diff --git a/iris/tab_ddpm/3_0/0/synth.csv b/iris/tab_ddpm/3_0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..13bd2f93e50a39f4c3f402c07f4d01b9e82b5a5f
--- /dev/null
+++ b/iris/tab_ddpm/3_0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.705262173794371,2.638125390430051,6.89999844774495,2.2670352460133576,Iris-virginica
+1,6.182023069474192,2.6893626401871455,4.932711707600621,1.6939652777994967,Iris-virginica
+2,6.415333458225593,2.7926020778128797,4.531463091460991,1.4801587208021003,Iris-versicolor
+3,5.821524180317173,2.704408277624118,5.096941843459312,1.9105646484337455,Iris-virginica
+4,5.471495574301097,3.0,4.516454681540029,1.485263614925203,Iris-versicolor
+5,6.031892525355716,2.384999357818124,5.067747683353299,1.4712174657915371,Iris-virginica
+6,4.997734716432463,3.609157061211973,1.3824969904475557,0.20171867795534054,Iris-setosa
+7,5.980068212402727,2.2258786608706056,3.968115141365475,1.009813717997277,Iris-versicolor
+8,6.6860124528522835,2.8388736389354094,4.698192392815984,1.4891369578151594,Iris-versicolor
+9,5.067497475829374,3.4103127574928043,1.392974710851807,0.19669629484404832,Iris-setosa
+10,5.368716286852667,3.0,4.497738492574525,1.5193553987281065,Iris-versicolor
+11,5.167527379033749,3.7941022868397685,1.5735956382068066,0.20179673024682918,Iris-setosa
+12,5.636415216456372,2.5002886817116567,4.145413269969536,1.2850861610448154,Iris-versicolor
+13,5.228323621466804,2.5689042540623213,3.7444763111072312,1.3051190916328244,Iris-versicolor
+14,5.5554005531631665,2.3824257333243777,3.6923485405846606,0.9742474380960573,Iris-versicolor
+15,6.592339017890731,3.0,4.445247132595998,1.410474237790869,Iris-versicolor
+16,5.480426400514707,2.528587724798043,4.01582447983296,1.32663363905575,Iris-versicolor
+17,5.518710786220984,4.2,1.425409510807993,0.19678468247011766,Iris-setosa
+18,5.605802191333179,2.4577334958802526,3.9029527524954903,1.100830289166124,Iris-versicolor
+19,7.606352983395489,3.0,6.587856183846843,2.0913390422647202,Iris-virginica
+20,4.709179551922484,3.092881592267675,1.384025009975743,0.21814648146766674,Iris-setosa
+21,5.800507597694628,2.696407579906016,5.0970898317714655,1.8889822929035798,Iris-virginica
+22,4.523380611395286,3.2335055693177237,1.3490579138600878,0.1979785849488629,Iris-setosa
+23,5.018822474807234,2.0000035957071303,3.6016567799081516,1.009542735110018,Iris-versicolor
+24,4.910498676303694,3.044629500179851,1.4934601005727248,0.1,Iris-setosa
+25,6.031239637237418,3.3856698198958397,4.55623960929883,1.595116401961547,Iris-versicolor
+26,5.839054639172512,3.175407769492225,4.732844059805675,1.6909990751467119,Iris-versicolor
+27,6.532702563272467,3.1755373920914463,5.290860092577765,2.2654066851047263,Iris-virginica
+28,6.22461283100974,3.3972509580707873,5.495852945628943,2.3950374962805987,Iris-virginica
+29,5.126418663185689,3.2896015136564096,1.7298827397953849,0.4968323183059741,Iris-setosa
+30,6.673291830836983,2.5229413577661877,5.775827448493547,1.822389051212961,Iris-virginica
+31,6.031302387734652,2.792677164477944,4.640215644266796,1.2383152994921804,Iris-versicolor
+32,4.773850211882041,3.0,1.3799070702449001,0.3948668686367641,Iris-setosa
+33,5.112212491777193,3.3056524015707778,1.7515723454756575,0.36511066707936585,Iris-setosa
+34,5.037483119079139,2.0,3.6379450035160694,0.7956578577671757,Iris-versicolor
+35,7.899998042299034,3.771818700616047,6.357913681907182,1.9624854933889637,Iris-virginica
+36,6.820080345638209,2.8023800970122172,4.789772788107194,1.3996373959824553,Iris-versicolor
+37,5.041069686897489,2.0,3.6771217189581726,1.0222075463819067,Iris-versicolor
+38,6.50215922975328,3.2059762964808893,5.0710931854794925,2.0027881644385954,Iris-virginica
+39,5.986210907759693,3.338943989327585,4.60562058845608,1.6558271404307245,Iris-versicolor
+40,4.300000619648169,3.0,1.097984303538517,0.10000011304447004,Iris-setosa
+41,5.028509659472794,3.3487440302702325,1.592527374317053,0.406618594799985,Iris-setosa
+42,6.879516193457402,3.06638487087915,5.1101527312469,2.284811948997158,Iris-virginica
+43,6.031364873325237,3.401423534079306,4.47853513534231,1.5908919045675116,Iris-versicolor
+44,6.388456484196062,3.261631427562638,4.724364915315125,1.58790111563512,Iris-versicolor
+45,5.724502369077978,2.779249031990176,4.478133659106564,1.253434666839449,Iris-versicolor
+46,6.216325743234342,2.7638236751265506,4.845849763356026,1.7856234497351224,Iris-virginica
+47,4.767736663598121,3.0,1.3782820761761982,0.31282725260644023,Iris-setosa
+48,6.253847295028607,2.7565892294537444,4.830363303778308,1.8024671193159543,Iris-virginica
+49,6.21396214160398,3.400106576469323,5.387442612383669,2.2770115066174195,Iris-virginica
+50,7.677463158434098,2.5695691920433723,6.9,2.27979449482917,Iris-virginica
+51,4.992924699550968,3.3862037079886296,1.6180720829328257,0.4058360556278522,Iris-setosa
+52,5.022861831047309,3.3871935085248115,1.623950176279963,0.3458156227788006,Iris-setosa
+53,6.279479286541162,3.389027139196358,5.547369673297213,2.384061174970018,Iris-virginica
+54,7.600792102173605,3.0,6.594458785257808,2.088814029700845,Iris-virginica
+55,5.480678628119726,3.0,4.519825679624172,1.4783126428881568,Iris-versicolor
+56,4.948411295169928,2.0,3.40788339791305,0.9247278307590993,Iris-versicolor
+57,6.885749306652765,3.202174248621048,5.77891746692655,2.2809499430128697,Iris-virginica
+58,5.045848346453073,3.5599095012502886,1.4011772056790435,0.20272562275066658,Iris-setosa
+59,5.67273850903189,2.96313773751509,4.522878833381938,1.437897481016182,Iris-versicolor
+60,5.2433155056718,2.5190921945543527,3.6151182393529453,1.2574199748727026,Iris-versicolor
+61,4.8103938649661835,3.4050305680550124,1.7938626754061604,0.20089157902657467,Iris-setosa
+62,5.07714010329229,3.3463814522761086,1.6581873115433479,0.42267540982364143,Iris-setosa
+63,6.282466948538009,3.400864999101904,5.534142389395298,2.381386412785193,Iris-virginica
+64,5.953867797559243,2.8465951600498456,4.462952098131494,1.4459085602300175,Iris-versicolor
+65,4.546097395453844,3.145788286235793,1.4284678074582786,0.1982472094608737,Iris-setosa
+66,5.513315643280219,2.4129146984151397,3.7384236545959926,1.003989817147933,Iris-versicolor
+67,6.251415370301956,3.3978364738334452,5.466526991978657,2.3474473360207164,Iris-virginica
+68,4.972137074740227,3.0,1.5792108214647576,0.2103435742958539,Iris-setosa
+69,6.292449242634858,2.480124911316654,5.002956088798676,1.8955399506632498,Iris-virginica
+70,6.298281962451356,3.3957749579464807,5.636317811037625,2.3961666285037433,Iris-virginica
+71,6.786421510821782,3.207584497430284,5.785569168459217,2.2886779222690823,Iris-virginica
+72,4.950986611889336,2.000000533490037,3.617551923306781,1.0738889386630348,Iris-versicolor
+73,6.125479348721736,2.590665887764381,5.53782977168544,1.3913616963305953,Iris-virginica
+74,4.5863470407813525,3.5531485986196207,1.0000005509214687,0.19905769419824798,Iris-setosa
+75,5.034468071771277,3.354619768086436,1.5912675065123465,0.4472704925318082,Iris-setosa
+76,5.102564844923072,3.529339213280175,1.3900538430869345,0.2000333071346538,Iris-setosa
+77,4.385939155571229,2.87061551153577,1.3843883685248217,0.1980548618081831,Iris-setosa
+78,5.578595286511787,2.3377250088007373,3.807500176925243,0.8907501747679342,Iris-versicolor
+79,4.30000055576277,3.0,1.1007981369430344,0.10000010933964087,Iris-setosa
+80,4.39686946640651,2.860269300314998,1.4165424021262194,0.2015807455949474,Iris-setosa
+81,5.980260326778422,3.4030159084623555,4.516902019784662,1.6143779301053616,Iris-versicolor
+82,4.986055803069647,2.0,3.6188858564512483,1.0160702322782178,Iris-versicolor
+83,5.163786969099519,3.441650907338346,1.4183323064590725,0.2108506861933504,Iris-setosa
+84,5.98656300564122,3.179480110625498,4.79523406472789,1.7524904400736914,Iris-versicolor
+85,5.6074602475366975,3.0,4.403534436675413,1.3966409366997539,Iris-versicolor
+86,5.094613279344082,2.4780679439276105,2.9912738127944363,1.1114084934051984,Iris-versicolor
+87,6.647450032041943,2.9027845090424336,4.8060030048883515,1.5538161101755417,Iris-versicolor
+88,6.711312552485645,3.0994698148933812,4.739587040628949,1.5119568525486475,Iris-versicolor
+89,5.184141720349638,3.61270780161397,1.5470543710099895,0.20723006590975043,Iris-setosa
+90,6.228349266867009,3.314319905147237,4.659052376433619,1.5881710236969984,Iris-versicolor
+91,6.200597220862273,3.3861243101155374,5.443377819997286,2.3147977972702587,Iris-virginica
+92,7.681792755911824,3.0,6.087756782611811,2.2891560935570596,Iris-virginica
+93,5.028490008244025,3.182430453597457,1.6354264463355253,0.2656610550922294,Iris-setosa
+94,6.532837902299649,3.021285975320138,5.794914538942268,2.2134565001626654,Iris-virginica
+95,4.62785957461201,3.1784983040087575,1.4434031404476968,0.19959936253719746,Iris-setosa
+96,4.836013415670478,3.0,1.4444876990528708,0.1,Iris-setosa
+97,4.300000499290148,3.0,1.101732859147082,0.1,Iris-setosa
+98,6.819359202729634,3.155294326176113,5.427667252982765,2.2989014981516362,Iris-virginica
+99,6.127575978015974,2.8768342460831753,4.572097089452925,1.4710819104642745,Iris-versicolor
+100,5.535277630139336,3.6468250282153667,1.5237528336291253,0.392005305455584,Iris-setosa
+101,5.857658165856117,2.67359420612966,5.107824176653002,1.8599774371028082,Iris-virginica
+102,6.397964702400166,3.211531778927318,5.295462923523147,2.3078276002949067,Iris-virginica
+103,5.063663398236838,2.5101580911123205,2.894480786470324,1.1375343882089564,Iris-versicolor
+104,6.6045649181275445,3.0,4.421993723080638,1.413334260526385,Iris-versicolor
+105,6.704485201304451,2.454583681242811,5.803997837810541,1.793431392155814,Iris-virginica
+106,5.92922281394881,3.2139409874061773,4.780211796432477,1.7636746034523987,Iris-versicolor
+107,7.69920223575906,3.0,6.0743507871536035,2.2872276548606565,Iris-virginica
+108,7.1272031486460214,3.163974866219462,6.0293941042224715,1.7686208261765808,Iris-virginica
+109,4.635945259210442,3.1341035166484197,1.4650920696850476,0.20195367844193257,Iris-setosa
+110,6.235203851312061,2.698345405137593,4.8726507047539735,1.7836621237916783,Iris-virginica
+111,6.111305884546911,2.8273406990717698,4.732268764362655,1.2218580746378032,Iris-versicolor
+112,6.438717422377405,3.234951946841195,4.770005188816406,1.5943036538795214,Iris-versicolor
+113,4.920671023613713,3.130584335057413,1.5298934467407284,0.1,Iris-setosa
+114,6.696318517903345,3.089313376590307,4.718663750617501,1.4964646756587265,Iris-versicolor
+115,4.8073907090434345,3.391710783684813,1.8437961033493218,0.19666567986632377,Iris-setosa
+116,5.367505957249215,2.9662997030643505,4.358442240516379,1.4715405667857178,Iris-versicolor
+117,6.704646974232485,3.0,4.94672305706566,1.6678268085030419,Iris-versicolor
+118,6.404526208773159,2.99918584282328,5.788542309866554,2.136393430707849,Iris-virginica
+119,5.024163603662184,3.6199693494686946,1.3547622874432248,0.20502535555187937,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/0/test.csv b/iris/tab_ddpm/3_0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/0/train.csv b/iris/tab_ddpm/3_0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/0/val.csv b/iris/tab_ddpm/3_0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/1/synth.csv b/iris/tab_ddpm/3_0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..451d3a1a6a9c52f666f9b13a4abbdc867d151854
