689899,Iris-virginica
+104,6.506937153727355,2.9371619123295982,4.29814853023586,1.3291547339708187,Iris-versicolor
+105,6.013068867703141,3.3978242393138,4.489792325088498,1.5880427032313298,Iris-versicolor
+106,5.680385638302696,2.880021128461908,4.295783187699759,1.2728424463107295,Iris-versicolor
+107,5.645059116429277,2.988034089690077,4.157183168371978,1.3079352160749487,Iris-versicolor
+108,6.722301993681825,3.289136340312388,5.691171779800922,2.1290599109075035,Iris-virginica
+109,5.747281968065205,2.725611063868685,4.311601507849888,1.0658740430400417,Iris-versicolor
+110,5.994462632475728,2.2034128504324837,5.042837772319351,1.4927671265015048,Iris-virginica
+111,6.874260291866471,3.2092529992017513,5.760653617233991,2.304815451642139,Iris-virginica
+112,6.267807137396929,2.490620876724246,5.009291588733902,1.8592282412823962,Iris-virginica
+113,4.745296361570897,3.0,1.344161850006879,0.1,Iris-setosa
+114,5.335937817214865,3.899999360427931,1.231036930478351,0.5290307649640155,Iris-setosa
+115,4.8788678718507725,3.1081103372053973,1.6280920231717602,0.1,Iris-setosa
+116,6.794788299714644,3.0,5.52020561964595,2.0852956791630515,Iris-virginica
+117,6.325950070957376,2.3278565737477512,4.391267381461966,1.2675962250272583,Iris-versicolor
+118,5.7784672951843294,3.800310612063067,1.494384676962159,0.35288456706608334,Iris-setosa
+119,6.233040979644841,3.3233156628557663,4.639112911909949,1.5757995102667777,Iris-versicolor
diff --git a/iris/tab_ddpm/3/1/test.csv b/iris/tab_ddpm/3/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/1/train.csv b/iris/tab_ddpm/3/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/1/val.csv b/iris/tab_ddpm/3/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/10/synth.csv b/iris/tab_ddpm/3/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a370b172bb53dbd543a51e7076ee354f1e0c4b18
--- /dev/null
+++ b/iris/tab_ddpm/3/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.514797407183086,2.577630553469862,4.33726071297725,1.2078928035743977,Iris-versicolor
+1,6.027300482092855,2.7013961939431876,5.210277902248195,1.6181898014667695,Iris-versicolor
+2,5.8744780290096905,2.8624715115303236,5.1220616130969985,1.886162761545785,Iris-virginica
+3,5.987709203567597,3.4070926184024812,4.4605107483479145,1.5959618950732233,Iris-versicolor
+4,6.679073020783001,3.3057238233832003,5.711414731571885,2.5,Iris-virginica
+5,5.741040967616224,2.9137963834968112,4.245765849290192,1.291841768400588,Iris-versicolor
+6,4.875201914664431,2.417439739232429,3.21187193091735,0.8589751582955201,Iris-versicolor
+7,6.116507155987195,3.0,4.5451476683123735,1.3971841020858635,Iris-versicolor
+8,6.766610215290748,2.8264397545027955,4.627558600950343,1.395346446788604,Iris-versicolor
+9,7.647286523902419,2.5712402732077946,6.899998364917185,2.2902497039090446,Iris-virginica
+10,6.280873883011379,2.2084276959701072,4.567222919217988,1.465800010436366,Iris-versicolor
+11,6.209118485913048,3.3313865600874015,4.577139835725546,1.6562237331321805,Iris-versicolor
+12,5.125873292576356,3.474378281979461,1.405880082076277,0.30122720054566615,Iris-setosa
+13,7.73010702506338,2.5810565186862657,6.9,2.3176553776038538,Iris-virginica
+14,5.0695050860427395,3.727730547052818,1.4804168487598677,0.33044775776093827,Iris-setosa
+15,5.579446102685209,2.458965865288258,4.012235931252874,1.1098961730591164,Iris-versicolor
+16,5.105950388755531,3.7921383464428393,1.555357029108709,0.20316998353973778,Iris-setosa
+17,7.589533697686334,3.0,6.614735790755344,2.090766771974666,Iris-virginica
+18,5.904672890501245,3.0887634406786977,4.295891743662823,1.5203405881225136,Iris-versicolor
+19,5.942252829300895,3.4137048747325736,4.464041951571571,1.5964013717283638,Iris-versicolor
+20,5.137814467524074,3.706203620393767,1.4949155221826154,0.2805534156080647,Iris-setosa
+21,5.3894405301902175,3.8999996084403046,1.2869852751794593,0.4005183261453743,Iris-setosa
+22,6.177235333501513,3.1199428093415973,4.64731319040935,1.4940569266312322,Iris-versicolor
+23,5.8279056351054725,3.0,4.300666163610941,1.4857622289539758,Iris-versicolor
+24,6.803871735720076,3.1512528617489655,5.131900754043285,2.261510275840584,Iris-virginica
+25,7.899998202300203,3.7915942921865757,6.308928337226451,2.0439296905988655,Iris-virginica
+26,5.132644048533272,3.4932699404477554,1.4003467966860477,0.2988598281848714,Iris-setosa
+27,7.9,3.793531706615276,6.327409539885197,1.9617629819873654,Iris-virginica
+28,5.3032430623735145,3.4207494552013857,1.4871903459360023,0.4745866578133882,Iris-setosa
+29,6.683069558233343,2.4827065601378426,5.761857912177222,1.7805468681474608,Iris-virginica
+30,4.852481340953638,3.0,1.4003951742446872,0.2030667763053819,Iris-setosa
+31,6.68820519001037,3.1250243787079146,4.694055393377951,1.507414314131736,Iris-versicolor
+32,6.287942043767189,2.501149501789821,5.025249960802632,1.847426445561587,Iris-virginica
+33,6.684053565665843,3.28808309717317,5.6806484026539845,2.5,Iris-virginica
+34,5.108167532260933,3.808997527044382,1.568112915514761,0.20655801699515394,Iris-setosa
+35,6.3110325026897565,3.4030695864367573,5.612652987760709,2.4057166583782097,Iris-virginica
+36,5.960975955177245,3.4158724201178035,4.508581768893727,1.6460562631717182,Iris-versicolor
+37,5.106206274952223,3.68961161231035,1.6435592782451023,0.4087839953784005,Iris-setosa
+38,5.14025723227259,3.481213415975391,1.40089314944534,0.2021074421052853,Iris-setosa
+39,6.213162631176577,2.531548607134125,4.847966175695278,1.4941515347624057,Iris-versicolor
+40,5.784984963679695,2.7909205069071596,4.509523111072635,1.2331355102453536,Iris-versicolor
+41,6.685325323801844,3.288131970831872,5.692163583340992,2.0998703710101783,Iris-virginica
+42,6.536798143014482,2.968439716890586,4.329503577323746,1.361780306758426,Iris-versicolor
+43,5.805335224631148,2.858729656384525,5.052318365235336,1.8864261874678028,Iris-virginica
+44,5.051029525427575,3.5587668246437696,1.4069908781792535,0.19422828758335464,Iris-setosa
+45,4.986442370876016,2.0000020381087626,3.4652886457460044,1.0004697874839446,Iris-versicolor
+46,5.365634477555142,3.8999996212162817,1.2649181998252885,0.5850712820661612,Iris-setosa
+47,4.60334517528955,3.637230500433343,1.000000487625357,0.19984766923062208,Iris-setosa
+48,5.817813904446896,2.6746060348570486,4.164582969322032,0.9262028193962353,Iris-versicolor
+49,6.5276424201223335,3.200330294835971,5.081164207625082,2.0295582751488532,Iris-virginica
+50,6.636942162390496,3.307772067868802,5.709991291911931,2.5,Iris-virginica
+51,6.359530670233841,2.3976598555942346,4.761056246258884,1.5122519635439335,Iris-versicolor
+52,5.207246585168126,2.718442450760978,3.8798881577442916,1.3931565240122623,Iris-versicolor
+53,6.2336139755032205,2.6192013758215777,4.732417942372345,1.497681613886883,Iris-versicolor
+54,5.706857924495521,2.7975599314734074,4.558301620134489,1.2841883189567112,Iris-versicolor
+55,6.066815809995277,2.2344472212090096,5.037370699480996,1.518787631737915,Iris-virginica
+56,6.169300018140981,3.319675503091963,4.62715187783294,1.5932109107493195,Iris-versicolor
+57,6.037347700175033,3.385664636388167,4.5099626160105375,1.580554820222711,Iris-versicolor
+58,6.431048876988486,2.9809764660938063,5.738592058384706,2.0402082004979705,Iris-virginica
+59,6.810637659681454,3.0630494694437504,5.233941917964938,2.2360993442044497,Iris-virginica
+60,6.2109037334071315,2.2496853155726044,4.5486718190713935,1.5020896742515342,Iris-versicolor
+61,6.299074562606549,2.4519364571702837,5.098998302904456,1.8584639921901833,Iris-virginica
+62,6.595184854826176,3.3276412384320007,5.698079211101321,2.5,Iris-virginica
+63,6.650492661374583,3.328857892553434,5.642058264508907,2.4999996351603118,Iris-virginica
+64,5.846286585609636,3.1573706460886735,4.5545889577601555,1.5213062507160489,Iris-versicolor
+65,5.288671699751002,2.5290473284667634,3.5458871444147486,1.2151987479805877,Iris-versicolor
+66,5.132658882591796,3.821563768314632,1.6028583109014274,0.19890361425268843,Iris-setosa
+67,6.298689482886808,2.509081052413113,4.90610970557775,1.4973751693380166,Iris-versicolor
+68,5.693180420569625,2.8093060642345886,4.525108715647408,1.306078732425671,Iris-versicolor
+69,6.903652864105529,3.0,5.625546449697026,2.089851595172574,Iris-virginica
+70,7.676185646194142,2.8013775913728063,6.6573244378268335,2.0212837904184195,Iris-virginica
+71,6.142345964355327,2.9656236496298605,4.521016563910638,1.343076677225461,Iris-versicolor
+72,6.538282419447345,3.0,5.955356450508,2.176344664294151,Iris-virginica
+73,5.65170797752105,2.8996586913681606,4.225659146279796,1.2877479332625352,Iris-versicolor
+74,5.697731811577149,2.959716775670315,4.267935780390579,1.2683825171798844,Iris-versicolor
+75,4.813559813875167,3.0,1.41281687054779,0.32789819743923465,Iris-setosa
+76,5.160877744703954,3.4747755985929762,1.4010529280017214,0.19914900176359512,Iris-setosa
+77,4.81728060497774,3.0,1.417689210049276,0.2343333628635378,Iris-setosa
+78,6.422270204322445,2.9046383578222925,4.322792011947008,1.304862586504788,Iris-versicolor
+79,4.400000461535669,2.891539816708156,1.3714484544635486,0.19591238113609644,Iris-setosa
+80,5.005254204188015,3.3950374161970194,1.5728001257478326,0.447880425591231,Iris-setosa
+81,5.610662080164562,2.995714195575977,3.9568969248760046,1.2928579412261298,Iris-versicolor
+82,6.020188778337324,2.709567138082039,5.066921356290486,1.584484294977522,Iris-versicolor
+83,4.614375499420477,3.4035916010559295,1.4046910010963238,0.33161123317821184,Iris-setosa
+84,4.844150356708923,3.0,1.3894169412295105,0.26785058550007873,Iris-setosa
+85,5.005007093243514,3.606495704563839,1.3747853470764482,0.19945028554445132,Iris-setosa
+86,6.055844971517479,2.9028385109706005,4.436362676409168,1.5048460158176467,Iris-versicolor
+87,6.303320326762011,3.4083070252320717,5.623222670996935,2.409787935973236,Iris-virginica
+88,6.271196343476737,2.5413890620953925,5.044682667340094,1.8641641755884684,Iris-virginica
+89,5.0972286682534955,3.7075924885597558,1.4870954105220149,0.4772183766523628,Iris-setosa
+90,4.927504430657344,3.4255977108153264,1.4876291697192605,0.3851853626745432,Iris-setosa
+91,6.178864355277164,2.2325778517245314,4.536210776116611,1.4754007483087233,Iris-versicolor
+92,5.992987074364633,2.705901883219751,5.064062086537203,1.6522579550329295,Iris-versicolor
+93,5.200284304622978,2.716931761098634,3.9194340583828877,1.4155632950730852,Iris-versicolor
+94,6.5035579455837,3.0,5.87659574029303,2.1867647262065604,Iris-virginica
+95,7.636552132287772,3.0,6.628046446394441,2.1248841285243807,Iris-virginica
+96,5.3847502193004235,3.8999993915313937,1.2911130440752352,0.4257754622195226,Iris-setosa
+97,7.899998988897387,3.831119459620572,6.384189273251933,2.0579477753518582,Iris-virginica
+98,7.037472171909126,3.0,5.838270844886558,2.0971528903178345,Iris-virginica
+99,5.569538788456668,2.4775406943887157,3.845122037711652,1.0712328415093633,Iris-versicolor
+100,5.189450603798077,3.7342641207686267,1.496722401478484,0.20801542093375677,Iris-setosa
+101,7.5872896549875195,3.0,6.564390035736834,2.1034883085510145,Iris-virginica
+102,5.964982712882518,3.4188655184850183,4.439334396168876,1.595564406623568,Iris-versicolor
+103,6.206804470690622,3.3223082590371713,4.5545862554171155,1.6059662515372402,Iris-versicolor
+104,5.037422409554195,2.484835658796025,3.4607540047593783,1.0807133556140722,Iris-versicolor
+105,6.227592008980735,2.4969710749592116,5.1278082007644,1.9057538685035562,Iris-virginica
+106,4.400000743854663,2.8991537586015657,1.4048306155314065,0.20058342550645344,Iris-setosa
+107,7.669407183883638,3.0,6.644702878271766,2.108476409678168,Iris-virginica
+108,4.570661665763389,3.620573839134108,1.0000003733208414,0.19926640783567073,Iris-setosa
+109,5.597715752230206,2.460837894746153,3.962676124271015,1.079990818790169,Iris-versicolor
+110,7.9,3.8271381389449086,6.451583199626414,2.0138043997717396,Iris-virginica
+111,5.033290841785899,3.544678991973101,1.4035825963538093,0.22746222563078272,Iris-setosa
+112,5.3166549338504,3.707542760949976,1.4950620003194686,0.2047042850290807,Iris-setosa
+113,5.388175435888983,3.3970338513801495,1.7831914824007384,0.21816574280865794,Iris-setosa
+114,6.675094484739344,3.1059157678266343,4.69457035555518,1.5016917187517602,Iris-versicolor
+115,6.497078180738506,3.1910939218414915,5.1493343721233344,2.0002924149169523,Iris-virginica
+116,6.137636123064318,2.7768089799367623,4.736599573272181,1.1740756451106398,Iris-versicolor
+117,6.705271388805629,3.139936639285251,4.717313368547195,1.5201200814261064,Iris-versicolor
+118,5.150755315006332,3.4510990718486356,1.404809233245838,0.1982677459986002,Iris-setosa
+119,4.848111139056721,3.3940933975415706,1.4916903780146444,0.20549248398796693,Iris-setosa
diff --git a/iris/tab_ddpm/3/10/test.csv b/iris/tab_ddpm/3/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/10/train.csv b/iris/tab_ddpm/3/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/10/val.csv b/iris/tab_ddpm/3/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/11/synth.csv b/iris/tab_ddpm/3/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cb923674f49b0637cb3df69799119b725b623211
--- /dev/null
+++ b/iris/tab_ddpm/3/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.120211512241107,3.489770109326043,1.401312505144039,0.3338036385094167,Iris-setosa
+1,6.2972650094282665,3.388085905898553,5.619308446457923,2.3940504875715467,Iris-virginica
+2,6.419732715480606,2.852796914426685,4.475124795522487,1.3007907827836942,Iris-versicolor
+3,5.679500543803629,2.8582947052221996,4.350648591246125,1.314036537528175,Iris-versicolor
+4,5.068278673737635,2.4662829358393434,2.7994876241795112,1.1199768568029569,Iris-versicolor
+5,4.889408605726107,3.1212175012270817,1.5757620390353935,0.10000010542367527,Iris-setosa
+6,4.852009803058908,3.0443542290619523,1.487674799034346,0.10000009594481576,Iris-setosa
+7,5.202424566826193,3.383916624350206,1.400475442733615,0.19934109814085124,Iris-setosa
+8,5.798604100318487,2.674695637760535,5.112934092409821,1.8685016112252137,Iris-virginica
+9,5.699564163960558,2.900951104258017,4.4490819825854775,1.3179519630780114,Iris-versicolor
+10,6.940742782409842,3.1941268814681436,5.742798035503881,2.3014533135363897,Iris-virginica
+11,6.047245238660297,2.225188517228766,5.006731036404483,1.4907308120911735,Iris-virginica
+12,7.571749669589002,2.8611036976466955,6.561456404684138,1.938522244210267,Iris-virginica
+13,5.082018998786551,2.4736236376953284,3.3648310578475864,1.0672185091188415,Iris-versicolor
+14,4.611047243185159,3.6097883241949615,1.000000423276594,0.20873736012750196,Iris-setosa
+15,5.228472887397675,3.7742669925701944,1.7055468844043213,0.20511398904118602,Iris-setosa
+16,7.899998565694648,3.8072600475872123,6.3401693466973645,2.0277841803890713,Iris-virginica
+17,4.857398911627543,3.0536014832728826,1.4664055404440683,0.1,Iris-setosa
+18,6.2032044977551575,2.513740674376239,5.077210883891573,1.9038862353842465,Iris-virginica
+19,5.922039841444045,3.2582422535546556,4.466863652822452,1.5338340944644748,Iris-versicolor
+20,5.704177196612739,2.9646501028234886,4.204424047611854,1.307421850901683,Iris-versicolor
+21,7.8999990077727675,3.823788901268185,6.305573094307405,2.052276327720434,Iris-virginica
+22,6.663628413061368,3.313976636492335,5.675650549283466,2.499999585556839,Iris-virginica
+23,6.6786556445736025,3.315411767029331,5.715310906674106,2.128781524409059,Iris-virginica
+24,6.788673799866281,3.223176502502288,5.845280526827722,2.303937522178984,Iris-virginica
+25,6.817630241300769,3.2133397372426833,6.005802110952486,2.3130274313088597,Iris-virginica
+26,5.5284621072838345,2.5721763447749435,4.336644072530492,1.2006677886329786,Iris-versicolor
+27,7.58315319247167,3.0,6.569594336303038,2.099114813840662,Iris-virginica
+28,4.793143746827887,3.0,1.4080913328776863,0.10000009362657765,Iris-setosa
+29,6.581178197837408,3.0,4.430760180571065,1.3687089361341636,Iris-versicolor
+30,6.28230600117867,2.3043726950002097,4.42569895376527,1.2781634407645819,Iris-versicolor
+31,5.998884883011344,2.6822010331329853,5.146209749332744,1.619734766647835,Iris-versicolor
+32,5.159980403850044,3.795957581502916,1.4848731523587302,0.21621755372821352,Iris-setosa
+33,5.364653618497692,3.4114194525236554,1.4980617458789927,0.20108956047578294,Iris-setosa
+34,5.283529820240995,3.403208194538186,1.5043872848172524,0.4347420086773837,Iris-setosa
+35,6.698951289282687,3.0248683509177527,5.502853533219707,2.1351787585640274,Iris-virginica
+36,6.063308069949349,2.6128760676847995,5.587891778273097,1.4354844966599087,Iris-virginica
+37,6.1297984590736325,2.8023388825186286,4.690300499711468,1.2463323953145742,Iris-versicolor
+38,4.984922964184076,3.6153534256140825,1.4027064645592358,0.2062453121416267,Iris-setosa
+39,5.2389671761830465,3.695885339187983,1.4996066010125886,0.202186692586949,Iris-setosa
+40,5.17040085394423,2.6971431440618425,3.9413433875545936,1.4044737149550863,Iris-versicolor
+41,6.633443872456405,3.306987626345181,5.66903718263759,2.5,Iris-virginica
+42,5.568285060962906,2.624801939392678,4.426536622526883,1.1906372086799373,Iris-versicolor
+43,5.0006660545113055,3.6110903521826896,1.402599612142287,0.19461634477526957,Iris-setosa
+44,5.113054906679105,3.7907763546902546,1.4996230008912204,0.19819750208240527,Iris-setosa
+45,5.586801728568292,2.446638472818731,4.016006061059445,1.0064966215995756,Iris-versicolor
+46,5.648925482707629,3.8033232461372988,1.492581289273886,0.3039062358390731,Iris-setosa
+47,4.892854902808464,3.0982908580532262,1.499818313003948,0.1,Iris-setosa
+48,4.4,3.207346033514802,1.3094895420053179,0.19603671743292728,Iris-setosa
+49,5.22420266988932,2.435224703684277,3.206159477219659,1.0343110724952211,Iris-versicolor
+50,5.99717853886538,3.3903751667779005,4.516686324353406,1.6154647133757134,Iris-versicolor
+51,5.703686327270991,2.8667150039127893,4.30505129691294,1.3130924419693728,Iris-versicolor
+52,6.88491707729691,3.1009760808217384,5.075777621351103,2.29688065171405,Iris-virginica
+53,5.949454058493293,2.756223195110071,4.5788466661709295,1.1946195681525775,Iris-versicolor
+54,6.627631904789855,3.30812875391785,5.6989925711488505,2.5,Iris-virginica
+55,6.689044837362776,2.481189563422169,5.820434775062864,1.8009277587006243,Iris-virginica
+56,6.093942673037196,3.4033527400641423,4.567864490771811,1.6277863669709567,Iris-versicolor
+57,4.4,3.0,1.3544962092630395,0.17615686347270607,Iris-setosa
+58,5.123601120208242,3.814192524587448,1.7234269729580225,0.19801076385139327,Iris-setosa
+59,6.711188575483735,2.502810691772424,5.795990020590116,1.7854283406183424,Iris-virginica
+60,5.993403193543435,3.4076084826147683,4.459125923753805,1.617709038956223,Iris-versicolor
+61,6.285744369164973,2.334975348436936,4.5387058213319,1.3808565822356413,Iris-versicolor
+62,6.971149523738464,3.064433020118602,5.074807930316534,2.29976404574718,Iris-virginica
+63,5.009318394174105,3.5879623627167856,1.4054789929768352,0.1941413594770769,Iris-setosa
+64,7.362420447738916,3.0,6.208432605459645,2.0812076932453607,Iris-virginica
+65,6.11209738712352,2.811532580331104,4.636005065884258,1.1904711290251204,Iris-versicolor
+66,6.390481812575263,3.2632980216708907,4.7465345412093605,1.5798292646102756,Iris-versicolor
+67,6.503605996716956,3.0,5.784131004681909,2.1829239744912448,Iris-virginica
+68,5.114306523127866,3.5014491586380876,1.4067695575516372,0.3215227884268398,Iris-setosa
+69,7.524720581720709,3.0,6.55103821751059,2.0763971045260834,Iris-virginica
+70,6.971298690814206,3.0,5.714119396706577,2.092733577580879,Iris-virginica
+71,6.293165685543444,2.474231089486284,4.97015463297317,1.82145438979902,Iris-virginica
+72,4.717822939383142,3.032082926171961,1.381171632750608,0.3317762546003821,Iris-setosa
+73,7.899998894817326,3.818616201941908,6.359654055821866,2.0250880330373553,Iris-virginica
+74,6.091155493313877,2.810174163692672,4.720549156740614,1.2213510543497432,Iris-versicolor
+75,6.303506489333011,3.354007824881894,5.593647959360176,2.3942026984723133,Iris-virginica
+76,5.077178632612852,3.533247705773858,1.3740416423456498,0.20781082659606176,Iris-setosa
+77,6.42466702592462,2.8949503585577334,4.305219030624145,1.279897441557428,Iris-versicolor
+78,5.984825324651432,2.679819770312372,5.094393130587956,1.6228360269708584,Iris-versicolor
+79,6.261709063740116,2.494429473680703,5.018090219227484,1.8765786813400542,Iris-virginica
+80,5.414782728166975,3.3843002694756468,1.583514694552828,0.20657592624778448,Iris-setosa
+81,6.294321016227119,3.2835694109366695,4.731515850692857,1.5958162402196747,Iris-versicolor
+82,5.5535737762871635,2.683878390506032,4.428897040530579,1.3011147178839955,Iris-versicolor
+83,6.005136326144047,2.706588776921006,5.067240607796742,1.5692016910543878,Iris-versicolor
+84,6.499109516960199,3.20686631855715,5.115173806822193,2.0154195809570465,Iris-virginica
+85,4.8335627354473365,3.0,1.3876486462434068,0.2711502283750695,Iris-setosa
+86,6.012313398475555,2.2385617535357434,5.001113593023729,1.4984729932892877,Iris-virginica
+87,5.099333262714856,3.767492881561537,1.5554269414340214,0.20923812075444922,Iris-setosa
+88,5.559610607296632,2.4807955831396047,3.845401934076384,1.0382894264347036,Iris-versicolor
+89,5.584242319713906,3.0,4.525296006034821,1.494579762295149,Iris-versicolor
+90,5.3703481744564305,3.9,1.2482867276976557,0.6283313752108668,Iris-setosa
+91,5.657710866735262,2.9530605812803206,4.264330391045853,1.2549527422508935,Iris-versicolor
+92,5.066010650239351,3.8014676788738444,1.7184205471330933,0.20122418110251059,Iris-setosa
+93,5.318082068866399,3.9,1.2522671206140101,0.4549293729588376,Iris-setosa
+94,5.09507956073334,3.5042263070809163,1.3780848468683926,0.28982523521418624,Iris-setosa
+95,6.65745455616927,3.3118229583910566,5.707330094839464,2.4999996078192095,Iris-virginica
+96,4.992445627550949,3.4026236949557993,1.6242698847143742,0.4903697329255863,Iris-setosa
+97,6.8038298019810455,3.0,5.508741607888758,2.096246993206921,Iris-virginica
+98,5.4012309540339025,3.3849706355866993,1.5040248509292375,0.19444164286032517,Iris-setosa
+99,6.4984025498564035,3.0,5.904704449879948,2.230665029719414,Iris-virginica
+100,6.268107183139943,3.3038433816888584,4.6740009657455595,1.575682709685284,Iris-versicolor
+101,5.659608013648684,2.9081397168218865,4.067981075323215,1.2878338446026203,Iris-versicolor
+102,5.1164698088351965,2.6773834501025475,3.903646282706063,1.406822421511645,Iris-versicolor
+103,6.3073845007731,2.5012128427430516,5.059457163028477,1.8699258477868796,Iris-virginica
+104,5.640836849224008,2.5672950541791484,3.9584765207148234,1.1217865118094899,Iris-versicolor
+105,4.991270270716628,3.4020578526202114,1.6337696536778388,0.399968894203986,Iris-setosa
+106,5.903489343500226,3.0,4.234314066678502,1.490878761419827,Iris-versicolor
+107,4.986553788433334,2.000001692788889,3.2361012138334164,0.952366317201276,Iris-versicolor
+108,7.35912513993283,2.8885573298719436,6.370176195808625,1.8331494699972903,Iris-virginica
+109,6.577625114767036,2.831097648378027,4.4059742039167125,1.3279917229338374,Iris-versicolor
+110,7.899998743916016,3.7959752981183774,6.39471304321931,1.9824507278709815,Iris-virginica
+111,6.612087550190006,3.0,4.417692521762152,1.3962677771161602,Iris-versicolor
+112,5.99735280260797,2.9720702259054788,4.478862170511347,1.3570084807892613,Iris-versicolor
+113,7.9,3.796945441790807,6.373946488170117,2.031170360420116,Iris-virginica
+114,4.577168132449623,3.6355172517888916,1.0,0.20196456179984004,Iris-setosa
+115,7.618033512655556,3.0,6.625453610214915,2.1080230261491524,Iris-virginica
+116,5.150381654261426,3.686181625952072,1.4988260871052381,0.43170861314210546,Iris-setosa
+117,6.687056977229066,2.48068149463419,5.802201049015562,1.7692604343831597,Iris-virginica
+118,6.36289177120914,2.509898268257343,5.306327518360897,1.8753533884314926,Iris-virginica
+119,7.9,3.8155026065791544,6.3276879604001754,2.046280865321683,Iris-virginica
diff --git a/iris/tab_ddpm/3/11/test.csv b/iris/tab_ddpm/3/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/11/train.csv b/iris/tab_ddpm/3/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/11/val.csv b/iris/tab_ddpm/3/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/12/synth.csv b/iris/tab_ddpm/3/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7cf93cb5f8c47bc437e5d71a301a58c54e25c780
--- /dev/null
+++ b/iris/tab_ddpm/3/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.803752627923931,6.3485466316573,2.0345714761504734,Iris-virginica
+1,6.1193302950630075,3.0,4.55762811048152,1.3936555946123867,Iris-versicolor
+2,5.284590351741272,3.9,1.2294004867185102,0.5091765874718133,Iris-setosa
+3,5.392737347791899,3.4014041589726727,1.567716668712341,0.41562780840877317,Iris-setosa
+4,7.899998949641107,3.831514412089668,6.284134316500423,2.049640428337535,Iris-virginica
+5,5.787727704740663,2.820163582208058,4.532012836710794,1.26002921073232,Iris-versicolor
+6,5.872384139570926,3.0,4.221714194234281,1.5081170507675443,Iris-versicolor
+7,5.825080790572213,2.717819055953505,4.208929374678388,0.9594610667756454,Iris-versicolor
+8,6.4733726673434555,3.14394631576828,5.153634795506721,1.9843087001662336,Iris-virginica
+9,4.8895781332795,3.0771010909058187,1.4774284880271944,0.1,Iris-setosa
+10,5.152163296953104,3.4374631053049125,1.4023185404603005,0.2020727610745882,Iris-setosa
+11,5.099365441892066,3.4946192058861314,1.396610163209297,0.294254903886603,Iris-setosa
+12,7.9,3.8245591657557014,6.432642888106854,2.0557862789280184,Iris-virginica
+13,6.322269439819151,2.325056539747919,4.436359765176109,1.3287871217437148,Iris-versicolor
+14,5.601403224962465,3.0,4.170771880773367,1.2896552375536199,Iris-versicolor
+15,5.796470926917181,2.6782092332127583,4.1016889668925,0.9096488956590643,Iris-versicolor
+16,6.25449695096725,3.33272983505481,4.698288704577874,1.6019534406631102,Iris-versicolor
+17,5.015507480858581,3.396775170942695,1.6842205782024364,0.4251817132330393,Iris-setosa
+18,5.12097315384467,3.786754550723739,1.5540473428548485,0.19455798625832654,Iris-setosa
+19,5.126908973734318,3.757366945846032,1.5238765310598041,0.26452801732805586,Iris-setosa
+20,7.04717439581114,3.0,5.965464177064277,2.135356757429451,Iris-virginica
+21,6.0742543246377965,3.0,4.575458525381004,1.4006637065579135,Iris-versicolor
+22,6.259801031554027,2.373904134185383,5.036977838029816,1.8056362491490006,Iris-virginica
+23,4.815294909840609,3.0,1.400946336693863,0.1,Iris-setosa
+24,5.563848919728899,3.0,4.472928956037787,1.4665196064167054,Iris-versicolor
+25,4.845789367677214,3.02193929663541,1.4326545847413026,0.1000001352915073,Iris-setosa
+26,4.564076725967501,3.4044947947398096,1.3838729328742738,0.29483152191826745,Iris-setosa
+27,6.046175660963679,3.0,4.570381513962519,1.381568612920808,Iris-versicolor
+28,4.400000531940125,3.2093134567325707,1.3000342112252172,0.19618801826127316,Iris-setosa
+29,5.712231650696674,2.769862851915464,4.477744132193788,1.277540074286445,Iris-versicolor
+30,5.851650593951947,2.7287785778115956,5.03825549427994,1.9185871431767114,Iris-virginica
+31,6.649404516839248,2.4938930868005897,5.79999902310622,1.7902745292294093,Iris-virginica
+32,5.589950556937076,3.0,4.147082491890825,1.3026368582891357,Iris-versicolor
+33,5.015955524390397,3.402094536627678,1.4936750539631538,0.4751204729484999,Iris-setosa
+34,5.447230898733939,3.9,1.2302448989416594,0.46725728905108616,Iris-setosa
+35,5.414784875874167,3.3781481557063335,1.8633783784357758,0.19706317364982084,Iris-setosa
+36,6.667253281257346,3.293777835045178,5.673532155464039,2.0853766480961964,Iris-virginica
+37,6.362903845463066,2.8267785000839085,4.276288838227431,1.2308512890811356,Iris-versicolor
+38,6.638757496666567,3.308384906307938,5.740248320181621,2.5,Iris-virginica
+39,5.107047978339232,3.50467746817603,1.4017838396276505,0.19998022460787762,Iris-setosa
+40,5.960236404976971,2.693476559538951,5.012927376150482,1.6174090631351294,Iris-versicolor
+41,5.102091326938148,3.4948362627730636,1.408640833006478,0.3221740788128135,Iris-setosa
+42,5.6095378708095085,3.0,4.196693492436133,1.305355535313958,Iris-versicolor
+43,5.236864129545182,2.716426478045192,3.893524413280072,1.3671678082813556,Iris-versicolor
+44,6.4159300402549535,2.8933581624602547,4.260189069253544,1.3198993099802314,Iris-versicolor
+45,5.0307180271006695,2.4598120392814047,2.8433201333888682,1.0560991802736144,Iris-versicolor
+46,5.840534133643574,3.0,4.229253056299541,1.4984715639094126,Iris-versicolor
+47,5.676717859439443,2.7769759115323787,4.537922101065907,1.245797284116029,Iris-versicolor
+48,5.920943105290398,2.809102288034958,4.68372205631642,1.224138196622228,Iris-versicolor
+49,5.215112269589663,3.9,1.2119727101815012,0.44581694670345273,Iris-setosa
+50,5.4953807247843285,2.5913837545811056,4.301323322234403,1.138590647992401,Iris-versicolor
+51,5.310450203230913,3.396994245004255,1.4517027776986187,0.21308209280680268,Iris-setosa
+52,7.899997949471862,3.802068980320901,6.36069569572904,2.034586070180859,Iris-virginica
+53,5.309634032786841,3.8999995790749518,1.2709982142194383,0.3930212769772215,Iris-setosa
+54,6.038251872224862,2.5878417397589164,5.605428830695613,1.380209413455007,Iris-virginica
+55,6.724424324705787,3.122496690062833,4.7431516055505325,1.4958637861839856,Iris-versicolor
+56,7.715175444638759,2.569210672981446,6.899998906809255,2.2973076090976123,Iris-virginica
+57,6.502234552881478,2.985679369694577,4.337989358073799,1.3438782660555242,Iris-versicolor
+58,6.295692660072263,3.4088752399604605,5.61299838227469,2.3958460190224606,Iris-virginica
+59,7.70049518256555,2.5506756115554494,6.9,2.2960143999557774,Iris-virginica
+60,4.910429287464044,3.106760681900408,1.4948570563388186,0.1,Iris-setosa
+61,5.247255943515717,2.5290275649570138,3.7242227362828704,1.1208652711481633,Iris-versicolor
+62,6.107578333367138,2.8073414714493916,4.61794148367699,1.18493629121189,Iris-versicolor
+63,5.60574808509282,3.0,4.5230720717538695,1.4967205590981618,Iris-versicolor
+64,5.322722566577446,3.899999523948999,1.2629002987358886,0.463853385782604,Iris-setosa
+65,5.310097666828993,3.6935514394570728,1.498499634098544,0.20444346415213915,Iris-setosa
+66,6.269544069214295,2.4904118003150035,4.875099283120983,1.4904075384142672,Iris-versicolor
+67,5.369011548733488,3.9,1.2232542925087928,0.5270772316693999,Iris-setosa
+68,5.842170453819449,2.754947201865178,4.6370425360642065,1.2515252913900803,Iris-versicolor
+69,6.0459514901627225,3.3914016729518623,4.543881216048726,1.5972042882562563,Iris-versicolor
+70,6.684427173715783,3.1102697565056396,4.698908088385818,1.505401843491952,Iris-versicolor
+71,5.300427597660843,3.9,1.2392455287641622,0.6694631886034155,Iris-setosa
+72,5.726440210744558,3.801179248484357,1.4941358896690158,0.29646548306778786,Iris-setosa
+73,5.6554680513534406,2.974625399690608,4.2151606295845525,1.3060229345710093,Iris-versicolor
+74,5.116386704613215,3.4937556097892224,1.4005521814127844,0.2981380075490223,Iris-setosa
+75,6.012282206923185,2.9427613604496,4.618348991560587,1.330989385283345,Iris-versicolor
+76,5.017079656660914,2.0000035491327264,3.505466918707575,1.025878069456359,Iris-versicolor
+77,6.290374285957227,2.4828526404201665,5.015137277989931,1.8723268147144467,Iris-virginica
+78,6.819353904008211,3.059158727472399,5.236568204439322,2.2244027456867177,Iris-virginica
+79,5.573561948088872,3.0,4.127028540933608,1.2946207103477367,Iris-versicolor
+80,6.784768222137306,2.80303470670755,4.760013546660101,1.3974775980496947,Iris-versicolor
+81,6.313223505168344,2.3137586251071682,4.361120855806093,1.3140614417261736,Iris-versicolor
+82,4.905626335689709,2.3915705034813497,3.3657570106793595,1.0105868123381627,Iris-versicolor
+83,5.658231725399995,2.6945816144941657,4.442100792999385,1.1841231010664544,Iris-versicolor
+84,5.399214574865222,3.397655366333902,1.6879535197758269,0.43955321596547803,Iris-setosa
+85,4.777221616191105,3.0,1.3643482299030867,0.1,Iris-setosa
+86,6.225672926419319,3.341860696803012,4.656743387430553,1.6048854385965838,Iris-versicolor
+87,6.306083274667599,2.3065309202647475,4.365830993699665,1.2705057606164591,Iris-versicolor
+88,5.121361515680445,3.4948067703690127,1.4012239141278444,0.2694311453609883,Iris-setosa
+89,6.7304228242879995,3.183022441781909,5.726512820751298,2.1417743244094543,Iris-virginica
+90,6.556591729887357,3.170151363449875,5.0702820515546065,2.0448646190687048,Iris-virginica
+91,5.977872428907263,3.410033259030683,4.461057193369009,1.6109475065940129,Iris-versicolor
+92,5.686304151734031,2.8024471493397063,4.514929814928619,1.290969524732243,Iris-versicolor
+93,5.176899052615868,2.6943791060056888,3.8496347047662662,1.3990271835532089,Iris-versicolor
+94,7.9,3.8148845243959904,6.4211126061334385,2.0232379391180646,Iris-virginica
+95,6.629607543753309,3.3303986526352563,5.660281953147983,2.4999996379493736,Iris-virginica
+96,6.204447832482236,3.3760324950445098,4.600193039675991,1.6347679260576315,Iris-versicolor
+97,6.326198956370282,3.364926808371826,5.624373379999563,2.3946663215525317,Iris-virginica
+98,4.49031957332366,2.290879115257312,1.3072491404157036,0.32936071038774445,Iris-setosa
+99,5.979304686081906,2.1843711955884744,4.937873256354633,1.4829096302514773,Iris-virginica
+100,7.359061043875335,3.0,6.3702279337094065,2.1481164891119793,Iris-virginica
+101,4.632561022138081,3.388239448207572,1.4035503721083065,0.29666747326672405,Iris-setosa
+102,6.321589704336442,3.340006305867073,5.649174339048885,2.3877030446461287,Iris-virginica
+103,5.155484883460915,3.7841445103128604,1.4982583831415435,0.2053603423086874,Iris-setosa
+104,5.479774744006633,2.6020034140581862,4.392102089000906,1.2091756080399971,Iris-versicolor
+105,5.394726048765566,3.9,1.2393637296083608,0.4464339680821877,Iris-setosa
+106,6.811021950315093,3.0,5.4956114224359265,2.1018583483859987,Iris-virginica
+107,5.742894133926627,3.0,4.470831588930562,1.5218526663772622,Iris-versicolor
+108,7.659354528561463,3.0,6.655500932905605,2.098048590844044,Iris-virginica
+109,6.314570638980809,2.3019681735398208,4.374350780981025,1.2963313194362875,Iris-versicolor
+110,6.595708675607362,3.2862122152667483,5.665800602284236,2.5,Iris-virginica
+111,5.318158899094596,3.7075520316210846,1.493537146782301,0.20711634331947137,Iris-setosa
+112,6.460565668237511,3.0,5.829371265033139,2.2358049607877044,Iris-virginica
+113,4.860313932991279,3.4000317161422293,1.560049965373062,0.20178122778310148,Iris-setosa
+114,4.997794398033866,3.6322817036438506,1.405075086177908,0.19486870643329607,Iris-setosa
+115,5.0951915553471485,3.8079864477440997,1.492075333957585,0.19787234658289338,Iris-setosa
+116,7.701118188837114,2.7844513482660465,6.696543736231976,1.9788642026065202,Iris-virginica
+117,6.666246366167247,2.5042301370305524,5.793917555790521,1.7875329733243397,Iris-virginica
+118,6.124799342806969,2.764369194416285,4.676159163204591,1.1730941660205259,Iris-versicolor
+119,6.2694116134676205,3.350833337308873,4.656820187817093,1.613651301989423,Iris-versicolor
diff --git a/iris/tab_ddpm/3/12/test.csv b/iris/tab_ddpm/3/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/12/train.csv b/iris/tab_ddpm/3/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/12/val.csv b/iris/tab_ddpm/3/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/13/synth.csv b/iris/tab_ddpm/3/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5506ac86bc1cb12ba875c725f935f4897f1fc275
--- /dev/null
+++ b/iris/tab_ddpm/3/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.260999047020483,2.4621627946352844,4.955908608112079,1.8816329025696377,Iris-virginica
+1,5.8135064165869705,3.0,4.261960260090996,1.4653159264975026,Iris-versicolor
+2,4.895787515118315,3.040588269554072,1.4779129510941578,0.1,Iris-setosa
+3,6.247853339526916,2.809175784808219,5.567918720234568,1.766550501751215,Iris-virginica
+4,6.023691724654696,2.2025060986706393,5.075347769501452,1.5474347761739384,Iris-virginica
+5,6.307318496562174,2.497127253693264,4.858533201803244,1.4961551585853305,Iris-versicolor
+6,5.585687930410746,3.0,4.126398189630094,1.3026440252740499,Iris-versicolor
+7,5.178203810616346,3.5060174131478727,1.4115479002815643,0.2976890034823594,Iris-setosa
+8,4.8010614672077665,3.0,1.3812731381109036,0.29171662752612526,Iris-setosa
+9,6.1547724897099645,2.3080240867655797,5.068924954324002,1.6215278178808514,Iris-virginica
+10,7.307412182190317,3.0,6.231313037955363,2.0771343075245046,Iris-virginica
+11,4.80393119006533,3.0,1.4000171567608202,0.10000009212365302,Iris-setosa
+12,6.709737036886925,3.260637913047762,5.731594325486095,2.113821514965562,Iris-virginica
+13,5.295813414151784,3.7171834967196555,1.4984750774982447,0.20266670590879135,Iris-setosa
+14,6.391142340373179,2.8613453421705715,4.301044880602758,1.2726860774219044,Iris-versicolor
+15,6.115114264736113,2.8675068397452828,4.6110102896280525,1.2738162009555873,Iris-versicolor
+16,6.92035598441269,3.0,5.741025354760174,2.1246619044549906,Iris-virginica
+17,5.858774368748911,3.0,5.070498554659129,1.7848011960395742,Iris-virginica
+18,4.4000004588923325,3.1930234348511526,1.2914741161191012,0.19895900046468457,Iris-setosa
+19,7.899998818713883,3.8099543974334447,6.281739871684415,2.0013228558092355,Iris-virginica
+20,6.873666486225704,3.2161956498689372,5.684821880048723,2.2990568029063336,Iris-virginica
+21,5.1163649747273094,3.5031193953520883,1.387953090898265,0.20011483953506104,Iris-setosa
+22,4.785012787717859,3.0,1.385670234983384,0.1,Iris-setosa
+23,6.673547352686852,3.1555578011834364,4.7445872625791345,1.5106602037589223,Iris-versicolor
+24,6.351404684017643,2.367387923219713,4.42507226007721,1.3302602786609916,Iris-versicolor
+25,5.045775686441123,3.4006824600402124,1.5855429439945319,0.46622820547681143,Iris-setosa
+26,6.63119605985186,3.3052062438966128,5.683942188680275,2.5,Iris-virginica
+27,5.49576145173265,2.99020458975525,4.331448936980692,1.50000269652925,Iris-versicolor
+28,5.787159907576376,2.7299962473921586,5.034682190186918,1.9085506264042922,Iris-virginica
+29,7.747611794598592,2.5601245373477344,6.9,2.32226057790596,Iris-virginica
+30,7.899998712184767,3.806778845464546,6.378980433437026,2.0295923307666035,Iris-virginica
+31,5.705019749461762,3.81931338473419,1.5788139956289045,0.360596069727902,Iris-setosa
+32,6.005373299393871,2.768453170844783,4.919232769096274,1.5835795435820874,Iris-versicolor
+33,7.722267838421546,2.572896522653332,6.899998833160076,2.293043276028831,Iris-virginica
+34,6.60199589424154,3.3476407872894445,5.689917858537754,2.5,Iris-virginica
+35,4.974746900648971,3.4004402545794794,1.5018607847587067,0.3771315861183766,Iris-setosa
+36,4.89994768960452,3.1133778154605234,1.4995074607455445,0.1,Iris-setosa
+37,6.156716155572387,2.759593158842121,5.489289816952794,1.7123099579168992,Iris-virginica
+38,6.062662463760272,3.380156662406769,4.535849866998722,1.6372540868080383,Iris-versicolor
+39,5.871669217787566,3.0,5.104314735801314,1.796984557252197,Iris-virginica
+40,4.60390807929864,3.4031231849459784,1.3844539727111478,0.2923720179690267,Iris-setosa
+41,5.380188982309499,3.9,1.2262104372135232,0.6052775252175941,Iris-setosa
+42,4.900177768537903,3.0,1.4034560456095326,0.19967058085486805,Iris-setosa
+43,6.278071266250393,2.6465687923292402,5.499133483835147,1.7985683703407407,Iris-virginica
+44,4.507411491575668,2.4418966070119223,1.3005958692241006,0.3667890398737611,Iris-setosa
+45,4.400000642785035,3.1698336618568455,1.3003047934878726,0.2051984239496299,Iris-setosa
+46,6.118101318635451,2.578662357392435,5.619523219786825,1.4014590521520904,Iris-virginica
+47,5.124689357521871,3.486204073331343,1.3885818534937204,0.20192605297144006,Iris-setosa
+48,6.665697283457969,3.330868734034041,5.681773960917441,2.5,Iris-virginica
+49,4.988096102244077,3.5917201109719232,1.4005492766139553,0.20083350278229328,Iris-setosa
+50,5.3278800109809605,3.9,1.2516283575456661,0.6461458535898384,Iris-setosa
+51,6.493152800417635,3.1990621002615183,5.105977899615869,1.9916877454274042,Iris-virginica
+52,5.459663282876783,2.5794903964628753,4.4053818468572645,1.1755025980411666,Iris-versicolor
+53,5.526884475519426,3.7716622064725125,1.7734110368653224,0.27058254509055024,Iris-setosa
+54,6.636319993034688,2.4895192635145778,5.757123661909489,1.8110897977123348,Iris-virginica
+55,6.652776256353281,3.3360265687107034,5.679896152670624,2.4999919721155024,Iris-virginica
+56,5.997246083323761,2.937917914841452,4.4439145590768865,1.4893587153536758,Iris-versicolor
+57,7.684635092563242,2.5362579696603547,6.9,2.319185152198135,Iris-virginica
+58,6.687412307670222,3.299396846900683,5.670250348167775,2.097869517401026,Iris-virginica
+59,5.415539600052282,3.4066195856734263,1.686322524564946,0.36613055024320096,Iris-setosa
+60,5.79390677005044,2.6719425651469333,5.109812038375441,1.8859285630829636,Iris-virginica
+61,6.882533956884241,3.230552341658783,5.704456994644834,2.307599671768835,Iris-virginica
+62,6.798524085089395,3.0,5.525104056855325,2.0968607770620142,Iris-virginica
+63,5.2601913189501985,3.9,1.2388748745620124,0.5059871010768029,Iris-setosa
+64,7.682283323303809,2.7739432482506525,6.678142220335144,1.9890264387754326,Iris-virginica
+65,5.12093655748727,3.802485876283279,1.6297715170559164,0.20193655619033393,Iris-setosa
+66,7.552507422596462,3.0,6.521240914217473,2.141359634727297,Iris-virginica
+67,5.333402279497731,3.9,1.2384289804678006,0.3183075988109425,Iris-setosa
+68,5.38605924832569,3.9,1.2644236372254638,0.6622163354221879,Iris-setosa
+69,5.631379930573316,2.7539824163637983,4.380903474784584,1.2643899409150692,Iris-versicolor
+70,4.507388324225604,2.4092333833921837,1.3177982915264272,0.41501421980409525,Iris-setosa
+71,6.072404211923667,2.2571192181205575,5.045602372548397,1.550698019852589,Iris-virginica
+72,5.043031677980785,3.5463459740029823,1.404698456983873,0.19603652592468745,Iris-setosa
+73,6.074056118659499,3.0,4.548587185201613,1.3843657881953804,Iris-versicolor
+74,4.797220138997735,3.0,1.3924475587337513,0.10000012396176267,Iris-setosa
+75,7.596178037340995,3.0,6.513649816162296,2.1017876291828452,Iris-virginica
+76,4.585816779406797,3.3905424997842055,1.3913940262216582,0.3152537351527542,Iris-setosa
+77,4.795939626556308,3.3990161509706525,1.4961434843270989,0.23158854357486183,Iris-setosa
+78,6.294615235449835,2.5037212933641233,4.956071716879652,1.5006964971612242,Iris-versicolor
+79,6.339554804165864,3.4130417398418706,5.601133168546197,2.3766061510312095,Iris-virginica
+80,6.314416999827903,2.494682436701223,4.978548111214801,1.9061862929708089,Iris-virginica
+81,5.380993434684886,3.3958800917506755,1.6267584586330017,0.19755711428907405,Iris-setosa
+82,4.785923877631943,3.0,1.3929119733836461,0.29687388249417473,Iris-setosa
+83,5.1866166111541085,2.6800985260626757,4.016935845073574,1.397959887018524,Iris-versicolor
+84,6.835956535926388,3.210121145924456,5.715480074043191,2.2888082015792794,Iris-virginica
+85,6.92010561648075,3.089814841021059,5.150194912315382,2.2979891041536376,Iris-virginica
+86,4.611387665990135,3.4002022999335186,1.4051710210467312,0.29002492603538854,Iris-setosa
+87,7.2693617242879744,2.9064240260056153,6.275851952373583,1.789616760119121,Iris-virginica
+88,6.774346428851081,3.150346103283088,5.795056234752729,2.285236627254618,Iris-virginica
+89,6.828289503145496,3.207467457901631,5.794173363525046,2.3086274321862366,Iris-virginica
+90,6.084460589727645,2.8125001720418754,4.6999288560770704,1.2092224547381454,Iris-versicolor
+91,6.289753334276488,2.482965168113451,5.090209127465861,1.870345588899894,Iris-virginica
+92,7.669526881160193,2.5944654703637955,6.899998646905111,2.312471680123194,Iris-virginica
+93,5.912375238268492,2.7590208834355363,5.152242018692299,1.8712982547033472,Iris-virginica
+94,6.04485659031252,2.8322082191741758,4.540386362289422,1.2286467999478872,Iris-versicolor
+95,7.717207991267081,2.572599904761965,6.9,2.3331456771810752,Iris-virginica
+96,7.738993942333497,2.5762569891139853,6.9,2.3396454959592763,Iris-virginica
+97,7.173481411258555,3.011527290908758,6.154728684213024,2.1761539716102862,Iris-virginica
+98,4.906292349799717,2.3934168388084354,3.187877738958209,1.0074670430498036,Iris-versicolor
+99,7.7396978018395135,2.6080770815727083,6.9,2.3187556654952277,Iris-virginica
+100,6.631403502711239,3.2183938319582217,5.784617441733708,2.2938551699414917,Iris-virginica
+101,5.999539954729637,3.4042738048880614,4.534820392267955,1.5989089542664263,Iris-versicolor
+102,7.546576639221917,3.0,6.5092296036437824,2.117116035800933,Iris-virginica
+103,5.964271561542166,3.417024580563352,4.473087903935646,1.6090652256344926,Iris-versicolor
+104,7.633338090643277,3.0,6.599004751388469,2.1117939020398815,Iris-virginica
+105,5.102880009830084,3.495414394194274,1.3872759284886838,0.31058060318885966,Iris-setosa
+106,7.013228549839098,3.0886967321413485,5.789071261189871,2.2256616372704547,Iris-virginica
+107,5.214263105251958,2.658737273038232,3.943889730815973,1.3943483908108931,Iris-versicolor
+108,7.370382345600667,2.8665574263008082,6.354709478271636,1.816858002888123,Iris-virginica
+109,6.003914552672031,2.913501219098831,4.41508082852173,1.5124565475822538,Iris-versicolor
+110,6.512153710292255,3.0,5.961964894780642,2.2509312059445215,Iris-virginica
+111,6.9640958036846206,3.119673287968297,5.122192561732322,2.31468298421508,Iris-virginica
+112,5.6144623355226155,3.0,4.118581716783546,1.3089323051526818,Iris-versicolor
+113,5.803104028357316,2.763973671660502,4.2341001941647365,1.0138529837986832,Iris-versicolor
+114,5.784959271888591,2.864487564082766,4.539713994264637,1.307300347643199,Iris-versicolor
+115,5.106757893644592,3.5019213787609806,1.400347242607845,0.29893475406545883,Iris-setosa
+116,5.360009156502524,3.7099780716661597,1.7501802019012835,0.2041328926150196,Iris-setosa
+117,7.70003575984623,2.5675292449647733,6.9,2.2656465441854046,Iris-virginica
+118,5.984758570918931,2.9058120217780297,4.514543878785859,1.499592194358497,Iris-versicolor
+119,6.540670333795839,3.0,5.511845748051513,1.8026676489468474,Iris-virginica
diff --git a/iris/tab_ddpm/3/13/test.csv b/iris/tab_ddpm/3/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/13/train.csv b/iris/tab_ddpm/3/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/13/val.csv b/iris/tab_ddpm/3/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/14/synth.csv b/iris/tab_ddpm/3/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5710fee0f91b9d2bad8f96d7677fe10a77d30147
--- /dev/null
+++ b/iris/tab_ddpm/3/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.538897346251797,2.4323693037096175,3.7640825983362918,1.0022191815859327,Iris-versicolor
+1,6.4029977019010875,2.898027354094782,4.310992570635266,1.291439023458586,Iris-versicolor
+2,5.913828529025887,2.792970825446952,4.596419142450635,1.2054473767072407,Iris-versicolor
+3,4.913986649703673,2.379859556059104,2.9496097405655193,1.0018693209394007,Iris-versicolor
+4,5.310681977740166,2.7715351168145506,3.8014361602216082,1.4058065489768874,Iris-versicolor
+5,4.596807481881847,3.621822543897448,1.0,0.19951394983378584,Iris-setosa
+6,6.520706684624496,3.0,5.511785674514371,1.8538428850160487,Iris-virginica
+7,7.9,3.8171151269603545,6.3639922791428285,2.046014317445256,Iris-virginica
+8,4.735044703016685,3.3889160845630673,1.486278742507679,0.20538429452610651,Iris-setosa
+9,4.588481832275103,3.614085687030918,1.0,0.20402102843156378,Iris-setosa
+10,5.733793595086688,2.80297660149226,4.499353603913857,1.3037299646613434,Iris-versicolor
+11,6.904018409199044,3.0,5.639594057520235,2.0657931590131717,Iris-virginica
+12,5.6886911115347605,2.9514981942121774,4.243942940203272,1.2721342192349236,Iris-versicolor
+13,5.406758525576706,3.9,1.2795643682590012,0.544021099945886,Iris-setosa
+14,5.590583538544438,2.525086746077677,4.072493589832913,1.0658461477656558,Iris-versicolor
+15,5.330097019596809,3.8999995672979644,1.2553097483019855,0.3298994915814875,Iris-setosa
+16,7.624222921457195,3.0,6.588408493047484,2.0866513794608768,Iris-virginica
+17,5.958809836236668,3.4101769533346635,4.445930877251155,1.6017531344948346,Iris-versicolor
+18,6.8180129100559155,3.1237042593407063,5.036006095413087,2.2706266737008947,Iris-virginica
+19,7.9,3.816655822791797,6.419206006019688,2.0238310441712173,Iris-virginica
+20,7.9,3.820939643737339,6.373242464663175,2.0244740060448136,Iris-virginica
+21,5.049316001702431,2.4376239277482075,3.235359080943539,1.069278481807519,Iris-versicolor
+22,6.121004163841692,2.805133537788512,4.68522174793128,1.1952565546475205,Iris-versicolor
+23,6.7567333007687695,3.1257939659558707,4.7328172614113155,1.515060318445749,Iris-versicolor
+24,5.359719680392026,3.899999557482401,1.3150785728591323,0.5397227293976604,Iris-setosa
+25,6.316340505880354,2.331115493165181,4.455091900243824,1.3182714491515461,Iris-versicolor
+26,6.70734471263353,3.2814829086600663,5.69871673190217,2.1300095389927285,Iris-virginica
+27,5.9945206136384375,2.7308370830317403,5.028122962736033,1.5851839885105319,Iris-versicolor
+28,7.899998659688113,3.8017929872900718,6.438640140446082,2.0110218194713307,Iris-virginica
+29,6.093390214102959,2.816728882708524,4.696551201727804,1.210859820323695,Iris-versicolor
+30,5.971260212890918,2.894576805004389,4.529974843589251,1.5022665274737024,Iris-versicolor
+31,6.670295446171941,2.504353273515741,5.7678283705191955,1.7982840938034867,Iris-virginica
+32,6.281313256662325,2.482657332062413,5.019366783623466,1.8691611169702047,Iris-virginica
+33,6.397241221742852,2.731292994349748,5.3018977769035525,1.8516137885789294,Iris-virginica
+34,4.991815122294373,3.6174835556193665,1.394953857275791,0.196648773332948,Iris-setosa
+35,6.327543627987524,2.29106527293864,4.371035336619704,1.3031337102434948,Iris-versicolor
+36,6.224458333787092,3.339679573384737,4.67980829793244,1.610635844327997,Iris-versicolor
+37,6.760383476827286,2.8151851729823187,4.694478146576287,1.4164343501395158,Iris-versicolor
+38,6.8286018286400765,3.219444970115616,5.781221567646237,2.3083251538736747,Iris-virginica
+39,6.799512743559345,3.102309042007687,5.118914636376777,2.324814094353018,Iris-virginica
+40,5.235443298613951,3.415854087072258,1.4034742174599997,0.19863865452654306,Iris-setosa
+41,6.595166737517242,2.5312045915170085,5.785955669749021,1.6675989603362118,Iris-virginica
+42,5.314565024236847,3.8999993545657263,1.3101319592085985,0.4909650164207735,Iris-setosa
+43,6.656765759466343,2.4814353651043923,5.8219323913082235,1.7722350055256748,Iris-virginica
+44,4.8911277780517795,3.0904748261510493,1.5159980265208464,0.1,Iris-setosa
+45,5.50681947603084,2.604558155261718,4.4143615328315535,1.1616462142194615,Iris-versicolor
+46,5.7126135549553565,2.7857611027704525,4.537491485596637,1.2878897754851786,Iris-versicolor
+47,7.708974061564846,2.5802813863410314,6.899998867776173,2.294204427874994,Iris-virginica
+48,6.933901220777691,3.089593390370409,5.164613792025712,2.292964672203311,Iris-virginica
+49,5.635623502385522,2.5094782439295944,3.9382785773859528,1.1136292420567184,Iris-versicolor
+50,4.995616669323786,3.5776536182498413,1.400481892525539,0.20038057890257618,Iris-setosa
+51,5.025530278735127,3.5495453937089456,1.4030729912169202,0.29681165326379577,Iris-setosa
+52,5.486653370917181,2.606093195925164,4.456564670509875,1.1589331821606472,Iris-versicolor
+53,6.461275578680768,2.9141525231301313,4.289669255511017,1.3001282693153138,Iris-versicolor
+54,5.3189227704054565,3.9,1.2426431544725947,0.4938648851346371,Iris-setosa
+55,5.295494478814701,3.9,1.2564699302318063,0.4846223507200131,Iris-setosa
+56,6.050207108289027,2.788492846406215,4.649069872336618,1.1569393070366485,Iris-versicolor
+57,7.702148981220509,2.7917052479507927,6.698121510823696,2.033277527430835,Iris-virginica
+58,5.110185362653749,3.446448125245418,1.4054305618929077,0.19785561151601258,Iris-setosa
+59,5.690158084639896,3.793670782196869,1.8087725419066523,0.29631107667654427,Iris-setosa
+60,7.200738398451308,2.880842344307906,6.228223116994105,1.7700273295551339,Iris-virginica
+61,6.409483983682079,2.962604316663614,5.538848365497234,1.8117898486344988,Iris-virginica
+62,6.672336347397415,3.11020012941737,4.707065413569751,1.495640378223675,Iris-versicolor
+63,5.554772084002203,3.0,4.449248985634955,1.5095859933283748,Iris-versicolor
+64,6.020404645550106,3.4075162402108266,4.469122850091527,1.6271895613003986,Iris-versicolor
+65,5.8453855101772065,2.7213643075702296,4.357850185429504,1.0948967661773992,Iris-versicolor
+66,6.657815088745825,2.5111766900090213,5.765847068257574,1.7964115100342204,Iris-virginica
+67,6.838350295293293,3.213374245624043,5.787886637648109,2.288550386794753,Iris-virginica
+68,5.527998329312401,2.515148647311144,4.192325759336677,1.15837155747003,Iris-versicolor
+69,5.842790497148783,2.8055172691262387,4.526358991654956,1.2778931658305477,Iris-versicolor
+70,7.678794542990462,2.5684033222559646,6.8999989458801245,2.306523593321166,Iris-virginica
+71,5.571972808235258,2.41498828576475,3.8163911200785243,1.0580934152608037,Iris-versicolor
+72,5.014275368866416,2.454728469494467,3.087841921143254,1.0727754468087376,Iris-versicolor
+73,6.015784838744151,2.977823592098356,4.586057551330335,1.3800955337720933,Iris-versicolor
+74,7.746425683255303,2.566145346951216,6.899998793920391,2.339525200556219,Iris-virginica
+75,5.058596966788556,2.481051290348929,2.849904962373592,1.080162263937562,Iris-versicolor
+76,4.819963962629755,3.0,1.4044045446845057,0.20080762247635361,Iris-setosa
+77,5.320699130768239,3.9,1.241832988346091,0.49784102250079754,Iris-setosa
+78,4.4,2.905349107815914,1.4058041423204692,0.193229524143385,Iris-setosa
+79,7.596381159539872,3.0,6.59728183678939,2.0952943871157115,Iris-virginica
+80,5.099006618346621,3.82510054863405,1.5514118784355837,0.20973901396394018,Iris-setosa
+81,4.579947528367852,3.6120114179211846,1.0,0.20574202951251114,Iris-setosa
+82,5.684064493272849,2.85911508495321,4.210659302299413,1.27575646716697,Iris-versicolor
+83,6.525609488238747,3.0,5.504462963410672,1.8106537099174536,Iris-virginica
+84,5.129635486056996,3.798418056516757,1.8559670326190831,0.20888350529580446,Iris-setosa
+85,5.97182695236695,3.364788601107194,4.494540865431646,1.5991508882653263,Iris-versicolor
+86,5.976544414731776,2.849737764021973,4.561780840409034,1.495096802402263,Iris-versicolor
+87,4.868948254231966,3.0,1.4016617007051166,0.1,Iris-setosa
+88,4.4,2.8963188059793574,1.4108323089592003,0.20405277998368246,Iris-setosa
+89,5.743055193567164,3.0,4.390651732900039,1.5272142891437905,Iris-versicolor
+90,6.043453517678157,2.194234430089241,4.899705850058103,1.508469774412808,Iris-virginica
+91,6.612845352897727,3.33926566732036,5.699153578810669,2.5,Iris-virginica
+92,5.536781000393437,2.6355420320905254,4.3798875362170815,1.2257921800008682,Iris-versicolor
+93,5.080838351753573,3.5021865448312783,1.401465856693789,0.2939247413589827,Iris-setosa
+94,5.717487233355154,3.0,4.436376162537787,1.5054964101088797,Iris-versicolor
+95,5.158839339778397,3.7291880083116284,1.8078575553510707,0.3603022693428056,Iris-setosa
+96,6.24310366431194,2.197085489678192,4.516355561338994,1.4918086448581278,Iris-versicolor
+97,6.798170092545089,3.2429421815627952,5.847488536837246,2.316220860988033,Iris-virginica
+98,5.884124243226166,2.79095559877843,4.698308268013288,1.2986900032843376,Iris-versicolor
+99,7.310041477759173,2.8880040605348456,6.296647173898962,1.788457037541397,Iris-virginica
+100,4.9057887199158206,3.121181872930847,1.5793295744874634,0.1,Iris-setosa
+101,5.386759750675594,3.9,1.2628192323812528,0.49815964936214446,Iris-setosa
+102,5.171053235337697,3.426352431068673,1.401004374801432,0.1960151619652355,Iris-setosa
+103,6.007300800264445,3.402609813054733,4.501362167672117,1.5839130234372556,Iris-versicolor
+104,6.516609104280388,3.193425874223763,5.084765613060582,2.0203709552991,Iris-virginica
+105,6.702056012227289,3.0,5.670598040167839,2.1609953006993385,Iris-virginica
+106,5.368028844398356,3.899999498581146,1.207844384111395,0.4313120774362662,Iris-setosa
+107,4.9934699698790626,3.6313797979119786,1.4000445233991257,0.19712219220231006,Iris-setosa
+108,5.242113611281833,2.67644922291404,3.910565843652792,1.390384173040708,Iris-versicolor
+109,5.971553781541153,3.3708504065058777,4.516806493783459,1.6224333471582242,Iris-versicolor
+110,5.952750997178811,2.8241970164485597,4.255847418295061,1.1407029693018067,Iris-versicolor
+111,7.514235332893682,3.0,6.564976289946435,2.1309852423735762,Iris-virginica
+112,6.859683324883679,3.0,5.544020149465473,2.0968586059400205,Iris-virginica
+113,5.033027003709985,3.4989912654120743,1.4020401496588817,0.28596472202727075,Iris-setosa
+114,5.097225879349864,3.7776426099817004,1.4846340593126384,0.2103827467943476,Iris-setosa
+115,5.147393477458998,2.689970253360655,3.8693264000262273,1.4080160505652448,Iris-versicolor
+116,5.1457647836234734,3.7057145927069137,1.5555685231993108,0.38471359090121654,Iris-setosa
+117,5.251660555955527,3.9,1.2125610052059965,0.5643992130894353,Iris-setosa
+118,6.924284276715725,3.1864428845898667,5.706925042288859,2.322506711773451,Iris-virginica
+119,6.7341025305678235,3.0,5.29831259248254,2.237871409927379,Iris-virginica
diff --git a/iris/tab_ddpm/3/14/test.csv b/iris/tab_ddpm/3/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/14/train.csv b/iris/tab_ddpm/3/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/14/val.csv b/iris/tab_ddpm/3/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/15/synth.csv b/iris/tab_ddpm/3/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6d276eaa8c4586518c39ab975aa89d0dff0764f7
--- /dev/null
+++ b/iris/tab_ddpm/3/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.702078703031077,2.796613941645388,4.524465202552688,1.2948231615577739,Iris-versicolor
+1,5.710691726872249,2.8726705519777758,4.209857077591697,1.2806281889633238,Iris-versicolor
+2,5.923495760985671,2.9981040024502623,4.4744375630880135,1.3992876444112592,Iris-versicolor
+3,5.502797472656308,2.40827270945069,3.8383806867777404,0.9361524692447551,Iris-versicolor
+4,4.785877503514042,3.0,1.3594141567771865,0.1000001076598924,Iris-setosa
+5,5.645999880006225,2.7757805139761773,4.50396529323054,1.3049117260278391,Iris-versicolor
+6,5.90511865630262,2.9700389500382203,4.439507712337372,1.5092237988728252,Iris-versicolor
+7,6.2107297168144235,2.2565336542441723,4.545759654875015,1.4911397556875055,Iris-versicolor
+8,6.858863541295865,3.111228780209105,5.095285153010606,2.286668616087503,Iris-virginica
+9,7.697848914086132,2.5690503808613947,6.9,2.3095033934921623,Iris-virginica
+10,6.040503638405556,3.3701685954213696,4.534721173541015,1.6459911735921866,Iris-versicolor
+11,6.235347831162731,2.5043485315681218,4.967929800798536,1.8860485176766273,Iris-virginica
+12,5.332918693552018,3.9,1.2283169677559354,0.384742435837838,Iris-setosa
+13,7.529077752056828,3.0,6.545753053149945,2.0820433527748774,Iris-virginica
+14,6.703977162737047,2.4886645555883886,5.906294774882179,1.7707659728525325,Iris-virginica
+15,4.991741173134722,3.629421587090979,1.3769952671462073,0.20437339952393838,Iris-setosa
+16,5.529247741794918,2.4214762131765153,3.7185839880883655,0.9770081781373068,Iris-versicolor
+17,5.705032476800228,2.885608440066097,3.8912038750524713,1.300997580721477,Iris-versicolor
+18,6.19001546762387,2.566651284461685,5.586714691561861,1.4223391191195174,Iris-virginica
+19,5.379568461659781,3.9,1.2423274013773624,0.5076828080270693,Iris-setosa
+20,5.715028437805942,3.802196620090277,1.8163946665350759,0.3877532653047554,Iris-setosa
+21,5.959957714434273,2.7138260027864036,5.013399999151575,1.5908370179883198,Iris-versicolor
+22,5.88095660977056,2.740658104185235,4.17376192545831,1.0954641520395114,Iris-versicolor
+23,6.252826628944227,3.3231723654086056,4.668023663185561,1.6268977577523807,Iris-versicolor
+24,6.261165300295179,2.4399138950395187,5.011809196349826,1.8646820844694352,Iris-virginica
+25,5.594377617600415,2.4234225486069914,3.733017350425243,1.0879208195195575,Iris-versicolor
+26,4.785020985730881,3.395657379341222,1.686420269552364,0.19575849069489704,Iris-setosa
+27,5.730716430507701,3.0164320217085367,4.5608033519488735,1.5196514248006432,Iris-versicolor
+28,6.92910403248364,3.1833868568518473,5.707767755184588,2.2974508523001735,Iris-virginica
+29,5.866244867902844,3.304913888817765,4.41800462186724,1.6153006141426376,Iris-versicolor
+30,6.771685017232231,2.8098065482325496,4.729202298251718,1.384168639512785,Iris-versicolor
+31,4.807006501364538,3.0,1.404794025123361,0.37116813267463794,Iris-setosa
+32,5.300305286547094,3.9,1.186020245805811,0.5743403344263568,Iris-setosa
+33,4.878946197822046,3.110195710436096,1.4847820353240366,0.10000015208758886,Iris-setosa
+34,6.692070882370075,2.4816466368675165,5.79097458466533,1.810001432505957,Iris-virginica
+35,4.598345211875355,3.6013893289945766,1.0000005037703312,0.19653651372566866,Iris-setosa
+36,5.051696435256248,3.519814133993135,1.3842567749251486,0.19851018114399116,Iris-setosa
+37,7.476823702730364,3.0,6.444853092143585,2.093248728123113,Iris-virginica
+38,5.16718999227567,2.6883240604652547,3.9509071304075434,1.4222645001274834,Iris-versicolor
+39,7.047102784733991,2.9947859213580434,5.8455450441882375,2.0183009628513027,Iris-virginica
+40,5.344667986080763,3.89999960957168,1.2200806528125125,0.4581075847616536,Iris-setosa
+41,4.883566580797646,2.3744078892927645,3.5853886108915574,1.0020845829464766,Iris-versicolor
+42,6.136068104539788,3.348535971719826,4.634776821361332,1.6048323920859213,Iris-versicolor
+43,7.723453509051519,2.583091008962194,6.9,2.298563293532374,Iris-virginica
+44,6.7019793268851915,2.5020726890391596,5.880570242205828,1.7951302483914238,Iris-virginica
+45,6.8143954295524045,3.189332295810992,5.697215393942114,2.308191609900552,Iris-virginica
+46,6.347883506909953,2.8688437299100142,4.295512668551564,1.2835266495988162,Iris-versicolor
+47,6.2804390471271905,3.400579842056975,5.614709036885246,2.401503286635206,Iris-virginica
+48,6.112155190470889,3.1931773444113825,4.5461286593459675,1.521180219989158,Iris-versicolor
+49,5.0367946996527495,2.000006281880641,3.6227501790974226,0.9448522124340841,Iris-versicolor
+50,7.545379514866504,3.0,6.55478925037115,2.1112927824257537,Iris-virginica
+51,5.127886127474165,2.4975025622206894,3.4289167700374312,1.123958276476121,Iris-versicolor
+52,5.216269375669067,3.4346759537111007,1.396769420397781,0.20194004116672726,Iris-setosa
+53,7.704351194127905,2.584387986702724,6.9,2.327375455587342,Iris-virginica
+54,5.304214537564078,3.9,1.181879021256891,0.4214928056687436,Iris-setosa
+55,5.133298217906244,3.499114590252423,1.4004061914483978,0.29776850484517836,Iris-setosa
+56,6.267303390023269,3.30710297160259,4.676600326077587,1.5845842878648462,Iris-versicolor
+57,5.339455542694281,3.6706164231260083,1.5294299676620344,0.2026367138894065,Iris-setosa
+58,6.242858765145769,2.310137507855882,4.401010979885856,1.3099709258352215,Iris-versicolor
+59,6.894798911112478,3.2058698561952195,5.694705957256146,2.3178177678796237,Iris-virginica
+60,5.5423200306963825,2.596065378617846,4.348370883612411,1.164230466562784,Iris-versicolor
+61,5.009458473978792,3.578707387567613,1.4038036257353304,0.2042979773483932,Iris-setosa
+62,6.806616093058272,3.242604785120729,5.743646238123736,2.30891400823776,Iris-virginica
+63,6.815513527863216,3.1884579247267415,5.799848992723538,2.307251783191975,Iris-virginica
+64,6.0432939901260605,2.212035669501636,5.085819028149659,1.5108767255973896,Iris-virginica
+65,6.013505527628558,2.818744457777858,5.142280048249017,1.8761646410891657,Iris-virginica
+66,7.648960148441932,3.0,6.632498621606204,2.094369742879604,Iris-virginica
+67,6.674040152214745,3.2686259699418394,5.684311423553463,2.096873099872331,Iris-virginica
+68,5.425384643294072,3.3913509127952564,1.8215962113507564,0.19668830042234164,Iris-setosa
+69,5.809719852770501,3.0,4.379776161703212,1.5064612658277485,Iris-versicolor
+70,6.020331723411183,3.0287268744514977,4.475371587808103,1.4221340993522404,Iris-versicolor
+71,6.019797339073697,2.693156596565188,5.149397076078041,1.6010163735830611,Iris-versicolor
+72,6.817113905394796,3.2101502716065338,5.895365255564156,2.302638423427836,Iris-virginica
+73,6.238998200635409,2.281689924419269,4.511824673356422,1.4409465999240592,Iris-versicolor
+74,7.726346482034212,2.57729053761079,6.899998666841418,2.329988072176747,Iris-virginica
+75,6.6839419042773915,3.3382170129365587,5.677742908610275,2.5,Iris-virginica
+76,5.332147833625405,3.9,1.2435856460926833,0.5415256954133205,Iris-setosa
+77,5.9798202156517615,3.4049556730784585,4.5033858790635195,1.6329714916173967,Iris-versicolor
+78,7.3048945762451805,2.886123557575936,6.324089326467021,1.8537808253387864,Iris-virginica
+79,6.676480629242397,3.083116097258626,4.614077899950343,1.5028507411075451,Iris-versicolor
+80,6.685186427010118,3.0940199713567025,4.666498768329758,1.4914342873005801,Iris-versicolor
+81,6.702174754019287,2.495584966001039,5.801605119097922,1.7950398417045692,Iris-virginica
+82,6.8021090008939895,3.0,5.506046663645271,2.106289834742069,Iris-virginica
+83,6.309551809283786,2.394679329299026,4.751865447874163,1.4953087753836058,Iris-versicolor
+84,5.572183172040361,3.0,4.508321130687006,1.503775907129283,Iris-versicolor
+85,6.709025422930888,3.303974181361852,5.714903967938172,2.499999504805153,Iris-virginica
+86,6.80704005829842,3.213355771430131,5.731306294097554,2.2715991211659143,Iris-virginica
+87,5.317875711019215,3.9,1.197773291714236,0.4489042985955381,Iris-setosa
+88,6.689344544658537,3.316959512744184,5.703007247632111,2.5,Iris-virginica
+89,5.991476368243105,2.7086935716683636,5.017412933869031,1.5897967040767338,Iris-versicolor
+90,6.223477703297869,3.3237892292353086,4.6235612254546545,1.6089324859461,Iris-versicolor
+91,6.567524896974184,3.0,5.822965621660226,2.174243555484151,Iris-virginica
+92,5.775206590782848,3.8111073451285096,1.5979351275878961,0.29934402097202684,Iris-setosa
+93,6.4979709576544264,3.1968512087355196,5.131942525365705,2.0227567872413195,Iris-virginica
+94,4.597815726844017,3.6440222877124056,1.0000006016704521,0.19932230174310284,Iris-setosa
+95,5.345386350249658,3.9,1.248709330090483,0.45495541419115376,Iris-setosa
+96,5.031483101456553,3.541097342791877,1.3839531114517971,0.20580382538836622,Iris-setosa
+97,6.258997290170398,2.3474647108846525,4.645269438603254,1.4966639080337703,Iris-versicolor
+98,5.364042210241573,3.9,1.2384093105903244,0.5762213552993503,Iris-setosa
+99,4.6093238830201555,3.3611739667286864,1.4088308600867983,0.29984738035459024,Iris-setosa
+100,6.83645663883574,3.0,5.531985865424343,2.083825045566232,Iris-virginica
+101,5.752484914929145,2.864210247165853,4.19243511058046,1.2340039215685132,Iris-versicolor
+102,6.347391433080295,2.4492308469990913,4.905926209336877,1.4940214085040044,Iris-versicolor
+103,5.565188068522408,3.0,4.447763932582494,1.4928055775550437,Iris-versicolor
+104,5.349228976615464,3.8999995481846255,1.2661618891509048,0.32839415783333287,Iris-setosa
+105,6.014609002309228,2.757179848043288,4.907962577761136,1.5627271043601723,Iris-versicolor
+106,6.791256535219612,3.211116911095341,5.79425261675298,2.3093587862154323,Iris-virginica
+107,4.576755825663948,3.6470447390295564,1.0,0.2003377001995618,Iris-setosa
+108,6.241542892368489,2.465820398172036,4.410401687101261,1.3084064699942974,Iris-versicolor
+109,6.800741992960635,3.206199155074983,5.792002380777194,2.3114081242349447,Iris-virginica
+110,6.379708420559698,2.841116977291383,4.28835691815682,1.2685313288479811,Iris-versicolor
+111,6.291767232221219,3.3955844595866047,5.600151581391009,2.3949217871607815,Iris-virginica
+112,6.260082727271519,2.479772134339632,4.868516631273174,1.5282644156817224,Iris-versicolor
+113,6.006832992712847,3.4161049882541983,4.530231350332025,1.6317267530171153,Iris-versicolor
+114,5.5259361268465135,2.5733183383180385,4.3813096801680835,1.1023369366734306,Iris-versicolor
+115,5.519103751411935,2.363316730889941,3.7424079151346525,0.9652739783492834,Iris-versicolor
+116,7.9,3.783525217974696,6.397856424144494,2.0446502390351142,Iris-virginica
+117,6.657072722124297,3.3146002590674177,5.726062762256877,2.5,Iris-virginica
+118,5.128047064409785,3.7125400555294528,1.4967235318658647,0.47069844034446945,Iris-setosa
+119,4.788045202989139,3.0,1.406949110807926,0.30611568278165857,Iris-setosa
diff --git a/iris/tab_ddpm/3/15/test.csv b/iris/tab_ddpm/3/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/15/train.csv b/iris/tab_ddpm/3/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/15/val.csv b/iris/tab_ddpm/3/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/16/synth.csv b/iris/tab_ddpm/3/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..38dce0cc1de0d016fde8282d7b34c445d103ca78
--- /dev/null
+++ b/iris/tab_ddpm/3/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.890675642537109,3.0,1.3734870572196394,0.19406565703193557,Iris-setosa
+1,6.1188476322324385,3.293203990365903,4.588233403318176,1.607176592284405,Iris-versicolor
+2,6.810714562107429,3.218567243280671,5.798100438999237,2.3119057551748727,Iris-virginica
+3,5.950290872277783,3.0,4.196026129982048,1.4914208361898966,Iris-versicolor
+4,6.711728964843828,3.2329196258303288,5.714563151493274,2.1455795810707925,Iris-virginica
+5,6.696603448496528,3.2766806407668922,5.704272469395642,2.133891887611972,Iris-virginica
+6,6.428757428722348,3.232708165730638,4.715275887769338,1.5578039474820866,Iris-versicolor
+7,6.148843489526792,2.2760179058338057,4.368453412106391,1.3024666550747943,Iris-versicolor
+8,4.795188937952609,3.449636608209358,1.4008816446891157,0.5838361959462617,Iris-setosa
+9,5.240899395093787,3.7353879760431563,1.4906545455506923,0.2091370051954854,Iris-setosa
+10,5.0496923269463965,2.4547240642814465,2.986701491757078,1.0296148092791806,Iris-versicolor
+11,6.29198791860501,2.48575376047551,4.9943482253633995,1.8696487732439886,Iris-virginica
+12,5.817084833331601,2.698260032742104,5.023588901052541,1.8911224600461323,Iris-virginica
+13,5.547644146061781,3.0,4.478089105133375,1.4985945800210836,Iris-versicolor
+14,5.023190209231011,2.4127447370883606,3.0770991473550175,1.0056135967356272,Iris-versicolor
+15,5.115121088501624,3.505572989121338,1.403428962907539,0.20034733926618348,Iris-setosa
+16,5.62810310521282,2.938176635465536,3.954481708875505,1.2990239363459815,Iris-versicolor
+17,6.691518698340826,3.2764555533245776,5.709079659363886,2.100336405347303,Iris-virginica
+18,5.755602151105255,2.8019731440986133,4.24292792935639,1.1616738340539965,Iris-versicolor
+19,4.4,3.165223622899421,1.3105830452462657,0.19234994764002655,Iris-setosa
+20,5.638607974461688,2.463514492191537,3.788652565987902,1.0912422964530901,Iris-versicolor
+21,5.465525616338814,2.409374529035002,3.7834534998290064,0.9705796729871996,Iris-versicolor
+22,5.088009559282328,3.685734594419402,1.4929739099870694,0.46228459296407176,Iris-setosa
+23,6.492217436192022,3.0,5.841514071211391,2.1914881090276537,Iris-virginica
+24,5.32741525002124,3.7246852811390903,1.4942507078235168,0.20260626417532282,Iris-setosa
+25,5.9962985947741885,2.9169789961243384,4.415576347103439,1.4918134363069908,Iris-versicolor
+26,4.4,3.220115171168718,1.2939629340129088,0.19650302882863802,Iris-setosa
+27,6.459369811525744,2.920253123213092,4.296946538873483,1.3071032488142766,Iris-versicolor
+28,4.840653622024097,3.3866583948051376,1.5020084378066405,0.19629533673497324,Iris-setosa
+29,7.899998863305822,3.791563237373872,6.410318129424206,2.0348316472096113,Iris-virginica
+30,5.944003892448451,3.0,5.1439927216102355,1.8206168556668967,Iris-virginica
+31,5.080156320963598,3.7985556959540108,1.5369711739307081,0.21303634286457027,Iris-setosa
+32,4.4,2.9261511089258128,1.3935589859897588,0.19813337779759804,Iris-setosa
+33,7.8999987034291905,3.8063287881930714,6.373690300967103,2.004576771161042,Iris-virginica
+34,6.456335134874918,3.0254938361311914,5.329408453271363,1.877017614772804,Iris-virginica
+35,5.530978101404572,2.6432882992463047,4.4059549510879865,1.1849074057185662,Iris-versicolor
+36,6.138107048812886,2.667601568650603,5.466723136301134,1.6705918483116922,Iris-virginica
+37,4.581236146674409,3.618130075405203,1.0000003956760657,0.1987055701683546,Iris-setosa
+38,4.748494281013566,3.0,1.3829132100547203,0.10000009302654309,Iris-setosa
+39,5.131102812522839,2.4661023591879663,3.5559352496573053,1.17149091777488,Iris-versicolor
+40,5.462859029947593,2.5844260697382704,4.3745356487590605,1.203533406465471,Iris-versicolor
+41,5.978399188879596,2.9117635860101894,4.392874751951417,1.4919552896773922,Iris-versicolor
+42,6.512112360406969,3.0,5.780421191592336,2.1866042357842375,Iris-virginica
+43,6.758408094472125,3.2188490733898507,5.833226811684162,2.308225961054913,Iris-virginica
+44,7.9,3.7783221892995837,6.406396731887388,2.062097716375733,Iris-virginica
+45,6.040639060333168,3.4081356127542124,4.544485738356431,1.618654342845733,Iris-versicolor
+46,7.899998666323614,3.8070419978840113,6.497139047555655,2.00496133601685,Iris-virginica
+47,4.908549657659338,3.4261041071553238,1.4837689014264244,0.296877085872093,Iris-setosa
+48,5.477756437481235,2.5863231621805958,4.408276744347953,1.1816329554768128,Iris-versicolor
+49,5.396384627171041,3.39235722386945,1.5250014189625567,0.44153533537695977,Iris-setosa
+50,7.461175348118337,2.9776925204727043,6.4918216464798135,1.99564107015401,Iris-virginica
+51,6.29617319878513,2.483490426685261,4.991013826400387,1.8690763828633625,Iris-virginica
+52,4.81547172457685,3.3888560213068417,1.4946412267028928,0.1979269010411353,Iris-setosa
+53,6.295629302082915,2.515542967813968,5.01145370995918,1.8865011956381617,Iris-virginica
+54,5.669747784421101,2.662310619246682,4.27351562082881,1.0707251003502023,Iris-versicolor
+55,6.291190939791616,3.311037091633756,4.737353385192221,1.6346144517964396,Iris-versicolor
+56,6.0390772156494235,2.870149985235723,4.548441893977706,1.3165335305614243,Iris-versicolor
+57,5.953501726148942,3.4236078307362,4.530875075116925,1.5813456683298523,Iris-versicolor
+58,7.59152387249847,3.0,6.564196983648678,2.099659887133278,Iris-virginica
+59,5.858841382015637,3.0,5.129999639589194,1.7945099533431836,Iris-virginica
+60,6.806375063426795,3.0,5.529175092807086,2.081480250434744,Iris-virginica
+61,5.463399836105186,2.4403053875073173,3.809468227082763,1.0300239051576003,Iris-versicolor
+62,5.938414225312074,3.0,5.090207243392232,1.803349452556597,Iris-virginica
+63,6.295295391983583,2.886322270496369,5.598843062803196,1.77772443448062,Iris-virginica
+64,6.502636899144857,3.1837598513089773,5.1250069347816085,2.0619666972585904,Iris-virginica
+65,6.2750285154116625,2.304235410744125,4.431805035903582,1.2615035103720476,Iris-versicolor
+66,5.08751491586276,3.5043975927508,1.4015300625277318,0.19719913720879778,Iris-setosa
+67,6.034584168168857,3.3822598842164586,4.571895951361477,1.5796705870071097,Iris-versicolor
+68,6.309392177143827,2.515780175403814,4.932049063356609,1.8681277451009823,Iris-virginica
+69,7.9,3.8177130041907805,6.406393846788649,2.000811388281015,Iris-virginica
+70,4.886429517956257,3.412296559318492,1.4870588215996743,0.20985055114781997,Iris-setosa
+71,6.54361124689943,3.35730006032249,5.724079011961892,2.5,Iris-virginica
+72,5.1215784794742465,3.796477170085293,1.8065707641349589,0.200119796878234,Iris-setosa
+73,6.15973485990768,2.2330414169016777,4.471553233615956,1.4961062750978866,Iris-versicolor
+74,5.587039412294364,2.4947909826596333,3.97952596260195,1.1070912082133686,Iris-versicolor
+75,5.217204686203518,3.7478557291508015,1.5866084529364437,0.20485524002718147,Iris-setosa
+76,6.938038505783055,3.199716282835478,5.878987630353501,2.3021913368569793,Iris-virginica
+77,5.370601570432125,3.6880369556600625,1.565802762405423,0.21183331479658754,Iris-setosa
+78,6.883211037274942,3.2176662535839995,5.768190418420623,2.2980023298416103,Iris-virginica
+79,5.904815957180318,3.0,5.041592472999755,1.7455449225769273,Iris-virginica
+80,4.901511385849035,2.4279723400001547,3.299138113932378,0.9946276872225561,Iris-versicolor
+81,6.51222612986388,3.0,4.3672808807215935,1.3908902979980922,Iris-versicolor
+82,7.9,3.823697629539114,6.312076482882016,2.0374030330500013,Iris-virginica
+83,5.1677142583033895,3.446003212698781,1.4024954830692846,0.20396615884180477,Iris-setosa
+84,5.758599024975779,3.809486199613251,1.4947732084437713,0.3483261290875342,Iris-setosa
+85,6.0782839480364705,2.819748144782782,4.631016561275304,1.222818388720214,Iris-versicolor
+86,5.839436468220872,2.9435349696132906,4.4381459239362,1.3342856956223934,Iris-versicolor
+87,5.190971895727695,3.698194863534185,1.554223425668977,0.38438651308819427,Iris-setosa
+88,5.9969988082560475,2.75474099225628,5.408662666855857,1.8884200810426766,Iris-virginica
+89,5.433542471797925,3.899999538703209,1.2548514603258467,0.49067246662768754,Iris-setosa
+90,6.385589768202351,3.2610800402415463,4.6846934141443475,1.543848811766429,Iris-versicolor
+91,4.780394364546182,3.3974062781720367,1.4926776111601519,0.20395063808866695,Iris-setosa
+92,5.328642610268084,3.9,1.2605678473851798,0.350617424102573,Iris-setosa
+93,5.663669779637144,2.9414080409881813,4.262090579578091,1.2849264326834575,Iris-versicolor
+94,7.04958324480639,3.12069352681872,6.087562931411925,2.2696400701039683,Iris-virginica
+95,5.968410958234455,3.426233324981335,4.524207980903831,1.6713520335423475,Iris-versicolor
+96,7.685201244908178,2.544725836537719,6.899998854390367,2.3135817417009226,Iris-virginica
+97,5.689186677958542,2.781611037712591,4.4335284319515615,1.2862813929275934,Iris-versicolor
+98,5.699745862211078,2.509425641083344,4.049656851331615,1.0314265246539098,Iris-versicolor
+99,4.873938004747933,3.060849070516019,1.4544546059212176,0.10000009397330677,Iris-setosa
+100,5.798230894261815,2.650291664876288,5.080320385612506,1.8843372868134223,Iris-virginica
+101,5.5480463179441,2.5787925864185746,4.336574766223193,1.143454444004681,Iris-versicolor
+102,6.283027087807826,2.292860964674698,4.3976810008202,1.250974623671246,Iris-versicolor
+103,5.379397032389738,3.4026137426190086,1.620496684169997,0.2811981441429885,Iris-setosa
+104,5.445783875667833,3.9,1.2105202247348859,0.4317781811638367,Iris-setosa
+105,6.262280016079361,3.3205220144258933,4.645593712027255,1.6049020174554842,Iris-versicolor
+106,6.06287202651033,2.8101449718097897,4.655083335792862,1.1499089809582324,Iris-versicolor
+107,5.624721536940931,3.0,4.472877354230429,1.4863765601870165,Iris-versicolor
+108,6.5962720088658955,3.0,4.38662833004917,1.3964354485810972,Iris-versicolor
+109,6.120132820643331,2.8042018213945736,4.671410235379245,1.2374738723194088,Iris-versicolor
+110,6.491277423083745,3.0,5.578974968042295,1.8909525185952185,Iris-virginica
+111,5.569210531830833,2.729555418330774,4.484362207862213,1.2848324852514719,Iris-versicolor
+112,7.686572854675025,2.5737598750647694,6.9,2.3197213145920905,Iris-virginica
+113,6.231363266818377,3.4058267015423693,5.635130751676232,2.403891941690247,Iris-virginica
+114,4.4,2.8932801072382897,1.4086367896433836,0.1920581805965096,Iris-setosa
+115,5.301066948010906,3.7323680176645344,1.8086268760159987,0.40899238707067825,Iris-setosa
+116,5.3506987022558485,2.681835351351969,4.265280216109393,1.334118148686738,Iris-versicolor
+117,6.824247381144963,3.2090892092619034,5.8497645330917445,2.3094856128693033,Iris-virginica
+118,5.179883966774042,2.7260024655796866,3.8242948452838226,1.3985099558383356,Iris-versicolor
+119,6.144566536545822,3.0,4.363108496456641,1.4462958738400422,Iris-versicolor
diff --git a/iris/tab_ddpm/3/16/test.csv b/iris/tab_ddpm/3/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/16/train.csv b/iris/tab_ddpm/3/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/16/val.csv b/iris/tab_ddpm/3/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/17/synth.csv b/iris/tab_ddpm/3/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..28dfb54d6d95e34c74e6faa2cb74930eaff7a1de
--- /dev/null
+++ b/iris/tab_ddpm/3/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.443712095298497,2.615369696280799,4.374365447687198,1.234499197334411,Iris-versicolor
+1,6.244257616227056,3.3031608503899403,4.733365744155899,1.5739629478438584,Iris-versicolor
+2,5.108408029169305,3.709203592208276,1.4934244261220115,0.4081549069827455,Iris-setosa
+3,5.422208027214497,3.9,1.2454377179194884,0.4881537730281845,Iris-setosa
+4,6.876870725572436,3.209990882285196,5.750023969144024,2.3119281571946098,Iris-virginica
+5,4.595504860739593,3.5934389410726184,1.0000007590062718,0.20123715429524106,Iris-setosa
+6,5.565683547747694,2.4429161166240747,3.7316164529158,1.008419734300932,Iris-versicolor
+7,5.758934357835381,2.7010297073912675,5.138812031469924,1.902025151602707,Iris-virginica
+8,5.331519762092941,3.8999995838848487,1.271433578894125,0.5450770572514142,Iris-setosa
+9,7.250280464094404,2.8781243146149422,6.2759873588101085,1.7838582916638983,Iris-virginica
+10,6.087642081179739,2.5861895443508915,5.595250898422713,1.4039715616376738,Iris-virginica
+11,6.652402399378091,3.2783675632597657,5.71896042687569,2.4999996162513654,Iris-virginica
+12,6.274184653550681,3.319974798999434,4.691966500078241,1.5897615329520907,Iris-versicolor
+13,5.955025484267651,3.0,5.1130162329893,1.7622182589558355,Iris-virginica
+14,6.786949856060426,3.0,5.533697875850693,2.08837057083472,Iris-virginica
+15,4.774934389439433,3.4033185359929017,1.5155239025073601,0.20348944452924614,Iris-setosa
+16,6.260782360354577,2.4969538693685487,5.101420098248642,1.894479124208479,Iris-virginica
+17,6.47581252052011,3.0,5.800628292978653,2.2312876229757075,Iris-virginica
+18,5.365000776269557,3.9,1.2615165260705834,0.534847488676593,Iris-setosa
+19,4.913005872396145,2.393036370283816,3.224549353332069,1.0238941399536665,Iris-versicolor
+20,6.507293418488379,3.191464237487387,5.058318298649988,2.0049496805555664,Iris-virginica
+21,6.669370550080498,3.347865474187576,5.683217783987634,2.5,Iris-virginica
+22,5.356522355920723,3.899999278295611,1.2554490356049217,0.5662805198119911,Iris-setosa
+23,4.5833587672363505,3.619963549998335,1.0000003717785548,0.20190602209827177,Iris-setosa
+24,5.336861101900948,3.899999429128816,1.2587758200427446,0.4273294586564427,Iris-setosa
+25,5.813315399284763,2.718209175736182,5.122381827717862,1.877877635101775,Iris-virginica
+26,5.090913532340607,3.7684598065985195,1.605242560373924,0.21145457139045964,Iris-setosa
+27,5.309679586042076,3.677946608291672,1.4980597880166278,0.19914457637285626,Iris-setosa
+28,5.948448388049521,3.4048218440919364,4.465170479124703,1.545022785046494,Iris-versicolor
+29,5.71009718912252,2.763834659152952,4.532528626252829,1.303597427053876,Iris-versicolor
+30,5.390423025630301,3.9,1.25367776504216,0.4981056576791937,Iris-setosa
+31,6.156494732793897,3.3161049167631584,4.701780541421066,1.5921761397548806,Iris-versicolor
+32,5.3183016767690745,3.6902840351169,1.5298157868958937,0.2037209433432486,Iris-setosa
+33,5.908396246573902,3.0,4.202194233189596,1.504212887525735,Iris-versicolor
+34,5.0796309144315535,3.515656109449456,1.4018518541573242,0.19890231541196307,Iris-setosa
+35,5.594828545748836,3.0,4.524884006935444,1.5002276131641772,Iris-versicolor
+36,5.559139357198519,3.767373523541029,1.4880953320255474,0.25623773658747856,Iris-setosa
+37,6.707441144944413,3.139396697576885,4.6630212412539,1.5108584791489428,Iris-versicolor
+38,6.105802390274997,3.233054279525255,4.488032187490484,1.513454934274829,Iris-versicolor
+39,6.012043464684977,2.8497816121469937,4.700925131303689,1.5107424772987796,Iris-versicolor
+40,6.8586167429449905,3.2098607105276593,5.748706550619097,2.299708800996791,Iris-virginica
+41,5.000448691750151,3.373492683308262,1.6926807611006953,0.3679798721611055,Iris-setosa
+42,7.752315486318781,2.5499800373321673,6.9,2.344529282729445,Iris-virginica
+43,5.157954859225212,3.785639538690435,1.4918102128209543,0.2055657646264398,Iris-setosa
+44,5.357042257197088,3.4061660370028948,1.4919935015952515,0.39422867868740147,Iris-setosa
+45,7.604033631926843,3.0,6.635386528175316,2.065769878945765,Iris-virginica
+46,5.074418671842354,3.8011119433706853,1.4882100655999864,0.2035341145016007,Iris-setosa
+47,5.554144679153767,2.6391390995765427,4.43727440180727,1.2039416561824752,Iris-versicolor
+48,4.871725334101348,3.0750673673934354,1.486642812026937,0.1,Iris-setosa
+49,4.591987738582616,3.590471446383131,1.0000004043636472,0.19838672081922848,Iris-setosa
+50,6.277706465107857,3.303135335369874,4.606132985968851,1.6066031123180124,Iris-versicolor
+51,6.671390559438469,2.4841975763840463,5.76931949607231,1.7908134111039349,Iris-virginica
+52,4.977143663346138,2.4453870017517803,3.1801324701514493,1.0201818165077967,Iris-versicolor
+53,5.8510005903755316,2.691471373140253,4.090186312047614,0.8704927951389114,Iris-versicolor
+54,5.358331307460082,3.9,1.2760297124302675,0.4393678474769662,Iris-setosa
+55,5.99455501556903,2.9512648846922738,4.456887393912744,1.493962843225002,Iris-versicolor
+56,4.623829034743779,3.591600979842875,1.0000004536505411,0.20717867675567736,Iris-setosa
+57,5.1205310379165985,3.792880331663722,1.6001129385133999,0.2025644747101226,Iris-setosa
+58,5.576331090611599,3.0,4.476226649819012,1.4688818408954576,Iris-versicolor
+59,5.984213690116351,2.7267009645784173,4.947455106297602,1.6014525441682508,Iris-versicolor
+60,6.0263381414215305,3.0,4.334202591492507,1.493807633343797,Iris-versicolor
+61,5.909029099013026,2.8889946353551506,4.408055125233495,1.291393661270559,Iris-versicolor
+62,5.353931576163606,2.633276778055992,4.205246540314289,1.2226896308252804,Iris-versicolor
+63,6.105838188072385,3.1124286063144164,4.593893861060801,1.4904730163255342,Iris-versicolor
+64,4.777670980933725,3.0,1.393060187051109,0.3745646003207966,Iris-setosa
+65,5.718396302516481,3.775224240876526,1.498323834491161,0.3186305649407578,Iris-setosa
+66,6.260792417402378,2.253474948966681,4.38205763073049,1.3346606010956101,Iris-versicolor
+67,4.89216122183452,3.118479811436389,1.4932521090285955,0.1,Iris-setosa
+68,6.821345218747794,3.235464764584021,5.670942528016491,2.307342957593654,Iris-virginica
+69,4.616732744702383,3.4157876196362564,1.4026697388192473,0.45567294521324664,Iris-setosa
+70,6.890184426797871,3.1068363151553617,5.155774155365211,2.3044926913929458,Iris-virginica
+71,5.191413314032467,3.7914600690542684,1.4935469245143158,0.2131395049841145,Iris-setosa
+72,6.685636349746604,3.2654789966669604,5.734571309335828,2.1168004057043794,Iris-virginica
+73,5.938071629954218,3.355842821722713,4.493598755208267,1.5363231176165877,Iris-versicolor
+74,6.236359702745849,2.206135302519939,4.502589021789106,1.4899512677082718,Iris-versicolor
+75,5.521977092998607,2.6057900296588987,4.399894830138895,1.1253412704363046,Iris-versicolor
+76,5.028089518217425,3.385134609830836,1.4977850188676045,0.3707343900253307,Iris-setosa
+77,4.907522750342252,3.0,1.4029340676127342,0.20089602529343165,Iris-setosa
+78,6.2604359509423855,2.858692481789602,5.580258527181077,1.7405975790483716,Iris-virginica
+79,5.584756119233222,3.0,4.439318646674907,1.499159033238555,Iris-versicolor
+80,7.280935836036813,2.901034139466192,6.222288303997204,1.7713311673119578,Iris-virginica
+81,5.225229684983356,2.7500598119671573,4.01457319398153,1.4109830331126456,Iris-versicolor