--- /dev/null
+++ b/iris/tab_ddpm/3_0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.0656765690213135,3.446879553521023,1.41193112506513,0.20219506585940253,Iris-setosa
+1,4.3000010912306275,3.0,1.1126032084625113,0.10000015784491334,Iris-setosa
+2,4.3,3.0,1.1076199018279527,0.10000013097020452,Iris-setosa
+3,5.499069859448371,4.199998856660472,1.40179955212371,0.1995280771494895,Iris-setosa
+4,5.720500171766957,2.8262463530592252,4.1601211067673045,1.207661570113431,Iris-versicolor
+5,4.802187922338973,3.0,1.3748031851152565,0.3383264088178902,Iris-setosa
+6,5.4160432690289415,2.6683490965717014,4.090769465455961,1.4117871403402846,Iris-versicolor
+7,6.458843341282204,3.0,5.763792316427284,2.189046070864458,Iris-virginica
+8,6.054745247700586,3.3953858942225135,4.5234985564152135,1.5980254990529261,Iris-versicolor
+9,5.036665946073988,2.5083354007395595,2.7864093909382612,1.0674334041575817,Iris-versicolor
+10,6.639666565547132,3.0710920048164043,4.6823672877974225,1.4587306437041145,Iris-versicolor
+11,5.611764267163347,2.957211212368078,3.7273044280053482,1.2754925228026177,Iris-versicolor
+12,7.23088317968619,3.1730640307416738,6.013696687226231,1.8177550072141635,Iris-virginica
+13,6.675365441986165,3.0,4.990849668570605,1.7158654081364713,Iris-versicolor
+14,4.3965971209900365,2.8992158538255186,1.3824175614001675,0.19947342185724054,Iris-setosa
+15,5.131724734404044,3.287372737592522,1.6665819495694227,0.3377499665310375,Iris-setosa
+16,5.015813590966379,2.0000004834570237,3.241957463830527,1.009307468971822,Iris-versicolor
+17,5.052538479911315,3.0,1.7020834476472064,0.20440003663479292,Iris-setosa
+18,6.043432718268893,2.892946477625237,4.662138043678104,1.3986169521187408,Iris-versicolor
+19,6.451947205366301,3.217761253228079,5.196278704849288,2.0541706520850167,Iris-virginica
+20,7.6149136732394895,3.0,6.1469508743015036,2.2455225364424765,Iris-virginica
+21,6.328366001539264,3.285637646698272,5.981112466925748,2.5,Iris-virginica
+22,7.701914662115164,2.587154226307464,6.899998493853182,2.3137893936633214,Iris-virginica
+23,7.24830521754775,3.1827157357892415,6.049374110668247,1.8037660002396338,Iris-virginica
+24,6.728950522043999,3.159327125096303,5.761379004642979,2.276120259527745,Iris-virginica
+25,4.616840659176317,3.114675796615559,1.5097520040360946,0.19963666501671523,Iris-setosa
+26,5.079880394069862,3.518901514316802,1.4037565041694209,0.20685484841783738,Iris-setosa
+27,7.042092135697318,3.1852890554350033,5.915936523287647,2.287803795888783,Iris-virginica
+28,7.899998850390949,3.837349697011956,6.456634406625389,1.9784745570379298,Iris-virginica
+29,5.885653690568502,3.1959259028633724,4.81560907637745,1.8353698732518346,Iris-versicolor
+30,6.123678083356559,2.833515501418066,4.709146805984457,1.2278717591979569,Iris-versicolor
+31,5.798357402246066,2.784166268217704,4.281175235687965,1.1201473719783273,Iris-versicolor
+32,6.663070530362809,2.507753882281688,5.66560591117509,1.7956589309809186,Iris-virginica
+33,7.48793762338933,3.0391978189625286,6.473832293289774,1.9692512616018114,Iris-virginica
+34,6.28436356470658,3.390367283002596,5.520578268221303,2.34426005094748,Iris-virginica
+35,5.415092741432015,3.8594616025979205,1.3253704042929049,0.36333977587157895,Iris-setosa
+36,6.262898156599673,2.626836413601134,4.873628466245337,1.8000968705212848,Iris-virginica
+37,6.69635447542888,3.0836608608506135,4.736921356708172,1.5692877348485255,Iris-versicolor
+38,6.095813586229799,3.3049697823036337,4.532155106789749,1.5522568351956743,Iris-versicolor
+39,4.564401432468407,3.63512690158549,1.0,0.19441027371536618,Iris-setosa
+40,5.168609125967517,3.4116293961789315,1.3753665070571341,0.1948750037822002,Iris-setosa
+41,4.778221921985432,3.0,1.4036794402821011,0.10000011951823808,Iris-setosa
+42,6.050482413097667,2.9034766130266023,4.624002308693245,1.427416218045069,Iris-versicolor
+43,6.717583256407404,2.774067626481456,4.7557723613935625,1.4277499544094359,Iris-versicolor
+44,5.714757965337284,2.903030439720036,4.027420069917612,1.183359119009337,Iris-versicolor
+45,5.708682187080441,3.797389427643222,1.8744026957255355,0.30601083297176523,Iris-setosa
+46,6.321788539770247,3.3944799717696608,5.554821539660021,2.3808664078929653,Iris-virginica
+47,6.209365900056082,2.174026586446028,4.467806226863296,1.492112847128604,Iris-versicolor
+48,4.987329700696939,2.0000007790472427,3.4960546317813725,0.9807135553035868,Iris-versicolor
+49,4.7984470084204425,3.3969959903156846,1.5877819728772489,0.1994956634574335,Iris-setosa
+50,5.871683666022079,3.191986815459454,4.805482840982087,1.8038541555876726,Iris-versicolor
+51,4.989229617824737,3.0,1.5913470006337176,0.19925191604271303,Iris-setosa
+52,5.695465763774166,2.8245318915526267,4.296309874317613,1.3215517972806199,Iris-versicolor
+53,6.10447179583157,2.6000193872009945,5.579242649835543,1.4261532424190198,Iris-virginica
+54,5.770536392424768,2.758411712595927,5.095070677604967,2.3712363850890017,Iris-virginica
+55,4.829233319805871,3.4039897808828012,1.599289833946757,0.207802492623497,Iris-setosa
+56,6.776647738723766,3.201864381795923,5.791173222985433,2.286471221045314,Iris-virginica
+57,5.669888756632775,2.968239361461163,4.171488394242898,1.2514476607621816,Iris-versicolor
+58,5.805059202008115,2.715220618718446,5.085624072632845,1.9436135003482227,Iris-virginica
+59,5.015098014006074,3.0,1.6128682586867917,0.20574212299081174,Iris-setosa
+60,4.97915857587664,2.0000008629684527,3.2992367699685925,0.9187556545203011,Iris-versicolor
+61,6.803746690665144,3.0924014083246414,5.086615200689637,2.2958709158877735,Iris-virginica
+62,4.3,3.0,1.1094729459878505,0.1,Iris-setosa
+63,4.8271537645777896,3.3936025249814255,2.028984228966931,0.21568112578733142,Iris-setosa
+64,4.3,3.0,1.1050102684898266,0.1,Iris-setosa
+65,5.469001008892166,3.0,4.526536201134407,1.5031431912862865,Iris-versicolor
+66,5.31084110762406,2.454350800027714,3.5971994748502087,1.0692411045515833,Iris-versicolor
+67,5.073189486959222,2.4830721745032767,2.9820408118103874,1.1048259963311817,Iris-versicolor
+68,5.346419363206969,2.4493926304372264,3.5414164373931123,1.0154739861131614,Iris-versicolor
+69,4.3,3.0,1.1069268493365452,0.10000009007032823,Iris-setosa
+70,5.003790073973325,3.0,1.7825237869923118,0.20115693300122542,Iris-setosa
+71,4.998445087711261,2.0000005775912704,3.586521497412614,1.0215833907728435,Iris-versicolor
+72,4.830266491785066,3.0,1.4066719613882714,0.2935369507526634,Iris-setosa
+73,5.5174824848884,3.0,4.517848215835081,1.5038264807688713,Iris-versicolor
+74,5.579888897858627,2.4088468180697715,3.7825064579687386,0.9634870756216647,Iris-versicolor
+75,5.604899941868728,2.913895917229082,3.711282669563194,1.3075676279888029,Iris-versicolor
+76,5.246282348826141,2.7333363940150393,3.95807638433455,1.4250816276992775,Iris-versicolor
+77,4.549909885578549,3.110161739142172,1.4839078084791426,0.20019073101746293,Iris-setosa
+78,5.091882282295441,2.487163973311584,2.9053814300927376,1.0721529491050064,Iris-versicolor
+79,6.505016995295896,3.186077897685937,5.150683714018013,2.0359365453056966,Iris-virginica
+80,4.827789595945715,3.0,1.4486548242721584,0.10000015703889872,Iris-setosa
+81,5.087518076231868,3.4300415551223162,1.3902275674966085,0.201377604742757,Iris-setosa
+82,6.087684667745487,2.6006869653017333,5.547371951070499,1.3998203772381377,Iris-virginica
+83,6.000206169368972,3.3963031292090156,4.480385715493067,1.5702543586318627,Iris-versicolor
+84,6.771528760036108,3.1009639644877236,5.122511495500232,2.2944089429201737,Iris-virginica
+85,7.899998333118979,3.8191340569771053,6.318125936313583,1.9614077932086273,Iris-virginica
+86,7.899998557639443,3.818266803879828,6.350751215540452,1.9863528744866459,Iris-virginica
+87,7.696891347298249,2.790934495187616,6.713364591927002,1.9947763042019004,Iris-virginica
+88,7.702846688124027,2.6129410635067822,6.9,2.276481979010789,Iris-virginica
+89,4.404469425034437,3.0,1.3706223484053366,0.19918804482303218,Iris-setosa
+90,5.991417377765629,2.1805337932928204,5.003295455571529,1.50410891024763,Iris-virginica
+91,6.20225151469415,3.33472072948626,4.652741615544284,1.601299914118013,Iris-versicolor
+92,6.6806234889796094,2.8033445361124962,4.733876155996259,1.4420637615636906,Iris-versicolor
+93,5.902766783438347,2.8153040230034057,4.514661656127379,1.2735057203799371,Iris-versicolor
+94,7.657859393658596,2.8513060110378388,6.667885667173632,2.0093543706575305,Iris-virginica
+95,5.47162094967546,3.0,4.504669336923862,1.5009719628402265,Iris-versicolor
+96,5.170467833734821,3.4100144163569377,1.3938315361687676,0.19770852275918865,Iris-setosa
+97,6.30932550411097,3.026389871992557,5.311067225863964,2.2967754554292,Iris-virginica
+98,6.62114896402089,3.190914239032871,5.324780435670591,2.165185618716479,Iris-virginica
+99,7.659689294127931,2.7839399754524004,6.671321976386526,1.9866387145184579,Iris-virginica
+100,7.73183445336186,2.606413732589944,6.9,2.286301252572205,Iris-virginica
+101,6.002305943630078,3.403413862356154,4.5337420470981,1.5901759963207935,Iris-versicolor
+102,5.503678490847704,3.0,4.496142777987961,1.4840814202787636,Iris-versicolor
+103,6.18386412064577,2.8354078944744927,4.766657951129927,1.7873693026340098,Iris-virginica
+104,7.02494415143161,3.0854868580415293,5.194579061638723,2.3014855749071237,Iris-virginica
+105,6.0129657834808015,3.3984437899065254,4.49782353308783,1.5838135378250087,Iris-versicolor
+106,5.6641816805666085,2.9072077891875403,4.259589076086101,1.3045030158089432,Iris-versicolor
+107,5.645263149296884,2.999193638557219,3.8903750968192172,1.3054444447599567,Iris-versicolor
+108,7.2182886327492355,3.2037427714599116,5.974627207728185,1.8312844828509287,Iris-virginica
+109,5.761565560126389,2.735102498174609,4.233195028660265,1.0580244541589434,Iris-versicolor
+110,5.953136573070635,2.195593171429432,5.010185111320577,1.4942895699758554,Iris-virginica
+111,6.316925087328795,3.395940350928568,5.578835529157443,2.3949632390666498,Iris-virginica
+112,6.253109558319213,2.4553069829438376,4.990113377033112,1.8604503204218483,Iris-virginica
+113,4.3,3.0,1.0831311647411674,0.1,Iris-setosa
+114,4.417877048875711,3.071237219722915,1.3125912791605852,0.20050927430608562,Iris-setosa
+115,4.875654535617921,3.091847478930166,1.5040435420978737,0.1,Iris-setosa
+116,6.832633977021651,3.1142881958799884,5.141516861646336,2.271822500521899,Iris-virginica
+117,6.791302039985032,2.803788569506207,4.776300359290241,1.3775103829534967,Iris-versicolor
+118,5.6782231397910214,3.767612257859192,1.570312975595111,0.3523156157233258,Iris-setosa
+119,6.383300442206941,3.2721566815529393,4.700329576751915,1.573929889396665,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/1/test.csv b/iris/tab_ddpm/3_0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/1/train.csv b/iris/tab_ddpm/3_0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/1/val.csv b/iris/tab_ddpm/3_0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/10/synth.csv b/iris/tab_ddpm/3_0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..faf9a1ebfefb54190fb6db0fb989009bab4070d0