+82,7.899998156517777,3.7963639772962194,6.315668696441552,2.009103727089852,Iris-virginica
+83,5.852325811373538,3.0,4.215559524121926,1.4960680662866865,Iris-versicolor
+84,5.383117349061266,3.394337096861621,1.514181792129709,0.23991683628699895,Iris-setosa
+85,6.676717050405391,2.477620258389108,5.890744601024407,1.8148529401695812,Iris-virginica
+86,5.5272226869761445,3.0,4.4293754825032625,1.5046335833060371,Iris-versicolor
+87,5.97314247811685,2.7425914645785268,5.014895388576363,1.5820918750658584,Iris-versicolor
+88,7.9,3.7941189796220423,6.462247869267092,2.0256963292506676,Iris-virginica
+89,7.718358112331777,2.813883359649296,6.693413713373722,2.007739865593747,Iris-virginica
+90,4.78670661268348,3.4242747791467765,1.4653093931363945,0.21238933298353563,Iris-setosa
+91,5.027228476396563,3.574578605847006,1.4015060280261165,0.19949574459669026,Iris-setosa
+92,5.728328714394826,2.8512540963185535,4.253868092903132,1.226759119630185,Iris-versicolor
+93,6.849587297535257,3.085396004667646,5.064448331722344,2.2925053756923264,Iris-virginica
+94,5.372138473118791,3.4085370336933125,1.542310749262949,0.20133114923014847,Iris-setosa
+95,5.121265758289308,3.8127468718907673,1.4915692512248722,0.20175915627324698,Iris-setosa
+96,6.388076386116654,2.8878609511830877,5.566355238709138,1.7960805627962866,Iris-virginica
+97,6.052523429237791,2.7805602617091836,4.4351689052643355,1.1399959449679689,Iris-versicolor
+98,5.483242597975241,2.561225948956015,4.34751609717384,1.1854121253084744,Iris-versicolor
+99,6.92774703081324,2.6258182887287145,6.070292269062137,1.8278276830712885,Iris-virginica
+100,5.812280490008756,2.893992344881868,5.188198164012034,1.878580441436516,Iris-virginica
+101,6.711068280897945,3.314217600970978,5.70879326114175,2.4999996270061384,Iris-virginica
+102,5.37081353421063,3.899998967520556,1.248164061966949,0.48706425154145877,Iris-setosa
+103,7.723371226415383,2.7908547157556045,6.703571199832186,2.021835230595873,Iris-virginica
+104,6.948440498549238,3.094351798996449,5.17294295623775,2.3011115782612572,Iris-virginica
+105,6.807431910431457,3.0,5.379322135982113,2.171088855988281,Iris-virginica
+106,5.571074292470567,3.0,4.497435257594516,1.5123223337609581,Iris-versicolor
+107,7.899998789967248,3.816145221055085,6.36028824090809,2.0494143054684115,Iris-virginica
+108,5.630872170498517,3.0,4.548566323553365,1.5017239173277113,Iris-versicolor
+109,4.906683742895874,2.360782671110455,3.446868377904142,1.0257251718971256,Iris-versicolor
+110,6.0153206003751345,2.1905797782176637,5.0561744117797565,1.5027757088910372,Iris-virginica
+111,4.57747412824132,3.6010258248737474,1.0000010667590082,0.19154103026713204,Iris-setosa
+112,6.798466275687355,3.215309511741825,5.777755747214354,2.3135391277777804,Iris-virginica
+113,5.574279686795957,3.0,4.4745260623871514,1.5010654252377658,Iris-versicolor
+114,6.2114611141618825,3.3180903621131117,4.687461880497315,1.6088322918725706,Iris-versicolor
+115,5.33413727802955,3.8999995429926164,1.292681586497066,0.49938901470443015,Iris-setosa
+116,5.780317578787218,2.683835159008299,5.065368458571761,1.860288893995136,Iris-virginica
+117,5.922221945302408,2.9991487987916443,4.382009181185884,1.345218402040004,Iris-versicolor
+118,6.8108504046725225,3.214928751276034,5.860550730534025,2.3141616310218827,Iris-virginica
+119,6.192532404555081,3.3471474981845573,4.623040734480133,1.5701551309524955,Iris-versicolor
diff --git a/iris/tab_ddpm/3/17/test.csv b/iris/tab_ddpm/3/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/17/train.csv b/iris/tab_ddpm/3/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/17/val.csv b/iris/tab_ddpm/3/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/18/synth.csv b/iris/tab_ddpm/3/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c7d4b39cfa620b0520b97043bc781f4cf432174f
--- /dev/null
+++ b/iris/tab_ddpm/3/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.797110878451621,6.324381794684721,2.0250520585455742,Iris-virginica
+1,4.832356187746156,3.396074235070582,1.510830260393418,0.199849159996344,Iris-setosa
+2,5.2118690228297035,2.702598536095298,4.0245461125685855,1.3928878049099886,Iris-versicolor
+3,6.724640620887248,3.0952072871436904,4.6759070551862605,1.4779656205969156,Iris-versicolor
+4,5.09574543616189,2.5027502626260056,3.2185776314914145,1.1016595006230394,Iris-versicolor
+5,5.1269338431678015,3.4785429168313486,1.3724374053512673,0.20403598414532764,Iris-setosa
+6,5.707903638846338,3.8062741951694377,1.4987950435289439,0.2948643472665289,Iris-setosa
+7,5.08827208248687,3.5086056795542535,1.408614446826592,0.19965816858826152,Iris-setosa
+8,5.061967724217779,3.535985067108739,1.4045076869691853,0.19955702165064448,Iris-setosa
+9,6.816287765907011,3.208053851817474,5.759383394788019,2.2671585845533717,Iris-virginica
+10,6.98363355597894,3.221800908780326,5.765517910001922,2.3106514514793344,Iris-virginica
+11,5.30943127442499,3.695108836814797,1.4995313268780377,0.20850281827337702,Iris-setosa
+12,7.899998622502433,3.810215072084672,6.273567469000332,2.0113324991569965,Iris-virginica
+13,5.588490782623515,3.0,4.175040181041923,1.3061001505205432,Iris-versicolor
+14,6.253137841170064,2.2707570134642707,4.385299025701309,1.320367546382102,Iris-versicolor
+15,6.483357519590648,3.0,5.79789375867059,2.251195932047222,Iris-virginica
+16,7.713725005043103,2.8172291602837527,6.708439435861279,1.9853966891335932,Iris-virginica
+17,6.183469429908609,2.5461314824509933,4.729588952738439,1.5050930734631123,Iris-versicolor
+18,6.805461572711265,3.217302428132625,5.7626368561617465,2.2962181786235782,Iris-virginica
+19,7.9,3.792380740426409,6.3511965681892635,2.0736250644914347,Iris-virginica
+20,6.685589639177353,3.289923371385621,5.669937368005046,2.49999961261851,Iris-virginica
+21,6.8303393103845185,3.2288125850181704,5.743693918220833,2.2885750600286836,Iris-virginica
+22,6.670054252749471,3.2864523569583923,5.6736656852733,2.499999549427573,Iris-virginica
+23,5.770040085023059,3.8037333054888176,1.5003858480107384,0.29998937525579833,Iris-setosa
+24,5.554616535135098,2.454332277947622,3.7943773547894506,1.0176070806965232,Iris-versicolor
+25,6.450438551021476,2.9184546593290337,4.303876414972915,1.3060851329137644,Iris-versicolor
+26,5.350715203811808,3.4003005441839584,1.4912914808635946,0.3861740794732227,Iris-setosa
+27,5.256989233997735,3.745328644259774,1.5050543412854975,0.20161568670336757,Iris-setosa
+28,6.4944481599879325,3.0,5.797502812854934,2.2150823272074973,Iris-virginica
+29,7.712662416758574,3.0,6.674673100732957,2.1253899509101215,Iris-virginica
+30,6.687558320094331,3.358848693841726,5.657712573950093,2.5,Iris-virginica
+31,6.612536373308818,3.3319350853167684,5.702593577001226,2.5,Iris-virginica
+32,6.021275864904317,3.4063216095469584,4.498308507924671,1.617119908218763,Iris-versicolor
+33,6.322852068633816,2.5091146088907585,4.9379821038402625,1.5155730792018647,Iris-versicolor
+34,5.832018472023062,3.0,4.22572425597537,1.4819677735349555,Iris-versicolor
+35,5.548101410740117,2.648557109203204,4.468598490783082,1.213201259775191,Iris-versicolor
+36,6.71096688639493,3.2785744405985175,5.664872013110349,2.181218897113436,Iris-virginica
+37,6.311294636944335,3.3046174114737066,4.709122695978798,1.5987535200886982,Iris-versicolor
+38,5.104955937371419,3.712575670447968,1.5698871771425724,0.41032213132245254,Iris-setosa
+39,5.554661761718765,3.0,4.468733872646664,1.4892840633006454,Iris-versicolor
+40,4.826069556155528,3.3887931731711767,1.7952261869243344,0.20482415836242965,Iris-setosa
+41,6.317676700419889,2.900283956476852,5.60783281593354,1.8284225452681928,Iris-virginica
+42,6.352712318642246,3.3695120193017236,5.609470500667903,2.3798918864883185,Iris-virginica
+43,5.0995133942536155,3.5571814449184846,1.4048883660179847,0.19686458620220673,Iris-setosa
+44,6.8311450536282745,3.066304268715393,5.76025173462838,2.167731905162034,Iris-virginica
+45,5.113364177571042,3.801523694774167,1.4999414198581016,0.2001337081047135,Iris-setosa
+46,5.779924607542827,2.745021145615851,4.278695541462268,1.0318936200227409,Iris-versicolor
+47,4.785409935873776,3.0,1.4012160686239366,0.28239482353647527,Iris-setosa
+48,4.812916833166083,3.398973802324914,1.7323507164096617,0.20090635086133618,Iris-setosa
+49,6.250372459102039,3.3039248727115282,4.688193848924247,1.6159159958106777,Iris-versicolor
+50,5.665707203920497,2.487818204960784,4.012986946080018,1.0759964303713843,Iris-versicolor
+51,4.855081326037462,3.3655310471436244,1.4994209588984233,0.20154121178576645,Iris-setosa
+52,5.143879311300652,3.705109028320419,1.7682406102548818,0.4394755447035048,Iris-setosa
+53,4.612664593279345,3.5988253484946418,1.0,0.20158274100988338,Iris-setosa
+54,5.110019552313627,2.5037940618919574,3.276188153261203,1.119030808757993,Iris-versicolor
+55,5.559394015410414,2.900832641288346,3.684460155471402,1.3062698636626477,Iris-versicolor
+56,6.8038729341804665,2.7882698065101006,4.727226441424944,1.407954537997625,Iris-versicolor
+57,5.7081768086447155,2.890775415045348,4.152924749592857,1.3042964011899814,Iris-versicolor
+58,5.329255292124088,3.9,1.2203134361722736,0.4694834283645296,Iris-setosa
+59,5.091863808076035,3.8028681762519394,1.6204308152845974,0.20386844988501782,Iris-setosa
+60,6.799069544227219,2.841473622594534,4.781313977714572,1.3982855381022177,Iris-versicolor
+61,6.03841043137442,2.9295346990568625,4.520260242112848,1.4660565517548663,Iris-versicolor
+62,5.179757547686621,3.475975195419747,1.403184093925362,0.19952034411567154,Iris-setosa
+63,7.718248924699635,2.58045896030382,6.899998990877864,2.326354970599591,Iris-virginica
+64,6.3065967304967625,2.292696751150709,4.393803822482179,1.3087902640160751,Iris-versicolor
+65,4.799873790914646,3.0,1.4023468024529302,0.10000009419335663,Iris-setosa
+66,4.400000456445639,2.9081055209505413,1.4008545527292922,0.20142119106573425,Iris-setosa
+67,6.544900770292562,2.985844686795396,4.374642030678784,1.3781295375792644,Iris-versicolor
+68,6.81635981973287,3.1780356808425636,5.869445247329943,2.3116888710885934,Iris-virginica
+69,5.092342209804704,3.703975681297381,1.4925508725366412,0.4106209223093109,Iris-setosa
+70,6.6762451628345065,2.5058203393759446,5.767309775490512,1.7812372556422462,Iris-virginica
+71,6.689588873739535,3.077257976857032,4.682300567378059,1.5034867014106739,Iris-versicolor
+72,6.623201999547429,3.311155901599214,5.702324773870105,2.4999995789499074,Iris-virginica
+73,6.4321367245906655,2.902604401603831,4.34811655520016,1.3099009288015913,Iris-versicolor
+74,6.013336121369889,2.58466771484858,5.0869259864520515,1.86492083256227,Iris-virginica
+75,7.5178965178371095,2.882340384613799,6.558860319942135,1.8943349207642113,Iris-virginica
+76,6.668759117828014,3.3121243796097506,5.646741424145012,2.5,Iris-virginica
+77,7.665905520373728,2.951893443872368,6.651084787879723,2.071180856915917,Iris-virginica
+78,5.1008655934538,3.4854786649652376,1.3839434235028087,0.29333442367352464,Iris-setosa
+79,5.882267567690525,3.0,5.071993014375328,1.7748740495670412,Iris-virginica
+80,6.300729353955329,2.3325459673373827,4.420048850415448,1.270837921530776,Iris-versicolor
+81,4.400000663909086,3.177014772462672,1.2657343657401114,0.19783332771635215,Iris-setosa
+82,6.833562152535005,3.1098242923840886,5.1277223036916615,2.2981832713848482,Iris-virginica
+83,6.698637218,2.5030699034198842,5.98982886862935,1.8089966193492888,Iris-virginica
+84,5.623637551655153,2.744242777681763,4.489390351753302,1.3012646130258805,Iris-versicolor
+85,5.425046804781777,2.604639001013027,4.406556039509374,1.1836478058410056,Iris-versicolor
+86,5.437500563347987,3.9,1.2160533777752782,0.3979613887513357,Iris-setosa
+87,7.899997821240014,3.799942336943246,6.339453912331013,2.055858792955508,Iris-virginica
+88,6.730923786243334,3.265650239341302,5.733341699375887,2.1081375759238936,Iris-virginica
+89,4.849696321949146,3.071781427200193,1.4889477765766883,0.1000000902442493,Iris-setosa
+90,5.496050386875886,2.611097780296639,4.392786295933624,1.2124036427931144,Iris-versicolor
+91,5.872946792722215,2.745029924157033,4.295680533206113,1.1096877160915715,Iris-versicolor
+92,5.1573913581050865,3.772400240046461,1.6231084870418977,0.19952380167456019,Iris-setosa
+93,4.400000638554723,2.97442197907753,1.3869184643248376,0.19120191156421107,Iris-setosa
+94,5.8681932002109845,3.0,4.2341237917205605,1.4965968557986877,Iris-versicolor
+95,5.199869327954283,2.5171682139296254,3.331556132086706,1.0940994150253105,Iris-versicolor
+96,6.069678287524347,2.7762338100938972,4.296240462058676,1.1149804749759733,Iris-versicolor
+97,4.8232460084665565,3.0,1.3918168265840456,0.10000009272688115,Iris-setosa
+98,5.621189513240706,3.0,4.179840394793379,1.284009745330664,Iris-versicolor
+99,4.481754587180383,2.2791977768887763,1.298429953740858,0.29040408967543924,Iris-setosa
+100,4.866567390075109,3.115187263824266,1.4715619417347736,0.10000009263004049,Iris-setosa
+101,5.1013787605133185,2.4999995364229917,2.8924382209380486,1.0618866555414992,Iris-versicolor
+102,6.2332154500569565,2.48280959408609,5.016908549993619,1.8778596526087965,Iris-virginica
+103,6.603338801540413,3.3323951484250385,5.686817330940537,2.5,Iris-virginica
+104,6.478707327118443,3.0,5.798624649969973,2.201118821161067,Iris-virginica
+105,5.723999299461315,2.7419481940453907,4.387960950805711,1.110758494569645,Iris-versicolor
+106,5.687631885981452,2.863894113379299,4.231460693505868,1.2425243650452835,Iris-versicolor
+107,5.882610050757357,2.7338863327922693,5.232136683489825,1.9313633487523925,Iris-virginica
+108,5.375858553756861,3.7583245452912526,1.5660091089665642,0.3503782900710899,Iris-setosa
+109,6.903936191847818,3.1941200830053713,5.76369961095951,2.3227978820734436,Iris-virginica
+110,4.4,2.9139466310553503,1.4017203026719163,0.19524593131471052,Iris-setosa
+111,6.068363699940902,2.2370444311265,5.081768418935406,1.5129861909022937,Iris-virginica
+112,5.4076137449194,3.899999019437586,1.255817802598697,0.3322338788595307,Iris-setosa
+113,5.856349524488025,3.0,5.087445729776323,1.8117028806352589,Iris-virginica
+114,6.642234086282281,3.2807819884852263,5.6579815575396415,2.499999569334107,Iris-virginica
+115,6.661514202323304,3.3254956513462113,5.681264991645519,2.5,Iris-virginica
+116,5.945285705290536,2.7353815477161056,4.442374281562832,1.116404869613104,Iris-versicolor
+117,5.3034498792710805,3.899999493190077,1.2674795150851952,0.5305198489349112,Iris-setosa
+118,6.18648516786203,2.57877095262288,5.4057108201184105,1.8413483450607508,Iris-virginica
+119,5.042621150696247,3.5072299130889193,1.3955751319299612,0.19523450746763804,Iris-setosa
diff --git a/iris/tab_ddpm/3/18/test.csv b/iris/tab_ddpm/3/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/18/train.csv b/iris/tab_ddpm/3/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/18/val.csv b/iris/tab_ddpm/3/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/19/synth.csv b/iris/tab_ddpm/3/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..127d0cebf070f6285aea1f0fe0d816eeac6b2371
--- /dev/null
+++ b/iris/tab_ddpm/3/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.115694941334387,2.5811897042608987,5.59351199063442,1.393396962268883,Iris-virginica
+1,5.114074070854913,3.4997201244436345,1.3720470897898502,0.3274787974256558,Iris-setosa
+2,7.319315535399862,2.861415076202479,6.271938425590896,1.7904623068345837,Iris-virginica
+3,5.892638975546153,3.0,5.108747657858276,1.793380376137328,Iris-virginica
+4,6.753982865925766,3.250207783442619,5.828728735188434,2.3088772897517833,Iris-virginica
+5,7.663153605410273,2.858623526431812,6.653868710196155,2.0136324650901054,Iris-virginica
+6,5.115278533122933,3.4866756141023894,1.4111692299908805,0.31648839042039895,Iris-setosa
+7,6.483642431976466,3.0,5.511046538777202,1.798399826370318,Iris-virginica
+8,6.786183897251665,2.8009863206515173,4.80705364782742,1.4066520841594814,Iris-versicolor
+9,6.8087507368993565,3.185297096642872,5.986606332878488,2.2936766331464544,Iris-virginica
+10,4.900871370639833,3.091734129392721,1.719867496599532,0.1,Iris-setosa
+11,6.011024315549064,3.4079450982830903,4.4696444188584925,1.6266459406098992,Iris-versicolor
+12,5.572156145317589,2.634616141894129,4.4117050155323545,1.2454612792091373,Iris-versicolor
+13,6.074731245113982,2.6659664470295197,5.0795136024005725,1.5652128450823053,Iris-versicolor
+14,7.720386875234509,2.812574918713135,6.716925614230338,2.033945359081917,Iris-virginica
+15,5.34953963902503,3.9,1.2311568334577339,0.47152243608612465,Iris-setosa
+16,6.061799002500703,3.0,4.575027536332354,1.3955377389339636,Iris-versicolor
+17,5.728172451707817,2.6854122818695934,5.056956150002106,1.9084183842843416,Iris-virginica
+18,6.421739390223463,2.892250529890386,4.345152829756319,1.3026921546610688,Iris-versicolor
+19,5.908038841141736,2.708647487871167,5.128212834669398,1.8925500335503136,Iris-virginica
+20,6.2870052130535115,2.9124348076468043,5.615347101327829,1.8371331959019708,Iris-virginica
+21,6.061862831809139,2.5793446627634005,5.609684237202434,1.4020374490137462,Iris-virginica
+22,5.376414547700156,3.899999445333652,1.2816843545279386,0.4371517561912942,Iris-setosa
+23,4.819613942631927,3.395468551090975,1.4968513531496135,0.1981391694840508,Iris-setosa
+24,6.63529014773991,3.33041311648268,5.709901124807193,2.4999996310689396,Iris-virginica
+25,7.293957340607577,2.9127799812826143,6.20281747147746,1.8251291821564508,Iris-virginica
+26,6.631041864401939,3.3224324173229762,5.670106936443286,2.499999593937908,Iris-virginica
+27,5.611347229526488,2.7132632847385025,4.4658134982799105,1.2345371037427746,Iris-versicolor
+28,5.855781716287371,2.7059630663950713,4.161035385259194,1.014070937238432,Iris-versicolor
+29,6.647495196490077,3.3476552819437773,5.677205215120595,2.5,Iris-virginica
+30,6.7064920668151276,3.275864955830059,5.682486075099123,2.2933937511178235,Iris-virginica
+31,7.657265259183053,2.579868209498812,6.899998952436992,2.28692747192311,Iris-virginica
+32,6.288686886474451,2.5005567170191814,4.980382304396773,1.8721013895660992,Iris-virginica
+33,4.60723267410205,3.595989530118505,1.0,0.19949721227319672,Iris-setosa
+34,6.9137656079664405,3.2194262981979938,5.702980702380034,2.3037069820517075,Iris-virginica
+35,5.079691582891624,2.4925656068159494,2.9521989067432903,1.0828431798598606,Iris-versicolor
+36,6.834812113491976,3.0236946312730546,5.349702675191103,2.2421386622040393,Iris-virginica
+37,5.0194549093124,3.5563850065021634,1.39907133483194,0.19815364825174875,Iris-setosa
+38,6.3580261200026165,2.9315796731758232,5.588838520784851,1.8143868950644189,Iris-virginica
+39,5.343728156861645,3.9,1.2259849585669813,0.47588832378681584,Iris-setosa
+40,5.262228400501181,2.676426651831114,4.217339046868654,1.4202994317387603,Iris-versicolor
+41,6.276407189777837,3.3856894853843458,5.6346135259673416,2.393549042184966,Iris-virginica
+42,5.118883526227695,3.4935901933089646,1.400908235697242,0.2946108866021606,Iris-setosa
+43,5.626341616119871,3.0,4.4734520421510675,1.5038467713121775,Iris-versicolor
+44,5.899878025435045,3.0281812168993936,4.346599862340957,1.5069137298158124,Iris-versicolor
+45,5.398737405248386,3.417593853884369,1.6992892775766943,0.20458592885193155,Iris-setosa
+46,5.376528832273574,3.8999992756735633,1.3032517371414345,0.4169451707191837,Iris-setosa
+47,5.11192707350207,3.5054628635280864,1.4022217824215482,0.19490494233794228,Iris-setosa
+48,5.068238737809022,3.5089054923221203,1.4068453424345797,0.2029516376247556,Iris-setosa
+49,5.90659217610603,2.715749441177351,4.158534169104698,1.0016552661228981,Iris-versicolor
+50,7.7185150993285845,2.5808614988587637,6.899998455482434,2.3765870337894355,Iris-virginica
+51,6.7190993829933605,3.236641911453468,5.6745555209425955,2.499999488774664,Iris-virginica
+52,5.406128451299874,3.3888335916272236,1.6004316344441405,0.42102545395641344,Iris-setosa
+53,5.6064146604156075,3.0,4.465953007712633,1.4864684128371535,Iris-versicolor
+54,6.80779481945294,2.7667005287525273,4.826666337047895,1.392091581486386,Iris-versicolor
+55,6.700716282305217,2.503858921272094,5.80367933202075,1.7770504874565018,Iris-virginica
+56,4.793654868686319,3.0,1.3794385496458985,0.3208933567616683,Iris-setosa
+57,5.9826318210509015,2.9133540183582327,4.505193609877928,1.4892780155176648,Iris-versicolor
+58,5.009963563046185,2.0000009192247057,3.6522323210165983,1.0881207922853278,Iris-versicolor
+59,5.334524312765086,3.899999058242631,1.3054181891558316,0.3566141819268253,Iris-setosa
+60,6.404405309165841,2.8783887655319385,4.318078886175542,1.2857983987673562,Iris-versicolor
+61,7.9,3.8152496890218432,6.41225765674475,2.0556551771880933,Iris-virginica
+62,6.064863461158852,3.400401886147492,4.599946731814608,1.6307763823182606,Iris-versicolor
+63,5.059766061772998,3.5086572000453957,1.3867374884918313,0.19907639868850902,Iris-setosa
+64,7.371789849563843,3.0,6.288590010907521,2.113949896653811,Iris-virginica
+65,7.710026144701107,2.7768248842170005,6.68616858168485,2.025558892517446,Iris-virginica
+66,5.041918342788871,2.4435933094620492,3.1404666547161497,1.0316139975734937,Iris-versicolor
+67,5.070400535547923,3.4926572802962315,1.4009215073633547,0.19954543140577208,Iris-setosa
+68,5.909086652303743,2.938548648067475,4.499291074122809,1.5232898527235976,Iris-versicolor
+69,5.719167274618116,2.8267876059395713,4.517224085807422,1.3155795794679712,Iris-versicolor
+70,6.940168483426864,3.1016038773868324,5.075817188588717,2.2993386179596875,Iris-virginica
+71,6.330740818194118,2.4515038722045395,5.051314522505686,1.8921756313655835,Iris-virginica
+72,5.988921984133561,3.4075331218498506,4.515372807786967,1.6029470702054731,Iris-versicolor
+73,7.67012717024288,3.0,6.661021307206818,2.0993246786124304,Iris-virginica
+74,7.7118100042069715,2.799539298658787,6.671331309231492,2.0010046471866674,Iris-virginica
+75,4.908726574548658,2.406102116980043,3.2584929631741044,0.9759212669646977,Iris-versicolor
+76,5.743405108521036,3.0,4.304263452156321,1.343449330552563,Iris-versicolor
+77,7.3019577087693115,2.900161126677882,6.251994845022513,1.8120691445873442,Iris-virginica
+78,5.5863003361228465,3.0,4.137531562047476,1.3087802666447956,Iris-versicolor
+79,5.7015001475432285,2.875246775012482,4.225647944190074,1.2818524962129205,Iris-versicolor
+80,6.502424292323722,3.0,5.785824942886237,2.2199780762899017,Iris-virginica
+81,6.214317990469596,3.322710303574322,4.659649165112565,1.6175829152711212,Iris-versicolor
+82,4.855225707076457,3.001250542583244,1.4465449147317924,0.1000001173667685,Iris-setosa
+83,4.977578236975142,2.4390651282223867,3.0410856483253212,1.0230967868133127,Iris-versicolor
+84,6.007054778670578,2.913792261616863,4.523567303656735,1.481615662623257,Iris-versicolor
+85,4.611692559619127,3.590229137041208,1.0000004343090854,0.2001284425542962,Iris-setosa
+86,5.2461384439448855,3.7641880664178458,1.5702109357732394,0.20246865966786887,Iris-setosa
+87,5.551220925983447,3.0,4.4646366475966515,1.4958259303468537,Iris-versicolor
+88,5.771156583357447,3.0,4.39204550114312,1.5004054783172247,Iris-versicolor
+89,5.618165157914154,2.474562990088543,3.927471956721828,1.0722941405460475,Iris-versicolor
+90,6.4472441646170076,3.3687477642821992,5.665208094479496,2.388690443395492,Iris-virginica
+91,5.308884806591984,3.9,1.243865990539157,0.574973140267949,Iris-setosa
+92,5.618025950942217,3.0,4.495485664980429,1.4858102998601406,Iris-versicolor
+93,5.62425492207765,2.535565825602227,4.2411834366497105,1.1278198608398144,Iris-versicolor
+94,6.921554895520376,3.2332366671928887,5.687631989623552,2.3178192067944487,Iris-virginica
+95,6.241493117887535,3.331586556824605,4.604333184513174,1.5769308282730674,Iris-versicolor
+96,5.7790524400384315,2.674009354128679,5.148095959125967,1.8765499910591679,Iris-virginica
+97,4.8827911995024325,3.0,1.4011825703248943,0.20441353800893325,Iris-setosa
+98,5.574351962835943,2.463287581494513,3.827364084432706,1.0726873111208397,Iris-versicolor
+99,5.333178776369092,3.9,1.254420211592072,0.45426618187503054,Iris-setosa
+100,5.030416900582724,3.5744785579362617,1.3873760886343576,0.19727633676473036,Iris-setosa
+101,5.9501507048840745,2.8153963776382103,4.671294798282136,1.5233902067188028,Iris-versicolor
+102,5.337646682243764,3.9,1.3151424189156378,0.4792074360949494,Iris-setosa
+103,6.362980918223742,2.4744428385699995,5.328840425927458,1.7649262491294249,Iris-virginica
+104,5.450508125158601,3.9,1.2507424337536683,0.581706446477291,Iris-setosa
+105,5.952169971655595,3.4057369098429358,4.432900954091031,1.6115352555288789,Iris-versicolor
+106,5.087039126112128,3.7037868280832242,1.4982801314118157,0.4246196239920502,Iris-setosa
+107,7.624843764234563,3.0,6.610447803245877,2.09770711319448,Iris-virginica
+108,7.319387049716739,2.885735941622941,6.343989335543413,1.798059036540384,Iris-virginica
+109,6.2361744103257655,2.3330519221924804,4.609992263139381,1.478107162594556,Iris-versicolor
+110,4.919961613449657,3.117341192973543,1.4882855511083857,0.1000001001265546,Iris-setosa
+111,5.246830331696245,3.6529728036051403,1.4908577050913623,0.20455841011051304,Iris-setosa
+112,7.213749340536746,3.0,6.10730752737379,2.0915247437693147,Iris-virginica
+113,6.336250319497884,2.2837939234176305,4.378060647139005,1.3078050515195476,Iris-versicolor
+114,5.351421899814185,3.9,1.2444891251696322,0.4989839196357728,Iris-setosa
+115,7.9,3.801564274341564,6.416917396989469,2.034219676794257,Iris-virginica
+116,5.963056502801403,2.8687001795193336,4.527934708024672,1.5005536922670526,Iris-versicolor
+117,7.262542974802903,2.864839988125207,6.269365290431098,1.7825754564156084,Iris-virginica
+118,4.601606486693041,3.388873168254592,1.402744461912715,0.2965552264527641,Iris-setosa
+119,4.788440652101899,3.0,1.3968608179256796,0.29535007401348673,Iris-setosa
diff --git a/iris/tab_ddpm/3/19/test.csv b/iris/tab_ddpm/3/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/19/train.csv b/iris/tab_ddpm/3/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/19/val.csv b/iris/tab_ddpm/3/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/2/synth.csv b/iris/tab_ddpm/3/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2799d71be690dc6fd5a119b1774ab248441752b4
--- /dev/null
+++ b/iris/tab_ddpm/3/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.132664601942014,2.304985498513154,4.966217924376593,1.6449734174008621,Iris-virginica
+1,4.594408411874474,3.640426755951634,1.0000003787593486,0.20258376956699908,Iris-setosa
+2,7.9,3.8178248999821425,6.346637537625561,2.0076115768577543,Iris-virginica
+3,6.85213047013012,2.7721378505523497,4.761267776148213,1.3868373761696489,Iris-versicolor
+4,6.293579363196868,3.3888381446783424,5.6356858889174095,2.3838606498868997,Iris-virginica
+5,6.258273511165813,3.3497025973087857,4.671270060496351,1.6145086314201778,Iris-versicolor
+6,5.19631073552052,3.3893937240291203,1.404084168835552,0.19959219809957263,Iris-setosa
+7,5.224424648290301,3.7165675819599953,1.4928862459530994,0.19911773699854227,Iris-setosa
+8,6.656214506292872,3.297940866523381,5.667186279993281,2.5,Iris-virginica
+9,5.8348268470418505,3.0,4.547624527546434,1.4764722920255107,Iris-versicolor
+10,5.455548534868641,3.899998961725539,1.290680340826225,0.5494740552718718,Iris-setosa
+11,7.9,3.8190726972651508,6.39100350766621,1.982876624242374,Iris-virginica
+12,5.914428351454299,3.0,4.083893691076625,1.5041556934725349,Iris-versicolor
+13,6.33977157001085,2.9126593429716205,5.555420995454386,1.7939461996867738,Iris-virginica
+14,5.784854412015253,2.664892967119206,5.117080586870599,1.911747132348322,Iris-virginica
+15,5.664454300501352,2.7514009238378083,4.455527008814031,1.2772021969196978,Iris-versicolor
+16,6.072809451934467,2.537261435846395,5.5785722953295505,1.404839076144504,Iris-virginica
+17,5.35131707014459,3.70014524354982,1.4991609853612786,0.20034121472804853,Iris-setosa
+18,7.737527841080238,2.586474882622521,6.9,2.318644262474141,Iris-virginica
+19,5.319702326024179,3.899999527797603,1.2601754101676228,0.4434075111778065,Iris-setosa
+20,7.735504021818499,2.5719658255487814,6.9,2.3202191164943247,Iris-virginica
+21,7.8999989241226105,3.8149339609518265,6.33789125229886,2.0293658330923434,Iris-virginica
+22,6.034936693012671,2.202445360818,4.989338883331326,1.5197304832807148,Iris-virginica
+23,6.289096796732262,3.3833635523414247,5.598144091670544,2.403036648196231,Iris-virginica
+24,5.48221049130359,2.604644398976957,4.355267102421075,1.1844232191540838,Iris-versicolor
+25,5.103341723704781,3.750928974583845,1.578915029514543,0.3358346893909322,Iris-setosa
+26,7.694829928449247,2.908507142034717,6.661140730535424,2.0667167272901645,Iris-virginica
+27,5.158484779253242,3.4721018295679937,1.4184748617976308,0.20201004564764746,Iris-setosa
+28,5.111418559840561,3.7089897181493288,1.5342691648646998,0.33251607848426606,Iris-setosa
+29,5.968734186765179,3.358713688461917,4.520401034707766,1.5836715655302323,Iris-versicolor
+30,4.400000523298032,3.2177210838110533,1.295105626781166,0.18490299209124894,Iris-setosa
+31,4.591290558155184,3.389670776494006,1.3877249247572496,0.2991002032550506,Iris-setosa
+32,5.61841249937984,2.472376730311192,3.9949642990742724,1.0646417522362905,Iris-versicolor
+33,4.906125052399015,2.418386915736184,3.343197592653319,1.0326559130870878,Iris-versicolor
+34,7.9,3.80094584581492,6.437177507766127,2.014372898886889,Iris-virginica
+35,5.688465614080062,3.0,4.202897169358941,1.3165763717523662,Iris-versicolor
+36,4.905770307402091,2.3889673277243526,3.4202577019781426,0.9723051493849821,Iris-versicolor
+37,7.9,3.8112594884467126,6.344463166165572,2.0509046636764636,Iris-virginica
+38,6.399023699621005,3.2645787315621706,4.699337498072319,1.5500869964651507,Iris-versicolor
+39,5.74154176786432,3.8038547770001667,1.4940398642874266,0.29382845453701023,Iris-setosa
+40,5.6883730940835395,2.8940644887955815,4.2843558102286785,1.3138867411364392,Iris-versicolor
+41,5.322941783702921,3.9,1.2572825398053928,0.4436650790241105,Iris-setosa
+42,7.4904696105530455,3.0,6.440584944727221,2.0909416735059847,Iris-virginica
+43,6.226045792302631,3.3262863013117605,4.670044507104074,1.5928240464128238,Iris-versicolor
+44,5.713374467378844,2.8962809027236753,4.215330787640146,1.307247432165643,Iris-versicolor
+45,4.937358626589646,2.4186073993479074,3.4292268436372897,1.0475750176799896,Iris-versicolor
+46,6.008083811931838,2.65070209523018,5.156588171873224,1.5980008263942926,Iris-versicolor
+47,6.089154702342333,3.383164597189963,4.561203394042933,1.6742441243711883,Iris-versicolor
+48,6.423499197645799,3.342926250921917,5.633239904441347,2.375155044143676,Iris-virginica
+49,5.0304168296436025,3.3881485724692197,1.620707208667232,0.42530911138448435,Iris-setosa
+50,5.736135726695939,2.818165622484874,4.201461125067501,1.2618267775840064,Iris-versicolor
+51,5.353062417746506,3.9,1.2151396321279602,0.3896049709422566,Iris-setosa
+52,5.310420865167781,3.9,1.24121552776773,0.429284671001713,Iris-setosa
+53,6.016432813176903,2.8544691259983703,4.596641159744927,1.503845221474167,Iris-versicolor
+54,5.428876985916322,3.4070694292517247,1.648178947448157,0.1955612426825275,Iris-setosa
+55,6.506322156702649,3.0,5.847661070850976,2.212082018130289,Iris-virginica
+56,5.4374571520777115,3.8999994516484366,1.24921482814576,0.3501072957860592,Iris-setosa
+57,5.75074889204262,2.7065206139267897,4.313715239229767,1.0987911147832812,Iris-versicolor
+58,5.193781914379088,2.7073785208454066,3.9078712224123704,1.4043939960591312,Iris-versicolor
+59,6.792064386064184,3.246414090992377,5.836050035978494,2.3207420769288425,Iris-virginica
+60,7.114092116171152,3.0,6.1315670771865785,2.163548352100384,Iris-virginica
+61,5.6984045839390065,3.0,4.451655821204082,1.4999350727500476,Iris-versicolor
+62,6.2932128668721745,3.306894839952127,4.683824228104152,1.596848772288432,Iris-versicolor
+63,6.0295149370415855,2.719951649601856,5.082289477681593,1.5884834564438879,Iris-versicolor
+64,5.316187054937155,3.757093477692915,1.613569671665624,0.22207962399903955,Iris-setosa
+65,5.3053313442834025,3.9,1.2625087769914685,0.4218712475029468,Iris-setosa
+66,5.581377391231446,2.9960860025281573,4.51159080295085,1.4861163781511801,Iris-versicolor
+67,5.924746390504288,2.845378239252783,4.60044659695375,1.5276439881425177,Iris-versicolor
+68,6.1008525695852445,3.36850974770138,4.601209669314922,1.5819602142929534,Iris-versicolor
+69,6.847378639269309,3.2124376466710216,5.714330761427109,2.3221334254457133,Iris-virginica
+70,5.138914081101329,3.4868480218157107,1.404197964921608,0.28013221767250424,Iris-setosa
+71,5.9826819868554795,3.4017429035204945,4.470126887621415,1.641263968244392,Iris-versicolor
+72,6.67119197089588,3.3055211210080877,5.660815945257789,2.5,Iris-virginica
+73,5.18669033220762,2.5093013336236787,3.1823525805079544,1.163617084633529,Iris-versicolor
+74,6.934899643105962,3.2192074813652973,5.676196702547935,2.3159576823504806,Iris-virginica
+75,6.076682213228254,2.6208547894585754,5.2771679319310465,1.8754707715840713,Iris-virginica
+76,5.133393643531965,2.6170390891907793,3.749761042123774,1.3500839163216583,Iris-versicolor
+77,5.6486896630107575,2.9927269864215758,4.177410611657402,1.301961963996887,Iris-versicolor
+78,5.010898402046649,3.582806924059399,1.380673888841392,0.19252550758853793,Iris-setosa
+79,6.284002089083382,2.474404341267253,5.089607056513714,1.7789545104378992,Iris-virginica
+80,4.880599357872439,2.4113254750754667,3.308513342396684,0.9696555261504882,Iris-versicolor
+81,6.668636167828841,3.089080371505934,4.68588735770259,1.4973572810334421,Iris-versicolor
+82,4.7931305129279975,3.0,1.3968441187642116,0.3357562814094517,Iris-setosa
+83,5.6008302758904875,2.4474608271001075,3.861661060080795,1.105662486822822,Iris-versicolor
+84,5.033017870058881,3.539758886597311,1.3687980089504048,0.20072612076028354,Iris-setosa
+85,6.666223568179396,3.2553839600885235,5.648456756480295,2.1181224689583598,Iris-virginica
+86,5.57408824450272,3.0,4.168659199097671,1.3056513220638029,Iris-versicolor
+87,5.234613445766285,2.706249901792433,3.997841891467954,1.3997420998368322,Iris-versicolor
+88,6.36545538456137,2.362209280778943,4.459490286431302,1.3298191662054442,Iris-versicolor
+89,6.779186743037522,3.2199895041921964,5.701812836573898,2.246780646378733,Iris-virginica
+90,5.518081845698446,2.5160871419353703,3.809546079692642,1.0762159687813955,Iris-versicolor
+91,4.903477673534032,2.3765596056365226,3.515879286168099,1.0075793619985107,Iris-versicolor
+92,5.22233448829821,3.3939728043454584,1.3888739919057116,0.2023145461665743,Iris-setosa
+93,5.954256752759465,2.704755139711692,5.041886709050367,1.5497343010046127,Iris-versicolor
+94,6.160646281679396,2.8132679257431352,4.604324911237833,1.207509703824719,Iris-versicolor
+95,6.011130198997088,2.7177459123002436,4.909050284334954,1.5608584259525653,Iris-versicolor
+96,6.100923082168949,3.127588815196164,4.574500767182505,1.5050786356855852,Iris-versicolor
+97,6.000773157341928,2.217110034669398,5.087241864482488,1.4968222946041905,Iris-virginica
+98,4.59229796425834,3.608089280712735,1.0000004159779228,0.18423397020401905,Iris-setosa
+99,5.2375234708651925,2.660135865209268,3.9398573359455926,1.3811565531484566,Iris-versicolor
+100,5.709146983978079,2.819619896976184,4.46776614909389,1.2883767475414194,Iris-versicolor
+101,5.597821584381089,2.5020237109255805,4.090730355257119,1.1054163486711386,Iris-versicolor
+102,5.556598355352925,3.0,4.484982048029094,1.4988231535901675,Iris-versicolor
+103,6.704035387893305,3.108540024108295,4.686640924335233,1.4932709774776325,Iris-versicolor
+104,5.92819983641427,2.7877642905751494,4.452847352900623,1.158884408917696,Iris-versicolor
+105,6.302252137667241,3.379675538543494,5.613694902437359,2.372936458469277,Iris-virginica
+106,4.4,2.916701073550413,1.4051405923109963,0.19305736626244568,Iris-setosa
+107,5.077948224615461,3.8041917274955726,1.4927498280600304,0.20290270554386727,Iris-setosa
+108,6.401217968825257,2.8802234618801843,4.270669171630504,1.3137560564928776,Iris-versicolor
+109,5.147894069088713,3.660249526843111,1.49676842307568,0.41498368230817795,Iris-setosa
+110,5.704585032617172,3.7956320391206786,1.4997987036535474,0.3358465585620286,Iris-setosa
+111,7.713739085567612,2.576642676255668,6.9,2.3205482698142714,Iris-virginica
+112,6.031221883599625,2.917121763847522,4.464238904588,1.4939192091727922,Iris-versicolor
+113,5.512958896522603,2.6134416731929693,4.449008429534646,1.2352458503062853,Iris-versicolor
+114,5.097964326006976,3.492226149460658,1.402477701787832,0.33431180406221317,Iris-setosa
+115,4.4,2.852947569258548,1.4099737618697823,0.1991882418588211,Iris-setosa
+116,5.208856941042127,3.41297440837209,1.4013194787148369,0.20429692289005816,Iris-setosa
+117,7.3359434921651205,2.8619981555994527,6.2216631481538895,1.797071375829362,Iris-virginica
+118,6.669216305168337,2.5038966020397035,5.7805811913753455,1.7896412779117257,Iris-virginica
+119,5.207239167016149,3.7594289344379668,1.4993931583632298,0.20364870144918726,Iris-setosa
diff --git a/iris/tab_ddpm/3/2/test.csv b/iris/tab_ddpm/3/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/2/train.csv b/iris/tab_ddpm/3/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/2/val.csv b/iris/tab_ddpm/3/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/20/synth.csv b/iris/tab_ddpm/3/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cf7c8bcfc8ddc988c5496fe5dc8f254ea36c6361
--- /dev/null
+++ b/iris/tab_ddpm/3/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.155488111602227,3.3489602469245385,4.598013216935023,1.662235307008225,Iris-versicolor
+1,5.582163806614134,3.0,4.483874032555986,1.4970647343452201,Iris-versicolor
+2,6.676041675511825,3.30665583665839,5.706742002550326,2.0978377379702606,Iris-virginica
+3,6.818452232564776,3.221704505630882,5.768289499420496,2.296708614500515,Iris-virginica
+4,5.220381677640557,2.7121874597994435,3.950834683704368,1.4024820890184626,Iris-versicolor
+5,7.9,3.8191007754198676,6.40983472615043,2.0539851129499533,Iris-virginica
+6,5.722715824844801,3.0032682063494103,4.311486880998413,1.4154344705326922,Iris-versicolor
+7,6.634374056162726,3.3328647668197484,5.679830818884494,2.5,Iris-virginica
+8,5.595942887311386,3.0,4.156281781754192,1.3051172868601113,Iris-versicolor
+9,5.379851411664957,3.406244339674968,1.5018631132040636,0.44422187784231726,Iris-setosa
+10,7.899998994812696,3.8055151416352295,6.337333181262033,2.048449598863919,Iris-virginica
+11,6.510546093987151,3.2117395246749543,5.179361071520975,1.98254695258837,Iris-virginica
+12,6.29228183199582,2.3101506527738396,4.385342564091802,1.3384586553488478,Iris-versicolor
+13,5.931694053788636,2.985191351680951,4.465471110265975,1.368107666496543,Iris-versicolor
+14,5.907326570130749,3.0,5.147027983373238,1.7946777977526356,Iris-virginica
+15,4.832241545238676,3.0,1.3854167041956593,0.24197973920416196,Iris-setosa
+16,6.293399967556467,2.472898291474391,4.962538824624084,1.8794398415385887,Iris-virginica
+17,5.906240354468225,2.8726288406089178,4.614095713235587,1.5165654376351843,Iris-versicolor
+18,7.899998793654483,3.807384254757436,6.400807144830747,1.9976870767670465,Iris-virginica
+19,6.258033900953192,3.3867750939729993,5.612535211945103,2.4012588702910382,Iris-virginica
+20,5.719358626709124,2.899285144692832,4.208257144385233,1.3041157728876365,Iris-versicolor
+21,5.710855017695339,3.804180503329224,1.5579718620166818,0.35463838476354365,Iris-setosa
+22,5.761300522121031,2.469832269278778,4.017472783729697,1.0858601989896597,Iris-versicolor
+23,4.893258225732136,3.0776135072791138,1.48084587880018,0.1,Iris-setosa
+24,4.9996779750546905,2.5034733117905716,3.393947699363383,1.039064314778545,Iris-versicolor
+25,6.112774081764023,2.8089901431282627,4.592171258403054,1.2099898648212022,Iris-versicolor
+26,6.798102737990374,3.0,5.446013668087741,2.167389971063172,Iris-virginica
+27,5.092851721801637,3.805967602539302,1.4975312783731236,0.19849535900088205,Iris-setosa
+28,5.139536010845599,3.4699717437369286,1.4012244807510799,0.20387870011521703,Iris-setosa
+29,6.502868873545281,3.1794064508985542,5.1786458726138775,2.0100768340349076,Iris-virginica
+30,6.217445666429615,3.2970529463609664,4.665186093930052,1.6083769130041823,Iris-versicolor
+31,6.135594255918311,2.5827644317664045,4.99578631255033,1.9132991355328774,Iris-virginica
+32,6.2131360119677845,2.2100073773550695,4.525163684071794,1.5092299177740547,Iris-versicolor
+33,6.673118299813789,3.313192201521886,5.667756320291781,2.091696066161924,Iris-virginica
+34,7.9,3.7953961130103955,6.366064620023015,2.0380906232290137,Iris-virginica
+35,5.085378633575217,3.8019692799899962,1.4978577241350954,0.20417047761249935,Iris-setosa
+36,5.327831553424938,3.9,1.2212411603654951,0.3868421281896459,Iris-setosa
+37,7.6864526156150035,2.543790761907807,6.899998674666453,2.3340600769321647,Iris-virginica
+38,6.343229713683979,3.0143758379250274,5.017531347862057,1.8543129293166591,Iris-virginica
+39,6.374815051947127,3.379214002207115,5.594843075177738,2.399932965026074,Iris-virginica
+40,6.642087663194517,3.316821816447331,5.730055653221357,2.5,Iris-virginica
+41,5.596937325618389,2.46824272958703,3.848528553807072,1.063741206013816,Iris-versicolor
+42,6.001483883356592,3.0,4.53120179013107,1.386340250871815,Iris-versicolor
+43,5.955051936533984,3.3515114295348,4.467438615342635,1.5452676248188277,Iris-versicolor
+44,6.314180941692314,2.3193026552335327,4.364903688242352,1.3127830210819964,Iris-versicolor
+45,5.985971890902634,3.4268015454039875,4.522835960950149,1.6352940536099185,Iris-versicolor
+46,4.967984909905357,3.6415028340619466,1.4010213631084547,0.19988131635715417,Iris-setosa
+47,5.839015632912836,2.6568310873656333,5.079767130156509,1.8968534264303016,Iris-virginica
+48,4.579877585756581,3.412257362586285,1.4029040007724858,0.2904331173449859,Iris-setosa
+49,5.391603331411889,3.404995581151772,1.4967617843874674,0.39761203086605,Iris-setosa
+50,6.6313188508170615,3.3333949396826985,5.7069578294518974,2.5,Iris-virginica
+51,7.693998896527945,2.5878666536154133,6.9,2.3169409696613026,Iris-virginica
+52,6.32978775182411,3.382403487255274,5.610855767670432,2.401146290074698,Iris-virginica
+53,5.994069396390553,2.710269743548572,5.047383477742856,1.6187045138761182,Iris-versicolor
+54,5.774568830011106,2.681487270863345,5.1185180542030855,1.8963753893716018,Iris-virginica
+55,4.775662330809042,3.401476394886092,1.5160732266655264,0.19662882160470624,Iris-setosa
+56,6.099664162284066,2.5911310049391294,5.604031580340855,1.4101084011491465,Iris-virginica
+57,5.386616937101476,3.699772880051865,1.492572067254357,0.20291222322588098,Iris-setosa
+58,7.669744345343872,3.0,6.613504203115707,2.049774408840084,Iris-virginica
+59,6.806848735585518,3.2149755716729187,5.8580490528408555,2.30962863325317,Iris-virginica
+60,6.460856884219931,2.9138036752889676,4.326395462923134,1.3127503816041939,Iris-versicolor
+61,6.600727670792315,3.3277518974009404,5.69171983079445,2.5,Iris-virginica
+62,5.037151225022604,3.3899396479197828,1.4987584331414685,0.4480645624144882,Iris-setosa
+63,6.203247142426476,3.3680408326356925,4.70464314652996,1.6281555106397667,Iris-versicolor
+64,6.338682008508611,2.9167287253359855,5.581605312690858,1.8095795452199357,Iris-virginica
+65,6.120246016840567,2.6276668134966057,5.596545769889967,1.4510783418268736,Iris-virginica
+66,7.553023254255153,3.0,6.5374033348328275,2.0946973271376312,Iris-virginica
+67,6.844415634142709,3.109995617349729,5.736951914560419,2.256330047094902,Iris-virginica
+68,5.137844700559155,3.45558016413238,1.401946495796094,0.19815250304197596,Iris-setosa