--- /dev/null
+++ b/iris/tab_ddpm/3_0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.475822072102801,2.5384860739297967,3.938257468335756,1.33198192771853,Iris-versicolor
+1,6.033610125089323,2.8892953885859636,4.71090291797833,1.3831902579483626,Iris-versicolor
+2,6.156269451040439,2.7109698127398367,4.914712786774606,1.848942156800347,Iris-virginica
+3,6.004049936601569,3.4021591896093346,4.482995838703705,1.5969423537533483,Iris-versicolor
+4,6.307376974491116,3.3997180323219935,5.591843585298488,2.398302252992612,Iris-virginica
+5,5.733475874631665,2.934042440410677,4.220869934626779,1.2970593534706827,Iris-versicolor
+6,5.259195360864066,2.4840910610206177,3.302269776876879,0.9834852089098967,Iris-versicolor
+7,5.774337145191243,2.6401715913254504,4.029837142230774,1.003339486892143,Iris-versicolor
+8,6.632936944633488,2.889272548517943,4.675359693986188,1.509569617020102,Iris-versicolor
+9,7.631695564089581,2.5970379187021657,6.89999796614167,2.2713893229884716,Iris-virginica
+10,5.012375040729443,2.0,3.619796773185687,0.9318626379053692,Iris-versicolor
+11,5.946260083963526,3.202490543375832,4.789005822632433,1.8480683446465924,Iris-versicolor
+12,4.816439276408442,3.362024374338245,1.5926936678928527,0.20361218946910595,Iris-setosa
+13,6.754728742365468,2.5197164152761418,5.970571263710207,1.8178482641317844,Iris-virginica
+14,4.9703465861525205,3.5864293030202337,1.3824743351988316,0.20168214301487206,Iris-setosa
+15,5.518880650318501,2.4572367582686256,3.96546722141383,1.2490285520137476,Iris-versicolor
+16,4.811748603112683,3.397725885383217,1.8054970327706414,0.2020960171100604,Iris-setosa
+17,7.6848874969493455,3.0,6.257166132043829,2.262790599225923,Iris-virginica
+18,5.599915905412808,3.0,4.460569678928068,1.485960795987312,Iris-versicolor
+19,5.9665896582896325,3.4101144497722027,4.468530548448704,1.5905254353198697,Iris-versicolor
+20,4.870456515065774,3.3950314984679366,1.594896998723342,0.22832191004392835,Iris-setosa
+21,4.624780203403521,3.0965494886449045,1.5189682532881592,0.19865523159781456,Iris-setosa
+22,6.031479305431754,2.892219362664182,4.642499199683446,1.419569546381645,Iris-versicolor
+23,6.02295887198052,3.1682155576582502,4.840561860419974,1.7848157422041107,Iris-versicolor
+24,6.444239751974007,3.225960463089586,5.201049565548757,2.1682652079440357,Iris-virginica
+25,6.356576720765731,3.255813928975383,5.331104400694272,2.323992122630968,Iris-virginica
+26,4.802059406900877,3.0,1.3966242944289426,0.10000010658696468,Iris-setosa
+27,7.9,3.7577129865665704,6.343808035796287,1.9110699125850583,Iris-virginica
+28,5.330832542850725,3.401136754507118,1.4934832352257938,0.4860873273569636,Iris-setosa
+29,6.100386470582812,2.588028850079206,5.505738510253995,1.4159708804559268,Iris-virginica
+30,4.458132685147543,3.127940575659827,1.3644557815366014,0.20070875966561136,Iris-setosa
+31,6.7030737331399814,3.0,4.9050320833138565,1.6140279975706664,Iris-versicolor
+32,6.293538378562441,2.680388609993531,4.90344811527499,1.753158437620303,Iris-virginica
+33,7.711216378420314,3.0,6.137665571305455,2.2969876005789103,Iris-virginica
+34,5.031780836723967,3.6039615152559215,1.4046888019879282,0.20383841738047606,Iris-setosa
+35,6.285030111983226,3.4010651557275926,5.591933499305037,2.3934351952783293,Iris-virginica
+36,5.9888618161885185,3.402056484519734,4.519999885041242,1.6154301295738422,Iris-versicolor
+37,5.111934434373185,3.342271457150932,1.6867792466082892,0.49092112561578705,Iris-setosa
+38,5.2080084446159685,3.395155272490793,1.4070824297012385,0.20285623793565163,Iris-setosa
+39,5.537403733473493,2.5033890064382884,3.8965661274478673,1.1557166617491939,Iris-versicolor
+40,5.913308908315181,2.7900144393493735,4.581752868814436,1.2170609286063085,Iris-versicolor
+41,6.7411273693862634,3.190316074942071,5.706822007972868,2.2936809037258934,Iris-virginica
+42,6.708598995915396,3.0,4.98472873282798,1.7003489779250618,Iris-versicolor
+43,5.771539062348885,2.7924796889441756,5.0842147909073585,2.4097897215235795,Iris-virginica
+44,5.405627941418292,3.8847448277483956,1.3378142023317223,0.33569706949276923,Iris-setosa
+45,4.995163922053336,2.000000694899232,3.315566253902754,1.00482567176895,Iris-versicolor
+46,5.352463424942869,3.4239392385278564,1.5597837063063273,0.4635911711564997,Iris-setosa
+47,5.107605201465261,3.67845638550061,1.4395007695236584,0.20674004637008273,Iris-setosa
+48,5.820864523557919,2.657979108839035,4.090727259060989,0.9062672024260772,Iris-versicolor
+49,6.192372569288971,2.8127348035580373,4.774179461659651,1.7979728796773404,Iris-virginica
+50,6.006229096394826,2.1846350818297258,5.026867111163896,1.4885342007744156,Iris-virginica
+51,6.228963692547165,2.172530871042429,4.433699466171265,1.495500486096935,Iris-versicolor
+52,5.497098645096908,3.0,4.412117276006237,1.4469010209966193,Iris-versicolor
+53,6.130138594589061,2.199790672368842,4.286052438004375,1.2940402163567182,Iris-versicolor
+54,5.935803366295865,2.7995974888670014,4.632007305762154,1.2482767478730286,Iris-versicolor
+55,6.044563404007494,2.302062203130867,5.038129049792903,1.5310568105870104,Iris-virginica
+56,5.877222665115284,3.1860268353994377,4.782319408266563,1.7748399696038355,Iris-versicolor
+57,5.897569308140816,3.2049904894189964,4.794893145171006,1.7812333267862726,Iris-versicolor
+58,5.7964437781863225,2.6973468764756996,5.112983856761716,1.8920087276281559,Iris-virginica
+59,6.725284427008176,3.2034251473679376,5.434197185016641,2.2865103729560197,Iris-virginica
+60,4.974889543284025,2.0,3.396121743469441,0.9672608745318482,Iris-versicolor
+61,6.0557286565576804,2.224623291131123,5.052678374320144,1.5236999918302383,Iris-virginica
+62,6.246390136404804,3.301193138616065,6.038728428682715,2.5,Iris-virginica
+63,6.1982649745354825,2.8131267590940086,4.768635311080546,1.7995193723430103,Iris-virginica
+64,5.486543229826643,3.0,4.52582549802655,1.4997353995676186,Iris-versicolor
+65,5.118453192687004,2.5301547780774594,3.3787647739528186,1.245260139817582,Iris-versicolor
+66,4.300000974900621,3.0,1.1104069358388187,0.1,Iris-setosa
+67,6.190447222216233,2.214439957077534,4.5141325289331204,1.5043783445786048,Iris-versicolor
+68,5.853803389428364,2.8281069314556713,4.584153124646116,1.3240055786592717,Iris-versicolor
+69,7.006280151849046,3.1346175324505916,5.410562999420657,2.267266134943942,Iris-virginica
+70,6.710922802423896,2.4928941301201606,5.809227979546575,1.835001892639602,Iris-virginica
+71,6.644400139249594,3.0,4.491795564372906,1.424137718832948,Iris-versicolor
+72,6.587376114908763,3.0,5.97327798255633,2.2005831528423814,Iris-virginica
+73,5.6032695120465315,2.926301869694591,3.7862549572122055,1.2848095453402855,Iris-versicolor
+74,5.403645219676163,2.575898413358217,3.8193629749826012,1.2049177956400605,Iris-versicolor
+75,4.601109085889716,3.108378036333676,1.5156193102842648,0.20123921698630162,Iris-setosa
+76,5.1670987187345405,3.452758994388808,1.3951846260202916,0.20028156377609546,Iris-setosa
+77,4.3,3.0,1.1244588728265212,0.1,Iris-setosa
+78,6.700017626536881,2.8190601524663728,4.746724865736724,1.4510664493105878,Iris-versicolor
+79,4.300000484645414,3.0,1.0835195006798215,0.10000010654720583,Iris-setosa
+80,4.983463120870351,3.3851052131296564,1.6226077359208404,0.45803463625263574,Iris-setosa
+81,5.62374999589856,2.9535237052972825,3.684286673503768,1.2586756058907596,Iris-versicolor
+82,6.2502311200369745,2.89636785567765,4.7082649842157345,1.4270570610967954,Iris-versicolor
+83,4.418411756717971,3.1955185697432236,1.3190689604261618,0.20636061643936277,Iris-setosa
+84,4.6010536751956295,3.016262117313675,1.4668725527922213,0.20169164563969144,Iris-setosa
+85,5.017838467330173,3.622184768372437,1.3801119741723897,0.20013503835576504,Iris-setosa
+86,7.126468539643734,3.0599641703281564,5.1411083886617215,2.3125832074614694,Iris-virginica
+87,6.289028152545546,3.4070286340521854,5.628641369472728,2.4036242064036757,Iris-virginica
+88,6.207270470737563,2.8025636613884894,4.791511026604995,1.7819146546800588,Iris-virginica
+89,5.11652881690935,3.3541618867907217,1.5680146864135605,0.5085176381002456,Iris-setosa
+90,4.440964934569029,3.2236587193293413,1.3455574099128234,0.20349998515976614,Iris-setosa
+91,6.176060039041379,2.2008419564880803,4.5073609893850515,1.4934104642651647,Iris-versicolor
+92,5.009288765575075,2.0,3.5758677267933896,1.0907163956618884,Iris-versicolor
+93,5.2260306700292825,2.768600003880157,4.001343835779126,1.4478646827949901,Iris-versicolor
+94,6.282678896875087,3.2917788863967132,6.084705362635077,2.499999789671886,Iris-virginica
+95,7.633054126657689,3.0,6.626383405442812,2.107722923811529,Iris-virginica
+96,4.813351734210968,3.397023105456192,1.813559612362314,0.1997085277934952,Iris-setosa
+97,7.9,3.908730232082876,6.407643508946539,2.0329552735233998,Iris-virginica
+98,6.804149113225806,3.1994572930415464,5.7062276718948235,2.293760953719591,Iris-virginica
+99,5.54540686122784,2.462070567043182,3.7914152494307958,1.0651572804149747,Iris-versicolor
+100,5.418260612767246,3.8583794358373376,1.296017850360065,0.37072347538518696,Iris-setosa
+101,7.699197418538638,3.0,6.125006740875308,2.278199782218526,Iris-virginica
+102,5.962153728591625,3.424412187519268,4.426583788385033,1.5919781867652534,Iris-versicolor
+103,6.68424252634027,3.0,4.951344061726085,1.687378065380038,Iris-versicolor
+104,5.267162896812543,2.483732907057483,3.6566412184237365,1.1171365044651633,Iris-versicolor
+105,5.774913577350231,2.7899812514745443,5.179711099742141,2.398640325543139,Iris-virginica
+106,4.3000009000338615,3.0,1.10804561877908,0.1000001229346697,Iris-setosa
+107,7.7402178832431945,2.6032569072001714,6.9,2.3064873205142233,Iris-virginica
+108,4.564730691959893,3.647669630778822,1.0,0.19980017880834483,Iris-setosa
+109,5.799370284733139,2.633556625869737,4.100039807922251,1.0075027248304291,Iris-versicolor
+110,7.735582896667941,2.6203142051259545,6.9,2.294384637333326,Iris-virginica
+111,4.873924855194127,3.500310166770395,1.5098770433047388,0.1994871853405049,Iris-setosa
+112,4.83276133169128,3.409731054716264,1.6616603521333149,0.20330030601590277,Iris-setosa
+113,4.3,3.0,1.1107952301896904,0.1,Iris-setosa
+114,6.701973995939449,3.039108917147206,4.822523114126041,1.560193461209562,Iris-versicolor
+115,6.149881175880569,2.7698477408271325,4.878135179778596,1.8149536292177346,Iris-virginica
+116,6.121814359097942,2.7791949733934516,4.726752449351784,1.162289602816354,Iris-versicolor
+117,5.035460910395821,2.0000007369932398,3.5909173765533895,1.047339379155781,Iris-versicolor
+118,4.622459618755206,3.2140996759292357,1.4259666704672613,0.19809969089397061,Iris-setosa
+119,4.951969917230149,3.0,1.5567890645029459,0.2036335473365137,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/10/test.csv b/iris/tab_ddpm/3_0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/10/train.csv b/iris/tab_ddpm/3_0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/10/val.csv b/iris/tab_ddpm/3_0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/11/synth.csv b/iris/tab_ddpm/3_0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a805691e8b10503a8cbdc5b0b182ae70d0328221
--- /dev/null
+++ b/iris/tab_ddpm/3_0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.115452689577461,3.3074903725238327,1.6691339803077543,0.5281354104705078,Iris-setosa
+1,6.246246792224975,3.3949255943024164,5.533603611890191,2.3550143369585363,Iris-virginica
+2,6.289380893124129,3.2921291460018014,6.034587120404047,2.4999998132244854,Iris-virginica
+3,5.707001886699634,2.892343014865442,4.238429139672821,1.3150949804863805,Iris-versicolor
+4,5.120637000826979,2.480396077864523,3.0430385094631944,1.140919114097576,Iris-versicolor
+5,4.893120330315483,3.0887052179147028,1.504115300376774,0.10000012630055136,Iris-setosa
+6,4.795446081316294,3.0,1.425341158926611,0.1,Iris-setosa
+7,4.7686611090262625,3.0,1.3572770051666412,0.1,Iris-setosa
+8,5.782731039971183,2.6986673973486317,5.095217834034482,1.8853918557301603,Iris-virginica
+9,5.534275684130004,3.0,4.509219558285956,1.4759875139457972,Iris-versicolor
+10,7.102501333507456,3.1401328456992714,5.652320935002787,2.2929935357617555,Iris-virginica
+11,6.017480010972731,2.215591232934001,5.000680662352842,1.4892707114070383,Iris-virginica
+12,7.347103686632645,3.0,6.454643830995751,2.1190234660583194,Iris-virginica
+13,5.6586122830177565,2.772762376709797,4.4158577972372015,1.2805113283742702,Iris-versicolor
+14,4.621259221255464,3.61898360994581,1.0000003660197896,0.20846507748562884,Iris-setosa
+15,5.126856407200784,3.8512311967034205,1.8338373555438343,0.20053017406586332,Iris-setosa
+16,7.899998523457578,3.79719053765766,6.3855504134098355,1.9767103918614812,Iris-virginica
+17,4.835204158782965,3.0,1.434009934097838,0.1,Iris-setosa
+18,6.283107729708,3.2900634930842028,6.050313535035831,2.5,Iris-virginica
+19,5.8143293594941925,3.173088568306868,4.7447905595511415,1.7203595556756488,Iris-versicolor
+20,6.023121902632896,2.9245698906827116,4.476527090782345,1.4791622192858789,Iris-versicolor
+21,7.7004314818260395,2.615261208719921,6.8999984559905,2.3009285662469736,Iris-virginica
+22,6.282552137599602,3.292391652587881,5.941892181757909,2.4999997167487784,Iris-virginica
+23,7.1352834964605085,3.2149060928466606,6.024769253566614,1.830387440506285,Iris-virginica
+24,5.80032019804663,2.8140768048717812,5.118231871109089,2.4092135062525273,Iris-virginica
+25,6.589020340170736,3.0,5.902380749985284,2.233876706053729,Iris-virginica
+26,6.000401643711294,2.2387163354948374,4.111725230008666,1.0807987570457596,Iris-versicolor
+27,7.9,3.854788225735111,6.393878012359415,1.995052004108324,Iris-virginica
+28,4.8054355242934,3.0,1.4037088000049576,0.1,Iris-setosa
+29,6.711236437085314,3.01041087623989,4.709342901546901,1.4605999556184759,Iris-versicolor
+30,5.958092969655158,2.2230267103870673,4.007393781702923,0.9305795789729804,Iris-versicolor
+31,6.69386855574281,3.0,5.0160052876539725,1.706415883089135,Iris-versicolor
+32,5.392866994012964,3.928098487740445,1.2575620511543524,0.39715961405443073,Iris-setosa
+33,5.4945980805714045,3.5758945715417223,1.5009663091068177,0.2963984000014997,Iris-setosa
+34,5.049725514871446,3.3045214638643134,1.7191482993850378,0.5264462714988952,Iris-setosa
+35,6.474983497635491,3.15206970309727,5.067352899794737,2.07459345291462,Iris-virginica
+36,6.05565814896449,2.5933050022939645,5.582643548379691,1.3928892197138651,Iris-virginica
+37,6.019378011902436,2.7864355577194955,4.6320244840779425,1.1981929434903797,Iris-versicolor
+38,4.9900164927311375,3.648825283044253,1.4116183093539802,0.2058007549966765,Iris-setosa
+39,4.781008267392509,3.390482590479788,1.7149080895688382,0.20035814408634173,Iris-setosa
+40,5.161380584279842,2.714052764958931,3.932525688378586,1.4193523634721026,Iris-versicolor
+41,6.278570752951539,3.299380652557203,5.973296839905928,2.5,Iris-virginica
+42,5.60941172608147,2.50558762047856,3.926596283182662,1.0977898777431871,Iris-versicolor
+43,4.3,3.0,1.0982023098096043,0.1,Iris-setosa
+44,4.879813664689491,3.0569564228716106,1.4853645768422021,0.1,Iris-setosa
+45,5.515355823597263,2.3606095917944256,3.7035738028952476,0.8708875730087321,Iris-versicolor
+46,5.045579955355766,3.772428671811838,1.5612883760062854,0.2032110741400314,Iris-setosa
+47,4.883591497374565,3.1062074619390723,1.4948507452627293,0.1,Iris-setosa
+48,4.808261096429266,3.4080478041081648,1.7599462778026427,0.20096706839022693,Iris-setosa
+49,4.975048794823186,2.0,3.2888730660230725,0.870386480684417,Iris-versicolor
+50,6.016518405983599,3.393175108706496,4.5112061509852195,1.6016575787906158,Iris-versicolor
+51,5.651936013905863,2.890181491439476,4.000960614128241,1.3369505212315564,Iris-versicolor
+52,6.848961078884929,3.1048059120931666,5.087328038263067,2.2901433289442674,Iris-virginica
+53,6.0185008068047905,2.753993697703366,4.625297692178998,1.157173538897796,Iris-versicolor
+54,6.26450031205203,3.2970509923557905,6.0225439358854675,2.499999817380847,Iris-virginica
+55,6.668558529805287,2.501817898004249,5.778988162962558,1.8067283177905609,Iris-virginica
+56,6.073580470702485,3.385339617393646,4.566121643455082,1.6029300639213337,Iris-versicolor
+57,4.3,3.0,1.0919420204826467,0.1,Iris-setosa
+58,4.815336261399631,3.410533146764606,1.9595406780264224,0.19669889624188602,Iris-setosa
+59,6.320790774307041,2.858054912487208,5.609568855682803,2.0322793894233597,Iris-virginica
+60,6.296539822625975,3.30577506027192,4.6713035014646405,1.5938366456272106,Iris-versicolor
+61,6.192874785258573,2.211153346148485,4.485216447378241,1.485982419096552,Iris-versicolor
+62,6.997889885378826,3.0713707472392153,5.077885573597406,2.3026784289070172,Iris-virginica
+63,4.803287296706951,3.3934797157200114,1.728699908259869,0.19425633267512943,Iris-setosa
+64,7.548931331215421,3.0,6.093163543882088,2.2603364848415524,Iris-virginica
+65,6.375372957333199,2.5650704118739545,5.623213104181593,1.5744945481867831,Iris-virginica
+66,6.711282148643481,3.0,5.01497354002742,1.702537945320349,Iris-versicolor
+67,6.473893844588559,3.2083018970974133,5.092429968330835,2.027307258317302,Iris-virginica
+68,5.003682556626191,3.406131278373663,1.692492151931913,0.4182227878624262,Iris-setosa
+69,6.386849980237894,2.9754748941663767,5.784864839189478,2.095854473011808,Iris-virginica
+70,6.299814158045776,2.4855816534252684,4.98971198132706,1.8962816241426466,Iris-virginica
+71,6.29825975909103,2.5271326141127135,4.94778880233734,1.8201617936086527,Iris-virginica
+72,4.400810198951321,3.1780843612408307,1.2905070890215669,0.20378850352790184,Iris-setosa
+73,7.899998864865642,3.834009865301246,6.396083534687657,1.9816127446687408,Iris-virginica
+74,5.935903429043806,2.8214038253769385,4.642577899005158,1.2801103853325237,Iris-versicolor
+75,5.811864405757343,2.7866575195079157,5.076019109919413,2.4297884781495953,Iris-virginica
+76,5.388966288533383,3.8901303204415845,1.288669178725192,0.44763855504268146,Iris-setosa
+77,5.6832601121570905,2.913100163014494,3.9774892479009236,1.2600400749586338,Iris-versicolor
+78,6.665946451387297,3.0,4.993954535495356,1.7026147043124629,Iris-versicolor
+79,5.77121603704613,2.6998012506520284,5.083220114772073,1.8846565387688046,Iris-virginica
+80,5.105033045047092,3.251147941366111,1.692933963280588,0.43588837853793916,Iris-setosa
+81,6.672452089925708,3.0947037879988386,4.8064461483873036,1.5517181999925012,Iris-versicolor
+82,5.6005468136559164,2.756321295704452,4.290456034498833,1.3668713941576054,Iris-versicolor
+83,5.736715752903321,2.8006098962863324,4.447384340223724,1.2771988618532548,Iris-versicolor
+84,5.79601586479614,2.7049357898934554,5.107721468971636,1.9248149812987896,Iris-virginica
+85,4.553064952198541,3.2164018912721524,1.35697963614354,0.19498026950566327,Iris-setosa
+86,6.010690074123027,2.258416539380982,4.9999891803664385,1.501007745981015,Iris-virginica
+87,4.8320594773533,3.404666334680041,1.7791197667050493,0.20375693627469602,Iris-setosa
+88,6.111017143823856,2.445924173008419,4.969116612158663,1.6110461981236557,Iris-virginica
+89,5.899915515105399,3.2099002635250122,4.816944704611025,1.7631266634250504,Iris-versicolor
+90,5.520526267606846,4.2,1.406435785249064,0.20784831084849253,Iris-setosa
+91,5.686185005520458,2.857537131356514,4.500289159210389,1.3157719201826885,Iris-versicolor
+92,4.760778175455812,3.3986012877422245,1.943543160719071,0.20062906295909833,Iris-setosa
+93,5.497378593837785,4.199999281724663,1.406011704299866,0.19833885542135793,Iris-setosa
+94,4.5991060495011435,3.627606824720612,1.0,0.1966591621351475,Iris-setosa
+95,6.331619537643305,3.291100018264314,6.0701854521441465,2.499999659469423,Iris-virginica
+96,5.022725495450974,3.379589657316719,1.668239899351121,0.4957203002896694,Iris-setosa
+97,6.283602899156545,2.4582647123675097,4.9939145897882025,1.868035806263451,Iris-virginica
+98,5.132290529243278,3.300311336956965,1.5979282608065883,0.36968262849723105,Iris-setosa
+99,5.793153989365026,2.8122551636145974,5.213157348579274,2.408281862050512,Iris-virginica
+100,6.679510369420085,3.0,4.985131440685584,1.6694341229667131,Iris-versicolor
+101,5.607319280129672,2.8883562404618806,3.659863501288777,1.2678677962672427,Iris-versicolor
+102,5.098896509477924,2.6112172362047605,3.7647676506806405,1.3603039309844833,Iris-versicolor
+103,6.097458902903938,2.588091364100599,5.58341521701267,1.4099775319669592,Iris-virginica
+104,5.517113996753517,2.5493063162600986,3.851333191944215,1.207767262613764,Iris-versicolor
+105,4.769238144130402,3.0,1.404346691350189,0.27766837250706317,Iris-setosa
+106,5.72389432458353,3.0,4.240517933809805,1.2474163761837167,Iris-versicolor
+107,5.4995778593400395,3.0,4.427481230593807,1.4775848025657254,Iris-versicolor
+108,6.722302753223046,2.4951856544645663,5.866194193440562,1.8156353116152018,Iris-virginica
+109,5.0346477767474065,2.0,3.506574865681862,0.9801237665475786,Iris-versicolor
+110,5.804326577560999,2.7891808332520123,5.127018559686199,2.388250182448034,Iris-virginica
+111,6.642027308924887,3.0,4.50715598412146,1.4146880911282835,Iris-versicolor
+112,6.0261146440006925,2.9103504133641516,4.584807409495833,1.4370070064424343,Iris-versicolor
+113,7.9,3.7712124081851233,6.407624139310603,2.032347327108293,Iris-virginica
+114,4.582807440938274,3.663711935333455,1.0,0.20236126068855678,Iris-setosa
+115,7.607182673026533,3.0,6.614508663822825,2.122318769824097,Iris-virginica
+116,5.356657175352605,3.391737619751241,1.4984242041695752,0.44107347844285233,Iris-setosa
+117,6.7031866184479325,2.5023655786484262,5.827519612250277,1.7950331982586627,Iris-virginica
+118,6.2646341864321595,2.6024043214470978,4.945416139346801,1.8521520800890454,Iris-virginica
+119,7.9,3.848438039829654,6.370959846392632,2.031311089558481,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/11/test.csv b/iris/tab_ddpm/3_0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/11/train.csv b/iris/tab_ddpm/3_0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/11/val.csv b/iris/tab_ddpm/3_0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/12/synth.csv b/iris/tab_ddpm/3_0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..02920ba391f56983cada7f1ff3f223e55184c644