+69,5.497168336597886,2.401093495748176,3.7710569158565237,1.0330941435587342,Iris-versicolor
+70,7.708813121211973,2.7435172048196685,6.72672720664281,2.0085880841068646,Iris-virginica
+71,5.694017625754471,2.8744827200965464,4.021780046356428,1.2773920365017535,Iris-versicolor
+72,5.3678948898875225,3.9,1.2058941195365378,0.4203772860552264,Iris-setosa
+73,6.086710135395738,2.9639828516776467,4.590120885577766,1.3368325976046784,Iris-versicolor
+74,5.269019196831012,3.3701747908515154,1.4957755346596429,0.3865129099802855,Iris-setosa
+75,6.454438730321098,3.0,5.877295599585319,2.221341079945426,Iris-virginica
+76,7.674445424436516,2.943948245038343,6.674174540419242,2.056763325164694,Iris-virginica
+77,5.257545865156605,3.9,1.1710966969609242,0.42712999649389355,Iris-setosa
+78,5.557838707557418,3.0,4.459254384236276,1.509793558650931,Iris-versicolor
+79,6.664926560125501,3.338187458712394,5.666244028146683,2.5,Iris-virginica
+80,6.261831917241806,3.305255965883331,4.637404004246396,1.581820997110855,Iris-versicolor
+81,5.9929324420306065,3.4015212992459207,4.462889579737854,1.6087461896534982,Iris-versicolor
+82,6.3057849368954795,2.5034792178577847,5.00070160339233,1.9203660748333704,Iris-virginica
+83,5.668475276574597,3.78475656445208,1.4927749303650657,0.2996353363235829,Iris-setosa
+84,5.7548799503126205,2.770698764903154,4.586778515157978,1.2622307836862323,Iris-versicolor
+85,7.66043587722883,2.7753051068609214,6.647453393503439,1.9642375080349206,Iris-virginica
+86,4.8652890879441255,3.0544155900392354,1.4655408610935086,0.1000000947150057,Iris-setosa
+87,5.876827890888455,3.0,5.062503850905201,1.8030691782385087,Iris-virginica
+88,5.178384881208281,2.7184812886528036,4.004635400368572,1.3923620277352708,Iris-versicolor
+89,5.196170587288253,2.668692230400711,3.8189760121350917,1.3822110956870752,Iris-versicolor
+90,6.782088136555435,2.7975123149173826,4.722884599343901,1.4089343429635766,Iris-versicolor
+91,5.372285631016301,3.7231884127275214,1.5573816158632219,0.1965392371673484,Iris-setosa
+92,6.608850813360666,3.2648880906019158,5.70154727477128,2.5,Iris-virginica
+93,7.191793448248174,3.0,6.066049855577911,2.0769036153095213,Iris-virginica
+94,7.035960259746949,3.1936348353006525,5.65967200199362,2.304306707514087,Iris-virginica
+95,6.94826729818053,3.0912899446216473,5.0955698728420495,2.30772219105259,Iris-virginica
+96,4.621301132499294,3.393245956654759,1.3700905884627637,0.27810297999547906,Iris-setosa
+97,6.147508923259412,3.3674266813764837,4.6011189924728475,1.64738744436609,Iris-versicolor
+98,5.840148488762908,2.7457231892308633,4.2410859554037375,1.0823846365776724,Iris-versicolor
+99,5.866153439499328,3.0,4.13184284772027,1.4981287936665897,Iris-versicolor
+100,5.894782581895923,3.0,4.201752536494271,1.5060863356944565,Iris-versicolor
+101,6.149619720488364,3.345508874233827,4.6194824624087625,1.6377892611530829,Iris-versicolor
+102,7.2513471008620405,3.0,6.114328216230862,2.1069661757772296,Iris-virginica
+103,6.705797415833257,2.463670754890706,5.778039032615544,1.8090188153924456,Iris-virginica
+104,5.010451424926765,3.4030651718477904,1.6111883227535637,0.4332480874488017,Iris-setosa
+105,6.605369425141364,2.4282978319940347,5.716571755284143,1.7415559255626327,Iris-virginica
+106,5.524536592886053,2.443998683481271,3.860562062858848,1.0427233294176992,Iris-versicolor
+107,6.72190024593931,2.5168323131815913,5.799910308022478,1.814072292638146,Iris-virginica
+108,5.85442890117105,3.0,5.093540416629981,1.8063677442677262,Iris-virginica
+109,5.546788179393955,2.363217685448612,3.603061582372271,0.8627012828598668,Iris-versicolor
+110,5.7370523543761855,3.0,4.523809761802579,1.501857601424799,Iris-versicolor
+111,5.224585620147987,2.661427329490289,3.872817361752537,1.3769656444779086,Iris-versicolor
+112,5.4938470585515775,2.696605663599501,4.4061461133464235,1.3016094301335956,Iris-versicolor
+113,5.6707117386991035,2.8830228337066406,4.2664581944472655,1.2765638652347635,Iris-versicolor
+114,5.468050428041182,2.596911022151634,3.9986857476847986,1.3143088511198382,Iris-versicolor
+115,6.382231777195072,3.4045269255173305,5.602269287448026,2.3207996606441186,Iris-virginica
+116,5.5003653963644625,2.39277993153002,3.682155648438951,0.9564851884055332,Iris-versicolor
+117,5.743892294827278,3.793857735677247,1.823837254038358,0.31618103617949134,Iris-setosa
+118,5.0320468469489015,2.0000005702921397,3.7322087602705136,0.9093838382934891,Iris-versicolor
+119,5.6105658664374625,3.0,4.206222818432207,1.3025097414211473,Iris-versicolor
diff --git a/iris/tab_ddpm/3/20/test.csv b/iris/tab_ddpm/3/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/20/train.csv b/iris/tab_ddpm/3/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/20/val.csv b/iris/tab_ddpm/3/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/21/synth.csv b/iris/tab_ddpm/3/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2042ee044b5f49a86eac3c4ed561669f786c5990
--- /dev/null
+++ b/iris/tab_ddpm/3/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.126465494909913,2.5843225823975304,5.011149911423746,1.9597622599006355,Iris-virginica
+1,5.537571292493282,3.899999182541634,1.2702917154301572,0.4893666676923133,Iris-setosa
+2,5.9996992079432125,2.74510329647623,4.850343097167884,1.5445116615697776,Iris-versicolor
+3,4.4,2.905085369965305,1.4044815945034286,0.19733572099295404,Iris-setosa
+4,7.709021595951258,2.7733687312908346,6.719404296316963,2.043235465492477,Iris-virginica
+5,7.476890921014254,3.0,6.455710022631547,2.0186093417436872,Iris-virginica
+6,5.411687936267886,3.8999991745728684,1.2692708823364696,0.3934321778777514,Iris-setosa
+7,7.687057130794314,2.7753450313503913,6.692093002588066,2.024682359254723,Iris-virginica
+8,5.199975388422795,3.4219451125881157,1.3736726954626364,0.19818115343612536,Iris-setosa
+9,5.113471103634634,3.411753752208613,1.8402333440239247,0.4572809379953759,Iris-setosa
+10,5.731443230572709,2.8133594324381104,4.323039695024819,1.1366041272033667,Iris-versicolor
+11,6.023564269954978,2.973369963876267,4.540475970246692,1.3493498738329566,Iris-versicolor
+12,6.869245437942272,3.1248833544303376,5.105136677395547,2.3184177652385287,Iris-virginica
+13,5.8860311077279635,3.0,5.166994021082067,1.7757904680320624,Iris-virginica
+14,6.418206980712411,2.8736793886235015,4.304700237132815,1.2833715756133146,Iris-versicolor
+15,6.807495481656485,3.0,5.531782692402946,2.080931098813433,Iris-virginica
+16,6.474981876560729,2.897162908297168,4.3173956983803015,1.2965326401236794,Iris-versicolor
+17,4.914398473450395,2.4045929683282274,3.436063974258246,0.9321441335360776,Iris-versicolor
+18,5.171114659202293,3.3913487409866585,1.3815636421233526,0.1994501641842614,Iris-setosa
+19,7.583620440072696,3.0,6.578131303597137,2.0938225010264815,Iris-virginica
+20,4.875703901047932,3.1001441516665635,1.520011196734425,0.10000011192312377,Iris-setosa
+21,6.827071647561198,3.1036340985543047,5.110665113835081,2.2899921563735917,Iris-virginica
+22,5.4855312771152285,2.607566011453353,4.41396140936235,1.23396871363814,Iris-versicolor
+23,4.927936408062,3.393391081720591,1.491770402313046,0.28029235130238483,Iris-setosa
+24,5.400357020686194,3.9,1.2373923956051702,0.5048549897497894,Iris-setosa
+25,5.109791712531753,3.700527892168609,1.6039803428491928,0.5020264919374293,Iris-setosa
+26,4.889337642098224,3.1161358749598618,1.4815069254873778,0.1,Iris-setosa
+27,6.093120083978953,2.580766191082101,5.574085159863844,1.3885755754094582,Iris-virginica
+28,6.3325584045863685,3.3993497765434086,5.620440904281268,2.3917135200889375,Iris-virginica
+29,6.082978442607648,3.3826474772399355,4.532284181374152,1.6386296697963296,Iris-versicolor
+30,5.368709585428913,3.9,1.231024183317994,0.48187178679580955,Iris-setosa
+31,5.27602472482363,2.5984570909492652,4.236584841033014,1.281248108345227,Iris-versicolor
+32,6.294401268964602,3.398556710041734,5.59566310213648,2.400430222963665,Iris-virginica
+33,4.781757584070234,3.3989036159157267,1.763682380895386,0.1858385360770598,Iris-setosa
+34,5.156626832613489,3.49794059773096,1.403442645525308,0.29650646636047007,Iris-setosa
+35,4.5851391983260905,3.5963907408166107,1.0,0.1965316716835316,Iris-setosa
+36,6.103412615895665,2.7760178159406164,4.664752227671067,1.1651155630506105,Iris-versicolor
+37,5.7811017854362,2.6686244418929066,5.07015827871663,1.9029230801630541,Iris-virginica
+38,5.158531749596248,3.793888877225678,1.6071518986929494,0.20341849107824095,Iris-setosa
+39,6.897285628872317,3.201245023631863,5.756379553636077,2.290969864964677,Iris-virginica
+40,4.88026999523676,3.066894756971907,1.4869267815416252,0.10000010603030812,Iris-setosa
+41,6.3970944092956135,2.8917845817990764,4.3284215981433825,1.2880086473680195,Iris-versicolor
+42,5.7333277562140506,3.803350677423524,1.5025102107522874,0.2933526271028734,Iris-setosa
+43,5.515477340626193,2.595493919961367,4.361656951597824,1.196060621850843,Iris-versicolor
+44,6.807107731228202,3.0,5.472102525442946,2.142117744320197,Iris-virginica
+45,6.424245867261996,2.9019268789551504,4.292472527588249,1.3111433297419413,Iris-versicolor
+46,5.12871658327201,2.467496599719964,3.1694273294352295,1.0567124703033934,Iris-versicolor
+47,5.381844037775602,3.9,1.252976663680113,0.477055036885604,Iris-setosa
+48,7.691598144303791,2.818820728878011,6.688588738436251,2.0317553992317743,Iris-virginica
+49,6.622886286431937,3.3397090341234836,5.682451845578139,2.5,Iris-virginica
+50,5.146961816593505,3.418326470920602,1.4017583510342193,0.2020153861486662,Iris-setosa
+51,5.605130192200862,3.0,4.480648986126354,1.4988085918837135,Iris-versicolor
+52,5.670069853889933,2.834270406932512,4.380284788013045,1.3020063546435796,Iris-versicolor
+53,6.236179028063121,3.3454926944076586,4.623478361175712,1.5900218309739025,Iris-versicolor
+54,4.598962459323105,3.565685328000171,1.0000004766758714,0.20051876406512933,Iris-setosa
+55,7.6293652633538,3.0,6.612085701385561,2.0592845176893886,Iris-virginica
+56,4.910673051969347,2.3770797184005787,3.358085465354555,1.009901224506739,Iris-versicolor
+57,4.501699916137701,2.2922455107210857,1.3322859694696834,0.4043443165547934,Iris-setosa
+58,4.490254958891067,2.3743673609224203,1.3026763330028905,0.2999085643687958,Iris-setosa
+59,5.096834180998197,3.7223967533726654,1.4875796128972782,0.4355332193524622,Iris-setosa
+60,6.2757543849741415,2.5083437508709143,5.009662540695516,1.932935873556862,Iris-virginica
+61,4.892121564425093,3.0,1.4040430707452594,0.20080527932778633,Iris-setosa
+62,5.1819952778609455,2.713851251747966,3.961454006678988,1.3842952280475278,Iris-versicolor
+63,6.312331756472585,2.5015891605978133,4.942131526472564,1.894862488432959,Iris-virginica
+64,5.138642291219494,3.701601929980645,1.494761194909045,0.45767243410147795,Iris-setosa
+65,5.567070887745073,2.423453232122497,3.7501740538245607,1.0403432805508708,Iris-versicolor
+66,6.662433585340297,3.299287644493278,5.6902662892257245,2.5,Iris-virginica
+67,6.156251640700042,3.351242122865551,4.569006315984823,1.5870548913340043,Iris-versicolor
+68,6.03846728296448,3.3836998692914486,4.552240504265101,1.6421427857386985,Iris-versicolor
+69,5.359609580751919,3.9,1.2621030223752574,0.3766540885940135,Iris-setosa
+70,5.376486947209607,3.8999996117394313,1.2637963740412155,0.6164245017205643,Iris-setosa
+71,5.395443576788952,3.9,1.3317899292432422,0.4666624322938273,Iris-setosa
+72,6.282819394171524,2.283872863658442,4.420454389332024,1.3285297170174326,Iris-versicolor
+73,6.666121469674528,3.2842346599760486,5.680023614270537,2.08935474927783,Iris-virginica
+74,6.061129242031644,3.382254270722929,4.548838783311934,1.626090111942405,Iris-versicolor
+75,5.897691111571052,3.0,4.554943828827131,1.4301755761254602,Iris-versicolor
+76,6.622008833542898,3.3032340854372277,5.705557224796628,2.4999995806964166,Iris-virginica
+77,7.001097196540622,3.2472928672613053,5.703951427655199,2.313513020709272,Iris-virginica
+78,7.242537254542527,2.915870138057151,6.160659575306256,1.8229839451759777,Iris-virginica
+79,6.304805150365492,3.4035228551566714,5.583097150151691,2.4049642762067114,Iris-virginica
+80,7.6021569728901985,3.0,6.587469525124837,2.086091435734783,Iris-virginica
+81,6.491702194193017,3.0,5.789084885063053,2.2392640704167786,Iris-virginica
+82,6.862260353198324,3.1207101689438677,5.122217450019625,2.280878227853573,Iris-virginica
+83,7.700888445028541,2.579117737227859,6.9,2.319322122231337,Iris-virginica
+84,7.899997542884764,3.807840382266066,6.243957312994802,2.0265818902861064,Iris-virginica
+85,5.826616860286541,2.668365442342847,5.092875224795436,1.8745823928352927,Iris-virginica
+86,5.634801085903453,3.0,4.189910029328461,1.2908424037616695,Iris-versicolor
+87,6.2881219000845325,2.313740243614544,4.381549435341763,1.26419098931291,Iris-versicolor
+88,5.731944817503749,2.9535004242022067,4.220389487081116,1.3083684237632878,Iris-versicolor
+89,6.796527895713928,3.0,5.50280141043332,2.0936313348121853,Iris-virginica
+90,6.412144706819978,2.887473856503457,4.341293090267339,1.2894423071528,Iris-versicolor
+91,5.011555933515292,3.389749183822814,1.559377306934061,0.4300864231330563,Iris-setosa
+92,5.203970337305731,2.700912332881267,3.9447254771195857,1.3976454446165254,Iris-versicolor
+93,4.891908636813169,3.1097098296624126,1.4869841265022086,0.1,Iris-setosa
+94,5.523387053384693,2.494917978866984,3.844191966783475,1.0238896082480087,Iris-versicolor
+95,4.8981227443716415,3.095704469618752,1.7119858997412905,0.10000010646303197,Iris-setosa
+96,5.109623807987516,3.5048953160642506,1.4011214142567865,0.3023941860724696,Iris-setosa
+97,6.777724796761966,3.1963928349641346,5.999428150075171,2.3108447550929863,Iris-virginica
+98,5.471885711868094,2.3675201022831422,3.7519720121921307,1.0218488685004954,Iris-versicolor
+99,6.067915675423572,3.0,4.581315153326682,1.395956242776358,Iris-versicolor
+100,4.5998057034990545,3.385286917866254,1.3620494093751974,0.32475286016198085,Iris-setosa
+101,6.710697460751309,2.5067085726299356,5.865505000773872,1.7878657359496088,Iris-virginica
+102,6.620979153262429,3.2858787026473735,5.656285302599177,2.5,Iris-virginica
+103,6.324189491341299,3.4144270194229462,5.570053715211851,2.388461358080981,Iris-virginica
+104,6.816974884288273,3.0,5.74437925798402,2.1347353594041536,Iris-virginica
+105,6.321301917841165,2.503659057518755,4.9692611105357605,1.8653020522413206,Iris-virginica
+106,7.3274935055585955,2.9135994747057294,6.368685509583554,1.8402303288129167,Iris-virginica
+107,5.316448448623637,3.9,1.2519059267271997,0.41791546657711076,Iris-setosa
+108,7.9,3.8122020212888996,6.400121201106388,2.013004805678632,Iris-virginica
+109,5.541592878821611,2.5950759259325418,4.405345822559924,1.2045450382391263,Iris-versicolor
+110,6.02487053130419,2.796663286111019,4.740075433693119,1.522630559469216,Iris-versicolor
+111,6.331527500805967,2.4428253767173986,4.955162070373682,1.5053249523445702,Iris-versicolor
+112,5.3168530248644705,3.9,1.2557480056121681,0.5231303722451333,Iris-setosa
+113,5.880029752686102,2.673718907808996,5.069448150084434,1.8774357674418196,Iris-virginica
+114,5.895241074560232,2.9971417946299073,4.311707726121587,1.4895995387489158,Iris-versicolor
+115,5.395504666372527,3.40120134133134,1.5926500454339139,0.20295472814130047,Iris-setosa
+116,4.640489620758763,3.4084920393734826,1.4002228313250575,0.2966690967075186,Iris-setosa
+117,5.359232062403316,3.390053303380125,1.616248062519695,0.2565535786448924,Iris-setosa
+118,4.4,2.912231058046179,1.3977265937116587,0.2023512126507969,Iris-setosa
+119,5.164852564506734,3.4251036828276646,1.3930357366200004,0.20020045454352833,Iris-setosa
diff --git a/iris/tab_ddpm/3/21/test.csv b/iris/tab_ddpm/3/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/21/train.csv b/iris/tab_ddpm/3/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/21/val.csv b/iris/tab_ddpm/3/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/22/synth.csv b/iris/tab_ddpm/3/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4f29842d3062547eafdea9caec1c56072c875e80
--- /dev/null
+++ b/iris/tab_ddpm/3/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.053749702806484,2.2370441882454437,5.013245376723687,1.5240298027818806,Iris-virginica
+1,5.946654189898646,2.8688877504002903,4.515166632753533,1.4806925023592639,Iris-versicolor
+2,5.373085184014353,3.3993788143875414,1.4994607841498302,0.5466007617767948,Iris-setosa
+3,5.533676960578578,3.0,4.552352325532737,1.4991038944410928,Iris-versicolor
+4,6.239731355055845,2.3320496871070064,4.32398834870464,1.2583630594108324,Iris-versicolor
+5,7.269861666064938,2.882418900936996,6.2579757918661825,1.7946162824425937,Iris-virginica
+6,5.198051777115044,3.7418290445593447,1.4984491487003246,0.4225662708104606,Iris-setosa
+7,5.341375108056671,3.9,1.2564762824442983,0.5460005931118498,Iris-setosa
+8,6.1571878243016025,2.819219661826456,4.576939235299773,1.1779083202264484,Iris-versicolor
+9,6.723595477222494,3.2470525247059046,5.7460962071561585,2.2206977010814475,Iris-virginica
+10,6.019509470677578,2.866831708317814,4.533643549582639,1.4805647943013098,Iris-versicolor
+11,5.665677304886547,3.0,4.41757786708859,1.5073299626169843,Iris-versicolor
+12,5.700121591494048,2.865611596567858,4.418384472955231,1.3124239776267839,Iris-versicolor
+13,6.132679564651406,2.5841548094532074,5.613272660412854,1.3978119728816087,Iris-virginica
+14,5.123802186859328,3.4983723061188967,1.388395350163735,0.29933387023994756,Iris-setosa
+15,6.009815028898566,2.6809540588683904,5.207064154712795,1.5748312547814816,Iris-versicolor
+16,4.858243419250334,3.069013278338301,1.4763290616512872,0.1,Iris-setosa
+17,6.30895596770358,3.3031864416621266,4.640800129947765,1.6148005441233977,Iris-versicolor
+18,6.58122808714117,3.0,4.36325056484531,1.3856508439704318,Iris-versicolor
+19,5.742072966576103,2.66317054606571,4.131731503847235,1.0465225055919987,Iris-versicolor
+20,6.638511662549933,3.0396251795005655,5.622417988451529,2.0142811638566585,Iris-virginica
+21,5.196176533485052,2.701887735554015,3.9254418788440093,1.4083615005416539,Iris-versicolor
+22,7.616666612134258,3.0,6.593030927021999,2.122248685627357,Iris-virginica
+23,6.673563018680161,3.277894354467709,5.650900124659398,2.09017538752121,Iris-virginica
+24,5.2364763697108,2.5005918668160314,3.101922189361362,1.121252005307824,Iris-versicolor
+25,5.8887420478881785,2.8787284802362034,4.510373080091684,1.344217291274004,Iris-versicolor
+26,7.352705508774814,2.8931447431921877,6.3449931838155145,1.8230656549123652,Iris-virginica
+27,4.794065916117925,3.0,1.3619445754311434,0.10000015153293018,Iris-setosa
+28,6.6712863203561765,3.3221361524254593,5.738829598274615,2.5,Iris-virginica
+29,4.593594825607147,3.4016122383116394,1.3766516920020158,0.29646027389054536,Iris-setosa
+30,6.520001461014083,3.181387679740935,4.669058179162464,1.542560054560648,Iris-versicolor
+31,5.721056330381868,2.8108645255366995,4.519599469831067,1.3291114435451936,Iris-versicolor
+32,6.095442997046581,2.5772145175181738,5.030335395656358,1.573531747218392,Iris-versicolor
+33,5.404706830392804,3.4083127133666875,1.5800001294575963,0.20390321777482723,Iris-setosa
+34,6.772969289164053,3.233042619312404,5.776489399190548,2.21202654565933,Iris-virginica
+35,5.569081639701478,3.0,4.164559012424455,1.2743466419468665,Iris-versicolor
+36,5.849133711200954,3.0,4.107089789367307,1.5034281391415663,Iris-versicolor
+37,7.2412701603061995,3.0,6.117040395662497,2.1094802473482166,Iris-virginica
+38,6.917619387681227,3.095484288666067,5.103846089826651,2.293142572442191,Iris-virginica
+39,5.117979941931703,3.762216196505656,1.4935783271282896,0.21735828265344107,Iris-setosa
+40,5.751336208922252,2.6870829571287156,4.27925136965688,1.0624226438778885,Iris-versicolor
+41,5.861697395103516,2.9201043293144435,4.462792648346472,1.44368032747548,Iris-versicolor
+42,6.238190049948562,3.3234577815951467,4.649621934319706,1.6352913443271277,Iris-versicolor
+43,6.020265339709429,2.991285356903801,4.5293473630624135,1.365554729776556,Iris-versicolor
+44,5.992853878744281,2.708655675512254,5.107746692852985,1.5813925545941434,Iris-versicolor
+45,5.709677723783222,2.9841557980993594,4.224071714088437,1.3109188833415475,Iris-versicolor
+46,5.087191564412568,3.5072161969676228,1.4029698580280205,0.19947843148994082,Iris-setosa
+47,6.289339292456656,2.3021228223395154,4.436365142533244,1.3234631427155266,Iris-versicolor
+48,6.334369032103171,2.4819296100413277,4.877492163665737,1.5077229181922425,Iris-versicolor
+49,6.092478648807364,2.584492507964192,5.5745238634870375,1.3908620572820598,Iris-virginica
+50,5.993200038360865,3.410207512964198,4.522415543626253,1.6190280271006123,Iris-versicolor
+51,6.277645473176346,3.3841666340690097,5.6395729836181,2.388912812962822,Iris-virginica
+52,6.266891316170986,2.458572378037334,5.051474866485678,1.8400492584679766,Iris-virginica
+53,4.987529268332419,3.401808658320244,1.9945137338184096,0.348273628310987,Iris-setosa
+54,5.124993418692296,3.4855424182910872,1.3680448349389713,0.1971158087602065,Iris-setosa
+55,7.899998925320258,3.809712135745449,6.346579529496367,2.0280502734878727,Iris-virginica
+56,5.907364086925033,3.0,5.113088556425369,1.8058556611323096,Iris-virginica
+57,4.895502511004704,3.0,1.3929943640403084,0.1980698018129713,Iris-setosa
+58,6.029898855538144,2.8707916704991336,4.49688298832737,1.3723428445901151,Iris-versicolor
+59,7.89999741038096,3.8261140947790238,6.285794742217444,2.0535735599582057,Iris-virginica
+60,6.313873846728833,2.511108434654701,4.994748947979575,1.8799779686161966,Iris-virginica
+61,5.898212003087258,3.0,4.2050048330267,1.5169277863051662,Iris-versicolor
+62,5.107324101910629,3.805122262639219,1.4930846945154175,0.20531795746598702,Iris-setosa
+63,7.68872733234641,2.561801904068557,6.899999004147543,2.315571661344951,Iris-virginica
+64,6.801500710363809,3.222007040794412,5.748610028610045,2.2325039570438614,Iris-virginica
+65,6.803562013442349,3.0351445506214785,5.6518140705999365,2.2286860665547334,Iris-virginica
+66,6.662831186427294,2.483957715093827,5.788487322158142,1.7525995968754873,Iris-virginica
+67,5.969354891274361,2.691901063167348,5.0941683531954824,1.6081137519550595,Iris-versicolor
+68,5.180074145286982,3.7881854789143645,1.8203626071791392,0.21678650872638422,Iris-setosa
+69,5.235404470229022,3.7562184837110464,1.4999971883316323,0.20326321460942484,Iris-setosa
+70,5.986621157623462,2.69797360678974,5.141564361363622,1.5689011390304701,Iris-versicolor
+71,4.51754279429617,2.404412110653438,1.3051233848375388,0.33426545470001157,Iris-setosa
+72,5.75987421124279,2.708146750277832,5.23843455571963,1.8892964268638317,Iris-virginica
+73,4.806881035401887,3.0,1.3791108829329113,0.29779815874591337,Iris-setosa
+74,5.53798958333803,2.453034660183951,3.7937616447703615,1.0323977406059792,Iris-versicolor
+75,4.808424141616439,3.0,1.3820739934405621,0.10000009892681452,Iris-setosa
+76,6.74642679389645,2.7879028926720197,4.74261497734254,1.3854112437709918,Iris-versicolor
+77,6.810385656409667,3.214268353467228,5.820425384670473,2.3056341429052103,Iris-virginica
+78,4.867359724968889,3.0807576367568412,1.6404033868582661,0.1,Iris-setosa
+79,5.023573490164403,3.5569627386036573,1.366919616203574,0.19577739501752883,Iris-setosa
+80,5.009973416961627,3.602799050410408,1.4005423558721064,0.20007340735578455,Iris-setosa
+81,5.481837954615465,2.698859741044739,4.432884685845339,1.3027945180108673,Iris-versicolor
+82,7.899998719467377,3.807549262120822,6.4153014758138385,2.0790395719183916,Iris-virginica
+83,4.968892792511172,3.5246578836544047,1.4067189703071914,0.19840202465299595,Iris-setosa
+84,6.769929884866456,2.770617027455603,4.751157252619438,1.3864281019333253,Iris-versicolor
+85,7.899998331848148,3.79023453017193,6.384032596627005,2.008481250495687,Iris-virginica
+86,5.833454155755502,2.833523521355912,4.26491801955627,1.1847766768533963,Iris-versicolor
+87,6.89825128662539,3.222177456085107,5.758963834919278,2.297606275653835,Iris-virginica
+88,6.731543981267472,2.5012735182304957,5.8427810005931855,1.785003126345311,Iris-virginica
+89,5.707396137679965,2.8887551143321115,4.2241580389766265,1.3006256222435741,Iris-versicolor
+90,4.811209025120592,3.0,1.3574629043052577,0.1,Iris-setosa
+91,6.2448188749424824,3.355107292229822,4.639781274397303,1.606901243391987,Iris-versicolor
+92,5.80875437259438,2.9365104734016687,4.2817713387541,1.3706205769813327,Iris-versicolor
+93,4.400000477863357,2.907694851578376,1.400019692772861,0.2090722704215437,Iris-setosa
+94,6.346751829313342,2.989501693931573,5.524909363438557,1.8022536284150323,Iris-virginica
+95,5.815053563708779,2.677311923455628,4.157171163307387,0.908646707602452,Iris-versicolor
+96,4.6674813844927785,3.203019604847365,1.4027107639448904,0.29717809878772505,Iris-setosa
+97,5.117121416375899,3.7825620306007126,1.4985010734758455,0.20988432623318673,Iris-setosa
+98,6.8209654062570815,3.0528234952086595,5.251126980742134,2.2500307384209433,Iris-virginica
+99,6.0231819871590035,2.9961698015519382,4.553217549213024,1.3665653631947676,Iris-versicolor
+100,6.851899723338554,3.0,5.490849219483907,2.1214727972315517,Iris-virginica
+101,4.7969793833170495,3.0,1.396399102055821,0.1,Iris-setosa
+102,4.59995869770531,3.5646143815876514,1.0000004338366704,0.20993928950218985,Iris-setosa
+103,5.7417814790635715,3.0,4.311108088278507,1.4962546706731763,Iris-versicolor
+104,5.343881689241616,3.9,1.2556500877051575,0.32584400478850895,Iris-setosa
+105,5.91689969147402,2.992988197858017,4.570339357386233,1.4055161779918466,Iris-versicolor
+106,6.33018118857405,2.4808893471133846,4.91271936538259,1.5053436670989617,Iris-versicolor
+107,6.690025146689305,2.4243137794759146,5.822079826348729,1.8234434599120972,Iris-virginica
+108,5.583715406939307,3.0,4.180020356209983,1.2967350851257997,Iris-versicolor
+109,5.460884122708564,2.37226268629569,3.6657378856791345,0.9814430113674755,Iris-versicolor
+110,6.761199460029938,3.1673315794117687,5.853979075446027,2.28577575892223,Iris-virginica
+111,5.331733973902344,3.8999996351643444,1.2306814786517084,0.49251989879876223,Iris-setosa
+112,7.521214817656642,3.0,6.517789691864908,2.101505464937405,Iris-virginica
+113,6.829200520260753,3.20630174230354,5.7736582649329975,2.2944657542800604,Iris-virginica
+114,7.899997477261778,3.8177856042690337,6.253444322075108,2.0855721045887137,Iris-virginica
+115,6.931002952423536,3.196358587646144,5.698600003164436,2.3060433437287626,Iris-virginica
+116,6.67699095614539,3.3333664947777475,5.738013529622225,2.194942899886443,Iris-virginica
+117,5.510644443303967,2.635553635520783,4.43043762932903,1.2092941662037784,Iris-versicolor
+118,6.274116734121561,2.894617855515545,5.600050147506791,1.794867993411303,Iris-virginica
+119,4.876038339011966,3.0752370379928005,1.4834033309606176,0.1,Iris-setosa
diff --git a/iris/tab_ddpm/3/22/test.csv b/iris/tab_ddpm/3/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/22/train.csv b/iris/tab_ddpm/3/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/22/val.csv b/iris/tab_ddpm/3/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/23/synth.csv b/iris/tab_ddpm/3/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b649d28ccc979187cc122cd9e6045b7bf12c54ac
--- /dev/null
+++ b/iris/tab_ddpm/3/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.020830730389091,2.7056472211576144,5.083013562982832,1.596993212047175,Iris-versicolor
+1,5.95577021505983,3.0,4.235727471684523,1.4781087801728274,Iris-versicolor
+2,6.072043788298639,3.3995880780429286,4.506629144142461,1.6321569195057608,Iris-versicolor
+3,5.214238844679248,2.6841305961289867,3.9115530800814273,1.4028814017354951,Iris-versicolor
+4,7.626927672671002,3.0,6.629154643217355,2.085586122469385,Iris-virginica
+5,6.184926664233523,3.3802133741458222,4.570994907283663,1.646429879019607,Iris-versicolor
+6,5.750410513022335,3.802032593389096,1.5475222324343767,0.2935195697225642,Iris-setosa
+7,6.6776182911629975,3.283796441560501,5.691143150804151,2.16355453362724,Iris-virginica
+8,6.005602035659108,2.2020049179002426,5.114917827624006,1.5042961630215288,Iris-virginica
+9,5.474169713830806,2.497457050936627,4.073281564020898,1.0508377855995599,Iris-versicolor
+10,5.1216332271965825,3.492597085066886,1.4021978875067953,0.3389284367883343,Iris-setosa
+11,5.5706734909777555,3.0,4.549481463998463,1.4913408982718748,Iris-versicolor
+12,5.791793950210275,2.665370604932853,4.061182070231949,0.9518627327756295,Iris-versicolor
+13,5.066213491547842,3.5469418976876548,1.4101324618016031,0.1979677695530379,Iris-setosa
+14,6.766521903362607,2.762074515589801,4.755686020414497,1.3925700929443052,Iris-versicolor
+15,7.379420853912686,2.8590765902384283,6.312468274955396,1.8435569215801455,Iris-virginica
+16,6.6927000612249845,3.2888563601811924,5.696885270198251,2.101574670043073,Iris-virginica
+17,4.984080584824714,3.619067366583129,1.3931359727625066,0.19710860367024854,Iris-setosa
+18,6.665610220880198,3.1378229666582427,4.695638671819154,1.5182033849710062,Iris-versicolor
+19,6.579322096499024,2.5062601428611933,5.631503601553088,1.8146552274840535,Iris-virginica
+20,6.786285750083962,2.79271292153702,4.725483264736559,1.395465043499086,Iris-versicolor
+21,5.63119275725254,2.7760719479883336,4.436809158646924,1.305470354337191,Iris-versicolor
+22,4.892938910228283,3.0,1.3927514226603095,0.20237542177375026,Iris-setosa
+23,5.042095826096437,3.5360922365435203,1.3910246222545366,0.19509684668542154,Iris-setosa
+24,5.142894865591417,2.5013228644187158,3.2072834003325026,1.1191632174980872,Iris-versicolor
+25,6.681116030840027,3.284635767045526,5.699593091791002,2.1044968383300215,Iris-virginica
+26,6.53826668321269,3.2132338051482314,4.643214672532404,1.5240545445231175,Iris-versicolor
+27,6.735368153587952,2.811191832751836,4.656524122384273,1.3669877564835236,Iris-versicolor
+28,6.003752100212138,2.864983901849584,4.494645339396194,1.496911550508412,Iris-versicolor
+29,7.899998642551653,3.8063309754786525,6.3793396813125725,1.9852297466092779,Iris-virginica
+30,4.4,3.182421263088999,1.3039153232545517,0.20743268736014076,Iris-setosa
+31,5.024999953932295,3.570745605170368,1.3790762521456343,0.1999261072394536,Iris-setosa
+32,4.990126013640018,3.6315169322188328,1.411738167030438,0.2027259424846748,Iris-setosa
+33,6.718085394731058,3.0895429847259948,4.616011036492695,1.4786054287690378,Iris-versicolor
+34,6.668860892716058,3.3159588754808653,5.697263208375034,2.5,Iris-virginica
+35,6.866314600979592,3.1268412993877006,5.093400325974695,2.3117201778791694,Iris-virginica
+36,5.5664000319497795,3.0,4.469503687251796,1.5031463642930032,Iris-versicolor
+37,4.593403568525691,3.6035979521657455,1.0000005015761222,0.1982819837005563,Iris-setosa
+38,7.556526759359537,3.0,6.512815631591978,2.123885401286735,Iris-virginica
+39,5.3082618954532,3.899999646760023,1.2375455816625849,0.46254101184684243,Iris-setosa
+40,5.353516597448493,3.9,1.2252989167275317,0.3918318408266735,Iris-setosa
+41,5.725278626650665,2.8095027062452087,4.510821982890947,1.2936759678811245,Iris-versicolor
+42,5.338777725990598,3.9,1.2379732518845685,0.5473847818174092,Iris-setosa
+43,5.018300995490958,3.5855180560389748,1.4042755635144752,0.19841992017319332,Iris-setosa
+44,5.086740454353592,3.7663510948123826,1.499843153360939,0.2054747874626568,Iris-setosa
+45,5.807399304715472,2.6625052745187148,5.169538666780088,1.8729847067783338,Iris-virginica
+46,6.153350330788051,3.339173400924001,4.614643154915166,1.6373702259320015,Iris-versicolor
+47,5.538189701265593,2.7509477792801347,3.6728497160558744,1.2282406589005985,Iris-versicolor
+48,4.897444526126836,3.0,1.404282100096226,0.20450480061120196,Iris-setosa
+49,6.690682003621371,3.0913190047597667,4.668540647617068,1.486109295727263,Iris-versicolor
+50,6.010503831476905,2.8797611857793157,4.449849837418573,1.485343038918793,Iris-versicolor
+51,6.332536824974248,3.386692404234154,5.595586470345546,2.3994986669514438,Iris-virginica
+52,6.3189811309080435,2.5153438617455306,5.0926995636032055,1.8800988265957408,Iris-virginica
+53,4.491393951101287,2.2891408444103485,1.2934892532301205,0.3073941348729846,Iris-setosa
+54,6.7094823422859,2.4354532274188356,5.90976151069368,1.7921125646414675,Iris-virginica
+55,6.212505067573538,3.402658480295968,5.572885813216713,2.390531164634189,Iris-virginica
+56,6.0217301026869245,2.2259939282684664,5.0984447149671706,1.4928431155284783,Iris-virginica
+57,4.599565056904636,3.398354805573062,1.3949670431116274,0.3241874209350623,Iris-setosa
+58,4.900887071974627,3.0,1.3936338243351483,0.19398255458506308,Iris-setosa
+59,5.9342829625882825,2.7104586502381838,4.938129998988629,1.617995103951472,Iris-versicolor
+60,5.960731822161316,2.975084648038582,5.106969117183534,1.8374436637355471,Iris-virginica
+61,6.0502334943763225,2.837262809614649,4.724951202273262,1.5238678538561445,Iris-versicolor
+62,6.723320099240451,2.528176302613552,5.771625515126234,1.7508790146357953,Iris-virginica
+63,6.684548565591411,2.481039703838703,5.760524456238691,1.7871135418862747,Iris-virginica
+64,6.291911342965188,2.535514269554817,4.8879764163335615,1.560671956683455,Iris-versicolor
+65,5.991510315473687,3.0,5.077919451718821,1.8137718088924106,Iris-virginica
+66,5.104254898267032,2.472539254360778,2.8549764601705796,1.0687660258799765,Iris-versicolor
+67,5.092264926815006,3.8090066482965694,1.5466945038004485,0.20276158708011413,Iris-setosa
+68,7.610388147688237,3.0,6.599878091108396,2.1100097752030456,Iris-virginica
+69,4.998677842689277,3.616723206624259,1.3920000062416307,0.20634938321788832,Iris-setosa
+70,7.699349587695122,2.9852727282132596,6.690001275258592,2.0935915133379948,Iris-virginica
+71,6.273512159784875,2.4989596395345166,5.06611900371236,1.8882509256032378,Iris-virginica
+72,6.031872291151838,2.8598626297885934,4.56786051218517,1.504125775085762,Iris-versicolor
+73,6.045907317819281,3.0,4.494661432992767,1.3952933759638708,Iris-versicolor
+74,4.863839345048476,2.349552336078013,3.4378605207089747,1.0317764479391642,Iris-versicolor
+75,5.7305275470627315,2.790349377529363,4.497247600037734,1.3127057200614556,Iris-versicolor
+76,6.793568902054746,3.198226009467593,5.929533206271179,2.315027415637005,Iris-virginica
+77,4.793088894049914,3.0,1.3892714742480263,0.3628017694369987,Iris-setosa
+78,6.522587319407248,2.959133640162977,4.321607331312097,1.3345182683558021,Iris-versicolor
+79,5.69830858071609,2.9879570254538286,4.512119999466933,1.4865752403370291,Iris-versicolor
+80,6.016592035695978,2.9121867263101335,4.5493114717694585,1.4963243068600416,Iris-versicolor
+81,6.081870800841513,2.586407964742919,5.594249525541355,1.402877156612814,Iris-virginica
+82,7.267445687393202,2.9247512838593677,6.307385155982645,1.8421583641047132,Iris-virginica
+83,5.521963440214576,2.6133797637272784,4.421142014601769,1.2411376369180827,Iris-versicolor
+84,5.554523199016675,3.0,4.214977922766448,1.3008359525178792,Iris-versicolor
+85,7.9,3.804026423720728,6.285708073739768,2.028255066130568,Iris-virginica
+86,4.595922635348776,3.367489335192782,1.4018700018424353,0.2921726617421699,Iris-setosa
+87,4.798745896498261,3.394445121342472,1.4956447266043664,0.19923588576329776,Iris-setosa
+88,6.214184897542857,3.3304686641031425,4.693959527242113,1.626202003318157,Iris-versicolor
+89,7.6425953107946665,3.0,6.639035116963958,2.078852599764828,Iris-virginica
+90,6.71528370218456,2.506674199994376,5.824763305122081,1.7963280486730637,Iris-virginica
+91,6.561468258395683,3.0,5.793697919964016,2.1432622695746537,Iris-virginica
+92,5.983415466045167,2.904324255993221,4.473998655874672,1.4942002914481047,Iris-versicolor
+93,6.003764160044555,2.204212077437484,5.102313228032975,1.488446842821885,Iris-virginica
+94,5.134724950087146,3.7247735321520388,1.4967845221100453,0.5196295398744752,Iris-setosa
+95,5.298021658246284,3.899999592145923,1.2269532890067993,0.469974784006939,Iris-setosa
+96,5.676279349940086,2.9295236153556394,4.256717127426107,1.2595861141687894,Iris-versicolor
+97,5.721739264802436,2.7795222809876443,4.53189188493612,1.2930851236862768,Iris-versicolor
+98,6.492468401205267,3.194763289176256,5.112515707889152,2.018218700768079,Iris-virginica
+99,6.3220539115285135,2.4940216159529394,5.019936735737424,1.8674431832776202,Iris-virginica
+100,6.746023000341879,3.2975738568551294,5.712626318681365,2.157092888356791,Iris-virginica
+101,6.986771805771881,3.1409785406366155,5.73800254809146,2.2893565947928263,Iris-virginica
+102,7.2250249738862165,2.918867713817742,6.142654852164687,1.8664466587697557,Iris-virginica
+103,5.896117648272757,2.9611671285157373,4.552904535141085,1.5017254791545798,Iris-versicolor
+104,5.244025685301633,3.744979384680296,1.5457204244169864,0.3106608639936355,Iris-setosa
+105,6.8022987253826255,3.181505031640943,5.851559897001179,2.2701190186417763,Iris-virginica
+106,6.69269959285018,3.378617392154047,5.690202275567127,2.5,Iris-virginica
+107,4.400000641725588,3.208131748109659,1.3106352413793574,0.20365659616152856,Iris-setosa
+108,7.7303223193000274,2.7813261295856604,6.710106304222504,1.9981220748806832,Iris-virginica
+109,6.316909611023935,2.4926062236095805,5.003371814158692,1.8883413271496123,Iris-virginica
+110,5.160092756366258,3.4650885413567223,1.4005387240203044,0.20621189193680609,Iris-setosa
+111,6.261016187970657,3.358298612008736,4.688353817549931,1.6235267884902718,Iris-versicolor
+112,5.189910619567079,3.4649737137402195,1.403048497697452,0.20316350890880214,Iris-setosa
+113,6.040635517624219,2.9687193384928166,4.621402732357978,1.369519134663175,Iris-versicolor
+114,6.864371106151949,3.1132931150923793,5.148237992518902,2.30194579778194,Iris-virginica
+115,5.108896137740426,3.4702564728295346,1.4052417563306792,0.20110071869142385,Iris-setosa
+116,5.764827108323474,2.6820806064950085,4.999638499205752,1.8915435554913052,Iris-virginica
+117,5.754811258150047,3.786669272566628,1.7062545181201723,0.2787252564283992,Iris-setosa
+118,5.225051210424049,2.7194947000316496,3.9458448533765016,1.4101332885147018,Iris-versicolor
+119,5.5797797015194535,3.0,4.468773027876147,1.4971470807122418,Iris-versicolor
diff --git a/iris/tab_ddpm/3/23/test.csv b/iris/tab_ddpm/3/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/23/train.csv b/iris/tab_ddpm/3/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/23/val.csv b/iris/tab_ddpm/3/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/24/synth.csv b/iris/tab_ddpm/3/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1ca61c4099dda0bba2d9e65a3d9214601139fd15
--- /dev/null
+++ b/iris/tab_ddpm/3/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.086787674980236,3.508011193848418,1.4064869698362081,0.2963075072761555,Iris-setosa
+1,5.702877729500964,2.816656260563635,4.49851681843971,1.3000423000022014,Iris-versicolor
+2,6.810111629965656,3.1932048572836687,5.7310597874410565,2.302862915165612,Iris-virginica
+3,7.69170167668328,2.535696983170972,6.899998311277324,2.309403642231949,Iris-virginica
+4,5.554801859574827,3.0,4.4695097643889525,1.4984913271958358,Iris-versicolor
+5,5.012624888049128,3.5578726719133322,1.3957370280717236,0.19788102749695058,Iris-setosa
+6,6.030001231849013,2.2135432924141263,5.048889254031751,1.4932369148758522,Iris-virginica
+7,7.8999988419901115,3.8171927025129415,6.403455026897244,2.0450461848166595,Iris-virginica
+8,6.768505387900878,2.804133748390816,4.652167025855484,1.4022935192292432,Iris-versicolor
+9,5.797701266510558,2.9415081310439715,4.336291219227785,1.3200660879086739,Iris-versicolor
+10,5.537428581731783,2.449806865371771,3.801319686033398,1.0409126589233724,Iris-versicolor
+11,5.68375073706735,2.9310778112825258,4.197064311317506,1.2870988834564296,Iris-versicolor
+12,6.107667708828971,2.7840151968169184,4.711844493516564,1.2133619952542027,Iris-versicolor
+13,5.670092204117073,3.0,4.1560762113054075,1.3084833727593088,Iris-versicolor
+14,6.7855294735092695,3.22550840489452,5.918849748430354,2.2864500249161877,Iris-virginica
+15,5.968573024576126,3.0,4.487085293980033,1.3939929590358582,Iris-versicolor
+16,7.525781815532505,3.0,6.513115333381942,2.0757301831448185,Iris-virginica
+17,5.7647405141540995,2.689887789123623,4.158248063567765,0.9782705065663488,Iris-versicolor
+18,5.353157413972815,3.411799131504178,1.5360150515495015,0.206726649219581,Iris-setosa
+19,5.894704523987074,3.0,5.147176998169316,1.7811551089490658,Iris-virginica
+20,4.590918314420223,3.6184540474670346,1.0,0.19850435663613875,Iris-setosa
+21,5.80310423483538,2.667586085067604,5.061414446745653,1.8868006020292423,Iris-virginica
+22,6.270356204718781,3.3288435324356143,4.682281659627541,1.5979396322767494,Iris-versicolor
+23,4.595987909836127,3.3447844830192337,1.4040632674168958,0.3219895909914173,Iris-setosa
+24,5.504749170813553,2.4109859628574664,3.708555923106168,1.036196449473749,Iris-versicolor
+25,5.080491732351493,3.510077285238607,1.4020054990596111,0.19866258019509525,Iris-setosa
+26,5.191491078794848,3.3867357357342947,1.3914497346504118,0.2039249037857752,Iris-setosa
+27,5.130317815787482,3.6862925054014353,1.5116466112322517,0.3615600800564115,Iris-setosa
+28,6.8019186203303645,3.21794538642961,5.830135528848991,2.2753544541295088,Iris-virginica
+29,4.4,3.2189771858887903,1.2855185704209768,0.20389969134779423,Iris-setosa
+30,5.1786727145420945,2.679588690284951,3.7533997787880105,1.379111996828049,Iris-versicolor
+31,4.853000037604132,3.0157690880834176,1.4444345927243547,0.1,Iris-setosa
+32,6.847142602292132,3.2044516674131858,5.784308725454827,2.2807144585824872,Iris-virginica
+33,5.079345741732967,3.809589857844972,1.491802615365949,0.2059926851240278,Iris-setosa
+34,6.693539671601793,3.3190290801711297,5.718051627692237,2.5,Iris-virginica
+35,5.58918327289015,3.0,4.2133777033086615,1.30411671822836,Iris-versicolor
+36,5.70898705372094,2.5920357827213767,4.139244110619123,1.0458713521436362,Iris-versicolor
+37,5.2841951526745055,3.8999995777694125,1.2345520892971524,0.5184074381441367,Iris-setosa
+38,5.8858083560082095,3.0,4.13879560497866,1.5207621259112905,Iris-versicolor
+39,5.980528683851739,2.680967495670112,5.107340750791679,1.6382077206704382,Iris-versicolor
+40,7.569604804953025,3.0,6.5312246802538905,2.098230651331109,Iris-virginica
+41,6.250284207060298,2.8071712906817163,5.488098787117156,1.8195798846076765,Iris-virginica
+42,6.108416533028385,2.5881671886745377,5.555558500964402,1.4196471055272941,Iris-virginica
+43,5.517426354843624,2.436939072741974,3.7570303716548503,0.9538126099555817,Iris-versicolor
+44,6.321533250071111,2.47933243353312,4.868650940155004,1.524263181696027,Iris-versicolor
+45,5.887533011363016,3.0,4.207506666753425,1.5135789715552068,Iris-versicolor
+46,5.392602927694255,3.4045881021255826,1.690048427430789,0.343320426935626,Iris-setosa
+47,5.399320477045326,3.9,1.2539337270149853,0.509928773167876,Iris-setosa
+48,6.705515440731305,2.5054750073937675,5.790292487635845,1.7831744493138515,Iris-virginica
+49,7.689390410388989,2.5771630227311473,6.9,2.29572558125832,Iris-virginica
+50,6.304877566583634,2.5163705939833694,4.947813687194976,1.4997564584404888,Iris-versicolor
+51,5.131116217796553,3.488994005466427,1.4028442066528837,0.2978230317256967,Iris-setosa
+52,5.079998174401525,3.6932739539705817,1.4828650575464102,0.4313878354475654,Iris-setosa
+53,6.954820878306076,3.1169122466507995,5.076011466676404,2.3169134044619883,Iris-virginica
+54,6.210239813360739,3.321851137357838,4.660093982773332,1.6333948605112987,Iris-versicolor
+55,6.853619347234075,3.20992834408916,5.753924358846356,2.30015396762443,Iris-virginica
+56,5.587589276632723,2.4769388306433027,3.918796346247076,1.0596922020310255,Iris-versicolor