--- /dev/null
+++ b/iris/tab_ddpm/3_0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.450714611420072,3.1585675753585027,5.26854627730604,2.291791909604473,Iris-virginica
+1,6.6218551663051395,3.0,4.4290148511508916,1.3898985692978465,Iris-versicolor
+2,5.486279074930131,4.2,1.3883837480166616,0.1975051266400107,Iris-setosa
+3,5.097498719913927,3.2723528247084963,1.846672994462743,0.46986939883145207,Iris-setosa
+4,6.190452993109328,2.839237226302986,4.784605926141385,1.7970639990306474,Iris-virginica
+5,5.924619519263513,2.8514131331966315,4.603716466163045,1.3070855876818148,Iris-versicolor
+6,5.6745762646646405,3.0,4.547549906776126,1.5489945894268526,Iris-versicolor
+7,5.7896868757162405,2.6757820634597795,4.078891534970551,0.8824235085644082,Iris-versicolor
+8,6.338956692659265,3.2314732702063123,5.185490507740797,2.14572333776667,Iris-virginica
+9,4.3,3.0,1.0949329277789037,0.1,Iris-setosa
+10,4.799656731910495,3.397028122478547,1.726668808318753,0.20240585580658832,Iris-setosa
+11,5.372228787873692,3.8745806394520117,1.296124814138358,0.4236240021759189,Iris-setosa
+12,7.605795446354794,3.0,6.618549526651714,2.1361292738270503,Iris-virginica
+13,5.793508700538203,2.6459576397625186,4.102895782985195,1.0657549867417226,Iris-versicolor
+14,5.432167313579587,3.0,4.500602230659374,1.4907810966903892,Iris-versicolor
+15,5.825081810532557,2.7028627647064725,4.07416001790863,0.9235904608100215,Iris-versicolor
+16,6.055966645784854,3.192868463159907,4.851479305061695,1.7783284916599547,Iris-versicolor
+17,4.808217867877999,3.0,1.4008444277349712,0.3326964235877205,Iris-setosa
+18,5.066194354106723,3.7353018220252556,1.5988602896736765,0.19554802626307588,Iris-setosa
+19,4.590307613512339,3.6623676983172615,1.0,0.19565689290842264,Iris-setosa
+20,6.763433250519458,3.1857116741949905,5.822725167466642,2.291249684427551,Iris-virginica
+21,6.179038853921672,2.9016895083671885,4.686215296512924,1.445512977665276,Iris-versicolor
+22,6.196490227582015,2.323597791666543,5.009918984612661,1.7489632037422942,Iris-virginica
+23,4.8056897733942066,3.0,1.4015903656055149,0.1,Iris-setosa
+24,6.247189528041768,3.288354966326545,5.951454851240071,2.4999996977859658,Iris-virginica
+25,4.840935627706973,3.0,1.41695348473334,0.10000010436664564,Iris-setosa
+26,4.413699221667036,3.196272640065866,1.3079427544503495,0.20059950577399482,Iris-setosa
+27,6.598302580069833,3.0,4.439908762062714,1.401378500610823,Iris-versicolor
+28,5.400532852058888,3.875700699343326,1.322773197514828,0.3573025599163147,Iris-setosa
+29,5.798248467254262,2.782007810307602,4.28458698610518,1.164455948272627,Iris-versicolor
+30,5.823995034661311,2.834923681448908,5.082609788205471,2.403513044833825,Iris-virginica
+31,6.285985114461819,2.543392370959175,5.068048144065841,1.8668490607860952,Iris-virginica
+32,5.675203664995147,3.0,4.219634814837906,1.2513907709408723,Iris-versicolor
+33,4.815950369019142,3.0,1.3943918551719194,0.32984300489850255,Iris-setosa
+34,4.693201227821275,3.231076876215617,1.3984581091728887,0.20275882021384262,Iris-setosa
+35,4.300000588836804,3.0,1.1125101535148325,0.1,Iris-setosa
+36,6.319953515676533,3.303915126647387,5.2025285071596485,2.1100602585239345,Iris-virginica
+37,6.200170822224342,2.8706882135809915,4.464434539887245,1.4398810353077538,Iris-versicolor
+38,6.209228700642977,3.392059718107446,5.5038134689357,2.31064197178255,Iris-virginica
+39,5.181479955961491,3.4096498855563033,1.3934638477856482,0.20078940417560473,Iris-setosa
+40,6.187849633509798,2.861509001296677,4.555640322297912,1.5111486131582286,Iris-versicolor
+41,5.358778786079487,3.392504422413212,1.5293403157685286,0.44766793776595526,Iris-setosa
+42,5.695429092232031,3.0,4.224430873898085,1.2420415278205983,Iris-versicolor
+43,5.347458359075836,3.0,4.425326664779497,1.5029265505609295,Iris-versicolor
+44,6.50725591378779,2.7967885290062546,4.555934598809209,1.520497953420736,Iris-versicolor
+45,5.249165467347234,2.425338864940344,3.165084716646869,1.0372971532345123,Iris-versicolor
+46,6.564139498693115,3.0,4.41368953037532,1.3968408399006318,Iris-versicolor
+47,5.535170867308892,2.4304996544916957,3.819004166865075,1.0091236330705602,Iris-versicolor
+48,5.846827247108678,2.7910539276177944,4.608439950413797,1.225595370851378,Iris-versicolor
+49,5.02584396337804,3.778786557267436,1.5708810306981924,0.1990471224561809,Iris-setosa
+50,5.196812028795146,2.5633437604568168,3.573282612149353,1.1932043127881062,Iris-versicolor
+51,4.9782967536698015,3.0,1.5662179604220554,0.20059071018261243,Iris-setosa
+52,7.683471160249111,2.800110361699391,6.69296790568609,1.991055688259061,Iris-virginica
+53,4.788583307895737,3.399776194397541,1.8105444429172868,0.19790899962430208,Iris-setosa
+54,6.0729778781599695,2.600308950111419,5.605895864945076,1.362671339776997,Iris-virginica
+55,6.722940457024412,3.090887543957202,4.74203753321434,1.5001452883814388,Iris-versicolor
+56,7.70503908778387,2.5989159505726303,6.899998966275798,2.2690130283939483,Iris-virginica
+57,5.752888513379296,3.0,4.25068729290228,1.2429776217693953,Iris-versicolor
+58,6.2913240195026185,3.406022975444976,5.614449362660242,2.3980336079173483,Iris-virginica
+59,7.690084596447249,2.583687774882271,6.9,2.276972289179267,Iris-virginica
+60,4.9240168060969545,3.1121873990217326,1.494131072310436,0.1,Iris-setosa
+61,5.153931553322781,2.5121795810933234,3.306590372846437,1.1313608729997806,Iris-versicolor
+62,6.518984423044776,2.815885475637724,4.586208090590065,1.4903177420746083,Iris-versicolor
+63,5.48761542540379,3.0,4.548582030767695,1.5086419419655424,Iris-versicolor
+64,4.7990454169262176,3.398691933999998,1.7804291491761146,0.2011419589245041,Iris-setosa
+65,4.916541695289056,3.445613139854308,1.5088397682991157,0.2018745283328662,Iris-setosa
+66,6.352623295784706,2.7875161916631974,4.582949402850655,1.4541808506563,Iris-versicolor
+67,5.039352754593944,3.6150291510386854,1.3928800721916637,0.2014886580144833,Iris-setosa
+68,6.036167290490445,2.7874264444600594,4.684398287604829,1.2152665308640471,Iris-versicolor
+69,5.713548174449015,3.0763762986369656,4.663129867026464,1.6052212960933923,Iris-versicolor
+70,7.622902723450791,3.0,6.490702259043534,2.200691028587161,Iris-virginica
+71,4.3,3.0,1.099477423678193,0.1000001730654024,Iris-setosa
+72,5.39355505478685,3.884115927674014,1.294840872810846,0.36170821384918317,Iris-setosa
+73,5.028897303824558,2.000001092419177,3.5473209221723567,1.0215537695272066,Iris-versicolor
+74,5.5330473799532855,3.547964990968766,1.5255870893507166,0.3436032894100375,Iris-setosa
+75,6.07464259899505,2.8762997429378654,4.697284865648409,1.3342657056878644,Iris-versicolor
+76,4.977593906308047,2.000000585645043,3.371538405725215,0.9942112911850143,Iris-versicolor
+77,6.12388398464476,2.3204696497284267,5.001788226355201,1.6212468784521454,Iris-virginica
+78,5.806060220064415,2.777871237222009,5.130894601285127,2.346835381802887,Iris-virginica
+79,5.3976846490372745,3.0,4.461419283169203,1.5001051589029173,Iris-versicolor
+80,6.79534748816697,2.812793624156967,4.801330376612739,1.414538987869499,Iris-versicolor
+81,5.601604439384116,2.510271732453684,3.8306996928442962,1.0798840837892927,Iris-versicolor
+82,5.199167670379781,2.516106149481088,3.58819055053601,1.2164347577669723,Iris-versicolor
+83,5.784853914844852,2.6991323444266917,4.0908468587224425,0.9717661363835485,Iris-versicolor
+84,4.99319038141623,3.0,1.671943211017665,0.2103198102641776,Iris-setosa
+85,4.3,3.0,1.0917905464839825,0.1,Iris-setosa
+86,5.9313208562781785,3.206845172988672,4.797992979175346,1.772804668995045,Iris-versicolor
+87,6.028573506626104,2.2172433829109144,4.016622837446401,1.0258587627567777,Iris-versicolor
+88,4.630632509270875,3.18335120416818,1.394003128935721,0.20292427066463062,Iris-setosa
+89,7.899998423510633,3.762894958862704,6.357898337278317,1.9723626083336994,Iris-virginica
+90,6.657899029846649,3.1399879571472633,5.1478961629700315,2.2847459064341167,Iris-virginica
+91,5.882983011641631,3.201034130155831,4.772093011578874,1.7835025409530825,Iris-versicolor
+92,5.700645321154279,2.7626200864913417,4.4452134263017316,1.227616571470417,Iris-versicolor
+93,5.219289222877616,2.6198270050523917,3.7984492561926597,1.3667371360787788,Iris-versicolor
+94,7.70861619589659,2.810870710033518,6.701995397245752,1.9893799121239766,Iris-virginica
+95,6.823029216464616,3.108381598370593,5.11743105196675,2.2775022063692396,Iris-virginica
+96,6.709208572580625,3.086295131197334,4.830784523048842,1.5844609967750114,Iris-versicolor
+97,6.301165088228202,3.3888470240620703,5.595407699783554,2.393298673551371,Iris-virginica
+98,4.38687884825722,2.879784626873202,1.3870196954608511,0.19715873371636866,Iris-setosa
+99,5.9380734160545074,2.1617138044598305,4.961164090616126,1.4510704339649676,Iris-virginica
+100,7.122987960290722,3.19961740886332,6.002510432197364,1.8247546816405307,Iris-virginica
+101,4.645087764012875,3.1382917539543844,1.4378177689110598,0.2000129637582214,Iris-setosa
+102,5.812152365255925,2.7712028871761634,5.185961977107428,2.3936964271022116,Iris-virginica
+103,5.135835376986315,3.485080341129787,1.4010596718474675,0.20306680466097848,Iris-setosa
+104,5.271285833986418,2.5108968196204553,3.7054828095912438,1.2524578099837131,Iris-versicolor
+105,5.095283675916496,3.5512052598356814,1.4028689660915883,0.19921007779132394,Iris-setosa
+106,6.809668345479976,3.0748632555834527,5.0964549142273565,2.282806380078311,Iris-virginica
+107,6.024519028075903,3.332671212137066,4.614792611571676,1.6153326858025423,Iris-versicolor
+108,7.684078155470152,2.8982104188395565,6.682389694099637,2.0600401228598035,Iris-virginica
+109,6.009359473516099,2.196532205597701,3.9720110536192728,1.0059008702924706,Iris-versicolor
+110,6.263050041432909,3.2936431976314906,5.953686280203113,2.5,Iris-virginica
+111,4.300000727542725,3.0,1.1020954099795102,0.10000009407358718,Iris-setosa
+112,5.764568885855288,2.803694707608765,5.118156326877404,2.4143604717354674,Iris-virginica
+113,5.00311884289726,3.0,1.5938376032384318,0.193523114029086,Iris-setosa
+114,4.455643658201251,3.2177990183921708,1.3447514713560453,0.19435920855069777,Iris-setosa
+115,4.999256257913924,3.6048506769840354,1.389099653888949,0.19829855437393223,Iris-setosa
+116,7.688298806172641,2.782735253297179,6.702548144235719,1.971880973155982,Iris-virginica
+117,6.643675435575737,2.5011478456521177,5.717910194278804,1.7970676988004044,Iris-virginica
+118,5.0193339217481165,2.0,3.5189078139321954,0.882973592018361,Iris-versicolor
+119,6.259252446896741,3.3350734531311628,4.66161273227958,1.60349852498353,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/12/test.csv b/iris/tab_ddpm/3_0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/12/train.csv b/iris/tab_ddpm/3_0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/12/val.csv b/iris/tab_ddpm/3_0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/13/synth.csv b/iris/tab_ddpm/3_0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9f3859350afd0688082c6ac14c89666b1c90cd72
--- /dev/null
+++ b/iris/tab_ddpm/3_0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.801602367107349,2.6777808040516993,5.083524067742351,1.879599933664019,Iris-virginica
+1,4.994801886401893,2.000000517167175,3.429828527313836,0.8218249894155154,Iris-versicolor
+2,4.502257226394165,3.0,1.4488845828211065,0.2023452645986551,Iris-setosa
+3,5.790631182584343,2.694928768700983,5.088946666935682,1.8842708128826993,Iris-virginica
+4,6.019965362482542,2.201715508654484,5.0325710398803425,1.5613402755216106,Iris-virginica
+5,5.007835238078481,2.000000613196813,3.5030197578727025,0.9588352150424435,Iris-versicolor
+6,5.637339844101008,2.9785207869249293,3.8920087545851008,1.2735881250816095,Iris-versicolor
+7,5.518239039799195,3.623047982273393,1.4681926039487492,0.3690057430209643,Iris-setosa
+8,4.806164767470015,3.0,1.384700375927287,0.27275774172913625,Iris-setosa
+9,6.019930323258986,2.2375885403773053,5.041145818930308,1.4898955966238105,Iris-virginica
+10,7.67293083890881,2.596915239754326,6.899998581821901,2.260310386311374,Iris-virginica
+11,4.300000627158237,3.0,1.1054184974594605,0.10000011372678343,Iris-setosa
+12,7.1236377004936,3.194039668152098,6.013495338479377,1.7771735094439127,Iris-virginica
+13,4.803965637919747,3.402635103325366,1.5975274893198572,0.2006301984067534,Iris-setosa
+14,6.4907009558495,2.7892650394282628,4.6034825756948665,1.4808787062777033,Iris-versicolor
+15,6.026145092518484,2.780612424193947,4.629107434978512,1.1644907471868493,Iris-versicolor
+16,7.681590048358128,2.6047374894212663,6.899998537486889,2.3002083704163225,Iris-virginica
+17,6.241286256985885,3.3103645096783163,5.939663475598766,2.5,Iris-virginica
+18,4.300000525102454,3.0,1.0973916665732075,0.10000011222840655,Iris-setosa
+19,7.693951861251797,2.60155780513596,6.899998648847778,2.2688528126974146,Iris-virginica
+20,6.288293576021827,3.4028736846712384,5.554187409509556,2.390006697176678,Iris-virginica
+21,5.204013733599273,3.404609987683784,1.3896233766841806,0.20036316912381782,Iris-setosa
+22,4.787177948998046,3.0,1.394141551147314,0.1,Iris-setosa
+23,6.676208386106797,3.1388973296858804,4.743036998779471,1.5099000077931801,Iris-versicolor
+24,6.225948756305307,2.24495068018864,4.4738784555312865,1.4855279068854703,Iris-versicolor
+25,5.089295641750465,3.3037921826045555,1.63055228970311,0.5059646699810414,Iris-setosa
+26,7.688830729276763,2.5927987154747063,6.9,2.2994386873737427,Iris-virginica
+27,5.008505802718536,2.0,3.185114317736433,1.0372930728895677,Iris-versicolor
+28,5.787370975684651,2.7007043258439043,5.086113546578676,1.9205128406002026,Iris-virginica
+29,7.738180400650487,2.5921726580621693,6.9,2.308073822677619,Iris-virginica
+30,7.9,3.8226760421669925,6.416234581691079,2.0160382513473483,Iris-virginica
+31,5.392326502806485,3.9500192979510373,1.2852249117877073,0.4894497428793264,Iris-setosa
+32,6.704682205930371,3.0,5.003000458531767,1.7124691987246654,Iris-versicolor
+33,7.710249484548542,2.601523849052638,6.899998743463411,2.2747723690595714,Iris-virginica
+34,6.184324662636059,3.4032134025442806,5.40721953239783,2.3033611570170054,Iris-virginica
+35,4.762868540929222,3.0,1.3925929356009368,0.2760198243994809,Iris-setosa
+36,4.908344468786967,3.1130035698480887,1.503425992386092,0.1,Iris-setosa
+37,6.449160117179449,3.112719854358679,5.13174881815508,1.9628855224948702,Iris-virginica
+38,6.033521857241029,3.3889324069195377,4.527240346200589,1.6080971395153454,Iris-versicolor
+39,5.788487373685593,2.7064928033350766,5.089616550907836,1.895781723427188,Iris-virginica
+40,4.558404659625603,3.1747143885142175,1.3825072108900096,0.19670407625729652,Iris-setosa
+41,5.0866941123128875,3.746259366447389,1.5590655326814014,0.20283628470148585,Iris-setosa
+42,4.805584231192004,3.0,1.4126506427971186,0.27398680999958874,Iris-setosa
+43,6.181952662552531,2.5951248189171476,5.622077872961939,1.5159786137545626,Iris-virginica
+44,4.412630382651366,2.985101483200078,1.3704952458697117,0.20454814038115912,Iris-setosa
+45,4.300000852578786,3.0,1.1018970067423544,0.10000016462874217,Iris-setosa
+46,6.117434801449079,2.5946733456880566,5.613761499183293,1.3980149451759698,Iris-virginica
+47,5.138273405371773,3.427253497367269,1.388745624188199,0.20075602066860898,Iris-setosa
+48,6.330864345230111,3.3080943223807298,5.256733321904265,2.208146494145505,Iris-virginica
+49,4.7796207239354445,3.4027469100819054,1.6889377951234976,0.20073045597834888,Iris-setosa
+50,5.494743386489329,4.2,1.4076965080302402,0.2075922334288589,Iris-setosa
+51,6.1923395254724705,3.397162918044798,5.402493307607554,2.2866987066103635,Iris-virginica
+52,4.962735822502253,2.0,3.5283827667970886,0.9713615024514566,Iris-versicolor
+53,5.695641643694454,3.8015075456184646,1.8790400732423733,0.32765266368688284,Iris-setosa
+54,6.309366080461681,2.6627035966028747,4.937723854969775,1.8277599284083343,Iris-virginica
+55,6.30598306228324,3.30875304551194,5.938462162816517,2.499999758419957,Iris-virginica
+56,5.850297865355803,2.875077786907073,4.448262621769754,1.4136496715051214,Iris-versicolor
+57,7.682562879847655,2.5792730464095532,6.9,2.2997142781653857,Iris-virginica
+58,7.166562287917091,3.209178234880123,5.92327407330642,1.7976358673211612,Iris-virginica
+59,5.0150841160320345,3.0,1.6208551440225398,0.20024047398340422,Iris-setosa
+60,5.779101710678471,2.695066912193791,5.101387585127334,1.8953365610224528,Iris-virginica
+61,6.295332155057518,3.3142805518914167,6.017212295162507,2.5,Iris-virginica
+62,6.274973083506193,2.7190919871951866,4.8753318212907,1.7990777416508072,Iris-virginica
+63,4.99160619099036,3.60076270321941,1.4123269890822434,0.19907337316028606,Iris-setosa
+64,7.672220235030399,2.780598094074129,6.689681224794302,1.9618569410400177,Iris-virginica
+65,5.13670613113742,3.810150794958734,1.676668030152995,0.202609844149588,Iris-setosa
+66,6.888892507132985,3.1896812741513125,5.82096866771713,2.3113392848166594,Iris-virginica
+67,4.395232979127425,2.9043833857390307,1.3923229637858325,0.18957934863537906,Iris-setosa
+68,5.52735169161338,4.2,1.4139606822762418,0.21171990704582652,Iris-setosa
+69,5.726634628544756,2.8663847254559647,4.340711129721997,1.3657585148923268,Iris-versicolor
+70,4.611927381897685,3.6489443544200246,1.0,0.21003763860981173,Iris-setosa
+71,5.7954068648813175,2.6916048997018853,5.088160184149255,1.890938728086441,Iris-virginica
+72,4.722428115267287,3.3587200517653124,1.53363463253425,0.1989372246134436,Iris-setosa
+73,6.0514521026486525,2.921287002600851,4.591921365382205,1.410321000626614,Iris-versicolor
+74,4.7663996615108255,3.0,1.36653249606955,0.10000010269434395,Iris-setosa
+75,7.648009852089663,3.0,6.427385363287982,2.1663619732119783,Iris-virginica
+76,4.38618571399077,3.1855832021031203,1.2921644971394775,0.2005169620430808,Iris-setosa
+77,4.407195776078181,3.0,1.3922168016662355,0.20681051881550191,Iris-setosa
+78,6.5425423443708,2.8012144793988383,4.669716189312131,1.4920712802394651,Iris-versicolor
+79,6.248408298902498,3.416818777263399,5.457508869538695,2.3235892622388272,Iris-virginica
+80,6.338914363928652,2.5228586168081577,4.998511026774075,1.8973090343940213,Iris-virginica
+81,4.986227676660431,3.0,1.5982678419334593,0.19843118267972853,Iris-setosa
+82,4.790741302494938,3.0,1.3855804024979688,0.2894390397698086,Iris-setosa
+83,5.164356478948342,2.4783179861428395,3.490617579822238,1.1316743383041117,Iris-versicolor
+84,7.6169389092953095,3.0,6.625660830254137,2.0868167485999427,Iris-virginica
+85,6.935859845805204,3.0912281227408376,5.1616360499487275,2.3016339853721592,Iris-virginica
+86,4.586504715999947,3.2015504086093833,1.4054296964608362,0.1956842860466351,Iris-setosa
+87,7.175782337063281,3.208786673604096,6.029167989253247,1.7982190986743847,Iris-virginica
+88,7.678376724094688,2.5762363450896166,6.9,2.312863886752717,Iris-virginica
+89,5.823665994184429,2.806849350305558,5.134037440703779,2.418970064120785,Iris-virginica
+90,6.144007595229739,2.8414703803393953,4.74655477647194,1.2586151935400403,Iris-versicolor
+91,7.9,3.800324538694864,6.456670216640536,1.9676779067085526,Iris-virginica
+92,7.662066763015872,2.619540359486069,6.899998576374852,2.2866201766485976,Iris-virginica
+93,7.729535727278576,2.6226333839741267,6.9,2.2881751248424296,Iris-virginica
+94,5.818015992933846,2.9056275476321964,4.282507400264347,1.228466415472261,Iris-versicolor
+95,7.725919238455796,2.5974000242208444,6.9,2.309167727431086,Iris-virginica
+96,7.7257466443814895,2.607336009893378,6.9,2.3169787544154654,Iris-virginica
+97,6.737929157110718,2.5206856543022393,5.899452430204345,1.8153767583545672,Iris-virginica
+98,5.108931797374884,2.5625295673247974,3.549446359556632,1.2636606526069014,Iris-versicolor
+99,7.739091989438743,2.634124078551267,6.9,2.297214768682966,Iris-virginica
+100,5.816888050068563,2.8132748328809156,5.143525489619651,2.383940192231673,Iris-virginica
+101,6.015842903469675,3.39995835632162,4.533941037189888,1.5921938864157594,Iris-versicolor
+102,7.660161527887272,3.0,6.236693147534947,2.2455342488695407,Iris-virginica
+103,5.968408776280592,3.4090695554321244,4.469114374474115,1.5970122753512537,Iris-versicolor
+104,7.6193733568106055,3.0,6.583096067133321,2.1078610828537108,Iris-virginica
+105,4.7954625254163865,3.0,1.392810543901787,0.30922473518461835,Iris-setosa
+106,6.998199944758135,3.2057095960345467,5.718026000791272,2.3000091040881565,Iris-virginica
+107,5.283626132679352,2.5959568190065583,3.877186183154932,1.360931443867097,Iris-versicolor
+108,7.724460989447121,2.78171286460401,6.723933186197898,2.001446722762186,Iris-virginica
+109,6.006759853270516,2.9111374644654906,4.444517078358774,1.5201192495766012,Iris-versicolor
+110,5.784047225136439,2.799132182622561,5.208365293905429,2.4181746200097645,Iris-virginica
+111,6.264550559003466,2.7797954871878483,4.850640437334465,1.8149381455470786,Iris-virginica
+112,5.656932520204002,2.9592978236096537,3.8208095314941897,1.3037067559978888,Iris-versicolor
+113,5.698221283464777,2.865602701974742,4.067695488811677,1.084139541186089,Iris-versicolor
+114,5.795527816986274,3.0,4.553969414814105,1.4801251510834819,Iris-versicolor
+115,5.15407886013186,3.626117084074426,1.3871006748842074,0.2182633939876744,Iris-setosa
+116,4.833511271813371,3.4066995536911246,2.027962389937861,0.20091341271876334,Iris-setosa
+117,7.689298712701956,2.603768060242892,6.9,2.2624576521018596,Iris-virginica
+118,5.966855957270554,2.8984447920996086,4.632419064902499,1.4021825583664969,Iris-versicolor
+119,7.2850205583938115,3.1856319420909003,6.039845729102772,1.7827955802693156,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/13/test.csv b/iris/tab_ddpm/3_0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/13/train.csv b/iris/tab_ddpm/3_0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/13/val.csv b/iris/tab_ddpm/3_0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/14/synth.csv b/iris/tab_ddpm/3_0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..abf55245c796289fe9b3a7c1b3f3e8c0a71dea37