+57,5.738452378918689,2.9998258004712754,4.30881072026124,1.33001699944484,Iris-versicolor
+58,6.28667281713695,2.5106860062999825,4.967906378347076,1.886491596383383,Iris-virginica
+59,5.98529386300697,2.7055980135280837,5.084912123351349,1.6148226432213209,Iris-versicolor
+60,5.069366552600199,3.508681289980972,1.389073403572127,0.20137462956505886,Iris-setosa
+61,6.199714715627044,3.356811784220257,4.611846694993223,1.636318474217341,Iris-versicolor
+62,5.146135350916794,2.457640741928756,3.0626904874718575,1.068184923822944,Iris-versicolor
+63,6.284115989345212,3.343404523711133,4.712696418862702,1.644966424777089,Iris-versicolor
+64,4.888883157110136,2.4516882111232707,3.2744272117272155,1.006590322351918,Iris-versicolor
+65,6.067088127446812,2.931223442578597,4.417727067299779,1.443170946576159,Iris-versicolor
+66,4.893415049315333,3.0993273499560896,1.4868094517363248,0.1000001136201603,Iris-setosa
+67,5.6388399112418774,2.473712853386111,3.9575503698442205,1.144330927505411,Iris-versicolor
+68,6.3340929802979575,3.2779531249894953,4.714665710239876,1.6154054956670065,Iris-versicolor
+69,4.90200524123596,3.0,1.4001641382137162,0.19908588790563678,Iris-setosa
+70,5.598969472356599,2.5033533044051457,4.030884356358844,1.0393692428582135,Iris-versicolor
+71,4.998933621452192,3.4054832537205515,1.6285124253273784,0.4347095555416729,Iris-setosa
+72,5.6791303282340495,3.7904355486702874,1.5710338757091729,0.3624121195186639,Iris-setosa
+73,6.6370780016602,3.3072219694128044,5.651896759504352,2.5,Iris-virginica
+74,6.677449833177054,3.304545983153927,5.715679313882626,2.5,Iris-virginica
+75,6.027033023049249,2.75346647881407,5.501237749539652,1.8406556752500318,Iris-virginica
+76,6.680839299501334,3.305119481898826,5.688140791922673,2.120998950365899,Iris-virginica
+77,6.001253439552527,3.4086837826548946,4.501008529656511,1.61788804836741,Iris-versicolor
+78,5.167309054744357,3.412028060919763,1.4032970537087663,0.20728185311900654,Iris-setosa
+79,6.493900323081645,3.0,5.82709309171181,2.205472197942455,Iris-virginica
+80,4.40000049133449,2.905391065288991,1.405496725537506,0.19092222867800518,Iris-setosa
+81,7.899998731072242,3.8166859038513876,6.415015497707547,2.045916291287297,Iris-virginica
+82,5.005589310229149,3.4050034557857174,1.720891242063935,0.3941543704264179,Iris-setosa
+83,5.590925291833421,2.5045406125478378,3.709621478545732,1.1209602283372284,Iris-versicolor
+84,6.259573172677586,2.504464076877358,5.037375416771141,1.897338865641055,Iris-virginica
+85,5.796231216492312,2.801002395267269,4.256371065051173,1.1971546188082791,Iris-versicolor
+86,4.853446964552724,3.456245096046447,1.4539039315565179,0.1935219163652669,Iris-setosa
+87,5.201039362679137,2.702165711109121,4.035727675403937,1.4011014999216012,Iris-versicolor
+88,5.5753237812639815,3.0,4.102426960983076,1.2947847792247686,Iris-versicolor
+89,6.2305026301208395,2.2198125823925907,4.4714954117948915,1.4855567441244504,Iris-versicolor
+90,6.065510772874771,2.6778226070581796,5.119580446017091,1.5787383362804117,Iris-versicolor
+91,5.6782919761486195,3.776331324818587,1.6858422313701515,0.28782009813058274,Iris-setosa
+92,7.9,3.809257766672002,6.343552709838448,2.0172582536278387,Iris-virginica
+93,5.377316152464398,3.8999990581831705,1.2790577679363,0.40998383032373364,Iris-setosa
+94,6.605815551016273,3.1893417989668063,5.765957690786856,2.255087108856973,Iris-virginica
+95,5.229570766336812,2.7215975915940076,3.7239303232070324,1.421037377176963,Iris-versicolor
+96,6.780910410708907,3.037484576501225,5.212474663698254,2.2353855799344684,Iris-virginica
+97,5.035288241138857,3.381232049241655,1.5388749831277129,0.40269088319784163,Iris-setosa
+98,5.571749840849723,3.0,4.4431074300608815,1.4901638552694054,Iris-versicolor
+99,6.6258662791775755,3.286174183018012,5.652850562147359,2.5,Iris-virginica
+100,4.891081295017573,3.0942817455450427,1.4978780846118538,0.1,Iris-setosa
+101,7.264396586097294,2.9030192038235474,6.39872170429276,1.7926418786462688,Iris-virginica
+102,4.787997477494641,3.3871215359304476,1.4963649096182745,0.20041773513994857,Iris-setosa
+103,6.278473277756081,2.463560278813321,4.995086954573928,1.91799192005644,Iris-virginica
+104,6.676698800401205,3.307843308391038,5.706913351601795,2.5,Iris-virginica
+105,6.431478780304051,2.9131120767843433,4.306800674833463,1.2991447396463212,Iris-versicolor
+106,7.899998691279723,3.8019529291582095,6.365397764141425,2.025282701598278,Iris-virginica
+107,5.565103626948933,2.435516995980189,3.8240388518629986,1.0302376376945166,Iris-versicolor
+108,6.718735599278474,2.485984160087281,5.786167776726363,1.8552360079677186,Iris-virginica
+109,4.995777699676497,3.4126688345181666,1.6987899165514182,0.4038482226528187,Iris-setosa
+110,5.773292932320613,2.815861261981659,4.250965973152175,1.1256304801451094,Iris-versicolor
+111,5.626537135812703,3.0,4.420405902875486,1.4995036690751715,Iris-versicolor
+112,7.694232535944057,2.578892024229087,6.899998747499112,2.305747523113796,Iris-virginica
+113,4.917641724900113,2.3682321837734586,3.268225518970774,1.014345021844278,Iris-versicolor
+114,4.4,2.895703850235614,1.4148276859282896,0.20229299618604515,Iris-setosa
+115,5.577831709273903,2.6659233714668384,4.457736117198392,1.2058052481241492,Iris-versicolor
+116,5.981022687032165,3.4211580470515153,4.496089777174804,1.5996849462829348,Iris-versicolor
+117,4.4,3.179405117528062,1.3295799794795766,0.20395321473274147,Iris-setosa
+118,5.117650685048219,2.5013873832920486,3.0873129155573187,1.134480557044899,Iris-versicolor
+119,5.71785938329213,2.7849023177372256,4.488756068401277,1.2626238877048976,Iris-versicolor
diff --git a/iris/tab_ddpm/3/24/test.csv b/iris/tab_ddpm/3/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/24/train.csv b/iris/tab_ddpm/3/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/24/val.csv b/iris/tab_ddpm/3/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/25/synth.csv b/iris/tab_ddpm/3/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9f6496aeb685231cf9039c9e06340e235453f626
--- /dev/null
+++ b/iris/tab_ddpm/3/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.42376566597528,3.489723042956183,1.6127635689178,0.19633661843014283,Iris-setosa
+1,6.3005733463036036,2.1775522353220467,4.467265807372502,1.378273585895932,Iris-versicolor
+2,4.5710851761529545,3.6108117203577432,1.0,0.19610168209759998,Iris-setosa
+3,7.9,3.8052508073236804,6.369923004803175,2.026991453223296,Iris-virginica
+4,6.78659408354182,3.0,5.4940058365220255,2.0678697905937895,Iris-virginica
+5,5.996551692331257,2.830689345772105,4.540230487239487,1.4332578495976418,Iris-versicolor
+6,7.677265778824235,2.594003687945825,6.899998436487584,2.2953216639095224,Iris-virginica
+7,5.375177478646795,3.403959751637875,1.465865044086254,0.2026710712904821,Iris-setosa
+8,5.1142214984597345,3.725904049658555,1.589034085739224,0.4457906171610866,Iris-setosa
+9,6.869280529990748,3.200346630457851,5.715625920520887,2.3220188134041133,Iris-virginica
+10,5.097040219664058,3.501757962521636,1.4032089380827883,0.19716529578107056,Iris-setosa
+11,6.301476494018324,2.301349079059947,4.400706367701922,1.2730174279753232,Iris-versicolor
+12,6.453700784889659,2.9184577559522094,4.308818907755942,1.3004356382677555,Iris-versicolor
+13,6.553904185652771,3.0,5.8594001893734315,2.23289383020932,Iris-virginica
+14,6.633237858209386,3.3072603922256567,5.688122429839227,2.5,Iris-virginica
+15,6.505031202362232,2.9848790180798757,4.3313239470681015,1.3797691144240112,Iris-versicolor
+16,6.795648008153412,3.217347970913005,5.789976805680253,2.3098907830581688,Iris-virginica
+17,6.91648727667561,3.1941879233825348,5.7773971688451535,2.3161357614310654,Iris-virginica
+18,6.802146366270457,2.8120784392564904,4.748319098036358,1.3739712593661766,Iris-versicolor
+19,6.902185606880924,3.10366009893705,5.124785816683615,2.2892841982230867,Iris-virginica
+20,7.584492937696538,3.0,6.596800394231532,2.1139409555227324,Iris-virginica
+21,7.89999894782626,3.8142034274833416,6.372626012639098,2.0098046952875492,Iris-virginica
+22,5.622358915085442,2.771955322096662,4.4325339563906825,1.2843479075083581,Iris-versicolor
+23,5.790540683170562,2.6652876738154077,5.186531073785769,1.9115800507958511,Iris-virginica
+24,4.56299210527975,3.3615116521958406,1.4006822710622546,0.32699836179937575,Iris-setosa
+25,7.7403414790015725,2.5916412695263777,6.9,2.3137219507825546,Iris-virginica
+26,5.578879313454245,3.0,4.496793545407419,1.4962406853711014,Iris-versicolor
+27,5.519093005207632,2.4222816902145814,3.829707381047054,1.0162550389582832,Iris-versicolor
+28,5.253584505857772,3.9,1.2155900704735656,0.4306390775266763,Iris-setosa
+29,7.7142424333786845,2.5852879002702225,6.899998627016018,2.3126665339495163,Iris-virginica
+30,7.683771520457013,2.778773402541443,6.648340243182856,1.993896398662119,Iris-virginica
+31,6.575031057564548,3.0211440581373092,5.500026721442601,2.001862813381936,Iris-virginica
+32,5.997450414593407,2.898378574484966,4.48016688219415,1.493286133657621,Iris-versicolor
+33,5.014495754811765,3.5473234231965516,1.401300511524333,0.20441453042327445,Iris-setosa
+34,5.755018272117712,2.43047497735504,4.207103430206757,1.1995721238039305,Iris-versicolor
+35,6.801453999495285,3.1907894220263544,5.804734965287449,2.2881469398727106,Iris-virginica
+36,6.026882246065795,3.0,4.570298189323604,1.3919798467392923,Iris-versicolor
+37,6.3326039104983405,2.485207620183041,4.941044395926711,1.5005119133794023,Iris-versicolor
+38,6.356209209162274,2.444587913830972,4.800831613199007,1.488044862760281,Iris-versicolor
+39,5.808906750372261,2.6749580466834053,5.0301921712267355,1.863944930845724,Iris-virginica
+40,7.404816624074762,2.8592550059814092,6.417659206001866,1.8831087276896668,Iris-virginica
+41,5.909422919737855,3.0,4.15931828511167,1.502422742038731,Iris-versicolor
+42,5.7309174561411576,2.8214702324261474,4.470726565470334,1.2680686451957401,Iris-versicolor
+43,6.37440310182601,2.53716946367921,4.856948219080958,1.4889978245892999,Iris-versicolor
+44,5.27190171892673,3.7689451673327143,1.552811908220034,0.20276343780028536,Iris-setosa
+45,6.074276240490609,2.586370512058963,5.58330995194834,1.4055059577343603,Iris-virginica
+46,4.850739466655242,3.082490027783016,1.7447522879471506,0.10000013785839565,Iris-setosa
+47,5.830230593570613,2.689383494048952,4.208092876712622,0.9741560155279501,Iris-versicolor
+48,5.193085153929462,2.7214526655904807,3.935804178151691,1.4001405569181782,Iris-versicolor
+49,5.501201689345625,3.756015758157809,1.4995687567545382,0.2779837239102753,Iris-setosa
+50,4.99621047789329,3.415498507382542,1.5167558342604608,0.3385509672060459,Iris-setosa
+51,6.6790884636788705,2.4985777683558728,5.792608007591485,1.8213574435297324,Iris-virginica
+52,5.3257264475264074,3.9,1.2267682200422187,0.609538171400721,Iris-setosa
+53,6.787443713169661,3.201381465511597,5.709299166515785,2.2757120525666186,Iris-virginica
+54,5.544888963434081,2.607384955399571,4.376170389990429,1.14020234498601,Iris-versicolor
+55,7.380417070773199,3.0,6.325738436691502,2.1047373854749405,Iris-virginica
+56,7.899998902565116,3.796301298115573,6.405291212246624,2.020701963593839,Iris-virginica
+57,5.120087898007474,3.818914563129827,1.4845326625216118,0.19906894906879619,Iris-setosa
+58,6.08161982218829,3.0,4.573467523412038,1.4075631160618354,Iris-versicolor
+59,6.683153875262518,3.1014445176025665,4.661081026014346,1.490468306249266,Iris-versicolor
+60,5.114470464973964,3.4973692623867025,1.3941932849359095,0.30772225339087955,Iris-setosa
+61,7.126083825340491,3.0,5.928170699708933,2.0822466905848,Iris-virginica
+62,6.53703618684175,3.0,4.323545919186618,1.3675209951334828,Iris-versicolor
+63,6.167814353180064,3.325077444465624,4.620199454880411,1.628121676339754,Iris-versicolor
+64,7.225589581340428,2.873292173590841,6.205572142733981,1.7909519781918157,Iris-virginica
+65,6.671544901733743,3.3401362553543428,5.71707975333076,2.499999617899458,Iris-virginica
+66,6.50411101391299,3.197696910155579,5.1285470032056,2.0104157063265387,Iris-virginica
+67,4.842716367063379,3.0,1.3951524697771451,0.10000009285962431,Iris-setosa
+68,7.367103684011029,3.0,6.231359768192374,2.093731653262846,Iris-virginica
+69,6.971468242209187,3.0,5.753406624747535,2.0646125830495747,Iris-virginica
+70,5.4029500550196445,3.899998779148167,1.288070578662632,0.4053147948321806,Iris-setosa
+71,6.704163327776067,3.101972100837556,4.6673226026808745,1.5068076333532747,Iris-versicolor
+72,4.910765389153505,3.0791272668183356,1.5610912764250338,0.10000012108283206,Iris-setosa
+73,5.739452010138373,3.795709517818187,1.6299297362610492,0.29856204052587193,Iris-setosa
+74,4.80224823027529,3.0,1.4079588121793287,0.10000012775361111,Iris-setosa
+75,6.2694759073356705,2.4849490999480843,4.899981797326666,1.5079483406051017,Iris-versicolor
+76,5.397225735203874,3.9,1.2205222601907613,0.43695976552977267,Iris-setosa
+77,6.74446998541841,3.257557311524656,5.74430604175423,2.145323216330341,Iris-virginica
+78,6.2913655947769085,2.5164555799393127,5.043611531231586,1.8668725318793071,Iris-virginica
+79,6.10996138958352,3.0,4.609342735562121,1.4104386511989415,Iris-versicolor
+80,6.273867608901375,2.4994001127569176,4.894080233042955,1.50614620961302,Iris-versicolor
+81,6.643034540936546,3.301971451447761,5.6876474088171305,2.5,Iris-virginica
+82,6.295800001765366,2.4692592050405393,5.017981354211832,1.915288043317391,Iris-virginica
+83,5.288955068249542,2.3873130955466655,3.562139073224296,1.0006219614987684,Iris-versicolor
+84,6.0858096924093115,2.5854175164414226,5.622062206586634,1.3834906637320823,Iris-virginica
+85,6.27446279654566,2.8996611100770453,4.371595560834436,1.3093671141874652,Iris-versicolor
+86,6.020058074464636,3.378326053157036,4.577960149224975,1.63725929791557,Iris-versicolor
+87,5.010127701285559,3.380120549661906,1.5935664794408961,0.33865906033557713,Iris-setosa
+88,6.786481177814709,3.2302610286741835,5.7148291599479375,2.3199346574381243,Iris-virginica
+89,6.949456343315232,3.106923594463473,5.068370048803825,2.293271014773611,Iris-virginica
+90,6.0278103901278595,3.356452161708331,4.6064694742115755,1.6301015323250752,Iris-versicolor
+91,5.385085988699648,3.9,1.2685721347686738,0.62378649397057,Iris-setosa
+92,7.9,3.806435324002464,6.414031263557424,2.029715106678237,Iris-virginica
+93,5.656604794236219,3.768027069541676,1.5920312238784247,0.2776177905558479,Iris-setosa
+94,7.712190501458366,2.583973023042219,6.899998946173175,2.3002931035725265,Iris-virginica
+95,5.384991555200031,3.9,1.1866073183358996,0.3449279903779938,Iris-setosa
+96,6.026744090959227,2.6998852171313006,5.073422886920255,1.540375501588117,Iris-versicolor
+97,4.794011113051564,3.0,1.40068710110495,0.2976753720716611,Iris-setosa
+98,5.784358776613926,2.9301582666118575,5.124601556978428,1.8601163111505008,Iris-virginica
+99,6.048178814772475,2.9147782546177066,4.480508280485731,1.4875450955720122,Iris-versicolor
+100,6.898057325174417,3.0974832469397935,5.121171503140221,2.2700261790144576,Iris-virginica
+101,5.288246980503078,2.801061806263334,4.006290369490269,1.430292380555793,Iris-versicolor
+102,5.664022458668888,2.550516560694909,4.023842182952117,1.082345817939661,Iris-versicolor
+103,6.022514336713284,2.730135531137436,5.088054997576012,1.5660512476991122,Iris-versicolor
+104,5.648527042636945,3.7940513514208036,1.4923145519690308,0.2897253164914053,Iris-setosa
+105,7.679243394840111,2.5875842043423924,6.899998769915923,2.300436090917161,Iris-virginica
+106,4.892202359185074,3.0903548378301022,1.4944372222917763,0.1,Iris-setosa
+107,4.993872285045264,3.3801486032148427,1.5453806324135637,0.3556616267646244,Iris-setosa
+108,4.901706409900122,3.0,1.3954220984060945,0.1926561830939274,Iris-setosa
+109,5.100551055833972,3.814490224947027,1.4960221065461847,0.20817527497173924,Iris-setosa
+110,6.296774520933393,2.3216143328185055,4.410433151959416,1.3178138702167692,Iris-versicolor
+111,5.140582266121326,3.5063025255083216,1.4014574974123566,0.2011002270831224,Iris-setosa
+112,5.564514747856459,3.0,4.497777094321778,1.500261543816873,Iris-versicolor
+113,6.700906581323738,2.473037009533517,5.8090259896155,1.8072417712897584,Iris-virginica
+114,7.25362113198508,2.8757393837194916,6.271566276086569,1.80621676830811,Iris-virginica
+115,6.785288786661084,2.753515817098338,4.780304943550852,1.431007788925708,Iris-versicolor
+116,5.65185104407145,2.8616133436144695,4.0735915171295165,1.2937120062091623,Iris-versicolor
+117,5.99522873188949,2.75781332137438,4.913060247763025,1.545439097219023,Iris-versicolor
+118,5.566693829612827,3.0,4.482196194429106,1.4930911289284299,Iris-versicolor
+119,5.815154735517268,2.7475575366948926,5.0208477545565415,1.8895734962907451,Iris-virginica
diff --git a/iris/tab_ddpm/3/25/test.csv b/iris/tab_ddpm/3/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/25/train.csv b/iris/tab_ddpm/3/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/25/val.csv b/iris/tab_ddpm/3/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/26/synth.csv b/iris/tab_ddpm/3/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b0fe241f9eaef09a8e2b8a02a03d4cb374e9fc44
--- /dev/null
+++ b/iris/tab_ddpm/3/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.224282573681498,2.501875500692417,3.11735949017329,1.1046733994315079,Iris-versicolor
+1,6.682732672983775,3.307762970176239,5.695297303299655,2.1079141267180574,Iris-virginica
+2,5.565886945979874,3.0,4.493134921181321,1.4998094285735193,Iris-versicolor
+3,5.4286162452229405,2.4813391600813315,3.9399356793014495,1.1137082012950466,Iris-versicolor
+4,6.392964221474909,3.3592003267163344,5.610692279496502,2.394698638154854,Iris-virginica
+5,6.621517903234901,3.3302911127358787,5.682726863534149,2.4999996106635383,Iris-virginica
+6,7.9,3.8083500260110332,6.375302702231302,2.0254300897955266,Iris-virginica
+7,5.113347675998813,3.7975346647396653,1.720658893830857,0.2050021743928864,Iris-setosa
+8,6.303733620605574,3.3989424372519235,5.646894523075501,2.388317281394186,Iris-virginica
+9,5.105814860992215,3.6890889849031545,1.5725651799357152,0.40146574654559786,Iris-setosa
+10,4.400000485796193,2.9849666229231446,1.3756834350456268,0.19948185748431652,Iris-setosa
+11,6.189804493201771,2.209275197135395,4.4877129725847755,1.5167266022728705,Iris-versicolor
+12,5.045684406284321,3.5507892823938167,1.4943353922209026,0.3707197792947937,Iris-setosa
+13,4.935038021202162,2.4015971908059677,3.4067710084863965,1.0289998589751828,Iris-versicolor
+14,6.3769782104462,2.866593323192268,4.303896335145763,1.3081084715359192,Iris-versicolor
+15,5.35219017449833,3.7077182747916613,1.492397299340527,0.2053061635518519,Iris-setosa
+16,5.714597296302911,3.794276773746458,1.4923512260890208,0.31668664020705184,Iris-setosa
+17,4.6642990244524585,3.373578106989557,1.4210065007976844,0.3396009488428858,Iris-setosa
+18,5.212978473871733,2.7580649861456044,3.866441865806485,1.4282643565868633,Iris-versicolor
+19,5.376258180526993,3.899999481248477,1.3095871544574407,0.5139009519110854,Iris-setosa
+20,6.506408928924158,3.1845125292745773,4.9941353875088135,1.9998536587944205,Iris-virginica
+21,5.084373652016098,3.806347097585318,1.4987020370799011,0.20506568819690055,Iris-setosa
+22,5.086098121940529,3.500843432035863,1.374726878058089,0.19884028691017785,Iris-setosa
+23,6.697130917454571,3.2902108707780986,5.674576934547318,2.108729564650306,Iris-virginica
+24,5.779819003732746,2.9902290346231575,4.325111935226977,1.3040710244040714,Iris-versicolor
+25,6.8802449374288885,3.1240128551155797,5.133650151781706,2.312788095114568,Iris-virginica
+26,5.728662174944014,2.4165878519254207,4.055529403385267,1.2177205183913358,Iris-versicolor
+27,4.575689166625108,3.373553214681056,1.4045199606675378,0.29143313480041916,Iris-setosa
+28,5.412107305450471,3.899999647561959,1.2047276429601457,0.36088851984883125,Iris-setosa
+29,4.593958179816221,3.6124265855298003,1.0,0.20138150511362493,Iris-setosa
+30,6.1455091750911075,2.822545163056831,4.579622660553001,1.4627563609633678,Iris-versicolor
+31,6.363343206944107,2.5995837016476777,5.269746146608109,1.902784448393341,Iris-virginica
+32,5.389582207340486,3.9,1.2472613362839322,0.6452935026236473,Iris-setosa
+33,4.827595358030905,3.0,1.3924898035431368,0.29654624663137663,Iris-setosa
+34,6.00362867169637,2.9906958342727332,4.548148454036022,1.3623672265932305,Iris-versicolor
+35,7.679909979538619,2.543270177221983,6.8999988096857825,2.319325867324344,Iris-virginica
+36,4.828061510461295,3.0,1.400120500727439,0.2939325623070467,Iris-setosa
+37,7.9,3.820882169606681,6.372505575859154,2.0582411380961174,Iris-virginica
+38,5.111174320882913,3.493988717140218,1.3876708310756396,0.29372476828277594,Iris-setosa
+39,6.674539535563991,3.3183133900548794,5.656967038335713,2.138899978001717,Iris-virginica
+40,6.883226808848351,3.2093053420871596,5.698833436430707,2.3077818060467536,Iris-virginica
+41,6.475588113102945,3.0,5.787437164633186,2.152812164487908,Iris-virginica
+42,4.891816121984324,3.1041303287330977,1.489492964214023,0.10000010611729435,Iris-setosa
+43,6.678244531640333,2.473550265812682,5.754901036582074,1.7264825232548768,Iris-virginica
+44,7.187753760607015,2.8911912642025785,6.176734840483418,1.7938841303033686,Iris-virginica
+45,5.086552637563917,3.803007830387269,1.4909705000310178,0.2051369215921527,Iris-setosa
+46,5.805367314492222,2.6580926545926373,5.090789506936747,1.8450708620142102,Iris-virginica
+47,5.641324913678711,2.474176357592725,3.9200103047892894,1.0919072577946196,Iris-versicolor
+48,6.001315744297745,3.406066851003194,4.535161481980122,1.6518687713355613,Iris-versicolor
+49,5.7786353252989535,2.787471924899684,5.18839521208667,1.894458621405909,Iris-virginica
+50,6.691265095250464,3.326354816717671,5.705903719696997,2.5,Iris-virginica
+51,4.986765294316357,2.000000954663599,3.4870493056504652,1.0265022114002882,Iris-versicolor
+52,6.1873839173295515,2.213123474599548,4.5067595150659905,1.5014745756263987,Iris-versicolor
+53,6.472961501118894,2.8714662104417448,4.331963234201967,1.2585306288083842,Iris-versicolor
+54,4.997749924305809,2.4304505289889593,3.347461239707611,1.0768770405590784,Iris-versicolor
+55,5.027170986961596,3.6700286302019713,1.4905338658030896,0.3923466973610742,Iris-setosa
+56,5.251346772764743,3.8999995558786797,1.2738321298252826,0.5179244374698806,Iris-setosa
+57,5.530683084197785,2.6442251780624555,4.364755505705068,1.2131119691662804,Iris-versicolor
+58,6.793374206783085,3.165097345955038,5.834025196435362,2.310751883327597,Iris-virginica
+59,5.498058918394555,2.3450549187790104,3.6506194918927335,0.8875699265970236,Iris-versicolor
+60,4.785477053750564,3.0,1.3838601196100835,0.1,Iris-setosa
+61,5.929302288272067,2.666330537586187,5.074057840973135,1.8940635170808053,Iris-virginica
+62,6.078810076479888,3.0,4.611818821136348,1.422742744533726,Iris-versicolor
+63,7.673121133885672,2.8562449467488906,6.608654819992356,2.030084039739182,Iris-virginica
+64,4.882727482529628,2.3924918008101894,3.293644325735852,0.8564930432131472,Iris-versicolor
+65,6.9576496141021575,3.0,5.756285618822391,2.092176248991433,Iris-virginica
+66,6.489912123258087,3.190276967344453,5.104575254627406,2.0204177123151537,Iris-virginica
+67,4.79438644849436,3.0,1.4019362260626622,0.27908957588013333,Iris-setosa
+68,4.785474823049335,2.3585577139992018,3.4620784213396436,0.9265243027005989,Iris-versicolor
+69,7.353906192393558,3.0,6.350711807477932,2.1237483242433646,Iris-virginica
+70,7.351259570253209,3.0,6.259785226760574,2.0666082648337056,Iris-virginica
+71,5.324706965447033,3.8999995844037576,1.230288428394703,0.656494624229579,Iris-setosa
+72,6.773799684762656,2.8097767686731836,4.7761397033929835,1.4353767741244703,Iris-versicolor
+73,6.192659087583469,3.3754554323194115,4.6396243975198885,1.6196438709019256,Iris-versicolor
+74,5.100336734923738,3.808060179080575,1.6006463742526333,0.19868232759608004,Iris-setosa
+75,5.193634253025177,3.4011067745693877,1.4041660250075247,0.20031501942698474,Iris-setosa
+76,5.325737649998656,3.9,1.2883277037495875,0.48002157052165273,Iris-setosa
+77,5.624944270747365,3.0,4.134500614669554,1.3083076950940422,Iris-versicolor
+78,4.615882261128862,3.234318248090941,1.4026030770771898,0.2910249003822304,Iris-setosa
+79,4.8896461543588705,3.111645442134462,1.496514242558348,0.10000010716998368,Iris-setosa
+80,7.719895615550625,2.5751036483890877,6.9,2.339025453108955,Iris-virginica
+81,4.598797465945891,3.6095192554752966,1.0000005018725282,0.19818235795814687,Iris-setosa
+82,4.854244446816897,3.0047320702216327,1.4419820692095286,0.10000012755529299,Iris-setosa
+83,5.974753292966079,2.908061925171115,4.452724555753741,1.4973997390860028,Iris-versicolor
+84,5.405407186166057,3.8999995278795363,1.2486811882811546,0.4414551124285161,Iris-setosa
+85,6.071672295788003,2.5724748444183514,5.598193946829637,1.410062573815331,Iris-virginica
+86,6.079964681618656,2.230238971276308,5.042237693083362,1.5050056570426107,Iris-virginica
+87,6.304818137056956,2.316649757521503,4.429092957082411,1.3022235379006963,Iris-versicolor
+88,5.6071442871215025,3.0,4.540365313358358,1.50424744305595,Iris-versicolor
+89,5.76387145782104,2.687436456659242,5.09102543020788,1.8827725540412183,Iris-virginica
+90,6.478511050769736,3.0,5.860124894811308,2.2204196658516535,Iris-virginica
+91,4.801027436700374,3.0,1.3634709721213196,0.1,Iris-setosa
+92,7.746665792798873,2.523614113580717,6.899998873707775,2.3299920720053917,Iris-virginica
+93,5.0504163902842825,2.467539346265354,2.887652212845837,1.0672760971797728,Iris-versicolor
+94,6.71733760063679,3.2449487037884244,5.735611555445423,2.140284672485539,Iris-virginica
+95,6.84689905289204,3.075473355460979,5.138678158879461,2.2953048348500413,Iris-virginica
+96,6.358242868517626,2.9373430844030763,5.560712194606045,1.8093331242745025,Iris-virginica
+97,5.794582084175318,3.0,4.350198742001894,1.3181916418509239,Iris-versicolor
+98,5.345850937812605,2.6926130493028286,3.8099539250224863,1.3092846064465347,Iris-versicolor
+99,6.440012502681048,2.999108342116722,5.774343829479043,2.1312129495929577,Iris-virginica
+100,7.899998664953235,3.820696714258656,6.311379883091466,2.0134919789836436,Iris-virginica
+101,5.5849160926125885,2.4856023650389094,3.869830930703014,1.080756944388183,Iris-versicolor
+102,7.6399992760249,2.546858384855705,6.9,2.3074716253188803,Iris-virginica
+103,6.298309150423851,2.4760072532161663,4.959202240118616,1.9036514813813281,Iris-virginica
+104,6.313256516118867,2.503545514121085,4.895442670563573,1.4901536378412972,Iris-versicolor
+105,6.672838361839818,2.5135060201771675,5.781787322910628,1.7904060797543964,Iris-virginica
+106,6.082196381284601,2.6712739948788964,5.069094868170608,1.5408262437388764,Iris-versicolor
+107,5.754266619018446,2.7756465343156966,4.4843503794390385,1.2666051396898204,Iris-versicolor
+108,6.68182419076354,3.2958883230467264,5.669902010629767,2.087716784567538,Iris-virginica
+109,5.308190363942044,3.705498147213679,1.723463117669324,0.2022457222661706,Iris-setosa
+110,5.008318756367383,3.3838987205600053,1.7406573876509424,0.43088245460942154,Iris-setosa
+111,6.29467480997034,3.316082766256668,4.644842997057727,1.5841384996277732,Iris-versicolor
+112,6.279615243982196,2.3103307081923954,4.44456701103464,1.3128807401814615,Iris-versicolor
+113,5.9894800423388475,3.402591062215219,4.463039389121749,1.6096732340914162,Iris-versicolor
+114,6.503607787666759,3.0,5.810609650286461,2.174979065620472,Iris-virginica
+115,5.562159211367094,2.443508636781336,3.8118116881269968,1.050275187668609,Iris-versicolor
+116,6.687724993376594,2.5151849150867163,5.851678743815387,1.780770409044077,Iris-virginica
+117,5.0757613583640895,2.449686479532446,3.226895041222051,1.0818500483435871,Iris-versicolor
+118,4.950924745700752,2.44893953382434,3.0408235691544894,1.0046834679632721,Iris-versicolor
+119,4.4,3.130681890366247,1.3247909824689768,0.20171176521734863,Iris-setosa
diff --git a/iris/tab_ddpm/3/26/test.csv b/iris/tab_ddpm/3/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/26/train.csv b/iris/tab_ddpm/3/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/26/val.csv b/iris/tab_ddpm/3/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/27/synth.csv b/iris/tab_ddpm/3/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a1746494740c46e2678149d28586c432b9c4c960
--- /dev/null
+++ b/iris/tab_ddpm/3/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.8999976651359045,3.8081321954188114,6.4201695236959235,2.0182267386467347,Iris-virginica
+1,4.814767168540323,3.0,1.434184882033226,0.1,Iris-setosa
+2,5.343169743339275,3.9,1.2743719750812808,0.3542378567589508,Iris-setosa
+3,5.7418478703455085,2.9043594961772166,4.23498034245528,1.3112912727380075,Iris-versicolor
+4,4.915604771098113,3.0739694447295145,1.4958247081147331,0.1,Iris-setosa
+5,7.682166055173185,2.840705013112011,6.6685836488921755,2.0179605535407705,Iris-virginica
+6,4.60508809903405,3.364289175907559,1.3853678576186583,0.2971059855528541,Iris-setosa
+7,6.282721512734059,2.3019299470669576,4.467800945391005,1.3232114658262837,Iris-versicolor
+8,5.084136348107026,3.510941928837954,1.4178835956134277,0.29829480898707306,Iris-setosa
+9,4.882294496987905,3.083049771159924,1.4914481606801528,0.1,Iris-setosa
+10,5.108865616844708,3.8031217619687774,1.4965141565807096,0.21042182104596505,Iris-setosa
+11,4.600300003110788,3.6273678976813275,1.0000004326497756,0.19641783606164348,Iris-setosa
+12,5.556134136867838,3.0,4.515202738698887,1.4900441703676128,Iris-versicolor
+13,4.609108079290487,3.38377206380641,1.403940393451492,0.2953510255090809,Iris-setosa
+14,6.356908305432416,2.3440198539688697,4.380918077101409,1.3045414783364275,Iris-versicolor
+15,6.595851145918864,3.288598181867343,5.727018999323713,2.5,Iris-virginica
+16,7.9,3.806286809662833,6.291740727266752,2.0418809527480155,Iris-virginica
+17,5.812925718691779,3.0,4.285291104926894,1.4888328128791892,Iris-versicolor
+18,4.909526852902227,2.3885392431206314,3.4949407995274964,1.0208510416357197,Iris-versicolor
+19,4.999175395782622,3.3902097477631816,1.4973255882984648,0.3438579805555616,Iris-setosa
+20,5.078977796522073,3.810669547937434,1.6831967631842533,0.2013590257955031,Iris-setosa
+21,6.705444675490353,2.4815234750385082,5.793336017286557,1.8000203493549474,Iris-virginica
+22,5.456947329824792,3.412432827438222,1.8179940663185392,0.20334302288073058,Iris-setosa
+23,5.9869721471447415,3.398481961768598,4.4741474220203505,1.5994899542457688,Iris-versicolor
+24,5.994619860830358,3.412158043447217,4.447069334827148,1.6225210971818664,Iris-versicolor
+25,6.035310517232482,2.2096304757634098,5.032550166637684,1.4868611984692117,Iris-virginica
+26,5.838216873873188,2.9115816500915983,4.292097891420365,1.3068904266204122,Iris-versicolor
+27,4.855349335881895,2.415598843552669,3.4423414929496112,1.0011065664473435,Iris-versicolor
+28,5.6421478364914845,3.0,4.2206875456295965,1.2544789034143347,Iris-versicolor
+29,6.671594307956111,3.306481639449022,5.68754206005032,2.5,Iris-virginica
+30,6.311940595424511,3.4015498231205914,5.595271789309904,2.391457621808134,Iris-virginica
+31,7.9,3.816971994937198,6.31277156695054,2.070855819347113,Iris-virginica
+32,5.639592636814521,2.9196851488119684,3.743431017224926,1.3072855322343788,Iris-versicolor
+33,5.215503009469889,2.7449103876166308,4.036246607460655,1.4217817300689455,Iris-versicolor
+34,5.103217513847292,3.808479009065206,1.6325753856997762,0.2000677438876519,Iris-setosa
+35,4.608402513157018,3.6101016362140825,1.0,0.19927544278062218,Iris-setosa
+36,5.614169447597854,2.8793623431023527,4.094343621919692,1.3144991572676672,Iris-versicolor
+37,5.51372800483454,2.591337358505785,4.42415163790967,1.1451604179293366,Iris-versicolor
+38,6.9088513518301005,3.2349625616047266,5.713357523378976,2.3026858795954563,Iris-virginica
+39,6.703143828377479,2.798745391357594,4.594990772166307,1.3836843509826426,Iris-versicolor
+40,5.547311811523406,2.6191382398701797,4.428943787371055,1.2067175492978315,Iris-versicolor
+41,6.095373075849355,3.386011169714211,4.597206407520727,1.6108632941198808,Iris-versicolor
+42,4.987503033554793,3.611342294579131,1.4035753716653552,0.2020634764797399,Iris-setosa
+43,6.265496455149441,2.5132407599080078,5.045919639240171,1.8969735034676543,Iris-virginica
+44,4.560066141456006,3.362270259510105,1.360339061667774,0.29762834440462627,Iris-setosa
+45,5.965112479681826,3.405499228634116,4.453365120646677,1.5964696455181175,Iris-versicolor
+46,6.779233272225868,3.214838890377248,5.738757011151021,2.28938866491304,Iris-virginica
+47,5.989475441741922,2.6953221981157305,5.053558068927,1.5994967741976918,Iris-versicolor
+48,5.093537387607839,3.699178776969485,1.4868855128982905,0.45391523018295266,Iris-setosa
+49,7.698098719156877,2.5588619802574244,6.899998989594954,2.316852244973091,Iris-virginica
+50,4.820212299456701,3.0,1.3675086008424724,0.1,Iris-setosa
+51,7.555882355823226,3.0,6.520266166885099,2.1063351259756815,Iris-virginica
+52,5.177821590351055,2.6952216988144926,3.8094533939441675,1.4006744002663578,Iris-versicolor
+53,7.9,3.807506666042131,6.4430266622349315,2.043955007616315,Iris-virginica
+54,4.592490715311328,3.387598102950425,1.403025937125533,0.35543029262276715,Iris-setosa
+55,6.830285405290532,3.099451167876527,5.24865792379819,2.2803637892754494,Iris-virginica
+56,4.824515815088128,3.0,1.4150341572087852,0.10000010279855479,Iris-setosa
+57,4.841353649935533,3.0,1.4083253353508234,0.10000016130171249,Iris-setosa
+58,4.583419839444832,3.6284021307794814,1.0,0.19968911663069702,Iris-setosa
+59,6.703010516644288,3.301663678289929,5.693721639625311,2.115486065797552,Iris-virginica
+60,6.808896048643946,3.2009579032688222,5.825010538495506,2.3061207220783237,Iris-virginica
+61,6.6271852706690835,3.2646097118598445,5.689615265225253,2.5,Iris-virginica
+62,6.64731457062029,3.032844244040987,4.519373496198556,1.4606586694491999,Iris-versicolor
+63,5.26455793309434,3.9,1.2239175520432817,0.41412427766895066,Iris-setosa
+64,5.444452775588958,3.3749563930720647,1.933661792760672,0.19613828408524164,Iris-setosa
+65,5.9030123565548145,2.955486522809157,5.123805286035807,1.8673454957779305,Iris-virginica
+66,6.701915506727886,2.511632808655233,5.785927050608923,1.8117263853767098,Iris-virginica
+67,7.70882789940126,2.55838588629601,6.9,2.3186249915456023,Iris-virginica
+68,5.19556517071138,3.407024296236884,1.4002525235631784,0.20336077792398088,Iris-setosa
+69,5.120858052527666,3.5044513748108375,1.3971953065664886,0.29205414345195224,Iris-setosa
+70,6.280241577052837,3.3091493713035702,4.719953596665125,1.5924282629544027,Iris-versicolor
+71,6.062843867936217,3.3750381103427745,4.539501700771701,1.5978769382955644,Iris-versicolor
+72,5.163776692029734,2.688309575497159,3.881140608284941,1.401140918075785,Iris-versicolor
+73,6.785934507985179,3.2232286824493146,5.839419887606318,2.306268023817197,Iris-virginica
+74,6.092420033661315,2.5789784501500166,5.616933669090342,1.4085635738947744,Iris-virginica
+75,6.784769310205086,3.2304165960969464,5.8683188372671395,2.2617108537026236,Iris-virginica
+76,7.89999866438331,3.808419099170052,6.418881210560559,2.005885951431384,Iris-virginica
+77,5.725989915378046,3.8053719000871165,1.8186202048667957,0.32895549384423717,Iris-setosa
+78,6.862352077001491,3.0,5.57581755348415,2.1167601301914254,Iris-virginica
+79,4.400000840520494,2.8930456555820827,1.4123457514612507,0.20551510877687262,Iris-setosa
+80,5.4612759917736255,3.403090999724872,1.6218001482110196,0.36961605478154264,Iris-setosa
+81,5.670297309802834,2.8344288369495576,4.47311548630586,1.2433959448444378,Iris-versicolor
+82,5.532045623019616,2.5846648851923866,4.360640510666903,1.1759798456407522,Iris-versicolor
+83,5.278242631665182,3.899999642957419,1.2111033240452687,0.45793489969270995,Iris-setosa
+84,6.4566075760002954,2.92164277388672,4.301873993569722,1.3175455267150737,Iris-versicolor
+85,6.089811584225985,2.9134169621072457,4.568075144813827,1.3105693994425247,Iris-versicolor
+86,5.992641569074637,2.9678753956371544,5.4661920018125105,1.7654799009722772,Iris-virginica
+87,4.914196171368582,3.388637885463966,1.493104616130118,0.24762812259048073,Iris-setosa
+88,4.4,2.9656809144593574,1.405644902943338,0.18829816999738774,Iris-setosa
+89,6.360697161566345,2.8695475836613467,4.339685623587589,1.3014641037321055,Iris-versicolor
+90,6.86995331886018,3.1918056779406023,5.791731817622278,2.3115548892083098,Iris-virginica
+91,6.66651838422849,3.3078444611298123,5.697573552954808,2.499999106847513,Iris-virginica
+92,6.2328402747878355,2.5164390505973993,4.954491420693534,1.5057481272724167,Iris-versicolor
+93,7.899998389157323,3.8099923549308405,6.338559928431002,2.0281066757889463,Iris-virginica
+94,5.459431298865102,2.5667069705405288,4.395735570948761,1.1593152054129412,Iris-versicolor
+95,4.823721175137546,3.0,1.4031518741792055,0.3282814581973428,Iris-setosa
+96,6.224437503949949,2.2442395932530768,4.484143835862325,1.4698825298898992,Iris-versicolor
+97,6.720584729441935,2.523841352804584,5.7973600701396135,1.7646254649508692,Iris-virginica
+98,6.273357657567859,2.351756491831244,4.731913204917013,1.5185224509114021,Iris-versicolor
+99,6.161481276041156,3.0,4.563012121613248,1.3737882628392681,Iris-versicolor
+100,7.7368185113281704,2.55476582840412,6.9,2.3072205120191702,Iris-virginica
+101,5.692911817042938,2.908206102139936,4.048102157092805,1.2785799020025423,Iris-versicolor
+102,6.386187490469295,2.901105478518479,4.295087776674272,1.3009687500581781,Iris-versicolor
+103,5.027178784452832,3.577610526897552,1.4015200891368809,0.19399191243555777,Iris-setosa
+104,6.706288477835691,3.2503439720211413,5.698882289804327,2.4999996119603405,Iris-virginica
+105,5.820249423742995,2.6908349508302183,5.126753727863332,1.9047012207013891,Iris-virginica
+106,5.138511816689515,3.7446514582921364,1.6578723062374032,0.34095646726830703,Iris-setosa
+107,5.998296438531938,2.90797357983943,4.423531420827398,1.4756076285675694,Iris-versicolor
+108,6.322937784846193,2.515749154887576,4.914250639366633,1.4986340959200002,Iris-versicolor
+109,5.999364554789745,2.6720932213138755,5.119255769368177,1.6046933588060288,Iris-versicolor
+110,7.234544777095184,2.9615435030834316,6.138971482984625,2.0128728162724157,Iris-virginica
+111,6.600016717377563,3.2179337045698353,4.690558255568239,1.540913276616571,Iris-versicolor
+112,6.800091571589959,3.2074420021340755,5.7963986972798365,2.2924385688789455,Iris-virginica
+113,6.198122760990255,3.3307682898323323,4.612638546621232,1.611938172268623,Iris-versicolor
+114,5.394650343555166,3.899999305669051,1.3126513513623352,0.40728048593078986,Iris-setosa
+115,4.9816608284901625,2.4158081929658652,3.2922235012631367,1.052612958088263,Iris-versicolor
+116,5.836810685767064,2.431521032917333,4.207752694729735,1.152502063652769,Iris-versicolor
+117,6.3316770723310185,2.4983489608553002,4.886742809523726,1.5204915966614807,Iris-versicolor
+118,6.320924808905287,2.496665642040395,4.8446074211749135,1.516495346674242,Iris-versicolor
+119,5.538417882426438,3.0,4.491759491569707,1.5089199717056716,Iris-versicolor
diff --git a/iris/tab_ddpm/3/27/test.csv b/iris/tab_ddpm/3/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/27/train.csv b/iris/tab_ddpm/3/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/27/val.csv b/iris/tab_ddpm/3/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/28/synth.csv b/iris/tab_ddpm/3/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..42024e4d99241f208601fdaafa6df07ae75ea401
--- /dev/null
+++ b/iris/tab_ddpm/3/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.396123724407069,3.9,1.227875909091666,0.47944640541814754,Iris-setosa
+1,6.118757281664498,2.993186466984316,4.495045506360279,1.4678319917150804,Iris-versicolor
+2,6.028193682681252,3.0,5.082881166051713,1.80021031064872,Iris-virginica
+3,5.193249473132227,3.4151397827322807,1.402517976293636,0.19952471911183522,Iris-setosa
+4,5.523032937509024,3.766490790522573,1.4929753449581256,0.2970061507716877,Iris-setosa
+5,6.32006574114254,2.320855097439265,4.334191296581463,1.3032598015766466,Iris-versicolor
+6,5.13927241370231,3.484528822158519,1.401106185807229,0.19626514656980998,Iris-setosa
+7,7.549585482387173,3.0,6.4906889943636195,2.096050988218743,Iris-virginica
+8,6.043779196702637,3.3703964840256386,4.54386755491983,1.6236486195700541,Iris-versicolor
+9,5.598635065522581,2.5009471878997456,4.007722919605783,1.0822700653988744,Iris-versicolor
+10,6.076243647591051,3.3385419041824496,4.643939024847063,1.6024369284609599,Iris-versicolor
+11,5.711278554039915,3.8020282454712326,1.5713739901153487,0.288851509909047,Iris-setosa
+12,6.3631561968511186,3.401340024118344,5.583888507822927,2.394702798746346,Iris-virginica
+13,6.665579080358285,3.359052085099044,5.6666866170391454,2.5,Iris-virginica
+14,6.049595859414723,3.3848785971665616,4.5471881335230435,1.6372730730199487,Iris-versicolor
+15,5.965516102592714,2.616293336558813,5.127216524336375,1.8913948777128557,Iris-virginica
+16,4.907180890712866,3.1091314646925454,1.4984811806315996,0.1,Iris-setosa
+17,5.159686123550222,2.502925630998156,3.5125657165778996,1.1331211569707709,Iris-versicolor
+18,6.03377440964503,2.226384128003669,4.998205024527334,1.4841753773434792,Iris-virginica
+19,7.280764529576292,2.922871670733074,6.314604755634843,1.8281223721090853,Iris-virginica
+20,7.7240063175570315,2.5684042627169714,6.899998754593523,2.275232860715844,Iris-virginica
+21,6.706914898623287,3.304508512579635,5.698183537268354,2.499999428192149,Iris-virginica
+22,7.9,3.8129930884422714,6.358793493929546,2.045659930419266,Iris-virginica
+23,7.8999989482543835,3.793697422720037,6.419565171181695,2.017529499555752,Iris-virginica
+24,6.082397683594332,3.0,4.637843738498385,1.3997368047760994,Iris-versicolor
+25,6.8666495971264405,3.117801132735877,5.093199427991678,2.295167606997727,Iris-virginica
+26,5.087685680907352,3.5027980871499804,1.4011242649264124,0.20370396570823232,Iris-setosa
+27,5.504766725988853,2.40891332648747,3.779156179123429,0.9097929833078986,Iris-versicolor
+28,6.331542369367249,2.4997516064737497,5.026765594951346,1.8857643695697384,Iris-virginica
+29,6.791696365072628,3.218313065789643,5.871088817624053,2.3011432490460333,Iris-virginica
+30,6.347962222674285,2.5118274383875883,4.7729656981273765,1.3760500958818793,Iris-versicolor
+31,4.400000577212893,3.0,1.4049735317259764,0.2009463853083283,Iris-setosa
+32,7.452805063608668,3.0,6.406028471530672,2.0981785874843895,Iris-virginica
+33,6.696510824420629,2.532823129780341,5.78351953930597,1.7673192723322413,Iris-virginica
+34,6.350297445383945,2.371262722584504,4.5710070633973485,1.4049769832274268,Iris-versicolor
+35,5.091692227634223,3.7149395080468213,1.4961565624485955,0.43890245128029,Iris-setosa
+36,5.131694389610102,3.7998842679354308,1.5049363124136428,0.21225563317573365,Iris-setosa
+37,5.332631919693677,3.702922264200101,1.5646242291154657,0.20546175418791612,Iris-setosa
+38,5.6450552118580655,2.8772014592676802,4.387055962768294,1.3080829133470557,Iris-versicolor
+39,5.910203325365428,2.6918391799384738,5.102493480672139,1.9012977838391059,Iris-virginica
+40,5.978519829637286,2.69018928710116,5.128061379368416,1.6361081173121768,Iris-versicolor
+41,5.859976191010803,2.9675618653670575,4.30890809613114,1.504499820353135,Iris-versicolor
+42,5.618486865766128,2.876388366198798,3.7665433901066168,1.3396886634194396,Iris-versicolor
+43,5.740013587403577,3.806607584739573,1.4946868345401263,0.33879097535867014,Iris-setosa
+44,5.842842791830311,2.6906988999839174,4.203864173379262,0.8420290154376162,Iris-versicolor
+45,4.6232977057855456,3.602375063191396,1.0000005007588193,0.1905373250476651,Iris-setosa
+46,5.107410743296683,3.4920168410991757,1.4001348864761163,0.31136512370642344,Iris-setosa
+47,5.682770322647871,2.641480087923389,4.180548108908148,1.0439795471603073,Iris-versicolor
+48,5.923571936344163,2.6928402566069485,5.047551960818587,1.5757453376608523,Iris-versicolor
+49,5.95640714883129,3.4068421520768606,4.438342105490424,1.6449679309166103,Iris-versicolor
+50,5.327067596382314,3.6880622907948633,1.4905485793459827,0.20207354931520163,Iris-setosa
+51,4.4,3.178295430468839,1.3068230372858098,0.1930097415237646,Iris-setosa
+52,4.893567895563413,3.051983904732152,1.4919075596316584,0.1,Iris-setosa
+53,4.4,2.8820529049556924,1.4048730259246338,0.2046042671545743,Iris-setosa
+54,6.340752560739174,2.332096484099889,4.676517645458047,1.4413487293938823,Iris-versicolor
+55,6.498413836041769,2.959138575550216,4.341304628932619,1.329096801530808,Iris-versicolor
+56,5.292903269035073,2.7364634274414907,4.051615607127522,1.4173532552176726,Iris-versicolor
+57,6.673353150687867,3.30272940684861,5.681683112949415,2.5,Iris-virginica
+58,6.267358564627312,2.469868089607651,4.994527620016526,1.8827665469239356,Iris-virginica
+59,6.835668953282238,3.215847583999816,5.693817713792444,2.294866932079437,Iris-virginica
+60,7.9,3.8242635705093866,6.429669542607353,2.0426700249999716,Iris-virginica
+61,6.751449258913423,3.190648294423851,5.7458478394748616,2.220969808983328,Iris-virginica
+62,5.1060481528945765,3.692538026594063,1.4918717300192164,0.3602056373243191,Iris-setosa
+63,6.697221396657578,3.3260355027271227,5.689428941356072,2.5,Iris-virginica
+64,6.623158003999879,3.353376323736853,5.672564512595098,2.5,Iris-virginica
+65,5.431490787383357,3.9,1.2025305843403142,0.5008987630566328,Iris-setosa
+66,6.268014298154106,2.313080955068481,4.403254175297389,1.3189746332882322,Iris-versicolor
+67,7.057111978044277,3.0,5.798182338457188,2.1209371874223004,Iris-virginica
+68,7.683446974586007,2.8223847586250916,6.675134511607487,2.0169930889362973,Iris-virginica
+69,5.8512187801824025,2.7095064768676935,4.139856077495062,1.0234533453077905,Iris-versicolor
+70,4.4,3.195284773533155,1.3056257801027618,0.19576269330149584,Iris-setosa
+71,5.345177994215527,3.899999394273054,1.2853194821574658,0.43437246340856983,Iris-setosa
+72,6.639899803086404,3.3398962052889107,5.727350918105448,2.5,Iris-virginica
+73,5.343066125976473,3.8999995485241783,1.2444254969982613,0.5978861598339269,Iris-setosa
+74,5.321901173024495,3.690651884968938,1.493355152683586,0.21353858422383112,Iris-setosa
+75,4.793756206710665,3.0,1.402268227813129,0.350835869522748,Iris-setosa
+76,5.330208188232985,3.9,1.225726764743753,0.2954326201338612,Iris-setosa
+77,5.72028694473065,2.9125068389064515,4.25080040065051,1.301550474596585,Iris-versicolor
+78,6.032338305793119,3.0,4.438273440514221,1.4331801350678999,Iris-versicolor
+79,5.064570735512387,3.5034027449077088,1.4041276142046468,0.20350943681587788,Iris-setosa
+80,4.891383141518411,2.437530231824422,3.5157949876391483,1.0085407477342643,Iris-versicolor
+81,4.7872136830124,3.3743357950493342,1.5628148099385828,0.20337407144140132,Iris-setosa
+82,6.053614870864492,2.446959756099178,5.184146621819191,1.556643841575841,Iris-virginica
+83,5.749979680794466,3.0,4.2917397779647946,1.3069574712929877,Iris-versicolor
+84,5.017265473625657,2.4023300092069797,3.282213459715626,1.000695302517384,Iris-versicolor
+85,5.723193059044483,2.7558435711119023,4.337583510500058,1.0830266776206314,Iris-versicolor
+86,5.6348968030244935,3.768637633161822,1.5153208760062613,0.2843535290130854,Iris-setosa
+87,5.12854548709702,3.4958484884333436,1.366571167381637,0.20150108037985656,Iris-setosa
+88,5.438533817610143,3.4040261586829916,1.650179680180833,0.20546558344626978,Iris-setosa
+89,4.808140949075191,3.3791698034805906,1.7032085298833335,0.19582463401764816,Iris-setosa
+90,6.066141154970056,3.3839817403116883,4.553000253426098,1.5728222663701754,Iris-versicolor
+91,6.780475082270553,3.218316521967896,5.825498120164477,2.302810512426425,Iris-virginica
+92,5.673042448149219,2.6911090419440336,4.394685222750185,1.165239653636839,Iris-versicolor
+93,5.3881140278869575,3.899999372003359,1.2837037370699935,0.4201324183015239,Iris-setosa
+94,6.609870684867838,3.295187695722333,5.6393640026628775,2.4999996264433793,Iris-virginica
+95,7.652388531835388,2.5426321330271344,6.899998907755612,2.299038312600696,Iris-virginica
+96,5.183344328235747,2.699788446464253,3.8289708735989354,1.4036563425731738,Iris-versicolor
+97,4.4,3.0,1.360188621753207,0.2004780726168896,Iris-setosa
+98,5.602991682703589,3.0,4.193970537031216,1.3089783048129309,Iris-versicolor
+99,5.992053015139612,2.668317873910197,4.985949323500432,1.642109524127303,Iris-versicolor
+100,4.626885794495147,3.390971471841608,1.3918450368232071,0.30713373170661706,Iris-setosa
+101,6.302369316891676,2.8695287091747637,4.382939048397449,1.263314710380269,Iris-versicolor
+102,6.717360297144446,3.296303378220753,5.699439918536817,2.1264437340009277,Iris-virginica
+103,4.400000772399958,2.912963290376239,1.4102959599846092,0.19933635313881465,Iris-setosa
+104,6.288069388217187,2.460847713609329,4.855588571106417,1.5297168921825814,Iris-versicolor
+105,6.041596054495498,2.2892472601746534,5.012966869547478,1.5905574673323184,Iris-virginica
+106,4.700223450788302,3.2753124053190206,1.4320609709531142,0.2451876647029397,Iris-setosa
+107,5.41929993487619,3.3925221859864556,1.7900340210345633,0.20045227408048752,Iris-setosa
+108,4.608208081717156,3.6227472305766732,1.0000004963277915,0.19171277666952863,Iris-setosa
+109,6.475061013350146,2.907503146068353,4.285035007407596,1.3111433077048973,Iris-versicolor
+110,5.014021048179238,3.5731904537746466,1.3880380806146873,0.20311067199269583,Iris-setosa
+111,5.021947973044492,2.4168581853864084,3.0268307010024254,1.0214810774789191,Iris-versicolor
+112,4.826236690835531,3.0,1.4116408539094567,0.1,Iris-setosa
+113,5.905770865549442,3.0,5.1500398749068195,1.790877617704844,Iris-virginica
+114,6.256500424442939,2.4739955679005754,5.128943168900902,1.9028466323563409,Iris-virginica
+115,7.9,3.8159020322646984,6.39070943802507,2.059675085634251,Iris-virginica
+116,6.80409212604269,3.2179394021306518,5.813944686011477,2.3019616270871746,Iris-virginica
+117,5.503445162750065,2.439583444939344,3.719563502159918,1.0254112797054662,Iris-versicolor
+118,6.637518533730975,3.2725177071489906,5.700211022624964,2.5,Iris-virginica
+119,5.890026597656798,3.0,5.122563679580687,1.787711457871032,Iris-virginica
diff --git a/iris/tab_ddpm/3/28/test.csv b/iris/tab_ddpm/3/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/28/train.csv b/iris/tab_ddpm/3/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/28/val.csv b/iris/tab_ddpm/3/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/29/synth.csv b/iris/tab_ddpm/3/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9f276b93dc10ba4d54aab698279035e79c5a8903
--- /dev/null
+++ b/iris/tab_ddpm/3/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.792204345642303,3.0,5.458376558581641,2.1012490314811876,Iris-virginica
+1,5.562632574999974,2.6588926149748238,4.474081944313804,1.240328949422485,Iris-versicolor
+2,4.901019109629791,3.418516058396496,1.492824105267276,0.21160956426594169,Iris-setosa
+3,5.117602590839353,3.4997009783165622,1.4017024266793867,0.20502626562790824,Iris-setosa
+4,5.4222333089569155,3.9,1.2334590920493453,0.5597628604581265,Iris-setosa
+5,5.764089406556557,2.7813979463993856,4.406254660278274,1.159691122329971,Iris-versicolor
+6,4.532577559701483,2.533420244989271,1.3296595787203207,0.284571616347918,Iris-setosa
+7,6.2023081502266235,2.527596045150264,4.94844859944153,1.5311076982716239,Iris-versicolor
+8,5.313708967675396,3.9,1.225144464180783,0.42433206194987144,Iris-setosa
+9,6.316679277587158,2.3454236888538893,4.426922107254947,1.3081014034272618,Iris-versicolor
+10,5.6208359905907255,3.0,4.160218566829524,1.277015587468913,Iris-versicolor
+11,4.802475715680701,3.0,1.4176746652639152,0.1,Iris-setosa
+12,5.217686061537132,2.710307861537403,4.005212164779918,1.3914707064561438,Iris-versicolor
+13,5.477145490774563,3.9,1.3018625893187785,0.43055955454581274,Iris-setosa
+14,6.320321193878199,2.500072592936296,4.894793075585077,1.5256294585289503,Iris-versicolor
+15,5.098106284335229,3.69246123053037,1.4935577490584793,0.44523167684384857,Iris-setosa
+16,4.814521200218813,3.0,1.3537363061120549,0.1,Iris-setosa
+17,7.434715151702969,3.0,6.37181929395629,2.1237153349780438,Iris-virginica
+18,4.893339638371355,3.403871844916995,1.5888677506678668,0.20081255465293432,Iris-setosa
+19,4.400000469766455,3.133108431128704,1.3423467738324026,0.1979750240489045,Iris-setosa
+20,5.383455695103992,3.899999628773032,1.2263968871478474,0.4183642172063604,Iris-setosa
+21,6.0391114661976015,3.3824088630362024,4.557704355590304,1.6392954130034234,Iris-versicolor
+22,5.268575698518954,2.7450566519042123,4.106633395000678,1.4139841336175107,Iris-versicolor
+23,6.286258141904141,3.392223572059631,5.586616466402559,2.3901298861506532,Iris-virginica
+24,6.904829267742501,3.10524143371963,5.136711815382312,2.3164944698449155,Iris-virginica
+25,7.9,3.8220899875860055,6.368668590578034,2.064743686187815,Iris-virginica
+26,6.239450005818279,2.444454352447543,4.924478243181586,1.8245254368112827,Iris-virginica
+27,5.531585808708893,2.999284745199116,4.42117936565305,1.4578008895339336,Iris-versicolor
+28,6.325709437001235,2.309852110992262,4.459028651989509,1.3186364522276837,Iris-versicolor
+29,7.899998968573827,3.799183906321409,6.34930411853904,2.00905173207647,Iris-virginica
+30,5.018441116106826,3.563287999514577,1.3956154754286505,0.20083907112272747,Iris-setosa
+31,5.440053342726638,3.9,1.2376264209889667,0.5701165383642539,Iris-setosa
+32,5.148502395102697,3.7418493453610435,1.4687326971608872,0.19711141192633158,Iris-setosa
+33,7.681288923539824,2.8331173151512417,6.678551481354792,2.003662131469077,Iris-virginica
+34,7.609868935238106,3.0,6.598331509847514,2.1116133137738866,Iris-virginica
+35,4.885170980286164,3.09299848955021,1.494068316921207,0.1,Iris-setosa
+36,6.052894974868645,3.3715806375629307,4.578351695038067,1.653831837608151,Iris-versicolor
+37,6.8008337287214164,3.1875085296356156,5.817114128776678,2.299662424716393,Iris-virginica
+38,4.8426129023286,3.0,1.4020627275679614,0.2080346057822314,Iris-setosa
+39,6.307423019287052,2.29344684377416,4.377801909056311,1.3006773692186253,Iris-versicolor
+40,5.860368806314575,3.0,4.171559096476102,1.487466683608029,Iris-versicolor
+41,4.842128270205405,3.0268667315343936,1.4410612042060675,0.10000013922432108,Iris-setosa
+42,7.462715677704861,3.0,6.401255402128047,2.124618511781508,Iris-virginica
+43,5.1195061500811185,3.55648802099826,1.4110001860036192,0.3096604899905061,Iris-setosa
+44,6.485186365813459,3.0,5.839490312531738,2.1877688349383524,Iris-virginica
+45,6.575492512535334,3.0,4.408979190310826,1.3980693808902274,Iris-versicolor
+46,5.952702920223044,2.8673676809140676,4.477181576218043,1.5003290460268084,Iris-versicolor
+47,7.374571995162701,2.930857178896436,6.351082685820136,1.8227212833727344,Iris-virginica
+48,5.579553019082129,3.0,4.0599498018177425,1.2758496632559437,Iris-versicolor
+49,5.462997658014407,3.9,1.2346788040056507,0.47420541171848074,Iris-setosa
+50,6.218272843764152,3.303557560915028,4.660550547341569,1.5944412051387362,Iris-versicolor
+51,5.792067408237539,2.678454828182455,5.158787987391434,1.8743002438019123,Iris-virginica
+52,5.1018661729736365,3.7945719841104353,1.4950310332754937,0.20197043398892553,Iris-setosa
+53,6.450323763747002,2.916747983994462,4.316250148216945,1.307830987096776,Iris-versicolor
+54,6.032758448455307,2.5719457096064695,5.566929119391745,1.402196058126887,Iris-virginica
+55,5.627936366265739,2.373271028229306,3.8903613707009495,1.072396752161516,Iris-versicolor
+56,6.226195584959492,2.2157551281749583,4.494720213893935,1.4966460003463007,Iris-versicolor
+57,6.0129660641115805,2.744068442094253,4.972548126154256,1.5451349989420171,Iris-versicolor
+58,4.9835301297061765,2.0,3.847450401537878,1.116336449043947,Iris-versicolor
+59,5.313557605526291,3.9,1.2372407480816265,0.44138398038907983,Iris-setosa
+60,6.003989612446664,2.8788341566771125,4.504730621774091,1.500713151510498,Iris-versicolor
+61,5.116985418809484,3.4765893149091043,1.4041113686399722,0.20509024048532565,Iris-setosa
+62,4.741080074085674,3.0,1.3661470872994876,0.1,Iris-setosa
+63,5.3723142416419964,2.383912315077225,3.7146952532563984,0.998832125361081,Iris-versicolor
+64,6.758397352622002,2.763206539865676,4.662409600584568,1.3835343046947086,Iris-versicolor
+65,6.664318290410849,3.3344244947598503,5.670065055302654,2.5,Iris-virginica
+66,7.9,3.808333370397678,6.353158461128495,2.0322662834453933,Iris-virginica
+67,5.402918855078682,3.4027584878356216,1.6616550083342705,0.4891025395942106,Iris-setosa
+68,5.006300365637418,3.4019637230973876,1.7740004006265169,0.4703234831101184,Iris-setosa
+69,5.9996018613986974,2.700167153740293,5.088958252687415,1.5789422586290978,Iris-versicolor
+70,6.451535438999253,2.911422709673491,4.294707275132562,1.3212132247809032,Iris-versicolor
+71,5.368347290960657,3.899999591872165,1.277559045436342,0.5501540308539026,Iris-setosa
+72,6.894030193507226,3.1460923194617774,5.31745867895921,2.3094424424746527,Iris-virginica
+73,6.2382133578785455,2.5315165097888315,4.9034831588828895,1.5146132155211385,Iris-versicolor
+74,6.899469664435226,3.1046368202403785,5.233211360258193,2.3076017411006906,Iris-virginica
+75,6.4895047098093075,3.0,5.525724889029174,1.825127267019377,Iris-virginica
+76,5.584340111496356,3.0,4.500984458986616,1.4943880385635524,Iris-versicolor
+77,5.179307351219783,3.8087900631306137,1.4961134813773451,0.2081014715942247,Iris-setosa
+78,6.084384114516546,3.355463231938106,4.535450220128924,1.606590096457103,Iris-versicolor
+79,5.868310891811974,2.783418469657597,4.285895268198901,1.0962327859684606,Iris-versicolor
+80,5.892592192264754,3.0,4.17006029123494,1.4832973513248726,Iris-versicolor
+81,6.33723148490501,2.2649466316455373,4.402175655492228,1.3196837216924808,Iris-versicolor
+82,7.9,3.8080552419830864,6.3476977857939465,2.0065592765819735,Iris-virginica
+83,5.395095601915088,3.8999995579267144,1.2828213728826139,0.43457279097517043,Iris-setosa
+84,5.243507095267057,2.512776089338412,3.652938296748184,1.1007182510966829,Iris-versicolor
+85,6.5754323410208215,3.0,4.354419861435295,1.3753526696268652,Iris-versicolor
+86,6.044367995983545,2.7604227752552353,4.307139463354284,1.1343016166382187,Iris-versicolor
+87,6.307070574425705,2.279361787674036,4.380195033926426,1.309286114731036,Iris-versicolor
+88,5.970811348406799,3.4070090156016994,4.52866440482201,1.6350304158421236,Iris-versicolor
+89,6.300629806699581,2.4886619441490843,5.040999019297037,1.893545214309429,Iris-virginica
+90,6.244918976981379,2.222543317497855,4.54442913669173,1.4686890879005894,Iris-versicolor
+91,6.703013606760018,2.4839124142372464,5.8175126260450325,1.771146295640939,Iris-virginica
+92,4.933191341055176,2.427681717725338,3.38784119866642,1.0401788915811199,Iris-versicolor
+93,5.33572068120982,3.8999996484661184,1.2535861817285618,0.38703347152927536,Iris-setosa
+94,6.072961032501697,2.7924813221190834,4.654503472872849,1.1978315688648036,Iris-versicolor
+95,7.9,3.8207796945855232,6.422944894083643,2.003222587663306,Iris-virginica
+96,5.704538786647432,3.8093970267441657,1.7547492168574024,0.293929493309928,Iris-setosa
+97,6.026770968746245,2.235750427335754,5.06374147597415,1.5137523818117122,Iris-virginica
+98,5.172841799823121,2.702121752896538,3.938163646852566,1.3982192802277256,Iris-versicolor
+99,7.9,3.8208208437727436,6.360865119912677,2.0285181608707044,Iris-virginica
+100,4.8906206602685875,3.0,1.3950553655620186,0.20063861987080828,Iris-setosa
+101,5.43634572086804,3.4055839252848745,1.5377037484702063,0.20286744005084198,Iris-setosa
+102,5.714317082947946,2.9261000652157247,4.280975742575808,1.3014116339985449,Iris-versicolor
+103,6.711901528063408,3.2565300366075705,5.689932674841191,2.1580312147758707,Iris-virginica
+104,5.614025435912042,3.0,4.033461122597869,1.301927584734609,Iris-versicolor
+105,7.899999009142274,3.812030374655129,6.390370420727363,2.0116409396454134,Iris-virginica
+106,6.341462143986448,2.391534248442589,4.627059076539393,1.358301830819703,Iris-versicolor
+107,7.491088729987471,3.0,6.50853857503339,2.1066499692393217,Iris-virginica
+108,5.492700897205215,2.5978995907573172,4.404158885041434,1.1833975281326323,Iris-versicolor
+109,6.514887331391089,3.0,5.898604419293666,2.204736531078333,Iris-virginica
+110,5.192679200060791,3.4143175831544714,1.4036621136594785,0.19754207609107266,Iris-setosa
+111,6.313219810376057,2.2585409481538883,4.4442797803831064,1.3585307031047138,Iris-versicolor
+112,5.418496735866818,2.9132820232634544,4.258556541092003,1.3992004625621852,Iris-versicolor
+113,5.054610533259561,3.707984753068943,1.4512435318864574,0.2118073032250789,Iris-setosa
+114,7.111157382881288,3.0,5.895536083051826,2.0775820175255904,Iris-virginica
+115,5.541240263793917,2.427251699466622,3.7403253398765886,1.0019325404471786,Iris-versicolor
+116,7.5919467873334705,3.0,6.605696229204284,2.1144313511969752,Iris-virginica
+117,5.939225968413437,3.0,5.133344659818994,1.7964868828960558,Iris-virginica
+118,5.947930706633617,2.9094205809512874,4.3494674506105016,1.4383963444267982,Iris-versicolor
+119,4.8210350997893014,3.0,1.4043457355564224,0.10000009976731979,Iris-setosa
diff --git a/iris/tab_ddpm/3/29/test.csv b/iris/tab_ddpm/3/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/29/train.csv b/iris/tab_ddpm/3/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/29/val.csv b/iris/tab_ddpm/3/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/3/synth.csv b/iris/tab_ddpm/3/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..40f74255254752266026f1512e23e3cae9b75415
--- /dev/null
+++ b/iris/tab_ddpm/3/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.820680441122281,3.402266546626264,1.6764962336650744,0.1993218918561363,Iris-setosa
+1,4.500563945227629,2.3404107215215673,1.3097272378818323,0.29801730500225015,Iris-setosa
+2,6.89885094440838,3.214829979637167,5.68856933463921,2.290613375743214,Iris-virginica
+3,4.400000678348735,2.9096981265322928,1.3678158809393477,0.195476467836129,Iris-setosa
+4,6.495122014270459,3.0,5.551706135630893,1.7993896643220437,Iris-virginica
+5,6.2186137629476255,2.3227261773785357,4.482126476355551,1.4303874481929408,Iris-versicolor
+6,5.2754629834469515,3.9,1.2082541197067433,0.6127907966079957,Iris-setosa
+7,5.99992799251702,2.909340534781123,4.474850421483717,1.4903665872600005,Iris-versicolor
+8,6.217762860573816,2.2003058640390387,4.533269285896344,1.4722291552250852,Iris-versicolor
+9,7.8999982528884285,3.8000206741258578,6.343270235705271,2.0105593026802704,Iris-virginica
+10,5.360481344732608,3.899999361940318,1.243726965244454,0.5201507816188151,Iris-setosa
+11,6.009750644723138,2.723675130659952,5.001497163999134,1.6175455673303172,Iris-versicolor
+12,5.7761069223935175,2.6339835800043243,4.113380359172834,0.9168402670742819,Iris-versicolor
+13,5.367199305147377,2.9518452974151868,4.320507260283077,1.4433633305058002,Iris-versicolor
+14,6.1102237751713435,2.455377267589017,5.508594336240335,1.4642422604701633,Iris-virginica
+15,5.093600326899308,3.5017391581906927,1.3943225021979742,0.2990762231324817,Iris-setosa
+16,4.400001085758431,3.1162797025182085,1.3099757738380047,0.20467658078318107,Iris-setosa
+17,5.682948959226864,2.88476763202851,3.9677756474171906,1.306420903368732,Iris-versicolor
+18,6.728849003394327,3.1723848271611144,5.301740752171661,2.272767056522764,Iris-virginica
+19,5.110838683413105,3.823852751278573,1.8619259069461405,0.2022702604865878,Iris-setosa
+20,6.054855049822077,2.9356584323928785,4.533068389830713,1.3150487696724567,Iris-versicolor
+21,6.309642752496869,2.4529580394198427,4.881792635821479,1.5299648084923676,Iris-versicolor
+22,4.597427598030728,3.5891134066898496,1.0,0.2038982426156972,Iris-setosa
+23,5.383712381427586,3.415197145218826,1.4655943969203324,0.203782943117433,Iris-setosa
+24,5.46382547816396,2.7644172463478087,4.271279256843129,1.4240394432673795,Iris-versicolor
+25,5.728838263597019,3.7988592686811278,1.7995029430295617,0.3304403144871986,Iris-setosa
+26,6.4543638598435775,2.8816612238386385,4.335426429490993,1.29870033752613,Iris-versicolor
+27,5.590263008375205,3.0,4.444039476660331,1.4987362643082862,Iris-versicolor
+28,5.561162764156003,3.0,4.480759655096071,1.511567358230384,Iris-versicolor
+29,6.3934162285660525,3.3764690339378873,5.5851077557822935,2.3803173058914755,Iris-virginica
+30,6.898778953809206,3.1141204270683747,5.1638018678546365,2.3253878542914532,Iris-virginica
+31,4.87371404297121,3.095322144870593,1.4876341755630742,0.1000000914214327,Iris-setosa
+32,5.015884406764833,3.577806664513457,1.4010976246251512,0.2020137369946745,Iris-setosa
+33,5.328716035176911,3.3756069472456036,1.4707203026529994,0.20066969900606257,Iris-setosa
+34,5.363837315953162,3.4156905962747786,1.4908681783995812,0.3650028792126272,Iris-setosa
+35,6.752398328763322,2.5558513414117554,5.928466576338854,1.8156540296142043,Iris-virginica
+36,4.606362651151461,3.5895635181626884,1.0000003960412776,0.19340541975100753,Iris-setosa
+37,5.992321351237951,2.827382621353863,4.3368243450714035,1.2463535530395091,Iris-versicolor
+38,6.263660750426579,2.302997966409618,4.411193986034615,1.3121015684833968,Iris-versicolor
+39,6.802174551156562,3.2200155558281818,5.9563585646904516,2.2995152632291043,Iris-virginica
+40,5.600666861778116,3.0,4.464002136777909,1.5085548924598535,Iris-versicolor
+41,5.989288397587831,2.9213188933129333,4.470603148679647,1.4963357720908694,Iris-versicolor
+42,5.820478157821379,3.0,4.202637177944192,1.483833841563566,Iris-versicolor
+43,5.604806851753076,3.0,4.1832041608706465,1.3001214062631947,Iris-versicolor
+44,5.722012930207557,2.8849311705655625,4.258197018677182,1.3067321559751481,Iris-versicolor
+45,5.647751175148193,2.6724879639174772,4.46515912063502,1.254738362007274,Iris-versicolor
+46,5.805828271029665,2.6930448672613823,4.191491675964529,0.9715918808406381,Iris-versicolor
+47,5.897375015385432,3.399392078971477,4.507870243211464,1.5826609744176114,Iris-versicolor
+48,5.253487155193117,3.4400802337410874,1.4717273757049167,0.38767887447669047,Iris-setosa
+49,4.4,3.1659660195031205,1.2805493724501473,0.2009868611822301,Iris-setosa
+50,6.007374634435575,3.406098466592824,4.505172249429035,1.6197665520621798,Iris-versicolor
+51,6.01402068209294,2.8412902056947096,4.631496847637793,1.4810954009093102,Iris-versicolor
+52,7.597099817724333,3.0,6.605242479204124,2.1027502713131008,Iris-virginica
+53,6.698651828400087,3.120634586973474,4.681861679446147,1.4885138479926259,Iris-versicolor
+54,6.064412271783423,2.7793706775915075,4.618746352705138,1.19318436195603,Iris-versicolor
+55,6.799175294673147,3.0,5.567564373472873,2.0765789015730056,Iris-virginica
+56,6.1225637053684006,3.3421061262092686,4.570053082776077,1.5719478486848226,Iris-versicolor
+57,5.859047079241619,2.7958137503373384,4.669071324079838,1.3498125533943037,Iris-versicolor
+58,5.60190865969678,3.0,4.433591677075576,1.5011038199016906,Iris-versicolor
+59,6.521842864317039,3.0,4.357886212081294,1.3460789330994667,Iris-versicolor
+60,5.404876079554796,3.3996920043837098,1.5709915543706927,0.19944266829961935,Iris-setosa
+61,6.786556053697932,2.7846935735343354,4.739440105663608,1.4316571580506565,Iris-versicolor
+62,4.999906771434613,3.4565057715494025,1.432335011313542,0.19745155561561828,Iris-setosa
+63,5.369114779437661,3.7638229748119665,1.498873555154543,0.38587799632318603,Iris-setosa
+64,5.1192818055121725,3.797266604133137,1.6367474568334837,0.20108771878026294,Iris-setosa
+65,5.724999258217124,2.809641329134181,4.525221193077308,1.2919800585447065,Iris-versicolor
+66,5.284133148854735,3.6815503953395146,1.488361392149624,0.19909864283338136,Iris-setosa
+67,6.698399260704275,3.3083940855012908,5.679485576342969,2.114322919654374,Iris-virginica
+68,6.845034835896139,3.0,5.506999119632398,2.1078205850003533,Iris-virginica
+69,5.0669713236270075,3.552559567602629,1.4044685709913554,0.19614572124026058,Iris-setosa
+70,5.189354986008276,3.899999466204273,1.2431284602533816,0.553531604275699,Iris-setosa
+71,5.0015254161002325,3.4041565714868085,1.5135785531618198,0.40409499227315576,Iris-setosa
+72,6.325946136097302,2.3266821119381396,4.357245241254351,1.3138466246444016,Iris-versicolor
+73,6.508663818360738,3.167652033861569,5.192623148787529,2.0194935011293604,Iris-virginica
+74,7.331510198710105,2.866952193282246,6.369588583373935,1.7846545615103098,Iris-virginica
+75,5.3344437714599415,3.9,1.2358405984199514,0.5715851373951812,Iris-setosa
+76,5.838029184941111,2.7683521095847325,4.502042280473036,1.1919330141954458,Iris-versicolor
+77,6.056311656648987,3.3923778224177745,4.480529169375907,1.6451917784320818,Iris-versicolor
+78,4.62455344784736,3.4096170470821847,1.3966032348477002,0.31023581483736923,Iris-setosa
+79,5.007123804831109,3.60458561671779,1.4047690424236914,0.2049062290367874,Iris-setosa
+80,6.756930598152876,3.2394431740657055,5.719759215993435,2.166610094507341,Iris-virginica
+81,4.499673256014251,2.287521369395375,1.310773782859487,0.323088802442242,Iris-setosa
+82,6.017154098578979,3.395674641955175,4.510676502513845,1.6083349676046226,Iris-versicolor
+83,7.2234117339898,3.0,6.118404375710031,2.0283102029541125,Iris-virginica
+84,7.734579523415224,2.594467621520786,6.899998398238445,2.3370336203991413,Iris-virginica
+85,4.871655580941279,3.0566637945540425,1.4531233212377794,0.10000011855793484,Iris-setosa
+86,6.206239722956989,3.3218145935780594,4.636937111311869,1.6279184791895482,Iris-versicolor
+87,4.90310814841108,2.360413410149218,3.418161059235797,0.9573789783811169,Iris-versicolor
+88,7.708958805340091,2.5944014049000037,6.899997756719166,2.337117618161023,Iris-virginica
+89,6.311659979461024,2.288587760586908,4.478808737304986,1.3050095378966518,Iris-versicolor
+90,6.229695909328186,2.211069792493062,4.524119664969596,1.4828917861150215,Iris-versicolor
+91,5.6520076556348755,2.7810008157362014,4.476509755053273,1.2741130834372956,Iris-versicolor
+92,5.493212050530475,2.588528005508518,4.366815464414198,1.216636368139274,Iris-versicolor
+93,4.788156450575804,3.0,1.3940595052038596,0.1,Iris-setosa
+94,6.196653959726231,3.0,4.628112310138069,1.4493101848732317,Iris-versicolor
+95,6.104642445504166,2.5751824051869896,5.587347812708117,1.3945337814436563,Iris-virginica
+96,6.92801122277153,3.1375879298038183,5.198804552302706,2.2985337996354724,Iris-virginica
+97,5.96001188490721,3.0,4.262329560075504,1.495188318813447,Iris-versicolor
+98,5.187199263516936,3.3811229715116307,1.4005335599240736,0.19897314826725376,Iris-setosa
+99,5.414627137730242,3.407168350400403,1.6194123582040034,0.1988189400221274,Iris-setosa
+100,5.924593557103375,3.2151321817503,4.549523095447264,1.511846173454389,Iris-versicolor
+101,5.384631872297602,3.404299310485298,1.4950348713468526,0.39795677607983615,Iris-setosa
+102,6.290307635801156,2.4840734054065297,4.881538876755046,1.51021530186043,Iris-versicolor
+103,7.613996690981901,3.0,6.574299985919604,2.1037974419466563,Iris-virginica
+104,6.928715047801839,3.0901388153107217,5.1142040763964,2.287688857818319,Iris-virginica
+105,4.790198503350916,3.0,1.4025555580776794,0.33457761278942677,Iris-setosa
+106,6.66353526866565,3.294784959235537,5.721614244150157,2.499999633656597,Iris-virginica
+107,5.380793604978081,3.8999994687733595,1.242720585024174,0.4288444589044247,Iris-setosa
+108,5.262105393280255,2.705458378076202,3.7877444541357725,1.4062687435336838,Iris-versicolor
+109,5.199869222191724,3.6915106532767497,1.5552988134130434,0.20320042938801994,Iris-setosa
+110,5.506564162044774,2.6167427365039044,4.439725167150433,1.183150445596369,Iris-versicolor
+111,6.269800327409663,2.348863011969125,4.787261443441206,1.4959734492348258,Iris-versicolor
+112,6.036233733726376,2.981474661376142,4.447754346905228,1.4572929997955422,Iris-versicolor
+113,6.566626495051927,3.3481933618428035,5.624881552813257,2.5,Iris-virginica
+114,6.8857855899023725,3.1825582957318423,5.962878038851926,2.28240571804486,Iris-virginica
+115,6.396845427254893,2.901953888074014,4.260086108908438,1.261425278924285,Iris-versicolor
+116,4.890759753832963,3.0698835632738692,1.483180879639104,0.1,Iris-setosa
+117,5.171247071143977,2.697199394971545,3.8302318272665006,1.3730586347416778,Iris-versicolor
+118,4.4,3.224377443464019,1.291085023754522,0.21054067295145043,Iris-setosa
+119,6.202792062594432,2.2219601754296354,4.464764776915331,1.453989126215578,Iris-versicolor
diff --git a/iris/tab_ddpm/3/3/test.csv b/iris/tab_ddpm/3/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/3/train.csv b/iris/tab_ddpm/3/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/3/val.csv b/iris/tab_ddpm/3/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/4/synth.csv b/iris/tab_ddpm/3/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..12c5a47900b2a43f8d229bf4426d04dadcf02cc1
--- /dev/null
+++ b/iris/tab_ddpm/3/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.609479533662711,3.0,4.514784410863844,1.4863610711606594,Iris-versicolor
+1,7.338468857125768,2.8995926655065087,6.339068544849264,1.7790719509449529,Iris-virginica
+2,5.4874251721191865,3.9,1.2789097985617142,0.5403361599230738,Iris-setosa
+3,7.154473047910308,3.0,6.037550928418591,2.0956379455891607,Iris-virginica
+4,7.541370902602312,3.0,6.527252439571256,2.104891308858529,Iris-virginica
+5,5.968332365402606,2.702368944322541,5.05152010697198,1.599756824670523,Iris-versicolor
+6,6.263001043488094,2.615360260341141,4.84839212666403,1.5321919534075605,Iris-versicolor
+7,6.2489090228763295,2.480248784026646,4.948992326828487,1.918849278377045,Iris-virginica
+8,4.998565583249549,3.507640079952396,1.3657560066578593,0.29919082120930185,Iris-setosa
+9,6.01251515921823,2.9061539725866017,4.468594204341277,1.488162952033618,Iris-versicolor
+10,5.036997465118061,3.6454715780993148,1.4236642652132088,0.20294885639808444,Iris-setosa
+11,7.73709765288441,2.5421653955997567,6.9,2.266648171942915,Iris-virginica
+12,6.318687157283914,3.324823128610495,4.692808239333839,1.615911100722267,Iris-versicolor
+13,4.8103609526107345,3.0,1.402373035826433,0.296753290239876,Iris-setosa
+14,5.790989928423159,3.0,4.292209157006415,1.4778992054863582,Iris-versicolor
+15,5.88517574557307,2.891527024624485,4.4220654157019785,1.4926912258779734,Iris-versicolor
+16,5.939458371904954,2.6937830251172925,5.033552206119059,1.6080765819629053,Iris-versicolor
+17,6.738564852232152,3.2612941803874254,5.763620271274496,2.192916687828572,Iris-virginica
+18,5.847190927902617,2.7068132219095893,4.183285037899228,1.0296167014692688,Iris-versicolor
+19,4.7894711242133665,3.0,1.3956349690579215,0.1,Iris-setosa
+20,4.801888670694147,3.0,1.391132103695612,0.1,Iris-setosa
+21,6.400712366481442,2.8696182723305896,4.31213747882738,1.2992356275494914,Iris-versicolor
+22,6.313583022698848,2.503168314699782,4.864085365929295,1.511757196402901,Iris-versicolor
+23,5.392187160860378,3.4017856641316158,1.4984636209841926,0.3777352272043444,Iris-setosa
+24,6.021953601860237,2.477111413176347,4.621230765992688,1.5227648918641665,Iris-versicolor
+25,5.9736853314074585,3.4024274505244856,4.467783280582479,1.6001919032381466,Iris-versicolor
+26,5.96188493469408,2.7294133570953143,4.58592433793188,1.2044983219768546,Iris-versicolor
+27,5.064325416170706,3.5339123874293845,1.4028715851605926,0.19847009722390266,Iris-setosa
+28,6.725879439535421,2.497401168339549,5.902656423492651,1.8296831955195896,Iris-virginica
+29,6.3581135362018255,2.467523516456591,4.91476475334173,1.4918249518488715,Iris-versicolor
+30,4.792181058005614,3.0,1.4016047797612587,0.1,Iris-setosa
+31,4.499102759686963,2.322679409064795,1.3435371622700671,0.2981030974926105,Iris-setosa
+32,6.030786337047668,2.930919774664023,4.437653500509479,1.4940618651742525,Iris-versicolor
+33,6.130878487345147,2.7965777669793757,4.660025278745291,1.1917460111639135,Iris-versicolor
+34,4.8535517372948584,3.0,1.4099655546471859,0.23743186014265838,Iris-setosa
+35,5.813528732173134,2.5285919924934745,4.148052774409955,1.1838258025096007,Iris-versicolor
+36,6.955765112957764,3.1878602699262952,5.709860370295016,2.2996302494842964,Iris-virginica
+37,6.3354325839412375,3.413997115119959,5.596112192310304,2.400553428512922,Iris-virginica
+38,4.785088207550496,3.400723304914282,1.5331139136390237,0.1975434384869433,Iris-setosa
+39,6.282071763185362,2.50076338595435,5.07406232502929,1.8370455397359473,Iris-virginica
+40,6.68849056256292,3.292081225391647,5.715256750690681,2.5,Iris-virginica
+41,7.267614635941449,2.895666138307665,6.22842200548106,1.784560162242259,Iris-virginica
+42,6.2316637929079866,2.2344702777075436,4.5261221018467905,1.5053445577491724,Iris-versicolor
+43,5.706545070506646,2.882021315771134,4.2529454502646065,1.296802401222213,Iris-versicolor
+44,5.077088757810721,3.8188710083693245,1.4927575285173948,0.1989761839729451,Iris-setosa
+45,5.094576271854825,3.693901527014092,1.4897932161167207,0.38679062661254543,Iris-setosa
+46,4.5916112578608335,3.3825173088858365,1.4045749799744167,0.3171744094108343,Iris-setosa
+47,6.108505325957255,3.3815516302418898,4.553103383286013,1.5457171937992638,Iris-versicolor
+48,5.389115643665399,3.4170361170484784,1.4995422360256114,0.19479677424446204,Iris-setosa
+49,7.551616399503354,3.0,6.588132233643494,2.121956270582969,Iris-virginica
+50,6.329325199068358,2.5272112125752564,5.008465559905236,1.9334526154286746,Iris-virginica
+51,5.302191039440133,3.715940124209953,1.516308570030676,0.21020745350851677,Iris-setosa
+52,6.506181221473116,3.1938000769593,5.060949132566601,2.018972182606437,Iris-virginica
+53,5.387616800233169,3.9,1.2619392611643934,0.5453569186120222,Iris-setosa
+54,6.299691449405443,2.309215972254676,4.432789606652971,1.3067000444666252,Iris-versicolor
+55,5.864562953454839,3.0,4.138993148784536,1.5024321606887396,Iris-versicolor
+56,6.704398782656899,3.2928987611902607,5.683603597481156,2.0965814876290025,Iris-virginica
+57,5.665524904661152,2.928758333611383,4.1566789537616575,1.3063334705242715,Iris-versicolor
+58,4.8305808730588975,3.0,1.4098798791686102,0.10000010382839875,Iris-setosa
+59,5.696227991429486,2.456668624903763,3.7575204542171203,1.1326791971887304,Iris-versicolor
+60,6.029818493389316,2.221678298133897,5.065599222941364,1.510826215417505,Iris-virginica
+61,5.752280808884682,3.795531006557918,1.4983686870338455,0.29283384983572597,Iris-setosa
+62,5.44952955123612,3.9,1.2293750587521797,0.45541093474391436,Iris-setosa
+63,5.823171070207538,2.6490852424254445,5.1558280166787185,1.9318530455515404,Iris-virginica
+64,5.588918940414419,2.4886443851697733,3.903722474742863,1.0892901434320927,Iris-versicolor
+65,6.815718784441982,2.7618323906995936,4.88415169983909,1.4183853605157597,Iris-versicolor
+66,6.920157146967949,2.9220306756287586,5.938284817326797,1.8570757133434672,Iris-virginica
+67,6.2955644629728384,2.310381141064948,4.4303963649863825,1.311962931538878,Iris-versicolor
+68,4.904862954624757,3.084413401231163,1.7038246243707156,0.1,Iris-setosa
+69,6.766110317020161,3.23588854546291,5.76379802864851,2.2737762185676416,Iris-virginica
+70,6.227247879704724,3.3161648703695614,4.726878324356161,1.6133113903580474,Iris-versicolor
+71,5.480936422282801,3.9,1.2386340772210809,0.42866849729496526,Iris-setosa
+72,5.1056896763280974,3.5049372866662507,1.4026347100051466,0.2018153403996249,Iris-setosa
+73,4.614962546469512,3.385156575060645,1.394192952950497,0.29350685143815136,Iris-setosa
+74,5.403650708207063,3.3965358709164932,1.4970837335877851,0.34973512383172095,Iris-setosa
+75,5.117693774127695,3.7016064992244373,1.6865944371718729,0.4146446731445981,Iris-setosa
+76,6.582556651999644,2.992871597379766,4.339016201708594,1.3679791742290235,Iris-versicolor
+77,5.208857366537512,2.7082511928472344,3.9569630630506523,1.4113368554655763,Iris-versicolor
+78,6.718030316278375,3.3071898435381053,5.701677067785761,2.091719956100305,Iris-virginica
+79,6.263880702891881,2.29971431934377,4.404036389894841,1.3228957889208697,Iris-versicolor
+80,5.747895620381899,2.7908353367467567,4.533214064551924,1.2825497849836143,Iris-versicolor
+81,7.596304010210112,3.0,6.608379424051405,2.0969888721291716,Iris-virginica
+82,6.277982435224518,3.401337137071849,5.584012001320982,2.3947023544692807,Iris-virginica
+83,5.328257573031048,3.6812024387864497,1.4889570406302017,0.2026577233622073,Iris-setosa
+84,6.805533463618341,3.218722970250551,5.8847385938172305,2.3169664237689815,Iris-virginica
+85,6.7142617437332195,2.5156218546569926,5.7978818956260545,1.7760970379406926,Iris-virginica
+86,7.611981927814817,3.0,6.5966970516677526,2.115203614148538,Iris-virginica
+87,5.104019478018804,3.812373670235744,1.526149023517834,0.19289247408342025,Iris-setosa
+88,6.79678410268992,3.210925017344779,5.878421605925866,2.3146069825764206,Iris-virginica
+89,6.268248093362815,2.4617799143474692,5.077325393305216,1.8944653612809714,Iris-virginica
+90,6.179187821760963,2.5092293994895334,5.0795448322516785,1.9006803023302876,Iris-virginica
+91,5.493131365259772,2.430596524688947,4.0500695344914925,1.0955480959024517,Iris-versicolor
+92,5.862571603682514,2.7638370959064402,4.256773681507514,0.9937919889414839,Iris-versicolor
+93,5.372995245319662,3.7762138667732166,1.4975925140066324,0.2233022946271329,Iris-setosa
+94,5.541344944628494,2.5722266699245004,4.300782044872283,1.1728924953504825,Iris-versicolor
+95,5.294277069510899,3.8999995877682427,1.19305145949815,0.5419836028439744,Iris-setosa
+96,7.656110811806594,3.0,6.60583482330026,2.0921659748050994,Iris-virginica
+97,6.108187792425636,3.3407890991764884,4.564948790786039,1.6390994063152866,Iris-versicolor
+98,5.489384029669673,2.631919692166287,4.421899433828531,1.2351963245296531,Iris-versicolor
+99,5.497344973465548,2.6071610359878417,4.388179218065473,1.1846973743864024,Iris-versicolor
+100,5.22950601847415,2.7024202692561397,4.024778706840425,1.3858582923865115,Iris-versicolor
+101,6.642585867263704,2.475746932269167,5.777815527520128,1.801959924607813,Iris-virginica
+102,4.595028056271422,3.405765520170212,1.3990243109218705,0.3146434252122469,Iris-setosa
+103,5.130794955818963,3.548260396330359,1.4318022793287524,0.29443716176282836,Iris-setosa
+104,5.679497065301242,3.8130892208524925,1.4938523503191128,0.2890833498359001,Iris-setosa
+105,5.329450826071728,3.8999993278751592,1.2596675414836036,0.43210449377229443,Iris-setosa
+106,5.756109502614823,2.8826054492061437,4.2262125391949015,1.3218664654567638,Iris-versicolor
+107,4.828703333784625,3.0758974964558834,1.4667082783332226,0.10000011428952933,Iris-setosa
+108,6.016387434363953,2.2112781662974887,5.015058111023085,1.5140149226792845,Iris-virginica
+109,6.784255930294778,3.251045492252375,5.733374430425393,2.288674234119678,Iris-virginica
+110,6.309374782006096,2.30537883366827,4.40742271613722,1.2751377405156137,Iris-versicolor
+111,6.764324436083273,2.802967523935943,4.737856707125005,1.416316201852702,Iris-versicolor
+112,4.824141891934737,3.4006867739627613,1.5850391497901797,0.19923782017126285,Iris-setosa
+113,6.4295451574418765,2.9946823978593695,5.519805611666202,1.7829108705853105,Iris-virginica
+114,6.543272646753349,3.197801404848326,4.663499697506106,1.5758751850582748,Iris-versicolor
+115,6.1459249160759395,2.5655157295288515,5.6281482343849065,1.415033910595469,Iris-virginica
+116,6.6392342041842864,2.478609076773586,5.790720764898339,1.7599130333399473,Iris-virginica
+117,6.8002493332624,3.0,5.511348641171705,2.0929579759875305,Iris-virginica
+118,6.669784792247942,3.3381283755324485,5.700653826494081,2.5,Iris-virginica
+119,5.540464495616637,2.4470370134929844,3.810537316337879,1.0474431931009025,Iris-versicolor
diff --git a/iris/tab_ddpm/3/4/test.csv b/iris/tab_ddpm/3/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/4/train.csv b/iris/tab_ddpm/3/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/4/val.csv b/iris/tab_ddpm/3/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/5/synth.csv b/iris/tab_ddpm/3/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e5a2cbff3dec6d83f454d5ccd60c14a989f3c701
--- /dev/null
+++ b/iris/tab_ddpm/3/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.242912910648023,2.7639726760916927,3.8726783369893405,1.4263581155230782,Iris-versicolor
+1,4.820992261888669,3.0,1.4292978902548064,0.10000009727484535,Iris-setosa
+2,6.32597638198232,2.459303142043688,4.856908332901897,1.5040421677297784,Iris-versicolor
+3,5.522635190672484,2.6386835892267753,4.414850676827324,1.25314475861069,Iris-versicolor
+4,4.7884107556555575,3.389066647344097,1.6005164324606787,0.20448102426809223,Iris-setosa
+5,6.710499073297717,2.487831685430667,5.7985232379530744,1.7966171919071998,Iris-virginica
+6,5.688876022009187,2.770062900428833,4.5340564746239345,1.2793880589029374,Iris-versicolor
+7,6.884275963498048,3.2067785992000757,5.693984028683702,2.3138845102953725,Iris-virginica
+8,7.51298876714221,3.0,6.491134785279697,2.1025886815739576,Iris-virginica
+9,5.912598072790809,3.4327205328747734,4.464858814877842,1.6325452218993781,Iris-versicolor
+10,5.589585348363931,2.432660728484163,3.9248057490271324,1.0940803528960248,Iris-versicolor
+11,4.902061874476394,2.40252126969932,3.287011663827413,1.0131352118992425,Iris-versicolor
+12,6.026211601286591,2.1834036814354283,5.068173061000761,1.490468168613621,Iris-virginica
+13,5.277237610490076,3.723592055616546,1.570822538963355,0.20058092958663848,Iris-setosa
+14,5.218617757733549,3.7682863329755025,1.5405668629397922,0.20756118237907542,Iris-setosa
+15,5.876027403092497,2.911003499985999,4.496110196479283,1.5068538450117248,Iris-versicolor
+16,5.976367889978447,3.410251819011897,4.47140630735248,1.6122969900229052,Iris-versicolor
+17,6.028073867047671,3.0,4.58381441782199,1.385073722914212,Iris-versicolor
+18,7.899998460401596,3.8048661299090902,6.371082976940763,2.009932708325831,Iris-virginica
+19,6.310032887221799,3.328663492810715,4.736306673020463,1.587861113438077,Iris-versicolor
+20,6.748371047785427,2.79125707298555,4.701708771531663,1.3919032394212156,Iris-versicolor
+21,5.6674492506944745,2.525957438960199,3.9428178775704072,1.0726668374048873,Iris-versicolor
+22,4.4,3.1751757414738755,1.3200940209484247,0.19636540401923236,Iris-setosa
+23,5.952221207551252,2.8894704831202125,4.466335364991484,1.4858208473427723,Iris-versicolor
+24,6.448240626385488,3.088373462355235,5.127267444040356,1.9061245076858049,Iris-virginica
+25,5.122585075540312,3.501750261738579,1.3873410101538504,0.29808567813277953,Iris-setosa
+26,5.085386559333525,3.5305900499404155,1.4060017326663827,0.20807196919275914,Iris-setosa
+27,4.9756101667618795,3.63659695321528,1.4018695651373143,0.19555558678844392,Iris-setosa
+28,6.204778775675569,3.3372174113186603,4.572006730469256,1.609094253197341,Iris-versicolor
+29,6.501080287778084,3.0,5.79752478260107,2.2032468518697574,Iris-virginica
+30,6.096010749252846,2.646807064584756,5.552541989889106,1.453522227456306,Iris-virginica
+31,6.836933765554206,3.0,5.39741684761192,2.17373223035994,Iris-virginica
+32,4.983002965063309,3.5788205382501,1.3924395056192576,0.2001074535984787,Iris-setosa
+33,5.993583638873516,3.402580188280114,4.442280067783148,1.5890615264432253,Iris-versicolor
+34,6.770710417865227,3.0901176093677543,5.78032405070339,2.2166501302001764,Iris-virginica