--- /dev/null
+++ b/iris/tab_ddpm/3_0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.584946736667204,2.420881372123731,3.777306579942832,1.0021210946416035,Iris-versicolor
+1,6.099865844745018,2.8355038392499634,4.690866458125332,1.2370442325795508,Iris-versicolor
+2,5.845926845150044,2.7810142274705516,4.5651986777945925,1.2026277849509104,Iris-versicolor
+3,4.972869584619667,2.0,3.0791309005001746,0.9621877085765216,Iris-versicolor
+4,5.564381433023235,2.8730959844401744,3.43513979860452,1.3204560885393761,Iris-versicolor
+5,4.592534318052054,3.64942462393171,1.0,0.20187938743202818,Iris-setosa
+6,6.821348665454583,3.2113771638509183,5.776596803967283,1.8789432131006367,Iris-virginica
+7,6.126889843869892,2.599091109578421,5.572891528810554,1.4267532457031773,Iris-virginica
+8,4.575411072924073,3.139475209223945,1.4432191958739282,0.19498499561795965,Iris-setosa
+9,5.0339659201056275,3.563945584487801,1.3907678483915924,0.2003256383150047,Iris-setosa
+10,7.611130164087728,3.0,6.5959920662739036,2.1128080368836297,Iris-virginica
+11,6.301050677194141,2.71298423807438,4.90501333014822,1.7673348713663228,Iris-virginica
+12,5.677892667198238,3.0,4.132507581212423,1.191335814896075,Iris-versicolor
+13,4.916514979804297,3.136744185800331,1.5260504333049232,0.10000009727376195,Iris-setosa
+14,5.01083100902342,2.000000773789175,3.575092567976057,0.8821923321200573,Iris-versicolor
+15,4.3,3.0,1.0951016902410005,0.1,Iris-setosa
+16,7.615517484639746,3.0,6.603132015752244,2.0837427663669335,Iris-virginica
+17,5.6776403157492545,3.0,4.097004872249169,1.1984934127663538,Iris-versicolor
+18,6.49824673700375,3.2059910522488226,5.07199341484248,2.04021825078444,Iris-virginica
+19,7.656192804017189,3.0,6.199375108348782,2.2569063222573598,Iris-virginica
+20,6.219972019504731,3.39830077147708,5.427704836422262,2.304349649363668,Iris-virginica
+21,5.196401850349353,2.5247828253799747,3.6129919088491556,1.2496574953724087,Iris-versicolor
+22,6.0395483304205655,2.8061218591817183,4.669615825116986,1.215829138314236,Iris-versicolor
+23,6.749830361198676,3.1128959501835696,4.732320198174211,1.5151586608356404,Iris-versicolor
+24,5.289611412328799,3.3925836068569235,1.5578642439707664,0.4797412356815013,Iris-setosa
+25,6.177703523155845,2.2166256646396674,4.478186143444354,1.465183225723489,Iris-versicolor
+26,6.424133395758803,3.167050645961368,5.29982510792976,2.2999777472071328,Iris-virginica
+27,6.014306051345097,2.9185603034045156,4.623341074122178,1.4389238275226253,Iris-versicolor
+28,6.75929181816408,3.1884799688397196,5.897951805907584,2.2791612269486,Iris-virginica
+29,5.011268047552447,2.0000004856437674,3.5856518117948997,0.965246137544386,Iris-versicolor
+30,6.665157886388052,3.154983215019361,5.479004286874744,2.2894835941950364,Iris-virginica
+31,6.728285863122459,2.5080521686157637,5.874154078109309,1.817687305336439,Iris-virginica
+32,6.289356848985532,2.499100971605246,5.004546786763916,1.8734693615350173,Iris-virginica
+33,6.301936262787473,2.7502797050388046,4.800728839947933,1.7931786229224942,Iris-virginica
+34,4.448776170635192,3.2250848562904633,1.330850101586703,0.19898703201956172,Iris-setosa
+35,6.009604220282069,2.1889651585350447,3.9492549200463274,1.0003289431645197,Iris-versicolor
+36,6.317991448358003,3.299813580165703,4.705547588042173,1.5991173827093539,Iris-versicolor
+37,6.540457873969529,2.828260465176392,4.635679437845505,1.5302982997917693,Iris-versicolor
+38,6.8096599632013,3.2130507554859697,5.757482306836729,2.305427227300497,Iris-virginica
+39,6.782835774070536,3.099828170169097,5.128655771636314,2.306923562018947,Iris-virginica
+40,4.664770615234441,3.622647322986742,1.0000005102263012,0.20022725717032616,Iris-setosa
+41,6.307382085009246,3.2933514839428666,6.052371115568013,2.499999756660826,Iris-virginica
+42,4.771452563540672,3.3934517773858537,2.164029221620485,0.200360067521026,Iris-setosa
+43,5.993551793410894,2.232401800667514,5.030635718412694,1.5076757206955167,Iris-virginica
+44,5.6780091777654045,3.7782475210714,1.6450636363391724,0.2931711027352081,Iris-setosa
+45,5.566830091514238,2.4793347624518596,3.8539459539457406,1.053226709427121,Iris-versicolor
+46,5.689844024044205,2.6636554514901305,4.309440163898217,1.1775266317002733,Iris-versicolor
+47,6.695854277792884,3.102143881822145,5.825495234521772,2.2460030553854833,Iris-virginica
+48,6.30585956196257,2.6188793915806605,4.9541087702503415,1.8308952391156281,Iris-virginica
+49,4.989848405908274,2.000000669437651,3.347286154811565,1.0217075205341193,Iris-versicolor
+50,4.3,3.0,1.0955523241882208,0.1,Iris-setosa
+51,4.392129797080093,3.229600963395495,1.3058019250607888,0.20131088578267728,Iris-setosa
+52,5.301163561626178,2.4628664369168236,3.6623311677882975,1.0402027233760969,Iris-versicolor
+53,6.045571841297946,2.8332938025415846,4.6074086756474895,1.2122236625501117,Iris-versicolor
+54,4.8105226395622385,3.4546728251915733,1.6920431725845861,0.19551651446129453,Iris-setosa
+55,4.3,3.0,1.1079524559378404,0.1,Iris-setosa
+56,5.965107582092913,2.7686076697693163,4.582325332135808,1.088657481073361,Iris-versicolor
+57,7.683625385073979,2.7944061015602117,6.698530908750027,2.0274137118843,Iris-virginica
+58,4.989731752226741,3.5416166908764986,1.406916601545315,0.19817641745688613,Iris-setosa
+59,5.517875446924421,3.5682367571245077,1.577255586134005,0.347396323171971,Iris-setosa
+60,7.8999977393498355,3.747195433577386,6.3693486094884895,1.932378738118326,Iris-virginica
+61,6.24713820106362,2.7742728349239756,4.8196609088652265,1.8016719647095436,Iris-virginica
+62,6.6920948416991575,3.107915642860926,4.716938262099426,1.4887827561110107,Iris-versicolor
+63,5.4933010037102505,3.0,4.455346267186452,1.5114896741248758,Iris-versicolor
+64,6.038574475293843,3.3427200236566534,4.612723905783933,1.6591625507488041,Iris-versicolor
+65,5.843515014608274,2.7030284677637746,4.206985491451085,0.9927242907405139,Iris-versicolor
+66,6.385609689916276,3.0,5.685659968429479,2.189519742744972,Iris-virginica
+67,6.306239696005569,3.347732244568939,5.4127492805444,2.311120105431463,Iris-virginica
+68,5.494614525541062,2.492132025353267,3.999703395171802,1.301471783990947,Iris-versicolor
+69,7.700376837107869,2.626297972868144,6.8999939940161665,2.2744761078683298,Iris-virginica
+70,7.679795818710351,2.602174839952484,6.899999008710062,2.2945937555326563,Iris-virginica
+71,5.563255204065707,2.404001278611045,3.838765180846859,1.1048266114173986,Iris-versicolor
+72,4.9613329181386145,2.0,3.264652497555703,1.01732272171161,Iris-versicolor
+73,6.536721616531914,2.8229375380624475,4.655961479006591,1.4973725273316694,Iris-versicolor
+74,7.740681360984144,2.58686286011008,6.899998898737385,2.316266601200788,Iris-virginica
+75,5.140204108749723,2.505701410667643,2.96297001749027,1.1273800527233078,Iris-versicolor
+76,4.436432023547882,2.9216593515060376,1.4166872527718983,0.20502506901603865,Iris-setosa
+77,5.488235274809834,4.199999192973452,1.4017884776909657,0.20339695146471254,Iris-setosa
+78,4.3,3.0,1.1043036253948206,0.1,Iris-setosa
+79,7.695296690680763,3.0,6.143882951489943,2.296838557409752,Iris-virginica
+80,5.009061815344268,3.6986739280567775,1.40657058137122,0.20633043146339095,Iris-setosa
+81,4.581590632601413,3.611306298214002,1.0,0.2055138187241868,Iris-setosa
+82,5.635140668055597,2.851649211986793,3.858551778476866,1.2574741531729667,Iris-versicolor
+83,6.575100085926814,3.18335151538946,5.209402425847831,1.9651733943338203,Iris-virginica
+84,4.911742483805287,3.0929948328296772,1.530652608522157,0.10000010258584188,Iris-setosa
+85,5.730563319578179,3.0,4.258136993292583,1.2906043844854334,Iris-versicolor
+86,7.437896745491112,3.0141564078885654,6.334185212548936,2.2047097679663095,Iris-virginica
+87,4.880768680207271,3.0,1.4268371731704244,0.1,Iris-setosa
+88,4.3,3.0,1.1118484718251782,0.1000001283945549,Iris-setosa
+89,5.682845928290707,3.0,4.486433149030922,1.5299308631933373,Iris-versicolor
+90,6.025013996391901,2.201036611873745,4.950460821071613,1.5143829425512922,Iris-virginica
+91,6.192908681797305,3.4035317513596683,5.506854233900846,2.3509682109394823,Iris-virginica
+92,5.5295860949246824,2.499652153192005,3.7479420726839265,1.147016803370246,Iris-versicolor
+93,4.3,3.0,1.1035938451712164,0.1,Iris-setosa
+94,6.182813260450265,2.929812773616591,4.6209863170572465,1.5263002629580849,Iris-versicolor
+95,5.03300057345902,3.454363577161474,1.8229864943449363,0.31422438717242196,Iris-setosa
+96,6.229637562459085,2.1824558575542774,4.509729736459179,1.4855383720785977,Iris-versicolor
+97,7.698034865627425,2.627943975516153,6.9,2.309687690826739,Iris-virginica
+98,6.066257865613409,2.8511018508841413,4.7118932553468,1.3108382787298338,Iris-versicolor
+99,7.634060213912793,3.0,6.62492695743217,2.073390052074451,Iris-virginica
+100,4.9030525148322175,3.1314276397613545,1.5103524839462465,0.1,Iris-setosa
+101,4.920390853158949,3.5349557907879467,1.726292887675979,0.2046630431592445,Iris-setosa
+102,5.166956576921373,3.39917606311492,1.4003494093871385,0.1952703518352229,Iris-setosa
+103,6.038901604459751,3.3903251317353558,4.53013214094471,1.5924130698481096,Iris-versicolor
+104,6.455532553580707,3.186626936063952,5.155348778335544,2.1883839562660405,Iris-virginica
+105,6.4519367326185275,3.0,5.57710875048327,2.238154468023874,Iris-virginica
+106,4.404623703880957,2.894802332822158,1.36177511338406,0.20052356540641023,Iris-setosa
+107,4.812962616656728,3.0,1.4174361333884058,0.1,Iris-setosa
+108,5.447881040844855,2.541289890924881,3.9748727076039367,1.3266616219860332,Iris-versicolor
+109,6.013695392650804,3.3808903480058614,4.525877436819143,1.6013844466113623,Iris-versicolor
+110,5.750996960787417,2.990603386787245,4.129034505397621,1.1933650483167335,Iris-versicolor
+111,7.530443623803244,3.0,6.593962909361496,2.138983176836821,Iris-virginica
+112,7.045499156546291,3.1225378902456358,5.238249506652797,2.302193461728296,Iris-virginica
+113,4.577264846645052,3.2216806153637685,1.3927429279878494,0.19414019353962986,Iris-setosa
+114,5.017964789912588,3.602212575887748,1.3968593335989197,0.20517561103163356,Iris-setosa
+115,5.127040963234149,2.6552094618245365,3.8113491152519683,1.3850539787952763,Iris-versicolor
+116,4.3000004951096855,3.0,1.109574885965967,0.10000009545713456,Iris-setosa
+117,4.922578307244737,3.647079549633038,1.5377491982601503,0.20175090577246607,Iris-setosa
+118,6.889599894546612,3.147166789111281,5.45937630423746,2.3090173534749163,Iris-virginica
+119,5.808218661359221,2.802633978383335,5.082556110216874,2.4126874007529837,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/14/test.csv b/iris/tab_ddpm/3_0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/14/train.csv b/iris/tab_ddpm/3_0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/14/val.csv b/iris/tab_ddpm/3_0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/15/synth.csv b/iris/tab_ddpm/3_0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..536ea42684a617b6537959e46df16d7dbd7b6578
--- /dev/null