+35,4.40000057085613,3.150339954575993,1.3544489624651859,0.20505954345730218,Iris-setosa
+36,5.166468854781829,2.6877234129604717,3.9150338833608713,1.40678338841574,Iris-versicolor
+37,6.766309385058634,3.213088789241903,5.823694132413782,2.296309919844508,Iris-virginica
+38,5.369481130879869,3.8999996143452416,1.2809524319361434,0.4406575706656666,Iris-setosa
+39,5.545234447146919,2.388386252572674,3.819724337289243,1.0539976743743735,Iris-versicolor
+40,5.619325350878115,2.574239255816001,4.075466151221254,1.0691332362346768,Iris-versicolor
+41,6.31204140646011,2.292850398988841,4.4440900512824975,1.33123005207173,Iris-versicolor
+42,6.677404421253992,2.5128469267412137,5.7907455954665865,1.7831315519894484,Iris-virginica
+43,6.709529723538616,3.2327860628308054,5.78901124853302,2.2933210172364675,Iris-virginica
+44,6.679101107108625,3.084666948420268,4.710122368662284,1.4946307506535923,Iris-versicolor
+45,6.010706638759299,2.8130867972408087,4.653189135213894,1.527244916550483,Iris-versicolor
+46,5.420807244288788,3.4021024920038396,1.8036554195111758,0.20462274574361122,Iris-setosa
+47,5.350938532762823,3.411827283706562,1.4541755926291173,0.19451174587081793,Iris-setosa
+48,5.202277023815606,2.6950983015761163,3.8742385088761946,1.3961658266143668,Iris-versicolor
+49,5.262187155137966,3.8999995349458527,1.2323033481514292,0.43289153614731035,Iris-setosa
+50,6.028755594522795,2.2086093130189703,4.9967058154109605,1.4910462250814922,Iris-virginica
+51,5.754529209671024,3.805491117639466,1.5238491876173892,0.3515006807615418,Iris-setosa
+52,5.7863929080642205,2.9342107010131397,4.422217473252769,1.5272885544872152,Iris-versicolor
+53,5.159157888905195,3.7244272988030893,1.4912422507718175,0.5096079953160275,Iris-setosa
+54,5.746189363562973,3.807249452448957,1.5264897056749454,0.28946169271172145,Iris-setosa
+55,6.010309849540191,2.7005026412736033,5.12956766225192,1.646700763838522,Iris-versicolor
+56,5.104277766914862,3.7040497030516333,1.5344084649872138,0.3785975379773837,Iris-setosa
+57,6.978497833354513,3.216064183862831,5.664539846561013,2.3167533625933916,Iris-virginica
+58,6.276842877527263,2.5275813458727936,4.9321492205421,1.515394790535476,Iris-versicolor
+59,5.524013661852148,2.394409628582956,3.600409331448871,0.9664293502704726,Iris-versicolor
+60,5.209294360622546,3.4070013797800818,1.4028042385425152,0.203288074515725,Iris-setosa
+61,7.249893479968992,2.9001488366819963,6.297909824291867,1.7966141665340398,Iris-virginica
+62,6.8425029226932015,3.2243923922122937,5.786996762897175,2.3144353638072857,Iris-virginica
+63,4.902002989367023,3.113123157107339,1.5688551488306022,0.10000011632388306,Iris-setosa
+64,4.791667857135671,3.0,1.3931380783207195,0.29692293264059894,Iris-setosa
+65,6.340398922765379,2.551167887384876,5.097013555458409,1.8217697703792783,Iris-virginica
+66,6.067789032649603,2.688327170886037,5.092020689288263,1.5813268629382158,Iris-versicolor
+67,6.332865161809232,3.3848867959061324,5.63947920853989,2.383653472953386,Iris-virginica
+68,6.165053650477463,2.700757099728275,5.453663422715871,1.7175134940838044,Iris-virginica
+69,6.243673690601217,2.8215180192805986,4.374357124001056,1.2009362513248438,Iris-versicolor
+70,6.3087854892588995,3.4032325114183726,5.599812322725734,2.3907214141041795,Iris-virginica
+71,5.920365599302045,3.403087255897797,4.504470990819045,1.623441709636414,Iris-versicolor
+72,6.24890603174753,2.258769503632191,4.430713626800398,1.333607033838244,Iris-versicolor
+73,5.59759945329848,2.4815764393465165,3.761633789303048,1.0449076936117048,Iris-versicolor
+74,6.4631510090137905,2.9135284441776133,4.300411076369282,1.3136959078295343,Iris-versicolor
+75,4.400000656099573,3.170538951805053,1.2918293500613156,0.19775199324033635,Iris-setosa
+76,5.696520111090748,2.8435707743520457,4.396514124381936,1.3081324398167624,Iris-versicolor
+77,6.7121442720204945,3.11191071527764,4.698736659394311,1.5032347487919497,Iris-versicolor
+78,5.072316689552158,3.797456662666717,1.4987060909784338,0.20214504064539568,Iris-setosa
+79,6.230947721160213,2.6824010326889796,5.463496859636667,1.8161078336043133,Iris-virginica
+80,5.8170268423661105,2.605419104940162,3.8559176768911736,0.9547145339739123,Iris-versicolor
+81,6.545824443243593,3.2946490754534272,5.68436504777277,2.5,Iris-virginica
+82,5.707212003241778,2.7769866751493453,4.539857347049601,1.3049658612595336,Iris-versicolor
+83,5.941691872103977,3.398785872916574,4.446489390966016,1.5902577703001444,Iris-versicolor
+84,5.688707192093778,2.972310647702783,4.256004111484971,1.2867007237601982,Iris-versicolor
+85,4.816402313262075,3.3913044698404797,1.7220006080593022,0.1984064430760501,Iris-setosa
+86,5.393235495350474,3.406502495607518,1.5698428114040728,0.3852234929075161,Iris-setosa
+87,5.877040772759988,3.0,4.195132454700498,1.4867241612408217,Iris-versicolor
+88,6.999760899627518,3.1095974033501896,5.968052013123544,2.2425512627799935,Iris-virginica
+89,5.615462261194596,2.6608263945666124,4.393764479075061,1.1812659944759631,Iris-versicolor
+90,5.1883089789215795,2.687731718457954,3.956290395465635,1.413429373068528,Iris-versicolor
+91,6.670102513252967,3.0745820703357,4.636115359199502,1.4955352203886663,Iris-versicolor
+92,6.356333464588913,2.8882536564331542,4.361491956265912,1.2831376253297149,Iris-versicolor
+93,6.209466158348553,2.436733978778027,5.0113128049905376,1.8411816022392955,Iris-virginica
+94,4.647726275956894,3.3976479189643416,1.4042659593596896,0.40046540914163253,Iris-setosa
+95,5.584912662149718,2.499645066573755,3.9951056270797403,1.1462730589614258,Iris-versicolor
+96,5.720819107070819,2.813530866942701,4.456891734430969,1.292432179658319,Iris-versicolor
+97,6.40532574363219,2.9233951211266302,5.625089124475556,1.9957208055533067,Iris-virginica
+98,6.755494217603253,3.0,5.506927519614792,2.0366005169847803,Iris-virginica
+99,5.926101378152783,2.8666896474716843,4.487906440171986,1.254066819702321,Iris-versicolor
+100,5.669052012452854,2.853428831446116,3.9705277429975236,1.273147346885422,Iris-versicolor
+101,5.265779664545423,3.72738141421312,1.493054098723929,0.20371203913119093,Iris-setosa
+102,5.525584731274592,2.618839230951123,4.412179089122545,1.1752533583913038,Iris-versicolor
+103,4.990203317174833,3.4107139863727234,1.908875151081028,0.299744463406774,Iris-setosa
+104,6.316937506082415,2.33857273140372,4.702789002038218,1.498366462233697,Iris-versicolor
+105,6.4421883847946715,2.882322149130998,4.3021753819669595,1.2973332722379118,Iris-versicolor
+106,5.500364190540116,3.9,1.2208436201024704,0.5279197133431062,Iris-setosa
+107,5.364272966334471,3.8999996419239027,1.1954989393818471,0.3806475290597985,Iris-setosa
+108,4.400000681281451,3.170079740097899,1.319409772392359,0.20131550098391962,Iris-setosa
+109,5.372105574086236,3.3970079816037,1.5435730990542411,0.1992614089122198,Iris-setosa
+110,6.506901627808501,3.1888075810575898,5.1504052679880195,2.0029717216636547,Iris-virginica
+111,5.006141948565885,3.402829429911045,1.6135481156740559,0.42310301252930654,Iris-setosa
+112,6.447341322658721,2.92343855587727,4.313174487754128,1.3113039208498651,Iris-versicolor
+113,5.643909557219683,2.5060849722180216,3.9900725676924487,1.1503965096791586,Iris-versicolor
+114,5.934411445587688,3.0,5.175798401028002,1.8223776866203099,Iris-virginica
+115,5.59604140299096,2.4748358591113733,3.89167775714061,1.1086704567410561,Iris-versicolor
+116,6.684653285739744,2.5042159439009173,5.788493087193477,1.7950296835447441,Iris-virginica
+117,6.155581417007684,3.3964966944885817,4.557446830994191,1.606534571873884,Iris-versicolor
+118,7.68435091230534,2.78005208923398,6.665419744549635,1.9950673514826285,Iris-virginica
+119,6.017225415401231,3.4042897776096552,4.469789869538358,1.6065451644014264,Iris-versicolor
diff --git a/iris/tab_ddpm/3/5/test.csv b/iris/tab_ddpm/3/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/5/train.csv b/iris/tab_ddpm/3/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/5/val.csv b/iris/tab_ddpm/3/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/6/synth.csv b/iris/tab_ddpm/3/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8fa6da6600a652b4c355231c6d645234e24a37a5
--- /dev/null
+++ b/iris/tab_ddpm/3/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.8404404002205785,2.704016652047092,4.2312490563088865,1.028184199104986,Iris-versicolor
+1,6.810455252895005,3.204888934313377,5.7525297198050716,2.3122646598149097,Iris-virginica
+2,6.238099980880158,2.4848072638818155,5.0843082011138705,1.8521209563581469,Iris-virginica
+3,6.040176981514838,3.383348596456164,4.511081821318989,1.613944502512199,Iris-versicolor
+4,5.728367315842775,2.8224926220177053,4.385295500698209,1.2065126378394857,Iris-versicolor
+5,6.797291267454015,2.801201234889307,4.760508937750158,1.4078574885100357,Iris-versicolor
+6,5.133957196955009,3.788141723531505,1.492385141968672,0.20092467407076708,Iris-setosa
+7,7.709345906828433,2.575085249635956,6.89999893308932,2.317805518084415,Iris-virginica
+8,7.109240338518771,3.0,5.950233536079632,2.0887697382525063,Iris-virginica
+9,6.755979018775943,3.2626094688062977,5.718637419361841,2.1945373796988767,Iris-virginica
+10,6.636659996515085,3.0,4.513185818334356,1.4585606884581983,Iris-versicolor
+11,4.758443936236711,3.0,1.3591646282172196,0.1,Iris-setosa
+12,6.899547083179878,3.1198897989895196,5.138311151477788,2.3079083826162967,Iris-virginica
+13,6.273910981609702,3.333443041491752,4.780296301467752,1.5982818356977706,Iris-versicolor
+14,7.8999987456669505,3.814546794976493,6.379638962843048,2.020598876027997,Iris-virginica
+15,6.268321603228259,2.762504670809623,5.525065038598085,1.8079657711154902,Iris-virginica
+16,5.054601807471371,3.4064022279273307,1.4991813490358035,0.4876786753452189,Iris-setosa
+17,4.905411892575872,3.105569752043027,1.49843072591355,0.1000001068283099,Iris-setosa
+18,6.301812774287296,2.487010685829435,4.863856845063411,1.512128476670121,Iris-versicolor
+19,5.4067441278022565,3.9,1.257317826516807,0.5193051936017941,Iris-setosa
+20,6.571359762077229,3.139312960153189,4.67985738378337,1.5136872274660993,Iris-versicolor
+21,6.6384567281661875,3.3213370546109133,5.689830160880206,2.5,Iris-virginica
+22,6.801431661553922,3.2179038254474435,5.951535965128048,2.315263916884021,Iris-virginica
+23,4.999566229871847,3.3940410209248975,1.7109380408573176,0.33190623134881636,Iris-setosa
+24,4.826164061828825,3.0,1.401514310917048,0.2987692307056452,Iris-setosa
+25,7.518702266305939,2.917449626980174,6.506966896363542,1.832420479937123,Iris-virginica
+26,6.513427705327583,2.6414906070147532,4.878021938752675,1.4747052233870728,Iris-versicolor
+27,4.804705972221452,3.0,1.3816677456421307,0.10000011063883726,Iris-setosa
+28,6.4997777263329475,3.184760677922077,5.095215657349024,1.9997772353760004,Iris-virginica
+29,5.975364824035026,2.6939732346798184,5.083016117789628,1.6000363875946575,Iris-versicolor
+30,7.899998369052517,3.8106873566736708,6.4559579139597885,2.0470707290601537,Iris-virginica
+31,5.341469592147178,3.899999596429399,1.2585729799013154,0.4410645853560126,Iris-setosa
+32,6.111477504386274,3.3687557500814216,4.597339499683793,1.6699315136844226,Iris-versicolor
+33,6.285499598071406,2.5034494412974544,5.027837394408089,1.8892962258624635,Iris-virginica
+34,6.795577221008084,3.22858947315703,5.689442442989983,2.333898634469991,Iris-virginica
+35,5.168675504280613,3.490225715109366,1.4128370867319884,0.29722195837583404,Iris-setosa
+36,6.6845990902612105,3.2823693325806236,5.675591672012017,2.124618616568796,Iris-virginica
+37,6.620656305292433,2.821146071843273,4.551157762256022,1.3488794419902328,Iris-versicolor
+38,6.425336000247175,2.887604038444075,4.286451994084031,1.3044617859066734,Iris-versicolor
+39,4.821944928260168,3.028002621275925,1.402559589641819,0.3017549706924596,Iris-setosa
+40,6.5741194305902635,3.0,5.413302355282896,1.863929332500505,Iris-virginica
+41,6.677621080919724,3.3345278481970335,5.674839062092056,2.5,Iris-virginica
+42,6.156428231831898,2.564068430892126,5.6119347589607,1.4229751572582783,Iris-virginica
+43,4.879466984020022,3.1255340059696333,1.4917783976020373,0.1,Iris-setosa
+44,6.667876491130087,3.0914921943512543,4.652417293829232,1.5213921941455362,Iris-versicolor
+45,5.710076569086412,2.806768975043513,4.473427742310329,1.306406283708963,Iris-versicolor
+46,6.13087112986586,2.809453740184791,4.681848655688381,1.266722566911083,Iris-versicolor
+47,6.291866667461704,2.479824132355268,4.932644271221987,1.9234513850540953,Iris-virginica
+48,7.9,3.819556754215287,6.375749388105639,1.9982579964031744,Iris-virginica
+49,6.628580137832645,3.335881638823785,5.680565484014362,2.5,Iris-virginica
+50,4.400000490224761,2.95036761162656,1.4011258426886413,0.20493659664157646,Iris-setosa
+51,5.84683445503792,3.0,4.230595267054087,1.4872940558355403,Iris-versicolor
+52,5.12941351301086,3.6919922075339335,1.5716538463505034,0.4296723355641741,Iris-setosa
+53,5.049066529547139,3.5467108322936127,1.4028477113311826,0.19902914935068627,Iris-setosa
+54,6.479857831029167,3.0,5.8761110487295936,2.197912617197704,Iris-virginica
+55,6.654214763469389,3.2569880803165665,5.685569139332786,2.4999995716981713,Iris-virginica
+56,5.323431065512874,3.9,1.222618428685021,0.5693340215358881,Iris-setosa
+57,5.11676261792534,3.820714499513301,1.4927203326715455,0.19824460425159768,Iris-setosa
+58,6.096231342946632,2.577103815092286,5.584301937968143,1.4065957562530036,Iris-virginica
+59,5.22429055616042,2.6895988741788956,3.9755711401049356,1.4067729622774297,Iris-versicolor
+60,5.411322265510178,3.376562903494874,1.716569878417519,0.3188938245114187,Iris-setosa
+61,6.286818221813109,2.5169343048763646,4.966948034681494,1.9219744245955117,Iris-virginica
+62,6.785271061340759,3.2077991483171666,5.787527920086415,2.303929743430261,Iris-virginica
+63,6.1037975217552205,2.7865420136165757,4.65265051547251,1.2089418298256938,Iris-versicolor
+64,6.117799222138278,3.364915304351229,4.598645509149179,1.63247233479905,Iris-versicolor
+65,4.4,2.870675375272312,1.4125032338437382,0.1913182179746221,Iris-setosa
+66,6.482542572355627,3.030396216695526,5.340541073466316,1.8570016947425776,Iris-virginica
+67,5.545104957434541,3.0,4.162556015805502,1.2765912225412863,Iris-versicolor
+68,5.606750692711752,2.4573588099095476,3.8973156726383404,1.0734420029870873,Iris-versicolor
+69,5.705540311637028,3.801058277468055,1.6564711219839563,0.32484061607232795,Iris-setosa
+70,5.356549641255565,3.9,1.2240692050573743,0.319877092887717,Iris-setosa
+71,6.276769067669365,3.330880779352189,4.615760196102106,1.6318643085142432,Iris-versicolor
+72,5.572904560311171,3.0,4.504067945340407,1.4937810256006003,Iris-versicolor
+73,5.765646408748725,2.810942464541314,4.211872222913037,1.1135065284756689,Iris-versicolor
+74,7.113726871645949,3.0,5.9495231404046,2.1409040099299284,Iris-virginica
+75,4.9043655746245705,2.389716117909826,3.110217073637489,0.976893916287267,Iris-versicolor
+76,6.268265212708569,2.7387010820691837,5.382635148230318,1.88242306813376,Iris-virginica
+77,6.07043895402232,3.4125631875097815,4.6281045680455595,1.670285130740788,Iris-versicolor
+78,6.433407462618988,3.075384176447099,5.157213534764616,1.9353201106448248,Iris-virginica
+79,6.619600852573303,3.11275688091976,4.663933348744433,1.5056523701059121,Iris-versicolor
+80,6.282326537663622,2.506217749466423,5.0264964167510655,1.5153721993381082,Iris-versicolor
+81,7.367605418627227,3.0,6.290554411662747,2.0861530610868337,Iris-virginica
+82,5.201307938111716,2.708139640601291,3.8846667659167347,1.4067736519107334,Iris-versicolor
+83,6.015399201948364,3.395201019283473,4.464990337528755,1.6068517706687244,Iris-versicolor
+84,5.184470563521268,2.6752762733549833,3.868696890443027,1.3816370284100863,Iris-versicolor
+85,5.807631261472572,2.7383234643651693,5.160836437717058,1.8730840702110934,Iris-virginica
+86,7.230541723715629,3.0,6.101475798404409,2.127673141139431,Iris-virginica
+87,5.215896112798758,2.706028074038208,3.9249064421238886,1.3967780000197487,Iris-versicolor
+88,7.006529315679195,3.0,5.7901727934798615,2.0938986013510705,Iris-virginica
+89,6.00482764635846,2.892206422515679,4.463120503772565,1.485538284814339,Iris-versicolor
+90,6.3152106281402425,2.4912196976653918,5.046072066141,1.9052394423312184,Iris-virginica
+91,5.751250182912033,3.796056518718858,1.7588411788212412,0.295624753199796,Iris-setosa
+92,6.906014000188998,3.188921001441878,6.068352785287755,2.297406160189518,Iris-virginica
+93,4.793719748673997,3.0,1.4031929750077121,0.10000011388196918,Iris-setosa
+94,7.9,3.813569630333649,6.444691792179519,1.953958635936529,Iris-virginica
+95,6.678614524291971,3.2987122001216695,5.711693503626963,2.5,Iris-virginica
+96,6.071097126590028,3.0,4.56504217330658,1.4149032675010573,Iris-versicolor
+97,6.783762295269377,3.2225806060026247,5.79670626185637,2.2813764036143893,Iris-virginica
+98,6.315099312435357,2.292894285796759,4.415050237523405,1.3079597106113212,Iris-versicolor
+99,5.408469436084442,3.3976416081899865,1.817101740301477,0.20156712710951774,Iris-setosa
+100,5.015466554955982,3.4039108677007395,1.6911156388524682,0.3743917036643536,Iris-setosa
+101,7.585020951750088,2.8134208112177985,6.590144729741029,1.9336826598126562,Iris-virginica
+102,5.938672499364343,2.671626240240926,4.969905246837988,1.5802631457452514,Iris-versicolor
+103,6.102924004209421,2.981134139246117,4.605393231089326,1.360606402142485,Iris-versicolor
+104,5.898855891913332,3.0,4.1957545323958465,1.5059399721370301,Iris-versicolor
+105,5.322663041072611,3.9,1.2085028109430267,0.4372105120438952,Iris-setosa
+106,5.43591713763381,2.51015004408663,3.7810953714133086,1.0630605996031273,Iris-versicolor
+107,5.072245845826275,3.410988005960472,1.798467360142848,0.35823024033304557,Iris-setosa
+108,5.194839398791574,3.7646767865165236,1.5010903719578166,0.20393872033757057,Iris-setosa
+109,6.299015529469911,2.264930786276652,4.373341077657482,1.302859133843592,Iris-versicolor
+110,5.189455315437619,2.7102445338706125,3.896993124752121,1.397737654696119,Iris-versicolor
+111,6.628164941608814,2.826271989422404,4.588914578578032,1.3596569092332873,Iris-versicolor
+112,7.712095677958678,2.5676904580150435,6.899998944028355,2.31214617038192,Iris-virginica
+113,6.697872773830482,2.47478356373057,5.812091887227815,1.7728646376561863,Iris-virginica
+114,7.34495044392271,3.0,6.245729404968992,2.0897799316343457,Iris-virginica
+115,6.744503449976551,3.136005281169991,5.170618033992729,2.1946644396573642,Iris-virginica
+116,5.7711819705538145,2.6187858378480255,4.217890543327128,1.0923510734111501,Iris-versicolor
+117,7.462392748500953,3.0,6.335773286041552,2.131679076340643,Iris-virginica
+118,7.233051699465256,3.0,6.2589170947359465,2.0793056717344505,Iris-virginica
+119,5.966171416396802,2.8244883219311703,4.607035305537339,1.5074647234170968,Iris-versicolor
diff --git a/iris/tab_ddpm/3/6/test.csv b/iris/tab_ddpm/3/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/6/train.csv b/iris/tab_ddpm/3/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/6/val.csv b/iris/tab_ddpm/3/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/7/synth.csv b/iris/tab_ddpm/3/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c66168ee90d0fc38359f729a5dcfc2164af68e83
--- /dev/null
+++ b/iris/tab_ddpm/3/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.824327313528742,3.0,1.4001944743198478,0.27292469137752334,Iris-setosa
+1,4.784335971282797,3.3899254687049436,1.4990211745418363,0.2090319011593139,Iris-setosa
+2,7.9,3.812121455402961,6.292035687620347,2.0371320013669134,Iris-virginica
+3,5.865522029727605,3.0,4.095573745203978,1.4975153514578217,Iris-versicolor
+4,6.8094227428789855,3.2036833274349137,5.729009283421992,2.314178754693579,Iris-virginica
+5,6.652580059188773,3.3187752564926742,5.667268332642651,2.5,Iris-virginica
+6,5.3326047126088385,3.9,1.2235605470024213,0.5542002371631749,Iris-setosa
+7,5.838732521454934,2.780214977132852,4.286142822972333,1.1145258818041979,Iris-versicolor
+8,6.495504421871972,3.3563883174117293,5.651807393269695,2.3458251672630004,Iris-virginica
+9,5.866521978209782,3.0,5.152831448100461,1.7897389338664351,Iris-virginica
+10,5.422563642623428,3.9,1.2813786167124566,0.7650352584951439,Iris-setosa
+11,4.862816983142079,3.0529271910642195,1.4519419083902494,0.1,Iris-setosa
+12,5.095447945116198,3.6963624193991094,1.4931011907785698,0.415794928370919,Iris-setosa
+13,4.615046199653501,3.616793224964928,1.0000003800691004,0.19479246318410584,Iris-setosa
+14,4.991883835546,3.393373036742484,1.4996899737596832,0.440884613481995,Iris-setosa
+15,6.107992052706296,2.5725917586839886,5.602513308373454,1.4143347771167096,Iris-virginica
+16,4.400000565179663,2.913063177028165,1.4096308428095379,0.2015410550262075,Iris-setosa
+17,6.634867607805255,3.2449671006437026,5.694017186631619,2.499999611065433,Iris-virginica
+18,5.428732065276291,3.9,1.1936919501881083,0.4642342776050544,Iris-setosa
+19,7.899998568665514,3.804912012433583,6.41037605805854,2.0272331127382457,Iris-virginica
+20,6.87965903914561,3.0821820457492937,5.184629758364517,2.26245073485308,Iris-virginica
+21,6.933553896187154,3.091979708602984,5.114074645573125,2.31424348262746,Iris-virginica
+22,6.063366555555307,3.0,4.632273467763822,1.3770183554794597,Iris-versicolor
+23,6.271217756889245,2.299431403037787,4.37379927910381,1.3084767984304742,Iris-versicolor
+24,6.724438408285379,2.485853233426074,5.791420927570948,1.7895052941935683,Iris-virginica
+25,5.88708978380437,3.0,5.157136454491445,1.7675220471149578,Iris-virginica
+26,7.716951131110364,2.790611217497871,6.726939849831288,2.003013026752062,Iris-virginica
+27,7.697305384215069,2.7827203995500205,6.677644503469491,1.9954273897173609,Iris-virginica
+28,5.116265480378091,3.502084704798445,1.401073208196905,0.3562485418989559,Iris-setosa
+29,5.912707539767303,3.0,5.074950454723378,1.8014468747391401,Iris-virginica
+30,6.041626644560309,3.0,4.608668401678469,1.379209774982605,Iris-versicolor
+31,5.332555244016939,3.7370998762177345,1.4920516349484358,0.20450197833307449,Iris-setosa
+32,5.176886248439584,2.4823119545631287,3.214309085360185,1.1018137632025637,Iris-versicolor
+33,6.041430393415158,2.194014210547294,5.008890026187821,1.4972604124856619,Iris-virginica
+34,6.006174491092501,3.39502909966286,4.490422321939101,1.6437297165469165,Iris-versicolor
+35,4.591511347824531,3.6512983508960004,1.0000004405666199,0.19588113568823012,Iris-setosa
+36,4.862099732289121,3.0,1.4003291557372375,0.1975865651854798,Iris-setosa
+37,5.271017424823385,3.7012341295848685,1.6174367336774682,0.20126977464895582,Iris-setosa
+38,5.8510595212727505,3.0,5.114953598850088,1.795104395864889,Iris-virginica
+39,4.9518642199927125,2.000000475747831,3.316332201433688,0.9258871062539795,Iris-versicolor
+40,6.699059024745766,3.071007925605238,4.671510508904044,1.504303273753827,Iris-versicolor
+41,7.9,3.816101395211341,6.387634772921843,2.0178789342047025,Iris-virginica
+42,6.3492223452941765,2.397968573076472,4.382282981454506,1.3118381588833143,Iris-versicolor
+43,5.977594236582791,3.0,4.4712378704843,1.3845658526897877,Iris-versicolor
+44,5.09769479743194,3.482602051311014,1.4025061781811077,0.298607955172912,Iris-setosa
+45,4.913437887929652,3.131611298790272,1.4960804734355722,0.10000009956399132,Iris-setosa
+46,6.286892350605372,2.4902005512638543,4.947192712404886,1.9095241433260493,Iris-virginica
+47,6.489750033146049,2.8971835633101706,4.338004212889151,1.3286670169259778,Iris-versicolor
+48,5.633733934086133,2.9396050148204464,4.123035041567192,1.302543275116643,Iris-versicolor
+49,6.791991932318943,3.188801802446608,5.860158830683183,2.3152564082849514,Iris-virginica
+50,4.571684554560282,3.609887320654696,1.0000004722321578,0.20941366215847507,Iris-setosa
+51,6.183688346779552,2.8165178921268645,4.7027837695455865,1.177607770621299,Iris-versicolor
+52,4.584335392308955,3.402126690293849,1.401999061733068,0.3293526201766648,Iris-setosa
+53,7.9,3.79904718062054,6.340666458279013,2.018220092250946,Iris-virginica
+54,7.6641381042035555,2.8805063025710327,6.633563450347493,1.9322360601371982,Iris-virginica
+55,6.268564465574956,3.3934341674617543,5.59119006711645,2.4006871441331543,Iris-virginica
+56,7.243436052309739,2.8918112289784004,6.182714821859638,1.787338740246027,Iris-virginica
+57,6.0811763392941005,2.5869987032086246,5.5978932670931,1.3828209908531401,Iris-virginica
+58,6.308868398696377,2.483169729138684,5.102370390379578,1.9151586181191294,Iris-virginica
+59,5.758300408137069,2.6906051796072776,5.175287377667499,1.8910198446205089,Iris-virginica
+60,7.626544393863244,3.0,6.59409170825164,2.14246146488768,Iris-virginica
+61,5.625648997420631,2.474375884297787,3.973110672108734,1.1037770092637849,Iris-versicolor
+62,5.838167198396576,2.716266378567302,5.1068816398842465,1.9041822704061155,Iris-virginica
+63,5.590032464086454,2.4581815518800028,4.016114606457259,1.0725628955784139,Iris-versicolor
+64,5.740452319237681,2.8650583909421186,4.219972019145457,1.228823590523146,Iris-versicolor
+65,4.994697161320611,2.4581569002448105,2.990315514401791,1.056360582010815,Iris-versicolor
+66,5.148519374427155,3.5323391416057994,1.4222695250248893,0.20192535043741547,Iris-setosa
+67,6.099526408975949,2.6490445811074865,5.110561129453786,1.588857828169336,Iris-versicolor
+68,5.143962163488501,2.7035737507619126,3.991861730976461,1.3929514352015169,Iris-versicolor
+69,5.588158181132701,3.0,4.2032356191704725,1.3010986072468458,Iris-versicolor
+70,5.781792784929381,3.0520436373245694,4.34841300783318,1.4437385646717513,Iris-versicolor
+71,5.983972035144227,3.0,4.511399938889533,1.4681033077754866,Iris-versicolor
+72,5.179095890124564,3.771126353066791,1.9068113399228106,0.23223899597132275,Iris-setosa
+73,5.425846486947711,3.9,1.2820997042864541,0.7593891245924758,Iris-setosa
+74,5.344679099149416,3.9,1.2150197436614043,0.5310185791203752,Iris-setosa
+75,6.282950137826637,2.4885353375611228,5.0272498105838475,1.833947836761338,Iris-virginica
+76,5.156448894357037,2.471391359173029,3.2748853592803746,1.0333957988210078,Iris-versicolor
+77,6.2844779407577285,2.2985212846677636,4.409179564781249,1.2732082957021014,Iris-versicolor
+78,6.20852412327062,3.326298411773341,4.624673286786658,1.6235806119987317,Iris-versicolor
+79,4.4000004702124915,2.9106149596928446,1.4112535801791017,0.19252702065649896,Iris-setosa
+80,6.294574213087086,2.508190125592892,4.929122754017324,1.8858412897680643,Iris-virginica
+81,6.501251883899528,3.0,5.793233837122722,2.200104508865124,Iris-virginica
+82,5.815758423683662,2.688695929314254,5.129407065751746,1.9085006136786207,Iris-virginica
+83,7.354865149506225,2.9027608737406125,6.325101992014823,1.7780086795481733,Iris-virginica
+84,5.8429462583179435,3.799434766267675,1.6127859092525616,0.2987499072529055,Iris-setosa
+85,5.788802884720179,2.696113281891848,5.134922903228164,1.8465783702689196,Iris-virginica
+86,5.616279750751831,3.0,4.539791920990464,1.5036432873298036,Iris-versicolor
+87,7.4310801164289195,2.8746060405827554,6.365728351466567,1.8987274437561423,Iris-virginica
+88,4.984890652937251,3.6460897133616226,1.4033156237215854,0.19420467425400895,Iris-setosa
+89,5.329814381007179,3.9,1.2945187002526322,0.5369398676258184,Iris-setosa
+90,6.141144712741125,3.324728651372978,4.634887172377719,1.6184181901435049,Iris-versicolor
+91,5.108773363884064,3.494195866515808,1.3855493858174168,0.20148110061684218,Iris-setosa
+92,5.10323737865401,3.501021656785423,1.4007562354090972,0.29592458122992876,Iris-setosa
+93,6.119660948625242,2.778770585758861,4.712293360524372,1.2079555409007843,Iris-versicolor
+94,5.745692572224576,2.7905658662945365,4.249174135468389,1.1639819491350978,Iris-versicolor
+95,6.038847971352394,3.402815935909261,4.506045446946702,1.6011422431337705,Iris-versicolor
+96,6.560195717281005,3.3528985986423803,5.652574287342763,2.5,Iris-virginica
+97,6.64875099839552,3.3543578793510824,5.666201278882094,2.5,Iris-virginica
+98,5.991373327522242,2.7024988212677923,4.9204641219008725,1.5621449087829258,Iris-versicolor
+99,5.715924241659321,3.7972988996225463,1.5889465673180967,0.3139250861975854,Iris-setosa
+100,7.0626650534522195,2.933467097204211,5.791961051812199,1.9472021195753586,Iris-virginica
+101,5.344509849375588,3.3785545965758086,1.6278889255326876,0.46411527097916666,Iris-setosa
+102,5.601733237927219,3.0,4.442928086571633,1.5053162437276746,Iris-versicolor
+103,7.7152067078639295,2.800824271118031,6.694908517992699,1.9979880831297787,Iris-virginica
+104,6.272609125915046,2.450151584123777,4.839584123924312,1.4934932077312721,Iris-versicolor
+105,5.08507405622853,3.7170316705945226,1.4851444256151225,0.4061834673034312,Iris-setosa
+106,6.816475281415456,3.0,5.74155438099986,2.089153862185901,Iris-virginica
+107,5.94491377888948,3.4186585384979797,4.486360316893044,1.6367427771334786,Iris-versicolor
+108,6.221103508175776,2.218039456263225,4.572022025673793,1.5276276084514562,Iris-versicolor
+109,7.28347961352506,2.911366093162265,6.279323664333983,1.81991306231402,Iris-virginica
+110,5.960971998085373,3.4001627406268513,4.484866911801837,1.608699594590882,Iris-versicolor
+111,5.176090978883396,2.504105418707918,3.23895026200078,1.0986458233367107,Iris-versicolor
+112,6.7129267134563895,3.2768165585403404,5.707425499848255,2.113872667018536,Iris-virginica
+113,6.96300062650649,3.0890241887220684,5.149830167479267,2.283890100951601,Iris-virginica
+114,5.923131802631569,3.4004298749580326,4.471725179921062,1.6208080130432585,Iris-versicolor
+115,7.426576699948681,2.8873717338809213,6.438677419765976,1.8772505669935124,Iris-virginica
+116,5.99009081670867,3.4247777173128835,4.477410980471654,1.6250204015927672,Iris-versicolor
+117,6.674009941310044,3.291313807361962,5.685377112640835,2.094631206771312,Iris-virginica
+118,7.9,3.816624749348735,6.314456980190496,2.042460769857176,Iris-virginica
+119,5.830506551583839,2.760764939546663,4.273720551971568,1.0663518557325669,Iris-versicolor
diff --git a/iris/tab_ddpm/3/7/test.csv b/iris/tab_ddpm/3/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/7/train.csv b/iris/tab_ddpm/3/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/7/val.csv b/iris/tab_ddpm/3/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/8/synth.csv b/iris/tab_ddpm/3/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9744567d0210f79e6c1e4188f4ba27b66eababe2
--- /dev/null
+++ b/iris/tab_ddpm/3/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.8034809634626505,3.0,5.470895769225795,2.1114971788126087,Iris-virginica
+1,5.674476787035343,2.840279812380075,4.541000274517629,1.3132666982235042,Iris-versicolor
+2,5.136833571843466,3.6630639300595003,1.4961933833104262,0.3647211181686123,Iris-setosa
+3,5.119974986385657,3.8067105016572373,1.5384530211864982,0.2005275331118413,Iris-setosa
+4,6.093557969228161,2.7892237667523356,4.6629517183543605,1.18664365354194,Iris-versicolor
+5,6.057483185123108,2.7980927795507546,4.65082324989785,1.213260629505964,Iris-versicolor
+6,6.269701302424383,2.309621358910207,4.4455005368821,1.3132488617793692,Iris-versicolor
+7,5.718343565967219,3.796948289519324,1.7011350481888239,0.33830525668102035,Iris-setosa
+8,6.013790179115308,2.7911140611628382,4.622056853396487,1.253801915955815,Iris-versicolor
+9,6.780542902619973,3.0,5.525888067009252,2.0394080315215684,Iris-virginica
+10,4.856618474627004,2.3925601497495292,3.4353946128937456,0.907022526749224,Iris-versicolor
+11,7.7169414011590955,2.881781113963916,6.709619058646265,2.0493965557409664,Iris-virginica
+12,6.320661710965589,2.292886937214041,4.38718314727114,1.3013517231660454,Iris-versicolor
+13,7.899998589863695,3.8135343289603925,6.34497493123201,1.9997937258376803,Iris-virginica
+14,5.331862117121137,3.9,1.2217942699060773,0.4567037281482194,Iris-setosa
+15,6.29951889149274,2.2623737907797787,4.420205969351072,1.3196602264289647,Iris-versicolor
+16,5.115267931417301,3.7046707423543097,1.4929288874345974,0.4511852627492162,Iris-setosa
+17,5.470942071118964,2.4422636550140586,3.805516493967631,1.005219921366174,Iris-versicolor
+18,5.952644113025295,3.4069005480132866,4.4683848561935315,1.6468307900583379,Iris-versicolor
+19,5.042979014473646,3.5391440264907,1.3773211712709246,0.19784193079856194,Iris-setosa
+20,6.319428118949122,2.514145480927472,4.945932367935399,1.9252480859616294,Iris-virginica
+21,6.1508951057082335,2.58142472231011,5.608393339964093,1.4150505895978487,Iris-virginica
+22,6.251138906584684,2.4643541785912007,5.010304740740374,1.865081594743985,Iris-virginica
+23,7.8999978418092045,3.7949873512370007,6.465621402537929,2.007106859030014,Iris-virginica
+24,4.602322854203549,3.645039819230886,1.0,0.19649830841689592,Iris-setosa
+25,5.669586323444619,2.8074747381901317,4.541145920175446,1.281589190413386,Iris-versicolor
+26,5.406954908345682,3.4134978335612156,1.7381308593267335,0.2014030105796644,Iris-setosa
+27,4.921956783337291,3.417350256893507,1.492853418652478,0.2932951521852454,Iris-setosa
+28,6.746759825386925,2.7781678707675606,4.66756151845789,1.3946169339976666,Iris-versicolor
+29,6.273426297972556,2.477923556797629,5.001951729693225,1.8857404521915824,Iris-virginica
+30,6.6534396202299755,3.33687933524377,5.695640184522108,2.5,Iris-virginica
+31,4.4,3.185721884315283,1.2956098428547171,0.19772660497722544,Iris-setosa
+32,4.82000504343799,3.393031449988568,1.666476585799761,0.20445419704840365,Iris-setosa
+33,5.983799052054462,3.0,5.124857115036468,1.8197258589538032,Iris-virginica
+34,4.919095977041566,2.4058364912072916,3.262785647337049,1.054278349213168,Iris-versicolor
+35,5.827280129686367,2.6808023358728073,5.212200404936636,1.897504830066411,Iris-virginica
+36,7.725566912272824,2.79695981654588,6.730701279217785,1.9983114464867082,Iris-virginica
+37,5.287934468151736,3.7075830823198888,1.4865288756860358,0.20338955805964223,Iris-setosa
+38,6.493438856364085,2.5987895404084878,4.85219295729155,1.4537215023006977,Iris-versicolor
+39,5.387890891186047,3.39937129965552,1.8553087802168458,0.208013136862411,Iris-setosa
+40,5.997076827971975,2.901753692365244,4.57215111493971,1.4945859756666124,Iris-versicolor
+41,5.758568542527067,3.8035497640032547,1.695351676627365,0.3014035399914993,Iris-setosa
+42,5.5251799922075175,3.0,4.448215183043414,1.5067208671133967,Iris-versicolor
+43,5.951935365019152,2.7115676443685186,5.088604383028442,1.6109868754522767,Iris-versicolor
+44,6.663049744587943,3.2901043890721793,5.672184861652881,2.112952350686129,Iris-virginica
+45,5.657659718704966,3.770482854229381,1.583839286455462,0.26657106670022745,Iris-setosa
+46,4.968714462618723,2.429344535272117,3.572844884824881,1.0236864142492186,Iris-versicolor
+47,6.084979201935076,2.574646723933029,5.6044806765666175,1.3997494873938732,Iris-virginica
+48,7.258069446097827,2.9185644200309193,6.247169372302584,1.8067107969840994,Iris-virginica
+49,4.400000633393985,3.1957758786985355,1.3514457031388765,0.20814289173136963,Iris-setosa
+50,5.937747200121518,3.406738524423264,4.493416706816663,1.6506156856164345,Iris-versicolor
+51,4.825999831077575,3.0,1.4101567427646151,0.10000011591295432,Iris-setosa
+52,6.292937822433004,3.4064831162547398,5.625367656824418,2.374484827848355,Iris-virginica
+53,4.821039678863391,3.4057902811180387,1.4984281363564156,0.20100159627627873,Iris-setosa
+54,5.250879753922354,3.72761702221936,1.7662730675424503,0.20012818794311776,Iris-setosa
+55,6.304332826852774,2.29566564745876,4.405534525511214,1.263826900394653,Iris-versicolor
+56,5.978481557700454,2.710056848693808,5.061384842669071,1.5901584768764678,Iris-versicolor
+57,5.513163243481943,2.61354077054389,4.397650376292496,1.1907172108829847,Iris-versicolor
+58,7.570242078529385,3.0,6.541811280795612,2.1403803480916412,Iris-virginica
+59,6.022309434674371,3.409909203703991,4.554919335539678,1.647829670796918,Iris-versicolor
+60,4.84419750689308,3.3874241958842077,1.642016036365365,0.20417973979192244,Iris-setosa
+61,6.472670991672506,3.0,5.8570840546830745,2.2158044947163678,Iris-virginica
+62,5.637239719689429,3.0,4.043732554724591,1.3220545292438326,Iris-versicolor
+63,6.65366353323456,3.0,4.499329949323434,1.4348942544043863,Iris-versicolor
+64,5.0894953641358,3.5007909610515338,1.4018460207002124,0.31408251820577715,Iris-setosa
+65,5.395561744590635,3.394533256074697,1.6303767823518645,0.3353732365960208,Iris-setosa
+66,5.5671443803305,3.0,4.40663669543633,1.5067104769541486,Iris-versicolor
+67,5.8394345871779425,3.0,5.089441968854721,1.7775063925105514,Iris-virginica
+68,7.9,3.7974370256884447,6.382174857830398,2.0313732897057606,Iris-virginica
+69,7.6886092067575,2.558908477935328,6.9,2.2942433710787222,Iris-virginica
+70,6.532272165827465,3.215966140532166,5.095581803964231,1.9954194139566823,Iris-virginica
+71,5.749804595275874,3.0,4.335035967210088,1.5118884225066862,Iris-versicolor
+72,5.974618051061891,3.402384220575265,4.547806944579503,1.6063327917358627,Iris-versicolor
+73,4.828429398470506,3.0,1.4355041523272356,0.10000010585574959,Iris-setosa
+74,4.815401038065948,3.3745117692345117,1.5002125055776085,0.20280114441080543,Iris-setosa
+75,5.595278122598706,2.4537454422198666,3.9409864183159784,1.102220076134563,Iris-versicolor
+76,6.550115405931548,3.1791992937882187,5.128102723668288,2.0357585902008313,Iris-virginica
+77,5.210453264190655,2.7227300226167865,4.018586244146106,1.4210858698955868,Iris-versicolor
+78,7.0935596257213165,3.0,5.943374522570323,2.086122348107126,Iris-virginica
+79,7.026784780042196,3.0,5.793388712129187,2.105017411083228,Iris-virginica
+80,4.777944119741342,3.0,1.4008297165926202,0.2974987908992991,Iris-setosa
+81,5.945940555013136,2.7908104776963123,4.644447367777698,1.1745694040864525,Iris-versicolor
+82,5.9886948258094606,3.397975068077388,4.545231355643171,1.618502237247959,Iris-versicolor
+83,5.6178354578923875,3.0,4.241951757935093,1.2823669445700336,Iris-versicolor
+84,6.808907392490743,3.2300598709134203,5.985931363724324,2.3204839205539733,Iris-virginica
+85,5.971411706747728,3.4098434736213536,4.514482101141996,1.5835075827993579,Iris-versicolor
+86,4.8799217309240355,3.0,1.4042841603575438,0.19969799775265706,Iris-setosa
+87,7.696300106424978,2.815745960181001,6.6896156701261145,2.023562744759098,Iris-virginica
+88,5.946176250315214,2.915360735008671,4.461302309323834,1.4957247220260919,Iris-versicolor
+89,4.913173021493884,2.4067694412850877,3.4404390182221194,0.9659011949799199,Iris-versicolor
+90,5.041892546003652,3.3974523173747166,1.621180486917834,0.39909989228268083,Iris-setosa
+91,4.638739869876909,3.41493697955483,1.3809014848619405,0.39509521009635423,Iris-setosa
+92,5.984383708096203,2.916250199109704,4.479763529248337,1.4953953260150672,Iris-versicolor
+93,6.209743769580902,3.3284680795786237,4.653120267981991,1.584071560565544,Iris-versicolor
+94,5.067003535761399,3.5306265713059917,1.3946681062966981,0.20169544298714384,Iris-setosa
+95,5.642719930727929,2.463689372286837,3.8940363365059403,1.0756875824089334,Iris-versicolor
+96,6.15789067639015,3.34217166539628,4.642197785451492,1.6545412474006607,Iris-versicolor
+97,4.896550769993502,3.0980934544605554,1.4949953949069519,0.10000009851137495,Iris-setosa
+98,5.007740479418782,3.598424869278853,1.413981926919007,0.20287317644661246,Iris-setosa
+99,5.332978611622497,3.4018902522179864,1.519910677039503,0.19945930720563693,Iris-setosa
+100,4.776480907812231,3.0,1.3886504133957072,0.3323736116583101,Iris-setosa
+101,5.320684969127798,3.764999374291154,1.5859158521731846,0.39013248894755304,Iris-setosa
+102,6.173897897534509,2.2250721007253658,4.507348201985982,1.4993718608255984,Iris-versicolor
+103,5.32222024911715,3.9,1.260079434368126,0.4048781537076068,Iris-setosa
+104,5.888525016338919,3.0,5.041196398475854,1.777634630322792,Iris-virginica
+105,6.3818111108347,3.214052466169215,4.707952257513969,1.6133874421349506,Iris-versicolor
+106,6.249519202621306,3.3258441603295537,4.647147691069796,1.6326818664673448,Iris-versicolor
+107,4.8704527505620465,3.109718128574253,1.4983903193353956,0.1,Iris-setosa
+108,4.789598797079699,3.4087052566336484,1.5891336227907857,0.19292476780641188,Iris-setosa
+109,4.7888877194258095,3.0,1.388896198848519,0.1,Iris-setosa
+110,6.284277605679446,2.807863898824711,5.562728750226492,1.8184325892186535,Iris-virginica
+111,5.025557140240062,3.5780989585876948,1.3978888646740533,0.1928076967129766,Iris-setosa
+112,7.637557199883932,3.0,6.61650271157293,2.071185912849951,Iris-virginica
+113,6.537949784049375,2.989904414737868,4.361405404816547,1.3431433323081208,Iris-versicolor
+114,5.692128534011246,2.8477435941605935,4.368738729246306,1.3176181932961561,Iris-versicolor
+115,6.0396135805979965,2.675122101562595,5.13685036847071,1.5791954544473155,Iris-versicolor
+116,7.5618901545809765,3.0,6.541321578071667,2.1210898012857817,Iris-virginica
+117,6.862361885568432,3.0062258919856593,5.220222859698907,2.2773296049281706,Iris-virginica
+118,6.301190638054087,2.294253444075535,4.499887885048895,1.3922572950425673,Iris-versicolor
+119,6.106473119215011,2.8139007382327743,4.674998349679289,1.2429937546124574,Iris-versicolor
diff --git a/iris/tab_ddpm/3/8/test.csv b/iris/tab_ddpm/3/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/8/train.csv b/iris/tab_ddpm/3/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/8/val.csv b/iris/tab_ddpm/3/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/9/synth.csv b/iris/tab_ddpm/3/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8ea209d5962b18a1804cac228bb98b1b0c0f4078
--- /dev/null
+++ b/iris/tab_ddpm/3/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.389448289267601,3.3814294903208193,1.5361800294516665,0.2070981402142479,Iris-setosa
+1,6.87016191255214,3.0113900388859274,5.212925590640726,2.2455013366072714,Iris-virginica
+2,4.9784664360104385,2.4520650124820795,3.4404585769028864,1.045105499841152,Iris-versicolor
+3,5.399673731798108,3.4059423620230436,1.6325098687903712,0.2022713868761655,Iris-setosa
+4,5.256045488463393,3.713059097860412,1.5322844573798806,0.20061476524684463,Iris-setosa
+5,5.647281686492859,2.931252391419444,4.214149064242374,1.294433125741194,Iris-versicolor
+6,4.8956914985362445,3.1179029071975037,1.4940001120598987,0.10000009587866626,Iris-setosa
+7,5.132861611236196,3.803054652681396,1.5871934913412975,0.20273927571257544,Iris-setosa
+8,5.136201896547747,3.8136650476849936,1.7164527127331244,0.20157905249303934,Iris-setosa
+9,5.1689415639374445,2.7178692501680204,3.9797820129137143,1.4048222888557014,Iris-versicolor
+10,5.898978657074914,2.385911176200961,4.23954803959827,1.1482225364404626,Iris-versicolor
+11,5.102794567642149,3.49609541569609,1.3993845325279362,0.20305328027850453,Iris-setosa
+12,6.173909914761412,3.338463990656265,4.664266339618096,1.619142007937293,Iris-versicolor
+13,5.969160705828445,3.421936697955838,4.498726401645227,1.6328398507325077,Iris-versicolor
+14,7.3221933240379835,2.9002478857457192,6.303803779849728,1.7557123822841556,Iris-virginica
+15,5.745063716891208,3.8094953578222457,1.5560538385961427,0.36216711897505016,Iris-setosa
+16,4.9920294000634025,3.6668479357571004,1.4028575329343835,0.19518166961650607,Iris-setosa
+17,6.736197130101322,3.253284195321337,5.791942931864016,2.3112942987989618,Iris-virginica
+18,6.67627944571479,3.309317858253678,5.675132981834271,2.135803473469229,Iris-virginica
+19,5.855941474898645,2.9795522930056966,4.29274259779375,1.4782311581111323,Iris-versicolor
+20,5.967176185188318,2.8958583327200924,4.512573042343881,1.498092718485905,Iris-versicolor
+21,4.999240290127487,3.416279581162888,1.7156847362134802,0.4524544791569445,Iris-setosa
+22,6.089916478731258,2.8744444927949138,4.497868723076079,1.4796272221713669,Iris-versicolor
+23,5.823890823872715,2.677143611397375,5.092270079207327,1.8852333918886377,Iris-virginica
+24,4.7870682096685675,3.401642417481519,1.5528900531129834,0.20427561106479825,Iris-setosa
+25,4.8823165731060545,3.094090979447761,1.5117301447574047,0.10000009967594926,Iris-setosa
+26,7.649563062326365,3.0,6.645424814836619,2.0660678596859197,Iris-virginica
+27,6.263033313840866,3.276293989226641,4.752019237933057,1.5790386276868018,Iris-versicolor
+28,4.400000476673599,3.1978761146874866,1.320187643954786,0.20265032098223487,Iris-setosa
+29,6.189541804582081,2.810708868038126,4.5361803212840055,1.2504232679611353,Iris-versicolor
+30,5.332671726452853,3.899999452868393,1.2384230083645122,0.44694018276272485,Iris-setosa
+31,6.967551678453777,3.1099123468627123,5.089780341072602,2.315584483546861,Iris-virginica
+32,5.19211755586078,3.417617200069721,1.4045090519672272,0.20481622908027744,Iris-setosa
+33,6.495082206350771,3.2040539199104034,5.2162115159590945,2.0162124168022917,Iris-virginica
+34,7.8999983154701665,3.817746220894176,6.329513777992341,2.0494394912463054,Iris-virginica
+35,6.470665076872948,3.18694272292381,5.11531836763342,1.971180418461828,Iris-virginica
+36,5.344052775154766,3.9,1.1990792435479123,0.42616945625435465,Iris-setosa
+37,6.560239725986602,3.147192855371634,5.128872253485759,2.025435242472283,Iris-virginica
+38,5.7560172080910235,2.680883266659627,4.079592982937482,1.0253985980504008,Iris-versicolor
+39,6.052513914675515,3.4096991611773344,4.509946654104286,1.5768494733518168,Iris-versicolor
+40,6.366713385602251,2.8222875942861636,4.467750636954978,1.2237347466311335,Iris-versicolor
+41,6.1194047423950275,3.391342909937927,4.650550751787394,1.609257877285362,Iris-versicolor
+42,6.318665063597667,2.7198041280241703,5.525695665219377,1.7819865289970527,Iris-virginica
+43,4.817278382134708,3.0,1.4014526603924344,0.3227583524743146,Iris-setosa
+44,5.206584249423877,2.7143202296690636,3.902987407908717,1.4003829588530377,Iris-versicolor
+45,5.837870298867087,2.6684361247111053,5.089079121827092,1.885291235933641,Iris-virginica
+46,6.258243940565082,3.306181185215282,4.700689897393769,1.629695988794577,Iris-versicolor
+47,6.686360191650814,2.489037517867348,5.793709891917775,1.8137296714141198,Iris-virginica
+48,6.509411354751509,3.196421112048306,5.098508346782029,1.9888476353258726,Iris-virginica
+49,7.42622406396994,2.986693439373399,6.4028934067763235,2.0250117735058675,Iris-virginica
+50,5.107873806496163,3.812201928998832,1.5189345370829874,0.20368554877784578,Iris-setosa
+51,6.810438763315142,3.241524981938078,5.733936468588038,2.3230858478722434,Iris-virginica
+52,6.343302796153539,2.340086431180458,4.577269646234827,1.4165588305624142,Iris-versicolor
+53,6.393904983410617,2.9045891400162724,4.2884368189491,1.2995136212179355,Iris-versicolor
+54,6.497713238004611,3.192892345619314,5.063531730206192,2.0083838429039047,Iris-virginica
+55,5.401499654698448,3.403988925584214,1.768455023103355,0.2088827541129086,Iris-setosa
+56,5.469258238907265,3.9,1.1950711064501927,0.4779460339875289,Iris-setosa
+57,4.597834897707213,3.3991389669312837,1.406855418930727,0.29937734070678645,Iris-setosa
+58,5.355000582995081,3.427670797554007,1.4948037882175613,0.19926818621285325,Iris-setosa
+59,6.777187750252261,3.1946392956108003,5.885008605560405,2.308886757493851,Iris-virginica
+60,5.186788212855134,3.767840763247764,1.4951366719088812,0.19338776114874295,Iris-setosa
+61,5.791394216204224,2.6671548966922463,5.171900373325999,1.8893532451143162,Iris-virginica
+62,6.5000810356143335,3.0,5.827613967658694,2.1823627279932314,Iris-virginica
+63,5.518472787108247,2.400419013074283,3.702195796733159,0.9553694776859656,Iris-versicolor
+64,5.505099432399124,2.603424696204293,4.41724403599015,1.168020503682589,Iris-versicolor
+65,7.179530924735632,3.0,5.987515970133521,2.096428553135121,Iris-virginica
+66,5.426393517561288,3.9,1.256089603570424,0.6940942161551503,Iris-setosa
+67,6.312529355627989,2.8115074722449465,5.572640871119699,1.8065415389044968,Iris-virginica
+68,4.4,2.8878842713671227,1.410245261020991,0.19704097116914346,Iris-setosa
+69,4.9959165700327945,2.4365399298066244,3.0346876495101602,1.1168131734559408,Iris-versicolor
+70,5.3202366411814825,3.9,1.2561978273361978,0.34071124367921796,Iris-setosa
+71,5.790142761432458,2.8347879358518133,4.3868850226376095,1.198709438599969,Iris-versicolor
+72,7.2019786073783205,3.0,6.10418125728783,2.0871684020110415,Iris-virginica
+73,5.920418716711478,2.9692041023019966,4.409621225765856,1.3083031755375265,Iris-versicolor
+74,6.6495655646400404,3.2898875099536395,5.683689550274395,2.4999992566652334,Iris-virginica
+75,5.083325195498997,3.8216392623750832,1.499290991503715,0.20548114473605444,Iris-setosa
+76,6.285698892218165,2.5026779672044577,4.999991825625198,1.912700383662345,Iris-virginica
+77,6.498904482582076,3.0,5.810601675794056,2.2023046577298278,Iris-virginica
+78,5.5019598339695674,2.5690592412393336,4.330897767894924,1.1370459224284717,Iris-versicolor
+79,6.800911587763952,3.209719840233032,5.863276619239935,2.3113021889237726,Iris-virginica
+80,6.986246755680355,3.1238582822522605,6.035439703515623,2.2577134976057462,Iris-virginica
+81,4.637396832296731,3.40024671962543,1.4102588687546926,0.34483458239960146,Iris-setosa
+82,6.334106345402954,2.4850521781017885,5.16794853895209,1.8840053684913665,Iris-virginica
+83,4.902641228822012,3.115732340731221,1.4971128823790307,0.1,Iris-setosa
+84,5.700334954548694,2.673732053837085,4.189707271817178,1.1247570962020577,Iris-versicolor
+85,5.093689982887253,3.4984786768096496,1.3975788041894475,0.2822059113344712,Iris-setosa
+86,6.415242279507589,2.9124735680234948,4.289647656196769,1.3018900215009472,Iris-versicolor
+87,5.597544290788362,3.0,4.195651838501087,1.268928431166889,Iris-versicolor
+88,4.8199085857022785,3.0326018801833494,1.4563567957552381,0.1,Iris-setosa
+89,6.946956991176707,3.206560918170899,5.713142959088773,2.3137073263452756,Iris-virginica
+90,5.2588399369885686,3.9,1.2169664689117003,0.5005176308241774,Iris-setosa
+91,5.985554756759786,2.9075924262889457,4.474596779421008,1.4903133268313236,Iris-versicolor
+92,5.318796361744495,3.9,1.2306474996019203,0.5176142029218704,Iris-setosa
+93,6.299796085148451,2.504842938267948,5.047589657704096,1.8781832440077684,Iris-virginica
+94,6.262173149929486,2.5318714192000997,4.8677495111989035,1.5318962468047375,Iris-versicolor
+95,6.826553366121315,3.0,5.454439796625253,2.1063667448503436,Iris-virginica
+96,4.856324394842387,3.1142368165268715,1.4831890935659755,0.1,Iris-setosa
+97,5.006271473081008,3.642579069092311,1.408084474388713,0.20218766775115538,Iris-setosa
+98,5.604029611843208,2.469066152478767,3.9355170795011345,1.0784897027786573,Iris-versicolor
+99,6.157138822355682,3.339487446576651,4.561439580059683,1.643154867175139,Iris-versicolor
+100,5.03796713985171,3.397406924898464,1.787550340627059,0.44307048874136923,Iris-setosa
+101,6.25162841306709,3.301108308872437,4.620646484263197,1.6392884868337227,Iris-versicolor
+102,6.131135044187923,2.800271336736086,4.671462426533647,1.1839960678967243,Iris-versicolor
+103,6.789413565233712,3.225342114033762,5.673705594432049,2.3104641474440863,Iris-virginica
+104,5.960927424882433,2.9050720263010117,4.564299227111282,1.49953271001807,Iris-versicolor
+105,6.775804978951056,2.7915259315709933,4.746427065994888,1.3820627424120486,Iris-versicolor
+106,7.555950335912467,3.0,6.53812600868391,2.125951168909977,Iris-virginica
+107,5.7105644790884895,2.7568710571971637,4.396698812695293,1.1846650510921937,Iris-versicolor
+108,6.016331291846702,2.67861620463823,5.1501380490156015,1.6212198850241215,Iris-versicolor
+109,4.649825880700448,3.372874070699226,1.3832968251127147,0.32018666563617093,Iris-setosa
+110,6.103274721863927,2.2542120345312555,5.060037671284493,1.6236326016023035,Iris-virginica
+111,5.439699793490486,3.3701352365560995,1.8650514701439638,0.20476406124042024,Iris-setosa
+112,6.784723562318766,3.2152545294951547,5.889691888276354,2.292987518101148,Iris-virginica
+113,5.509942407334703,2.5496953151114945,4.305424925865991,1.1761548989627626,Iris-versicolor
+114,6.59237253228213,3.0,4.378869032531564,1.380141004911566,Iris-versicolor
+115,6.248879539529652,2.535789728886755,4.845020342151565,1.528523960715227,Iris-versicolor
+116,6.602292062856967,3.0,4.391367102486905,1.3917764915433704,Iris-versicolor
+117,5.1062031052152035,3.806907805156567,1.5404587773420362,0.2029107256149291,Iris-setosa
+118,6.034069251819577,2.21812334854025,5.032648481526665,1.5067341660907072,Iris-virginica
+119,5.095310403711529,3.8075671505421944,1.5573580030630902,0.20160154111312742,Iris-setosa
diff --git a/iris/tab_ddpm/3/9/test.csv b/iris/tab_ddpm/3/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/9/train.csv b/iris/tab_ddpm/3/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/3/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3/9/val.csv b/iris/tab_ddpm/3/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/3/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
diff --git a/iris/tab_ddpm/3/diffusion.pt b/iris/tab_ddpm/3/diffusion.pt
new file mode 100644
index 0000000000000000000000000000000000000000..cd4a1a2dc7b833f882e6123cad448b28ff0f40f5
--- /dev/null
+++ b/iris/tab_ddpm/3/diffusion.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c93e059d18ce92dc176a0f7405cc2e2177963197d57aac41257fedec5284261b
+size 6499269
diff --git a/iris/tab_ddpm/3/diffusion_state.json b/iris/tab_ddpm/3/diffusion_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..b5831fdd9fdf042877b5feed02a7a85ede1245aa
--- /dev/null
+++ b/iris/tab_ddpm/3/diffusion_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4f120d47bd081609870919312592987545ae614388b98fee462a56d1ed0dec9e
+size 6480710
diff --git a/iris/tab_ddpm/3/mlu_log.csv b/iris/tab_ddpm/3/mlu_log.csv
new file mode 100644
index 0000000000000000000000000000000000000000..604a63865672205c8fc88ee4f8cd3ce73ba0ab14
--- /dev/null
+++ b/iris/tab_ddpm/3/mlu_log.csv
@@ -0,0 +1,84831 @@
+synthesizer_type,synthesizer_step,train_loss,mlu_step,global_step,sample_step,pre_loss,mlu_loss,post_loss
+tab_ddpm,0,0.8856995701789856,,,,,,
+tab_ddpm,1,0.9456081390380859,,,,,,
+tab_ddpm,2,0.8123536705970764,,,,,,
+tab_ddpm,3,0.9800815582275391,,,,,,
+tab_ddpm,4,0.8255707621574402,,,,,,
+tab_ddpm,5,0.8800360560417175,,,,,,
+tab_ddpm,6,0.7980607151985168,,,,,,
+tab_ddpm,7,0.6734614968299866,,,,,,
+tab_ddpm,8,0.679347813129425,,,,,,
+tab_ddpm,9,0.726719081401825,,,,,,
+tab_ddpm,10,0.703447163105011,,,,,,
+tab_ddpm,11,0.48491546511650085,,,,,,
+tab_ddpm,12,0.7295011878013611,,,,,,
+tab_ddpm,13,0.6264199018478394,,,,,,
+tab_ddpm,14,0.6877965927124023,,,,,,
+tab_ddpm,15,0.6197091341018677,,,,,,
+tab_ddpm,16,0.6034477353096008,,,,,,
+tab_ddpm,17,0.5830829739570618,,,,,,
+tab_ddpm,18,0.6585213541984558,,,,,,
+tab_ddpm,19,0.4786635637283325,,,,,,
+tab_ddpm,20,0.557378351688385,,,,,,
+tab_ddpm,21,0.5828191041946411,,,,,,
+tab_ddpm,22,0.49591341614723206,,,,,,
+tab_ddpm,23,0.4328475594520569,,,,,,
+tab_ddpm,24,0.658277690410614,,,,,,
+tab_ddpm,25,0.5682455897331238,,,,,,
+tab_ddpm,26,0.5512064695358276,,,,,,
+tab_ddpm,27,0.47937828302383423,,,,,,
+tab_ddpm,28,0.3767150342464447,,,,,,
+tab_ddpm,29,0.5287535190582275,,,,,,
+tab_ddpm,30,0.4334675669670105,,,,,,
+tab_ddpm,31,0.4306308329105377,,,,,,
+tab_ddpm,32,0.5227813124656677,,,,,,
+tab_ddpm,33,0.44412484765052795,,,,,,
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+tab_ddpm,40,0.41720548272132874,,,,,,
+tab_ddpm,41,0.6015084385871887,,,,,,
+tab_ddpm,42,0.3643076419830322,,,,,,
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+tab_ddpm,49,0.40236788988113403,,,,,,
+tab_ddpm,50,0.43859389424324036,,,,,,
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+tab_ddpm,54,0.4201488494873047,,,,,,
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+tab_ddpm,56,0.44807618856430054,,,,,,
+tab_ddpm,57,0.48178938031196594,,,,,,
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+tab_ddpm,60,0.4060446321964264,,,,,,
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+tab_ddpm,62,0.5267659425735474,,,,,,
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+tab_ddpm,64,0.4834558665752411,,,,,,
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+tab_ddpm,66,0.45145002007484436,,,,,,
+tab_ddpm,67,0.48434174060821533,,,,,,
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+tab_ddpm,70,0.3661540448665619,,,,,,
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+tab_ddpm,86,0.44998714327812195,,,,,,
+tab_ddpm,87,0.38225480914115906,,,,,,
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+tab_ddpm,89,0.42004474997520447,,,,,,
+tab_ddpm,90,0.4315473735332489,,,,,,
+tab_ddpm,91,0.37574681639671326,,,,,,
+tab_ddpm,92,0.47441285848617554,,,,,,
+tab_ddpm,93,0.42527857422828674,,,,,,
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+tab_ddpm,95,0.5044425129890442,,,,,,
+tab_ddpm,96,0.48179399967193604,,,,,,
+tab_ddpm,97,0.4677636921405792,,,,,,
+tab_ddpm,98,0.410205602645874,,,,,,
+tab_ddpm,99,0.42910051345825195,,,,,,
+tab_ddpm,100,0.40254512429237366,,,,,,
+tab_ddpm,101,0.43212392926216125,,,,,,
+tab_ddpm,102,0.4920896589756012,,,,,,
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diff --git a/iris/tab_ddpm/3/model.pt b/iris/tab_ddpm/3/model.pt
new file mode 100644
index 0000000000000000000000000000000000000000..ffb67ab187d55a13199d2bee9b842828547f8f11
--- /dev/null
+++ b/iris/tab_ddpm/3/model.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:86d0477b69bc4de1b686b99d4de8ce2b845aa418ee5cb82ad7e48c113c7dc82d
+size 6456342
diff --git a/iris/tab_ddpm/3/model_state.json b/iris/tab_ddpm/3/model_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..870822f5b45768728dcfe3035787a74ebec3ffa0
--- /dev/null
+++ b/iris/tab_ddpm/3/model_state.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7ebb8ef8dc6196f21252361c8307d430e77c0a52f09984976aa3293799a2de34
+size 6453564
diff --git a/iris/tab_ddpm/3/params.json b/iris/tab_ddpm/3/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..dd3fe9f5e78db4fdead0805aaa257453000753e9
--- /dev/null
+++ b/iris/tab_ddpm/3/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0afc612db39c14dca9f1f9b551c4643f0d58c7062a4fb0e22d23360816b81cc3
+size 331
diff --git a/iris/tab_ddpm/3/tab_ddpm_eval.ipynb b/iris/tab_ddpm/3/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..68e2055beebc3f2ae135d66aaf4fd1f632959691
--- /dev/null
+++ b/iris/tab_ddpm/3/tab_ddpm_eval.ipynb
@@ -0,0 +1,2690 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "dcdcddeb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:30.543577Z",
+     "iopub.status.busy": "2024-07-29T09:01:30.542727Z",
+     "iopub.status.idle": "2024-07-29T09:01:45.315320Z",
+     "shell.execute_reply": "2024-07-29T09:01:45.314410Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 14.785035,
+     "end_time": "2024-07-29T09:01:45.317716",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:30.532681",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 35%\r",
+      "\r",
+      "Reading package lists... 35%\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 99%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 91 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": "3bfbd979",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:45.340652Z",
+     "iopub.status.busy": "2024-07-29T09:01:45.340322Z",
+     "iopub.status.idle": "2024-07-29T09:01:45.348011Z",
+     "shell.execute_reply": "2024-07-29T09:01:45.347236Z"
+    },
+    "papermill": {
+     "duration": 0.02154,
+     "end_time": "2024-07-29T09:01:45.349938",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:45.328398",
+     "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": "e81337c4",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009471,
+     "end_time": "2024-07-29T09:01:45.369011",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:45.359540",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "57a60079",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:45.389219Z",
+     "iopub.status.busy": "2024-07-29T09:01:45.388950Z",
+     "iopub.status.idle": "2024-07-29T09:01:45.395972Z",
+     "shell.execute_reply": "2024-07-29T09:01:45.395147Z"
+    },
+    "papermill": {
+     "duration": 0.019338,
+     "end_time": "2024-07-29T09:01:45.397795",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:45.378457",
+     "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": "6f631a3f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:45.419482Z",
+     "iopub.status.busy": "2024-07-29T09:01:45.418962Z",
+     "iopub.status.idle": "2024-07-29T09:01:45.423996Z",
+     "shell.execute_reply": "2024-07-29T09:01:45.423216Z"
+    },
+    "papermill": {
+     "duration": 0.01854,
+     "end_time": "2024-07-29T09:01:45.425844",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:45.407304",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = True\n",
+    "gp_multiply = True\n",
+    "df_name = 3\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/3\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = True\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "636f5f59",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:45.447613Z",
+     "iopub.status.busy": "2024-07-29T09:01:45.447337Z",
+     "iopub.status.idle": "2024-07-29T09:01:45.452343Z",
+     "shell.execute_reply": "2024-07-29T09:01:45.451571Z"
+    },
+    "papermill": {
+     "duration": 0.018244,
+     "end_time": "2024-07-29T09:01:45.454380",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:45.436136",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_gp_mul_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": "61866b1a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:45.475150Z",
+     "iopub.status.busy": "2024-07-29T09:01:45.474893Z",
+     "iopub.status.idle": "2024-07-29T09:01:46.455344Z",
+     "shell.execute_reply": "2024-07-29T09:01:46.454237Z"
+    },
+    "papermill": {
+     "duration": 0.993458,
+     "end_time": "2024-07-29T09:01:46.457778",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:45.464320",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fatal: destination path 'final' already exists and is not an empty directory.\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": "4d0553d2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:46.479865Z",
+     "iopub.status.busy": "2024-07-29T09:01:46.479531Z",
+     "iopub.status.idle": "2024-07-29T09:01:47.486588Z",
+     "shell.execute_reply": "2024-07-29T09:01:47.485558Z"
+    },
+    "papermill": {
+     "duration": 1.020702,
+     "end_time": "2024-07-29T09:01:47.488814",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:46.468112",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "dab1460c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:47.511583Z",
+     "iopub.status.busy": "2024-07-29T09:01:47.511265Z",
+     "iopub.status.idle": "2024-07-29T09:01:47.520347Z",
+     "shell.execute_reply": "2024-07-29T09:01:47.519602Z"
+    },
+    "papermill": {
+     "duration": 0.022846,
+     "end_time": "2024-07-29T09:01:47.522263",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:47.499417",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/3\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "cb43d732",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:47.546121Z",
+     "iopub.status.busy": "2024-07-29T09:01:47.545856Z",
+     "iopub.status.idle": "2024-07-29T09:01:47.897156Z",
+     "shell.execute_reply": "2024-07-29T09:01:47.896414Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.36594,
+     "end_time": "2024-07-29T09:01:47.899626",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:47.533686",
+     "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": "c839efa1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:47.923878Z",
+     "iopub.status.busy": "2024-07-29T09:01:47.923579Z",
+     "iopub.status.idle": "2024-07-29T09:01:49.512507Z",
+     "shell.execute_reply": "2024-07-29T09:01:49.511720Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.603591,
+     "end_time": "2024-07-29T09:01:49.514937",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:47.911346",
+     "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": "c803f224",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:49.540805Z",
+     "iopub.status.busy": "2024-07-29T09:01:49.540376Z",
+     "iopub.status.idle": "2024-07-29T09:01:49.548805Z",
+     "shell.execute_reply": "2024-07-29T09:01:49.547950Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023436,
+     "end_time": "2024-07-29T09:01:49.550718",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:49.527282",
+     "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": "74196eaa",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:49.572622Z",
+     "iopub.status.busy": "2024-07-29T09:01:49.572340Z",
+     "iopub.status.idle": "2024-07-29T09:01:49.576298Z",
+     "shell.execute_reply": "2024-07-29T09:01:49.575413Z"
+    },
+    "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": 0.017369,
+     "end_time": "2024-07-29T09:01:49.578407",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:49.561038",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "b58fac0c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:49.600649Z",
+     "iopub.status.busy": "2024-07-29T09:01:49.600393Z",
+     "iopub.status.idle": "2024-07-29T09:01:49.712656Z",
+     "shell.execute_reply": "2024-07-29T09:01:49.711921Z"
+    },
+    "papermill": {
+     "duration": 0.125874,
+     "end_time": "2024-07-29T09:01:49.714895",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:49.589021",
+     "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": "1516f836",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:49.739885Z",
+     "iopub.status.busy": "2024-07-29T09:01:49.739573Z",
+     "iopub.status.idle": "2024-07-29T09:01:53.988884Z",
+     "shell.execute_reply": "2024-07-29T09:01:53.987835Z"
+    },
+    "papermill": {
+     "duration": 4.26402,
+     "end_time": "2024-07-29T09:01:53.990978",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:49.726958",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-29 09:01:51.466623: 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",
+      "2024-07-29 09:01:51.466686: 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",
+      "2024-07-29 09:01:51.468357: 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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_run True\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": "c2768a6a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:54.015043Z",
+     "iopub.status.busy": "2024-07-29T09:01:54.014463Z",
+     "iopub.status.idle": "2024-07-29T09:01:54.021604Z",
+     "shell.execute_reply": "2024-07-29T09:01:54.020910Z"
+    },
+    "papermill": {
+     "duration": 0.021044,
+     "end_time": "2024-07-29T09:01:54.023460",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:54.002416",
+     "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": "1239945d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:54.049418Z",
+     "iopub.status.busy": "2024-07-29T09:01:54.048552Z",
+     "iopub.status.idle": "2024-07-29T09:01:56.746283Z",
+     "shell.execute_reply": "2024-07-29T09:01:56.745337Z"
+    },
+    "papermill": {
+     "duration": 2.713326,
+     "end_time": "2024-07-29T09:01:56.748633",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:54.035307",
+     "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": "174e3e6b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:56.775204Z",
+     "iopub.status.busy": "2024-07-29T09:01:56.774495Z",
+     "iopub.status.idle": "2024-07-29T09:01:56.781132Z",
+     "shell.execute_reply": "2024-07-29T09:01:56.780297Z"
+    },
+    "papermill": {
+     "duration": 0.022066,
+     "end_time": "2024-07-29T09:01:56.783098",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:56.761032",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, Embedding(89, 864), 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": "20456071",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:56.807354Z",
+     "iopub.status.busy": "2024-07-29T09:01:56.806887Z",
+     "iopub.status.idle": "2024-07-29T09:01:57.332285Z",
+     "shell.execute_reply": "2024-07-29T09:01:57.331292Z"
+    },
+    "papermill": {
+     "duration": 0.540251,
+     "end_time": "2024-07-29T09:01:57.334701",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:56.794450",
+     "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": "13be1c97",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:57.361893Z",
+     "iopub.status.busy": "2024-07-29T09:01:57.361242Z",
+     "iopub.status.idle": "2024-07-29T09:01:57.381607Z",
+     "shell.execute_reply": "2024-07-29T09:01:57.380768Z"
+    },
+    "papermill": {
+     "duration": 0.03613,
+     "end_time": "2024-07-29T09:01:57.383517",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:57.347387",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Creating model of type <class 'ml_utility_loss.loss_learning.estimator.model.models.TwinEncoder'>\n",
+      "[*] Embedding False True\n",
+      "['tab_ddpm_concat'] 1\n"
+     ]
+    }
+   ],
+   "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": "5507dff6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:57.408090Z",
+     "iopub.status.busy": "2024-07-29T09:01:57.407812Z",
+     "iopub.status.idle": "2024-07-29T09:01:57.457255Z",
+     "shell.execute_reply": "2024-07-29T09:01:57.455811Z"
+    },
+    "papermill": {
+     "duration": 0.064171,
+     "end_time": "2024-07-29T09:01:57.459375",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:57.395204",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'t_start': 30000, 't_end': 0, 't_range': None, 'n_steps': 1, 'n_inner_steps': 2, 'n_inner_steps_2': 8, 'loss_mul': 1, 'div_batch': False, 'forgive_over': True, 'n_real': 0, 'n_samples': 32, 't_steps': 1024, 'mlu_run': 0, 'target': None, 'lr': 0.0021337872195045216, 'loss_fn': <function l1_loss at 0x7a5e1b490c10>, 'Optim': functools.partial(<class 'torch.optim.adamw.AdamW'>, amsgrad=True)}\n"
+     ]
+    }
+   ],
+   "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": "fe2de300",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:57.485714Z",
+     "iopub.status.busy": "2024-07-29T09:01:57.485401Z",
+     "iopub.status.idle": "2024-07-29T09:01:57.501226Z",
+     "shell.execute_reply": "2024-07-29T09:01:57.500511Z"
+    },
+    "papermill": {
+     "duration": 0.03129,
+     "end_time": "2024-07-29T09:01:57.503102",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:57.471812",
+     "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": "86adc07e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:57.527632Z",
+     "iopub.status.busy": "2024-07-29T09:01:57.527389Z",
+     "iopub.status.idle": "2024-07-29T09:01:57.531059Z",
+     "shell.execute_reply": "2024-07-29T09:01:57.530242Z"
+    },
+    "papermill": {
+     "duration": 0.018218,
+     "end_time": "2024-07-29T09:01:57.533008",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:57.514790",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "91aabfb5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:57.557551Z",
+     "iopub.status.busy": "2024-07-29T09:01:57.557288Z",
+     "iopub.status.idle": "2024-07-29T09:01:57.651215Z",
+     "shell.execute_reply": "2024-07-29T09:01:57.650395Z"
+    },
+    "papermill": {
+     "duration": 0.10833,
+     "end_time": "2024-07-29T09:01:57.653078",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:57.544748",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Caching in ../../../../iris/_cache_inference/tab_ddpm_concat/all inf False\n"
+     ]
+    }
+   ],
+   "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": "72ac7417",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:57.680327Z",
+     "iopub.status.busy": "2024-07-29T09:01:57.680050Z",
+     "iopub.status.idle": "2024-07-29T09:01:57.688921Z",
+     "shell.execute_reply": "2024-07-29T09:01:57.688017Z"
+    },
+    "papermill": {
+     "duration": 0.024819,
+     "end_time": "2024-07-29T09:01:57.690835",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:57.666016",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu step every 1024 starting 30000 until 0\n",
+      "mlu step times 1*2*8\n",
+      "mlu samples 32 / 120\n",
+      "mlu logging ./mlu_log.csv\n"
+     ]
+    }
+   ],
+   "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": "f8da82e4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:57.716048Z",
+     "iopub.status.busy": "2024-07-29T09:01:57.715786Z",
+     "iopub.status.idle": "2024-07-29T09:01:57.723565Z",
+     "shell.execute_reply": "2024-07-29T09:01:57.722701Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.02255,
+     "end_time": "2024-07-29T09:01:57.725399",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:57.702849",
+     "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": "4e0b83e9",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:01:57.750788Z",
+     "iopub.status.busy": "2024-07-29T09:01:57.750277Z",
+     "iopub.status.idle": "2024-07-29T09:13:15.263035Z",
+     "shell.execute_reply": "2024-07-29T09:13:15.262217Z"
+    },
+    "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": 677.528078,
+     "end_time": "2024-07-29T09:13:15.265515",
+     "exception": false,
+     "start_time": "2024-07-29T09:01:57.737437",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/84830 MLoss: 0.0 GLoss: 0.3531 Sum: 0.3531\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/84830 MLoss: 0.0 GLoss: 0.3056 Sum: 0.3056\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/84830 MLoss: 0.0 GLoss: 0.2938 Sum: 0.2938\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/84830 MLoss: 0.0 GLoss: 0.2808 Sum: 0.2808\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/84830 MLoss: 0.0 GLoss: 0.2737 Sum: 0.2737\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/84830 MLoss: 0.0 GLoss: 0.2719 Sum: 0.2719\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/84830 MLoss: 0.0 GLoss: 0.2622 Sum: 0.2622\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/84830 MLoss: 0.0 GLoss: 0.2594 Sum: 0.2594\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/84830 MLoss: 0.0 GLoss: 0.255 Sum: 0.255\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/84830 MLoss: 0.0 GLoss: 0.2516 Sum: 0.2516\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/84830 MLoss: 0.0 GLoss: 0.2489 Sum: 0.2489\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/84830 MLoss: 0.0 GLoss: 0.2469 Sum: 0.2469\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/84830 MLoss: 0.0 GLoss: 0.2436 Sum: 0.2436\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/84830 MLoss: 0.0 GLoss: 0.2436 Sum: 0.2436\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/84830 MLoss: 0.0 GLoss: 0.2391 Sum: 0.2391\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/84830 MLoss: 0.0 GLoss: 0.2372 Sum: 0.2372\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/84830 MLoss: 0.0 GLoss: 0.2368 Sum: 0.2368\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/84830 MLoss: 0.0 GLoss: 0.2331 Sum: 0.2331\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/84830 MLoss: 0.0 GLoss: 0.2304 Sum: 0.2304\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/84830 MLoss: 0.0 GLoss: 0.2324 Sum: 0.2324\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/84830 MLoss: 0.0 GLoss: 0.2318 Sum: 0.2318\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/84830 MLoss: 0.0 GLoss: 0.2299 Sum: 0.2299\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/84830 MLoss: 0.0 GLoss: 0.2282 Sum: 0.2282\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/84830 MLoss: 0.0 GLoss: 0.2263 Sum: 0.2263\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/84830 MLoss: 0.0 GLoss: 0.2283 Sum: 0.2283\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/84830 MLoss: 0.0 GLoss: 0.2228 Sum: 0.2228\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/84830 MLoss: 0.0 GLoss: 0.223 Sum: 0.223\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/84830 MLoss: 0.0 GLoss: 0.2239 Sum: 0.2239\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/84830 MLoss: 0.0 GLoss: 0.2219 Sum: 0.2219\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/84830 MLoss: 0.0 GLoss: 0.2198 Sum: 0.2198\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02090528979897499\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/84830 MLoss: 0.0 GLoss: 0.2241 Sum: 0.2241\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08057217672467232\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/84830 MLoss: 0.0 GLoss: 0.2211 Sum: 0.2211\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.020879384130239487\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/84830 MLoss: 0.0 GLoss: 0.2208 Sum: 0.2208\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0571148619055748\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/84830 MLoss: 0.0 GLoss: 0.2183 Sum: 0.2183\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10490867868065834\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/84830 MLoss: 0.0 GLoss: 0.2192 Sum: 0.2192\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.017674751579761505\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/84830 MLoss: 0.0 GLoss: 0.2181 Sum: 0.2181\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10917966440320015\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/84830 MLoss: 0.0 GLoss: 0.215 Sum: 0.215\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.025494787842035294\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/84830 MLoss: 0.0 GLoss: 0.216 Sum: 0.216\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01488540694117546\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/84830 MLoss: 0.0 GLoss: 0.2148 Sum: 0.2148\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.12335353344678879\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/84830 MLoss: 0.0 GLoss: 0.2136 Sum: 0.2136\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02252904698252678\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/84830 MLoss: 0.0 GLoss: 0.2149 Sum: 0.2149\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09027083218097687\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/84830 MLoss: 0.0 GLoss: 0.2126 Sum: 0.2126\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/84830 MLoss: 0.0 GLoss: 0.2103 Sum: 0.2103\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.021504458039999008\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/84830 MLoss: 0.0 GLoss: 0.2117 Sum: 0.2117\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.021027036011219025\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/84830 MLoss: 0.0 GLoss: 0.2101 Sum: 0.2101\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08668876439332962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/84830 MLoss: 0.0 GLoss: 0.2099 Sum: 0.2099\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.01838643103837967\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/84830 MLoss: 0.0 GLoss: 0.2112 Sum: 0.2112\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0862642414867878\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/84830 MLoss: 0.0 GLoss: 0.2091 Sum: 0.2091\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03646962344646454\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/84830 MLoss: 0.0 GLoss: 0.2075 Sum: 0.2075\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.05342038720846176\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/84830 MLoss: 0.0 GLoss: 0.2066 Sum: 0.2066\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08559557422995567\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/84830 MLoss: 0.0 GLoss: 0.2072 Sum: 0.2072\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.024239573627710342\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/84830 MLoss: 0.0 GLoss: 0.2088 Sum: 0.2088\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11220461502671242\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/84830 MLoss: 0.0 GLoss: 0.2073 Sum: 0.2073\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0414925217628479\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/84830 MLoss: 0.0 GLoss: 0.2049 Sum: 0.2049\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03333994373679161\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/84830 MLoss: 0.0 GLoss: 0.2078 Sum: 0.2078\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.13126732036471367\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/84830 MLoss: 0.0 GLoss: 0.2072 Sum: 0.2072\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.014677729457616806\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/84830 MLoss: 0.0 GLoss: 0.2062 Sum: 0.2062\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09485480189323425\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/84830 MLoss: 0.0 GLoss: 0.2041 Sum: 0.2041\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.032778773456811905\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/84830 MLoss: 0.0 GLoss: 0.2027 Sum: 0.2027\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03613637387752533\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/84830 MLoss: 0.0 GLoss: 0.2053 Sum: 0.2053\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.07662259042263031\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/84830 MLoss: 0.0 GLoss: 0.2032 Sum: 0.2032\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.014933738857507706\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/84830 MLoss: 0.0 GLoss: 0.2049 Sum: 0.2049\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.10582581534981728\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/84830 MLoss: 0.0 GLoss: 0.2016 Sum: 0.2016\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03238715976476669\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/84830 MLoss: 0.0 GLoss: 0.2028 Sum: 0.2028\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.05621810257434845\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/84830 MLoss: 0.0 GLoss: 0.2035 Sum: 0.2035\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.086241964250803\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/84830 MLoss: 0.0 GLoss: 0.2035 Sum: 0.2035\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03091297671198845\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/84830 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.11315155401825905\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/84830 MLoss: 0.0 GLoss: 0.2005 Sum: 0.2005\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.0404336042702198\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/84830 MLoss: 0.0 GLoss: 0.2048 Sum: 0.2048\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02952231839299202\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/84830 MLoss: 0.0 GLoss: 0.2015 Sum: 0.2015\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.1288052722811699\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/84830 MLoss: 0.0 GLoss: 0.1988 Sum: 0.1988\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03724987059831619\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/84830 MLoss: 0.0 GLoss: 0.1986 Sum: 0.1986\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09275214374065399\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/84830 MLoss: 0.0 GLoss: 0.2015 Sum: 0.2015\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.019811615347862244\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/84830 MLoss: 0.0 GLoss: 0.1986 Sum: 0.1986\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.046386223286390305\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/84830 MLoss: 0.0 GLoss: 0.202 Sum: 0.202\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08365313336253166\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/84830 MLoss: 0.0 GLoss: 0.2 Sum: 0.2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.026494581252336502\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 77000/84830 MLoss: 0.0 GLoss: 0.2002 Sum: 0.2002\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.09347397834062576\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 78000/84830 MLoss: 0.0 GLoss: 0.2004 Sum: 0.2004\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03087611123919487\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 79000/84830 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.053222086280584335\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 80000/84830 MLoss: 0.0 GLoss: 0.2 Sum: 0.2\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08473533391952515\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 81000/84830 MLoss: 0.0 GLoss: 0.2027 Sum: 0.2027\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.03233415260910988\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 82000/84830 MLoss: 0.0 GLoss: 0.2051 Sum: 0.2051\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.08487164229154587\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 83000/84830 MLoss: 0.0 GLoss: 0.2073 Sum: 0.2073\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MLU loss 0.02028587833046913\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 84000/84830 MLoss: 0.0 GLoss: 0.2104 Sum: 0.2104\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": "a9864350",
+   "metadata": {
+    "papermill": {
+     "duration": 0.025138,
+     "end_time": "2024-07-29T09:13:15.315039",
+     "exception": false,
+     "start_time": "2024-07-29T09:13:15.289901",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "e6f7a73f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:13:15.361577Z",
+     "iopub.status.busy": "2024-07-29T09:13:15.361244Z",
+     "iopub.status.idle": "2024-07-29T09:13:15.418975Z",
+     "shell.execute_reply": "2024-07-29T09:13:15.418200Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.083506,
+     "end_time": "2024-07-29T09:13:15.420912",
+     "exception": false,
+     "start_time": "2024-07-29T09:13:15.337406",
+     "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": "f3e779b9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-29T09:13:15.470224Z",
+     "iopub.status.busy": "2024-07-29T09:13:15.469414Z",
+     "iopub.status.idle": "2024-07-29T09:13:31.347437Z",
+     "shell.execute_reply": "2024-07-29T09:13:31.346633Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 15.90523,
+     "end_time": "2024-07-29T09:13:31.349842",
+     "exception": false,
+     "start_time": "2024-07-29T09:13:15.444612",
+     "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": "109005bd",
+   "metadata": {
+    "papermill": {
+     "duration": 0.023479,
+     "end_time": "2024-07-29T09:13:31.397626",
+     "exception": false,
+     "start_time": "2024-07-29T09:13:31.374147",
+     "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": 724.203161,
+   "end_time": "2024-07-29T09:13:33.346938",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/3/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/3/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 3,
+    "folder": "eval",
+    "gp": true,
+    "gp_multiply": true,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/3",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": true,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-29T09:01:29.143777",
+   "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