+++ b/iris/tab_ddpm/3_0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.749380756994333,2.7754635012496185,4.518197852097769,1.2535593017515532,Iris-versicolor
+1,5.699723283082822,2.884035767984401,4.2017134438119665,1.305940985664629,Iris-versicolor
+2,5.563841964713153,3.0,4.478454213672465,1.5035921202006812,Iris-versicolor
+3,4.9909934932174504,2.0,3.5851274311742705,0.8849005259258375,Iris-versicolor
+4,4.3,3.0,1.0886943187341238,0.1,Iris-setosa
+5,5.486837789173843,2.517873013009637,4.066049092179696,1.3346274248498982,Iris-versicolor
+6,5.911216546155169,2.9486866466955197,4.529085461783774,1.5175091714260491,Iris-versicolor
+7,6.115693682024716,2.1897162605214557,4.36731719414518,1.3843645025444815,Iris-versicolor
+8,7.141381790352786,3.1083242970878677,5.419214674433335,2.2861063722637525,Iris-virginica
+9,7.702296816908175,2.5885779988858215,6.9,2.2960333931449797,Iris-virginica
+10,5.486783088165836,3.0,4.5045020731664644,1.5187552905634003,Iris-versicolor
+11,6.466290577757464,3.173959070275772,5.099607329040277,2.128490784788902,Iris-virginica
+12,4.300000452734312,3.0,1.0977936046125012,0.1,Iris-setosa
+13,7.650490954701885,3.0,6.13001867180596,2.246314548336724,Iris-virginica
+14,7.899998694773361,3.7574527311055252,6.442133180878987,1.9577959132283769,Iris-virginica
+15,4.3,3.0,1.0826858965312425,0.1,Iris-setosa
+16,4.987829355348971,2.0,3.387081558205156,0.8860554914503956,Iris-versicolor
+17,5.652136850035173,2.911197429707161,3.7019023000447735,1.2983879112966472,Iris-versicolor
+18,7.743985827131602,2.5716895594600593,6.9,2.3176761749470995,Iris-virginica
+19,4.8617622131469,3.0,1.4424404757182219,0.10000009800685822,Iris-setosa
+20,5.667889404650791,3.7775195133854385,1.8235272078872309,0.3933294575578394,Iris-setosa
+21,5.643777709038539,3.0,4.556467587790561,1.5400743379563442,Iris-versicolor
+22,5.053849737304728,2.000000900877992,3.2874952721390427,1.025916919157873,Iris-versicolor
+23,7.9,3.8096741055550996,6.42209819289114,2.002432785872038,Iris-virginica
+24,6.2788923086180635,2.668514785024712,4.893036223482525,1.7728817304568267,Iris-virginica
+25,6.007191951114112,2.1811335670931853,3.903739082656407,1.0261732905546572,Iris-versicolor
+26,4.586381791093927,3.138701555240729,1.4789269921171393,0.1946920515705497,Iris-setosa
+27,5.782288812898663,3.1060457226573734,4.735293955329362,1.6746396393042577,Iris-versicolor
+28,6.30476858904067,3.379113704236058,5.5261243261194775,2.3740229254938234,Iris-virginica
+29,5.850329244764481,3.209964108029133,4.754399636454282,1.8166390948698241,Iris-versicolor
+30,6.704803319394955,3.0,4.964019188864379,1.6385416150291248,Iris-versicolor
+31,4.589754332694875,3.0291815657387438,1.456409095842092,0.22004334482161664,Iris-setosa
+32,5.407305320068558,3.944447760307755,1.261781766623165,0.40718359630652473,Iris-setosa
+33,4.879147696074283,3.1015034941629063,1.4749948606499381,0.10000016244029383,Iris-setosa
+34,6.294605243759439,2.441857844540346,5.021170765278813,1.9126838588590425,Iris-virginica
+35,4.593275068050027,3.6015489097110405,1.000000508717927,0.199021160095946,Iris-setosa
+36,5.11047189568568,3.459985522605455,1.3793512172549605,0.19628357344473663,Iris-setosa
+37,6.332569001483171,3.296794602624831,6.0566590641071905,2.4999996188070592,Iris-virginica
+38,5.1624194518072954,2.6707150909731014,3.9007617627528455,1.4278921571610643,Iris-versicolor
+39,7.1565908687357345,3.1946094967132166,5.911977557879026,1.8240248059093536,Iris-virginica
+40,4.579616033484337,3.0761543500796122,1.4570011163061807,0.20321549754410104,Iris-setosa
+41,4.973517644620992,2.0,3.6868622595768743,1.0088127127462823,Iris-versicolor
+42,6.123085553951296,3.3465045986312525,4.617317509804504,1.6038908283142057,Iris-versicolor
+43,7.714822236645299,2.618058296841765,6.899998987319338,2.2831240239757307,Iris-virginica
+44,6.689140447828001,2.512206739155545,5.847137050998764,1.8092074009722217,Iris-virginica
+45,7.899998877980079,3.780310108525605,6.369619744996571,2.0044324429168205,Iris-virginica
+46,5.775183288035996,2.865514842284666,4.221478721635009,1.2217607197518323,Iris-versicolor
+47,6.213868570884525,3.397417445694233,5.440946593385843,2.3116377986789653,Iris-virginica
+48,6.580400317387373,3.1970227455547042,5.233064664259238,2.217100584389582,Iris-virginica
+49,4.984860879241669,2.0,3.5276209570817025,0.9259508360861795,Iris-versicolor
+50,7.680944030817098,2.6152371464733104,6.8999990177935535,2.3038438797909517,Iris-virginica
+51,5.5915492076435385,2.4698347191073418,3.9506016461008717,1.1480719456723842,Iris-versicolor
+52,4.646112149409344,3.6207759712257594,1.0,0.20213568541676724,Iris-setosa
+53,7.699536964428688,2.600681645652355,6.9,2.305313240614246,Iris-virginica
+54,5.493487527155523,4.2,1.385660449055583,0.19679454581445413,Iris-setosa
+55,4.300000889540517,3.0,1.1039525240771664,0.10000010644286136,Iris-setosa
+56,6.7124045017330065,3.120690932576868,4.706494637745701,1.5017110432335983,Iris-versicolor
+57,5.163377863872325,3.4538190256519905,1.4286206353361253,0.20265113659823045,Iris-setosa
+58,5.899298828472091,2.2649210776879936,4.03276983411416,1.0210642828106005,Iris-versicolor
+59,6.471937983112669,3.1034002750158507,5.296532663826445,2.2865572121769135,Iris-virginica
+60,5.784369363782069,2.7081148321403203,4.116776553913651,1.0284309323243146,Iris-versicolor
+61,4.894481671545753,3.0919272404188485,1.5086812540536254,0.10000009797759354,Iris-setosa
+62,5.771673334352377,2.7109911112612637,5.140657521376789,1.9351134127789746,Iris-virginica
+63,6.812186740566727,3.1787195032256186,5.7972991725059835,2.3030935597082567,Iris-virginica
+64,5.8072384525133085,2.6866078887843448,5.111989313464816,1.9141726776958947,Iris-virginica
+65,6.230549591190726,2.721902355729968,4.836808279746314,1.7915148729796826,Iris-virginica
+66,7.718589363444128,3.0,6.183920574539343,2.272718136292396,Iris-virginica
+67,7.6708146442015215,2.580100843959251,6.899998823444859,2.268722956556221,Iris-virginica
+68,5.194120344622492,3.30205562661297,1.5479717593774047,0.22136738148106377,Iris-setosa
+69,6.061713505360623,3.3710020852527256,4.593834449454701,1.6109056892925053,Iris-versicolor
+70,6.600331469101,3.0,4.3763784444694105,1.4008338308008224,Iris-versicolor
+71,6.145305901510662,2.8553981759950395,4.745032726383841,1.3202516740509842,Iris-versicolor
+72,6.270014975890852,3.3996088687994988,5.530974306966281,2.3535408188114006,Iris-virginica
+73,5.595002975833164,2.3992991406379476,3.881921250496089,1.120628574045467,Iris-versicolor
+74,7.697341451315243,2.6049960637567646,6.899997708582266,2.3028532104327315,Iris-virginica
+75,6.318781078695505,3.310523370241161,5.990922979677686,2.5,Iris-virginica
+76,4.414702300864035,3.2202877679695296,1.313947999359005,0.2044182306691903,Iris-setosa
+77,6.0125775712186424,3.3966451682951364,4.527249609611088,1.6052393896812358,Iris-versicolor
+78,7.562074340185103,3.0,6.61442743397512,2.1215961875483065,Iris-virginica
+79,6.695238684072923,3.0288287957626694,4.763820010476454,1.5727140184146229,Iris-versicolor
+80,6.642084490914945,3.0,4.542280394636134,1.4382096592683382,Iris-versicolor
+81,6.738399262024217,2.4964568487142547,5.887231323901115,1.8169930666814513,Iris-virginica
+82,6.718622703891561,3.1755405318174477,5.238768688318093,2.225845456159724,Iris-virginica
+83,4.978759423092433,2.0,3.0930327573134564,0.9387018552178097,Iris-versicolor
+84,5.477338834539641,3.0,4.520976908802558,1.506443936163146,Iris-versicolor
+85,6.312320324708959,3.3965129177613784,5.5931390595447175,2.375991344839897,Iris-virginica
+86,6.311494481689369,3.2918426794603257,5.96535711578351,2.5,Iris-virginica
+87,5.47295020249292,4.1999989083701905,1.3734729975659534,0.19751246255147817,Iris-setosa
+88,7.708582430033112,2.820158557935125,6.697055550532135,2.0060448304669984,Iris-virginica
+89,6.4646555868413005,2.8063427095780824,4.642590515418412,1.5166591130370404,Iris-versicolor
+90,6.700302121433127,3.0,4.987861448422978,1.6924182323748347,Iris-versicolor
+91,6.617854092908834,3.0107530483035583,5.860097825595767,2.2122477866017447,Iris-virginica
+92,5.431532101612591,3.91368193112276,1.3062198204610114,0.42977163396455653,Iris-setosa
+93,6.458128706109143,3.217321068734685,5.119003723340535,2.1594251965674762,Iris-virginica
+94,4.604226870946766,3.6624120313474795,1.000000506960163,0.20177120058743342,Iris-setosa
+95,5.508749434947996,4.199999204501028,1.418653709595649,0.1993940801985979,Iris-setosa
+96,4.849130425647658,3.3942936683539666,1.5372906088843252,0.20441125716472364,Iris-setosa
+97,4.9826074592843215,2.0,3.4174719913758773,1.063258859884976,Iris-versicolor
+98,5.506852008880297,4.19999924058709,1.3963283940140885,0.20593483397882673,Iris-setosa
+99,4.410774509414837,2.9052091410289287,1.4212773444663696,0.20271361547227956,Iris-setosa
+100,6.337404321145423,2.661194105048973,4.951388474786214,1.7975307040457895,Iris-virginica
+101,5.746423307443807,2.7451757357452884,3.9510397770128662,1.0993938854878973,Iris-versicolor
+102,6.247365898634735,2.190579474130152,4.50131678265347,1.4947987442621484,Iris-versicolor
+103,5.503803578203157,3.0,4.428264757026929,1.46602457157339,Iris-versicolor
+104,5.495952334367764,4.199999071797426,1.4031749827837032,0.1909615416719947,Iris-setosa
+105,6.556321522670475,2.808216106130637,4.664090476317246,1.5142404258031739,Iris-versicolor
+106,6.783817724586218,3.2004367388340813,5.78944451443346,2.3053633333170356,Iris-virginica
+107,4.574604064497616,3.6858195679104897,1.0,0.2034831141823927,Iris-setosa
+108,5.807228045376373,2.70943714037111,4.144917079633106,1.060388015423505,Iris-versicolor
+109,6.734028143348214,3.2004612047495162,5.805852828072113,2.3043310400324426,Iris-virginica
+110,6.571235981922095,2.7785825983513255,4.624302853482779,1.4574580480553618,Iris-versicolor
+111,5.78378137332448,2.820912901012141,5.090771649982091,2.4159484673296117,Iris-virginica
+112,7.899998235257714,3.7636192425390953,6.401571517739886,2.0560454666372476,Iris-virginica
+113,6.010482797343065,3.406033495813991,4.533166619415605,1.6082428554636214,Iris-versicolor
+114,5.011137824839388,2.0,3.6833221197058625,0.8925594085608375,Iris-versicolor
+115,5.992733973919964,2.1556385617747438,3.9536057491306,0.9339671304393695,Iris-versicolor
+116,7.14416834280497,3.050134786701734,5.3144954128867035,2.3072309222569123,Iris-virginica
+117,6.096110837762692,2.597270613198598,5.629611880519294,1.3932136602458676,Iris-virginica
+118,5.074795944838104,3.3814852668618003,1.597448152441568,0.5222324144489918,Iris-setosa
+119,4.792723897842588,3.0,1.4088467229347668,0.3231382744565326,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/15/test.csv b/iris/tab_ddpm/3_0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/15/train.csv b/iris/tab_ddpm/3_0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/15/val.csv b/iris/tab_ddpm/3_0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/16/synth.csv b/iris/tab_ddpm/3_0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0bf509a5ef73c74b24251bbf4892a8a828c068d7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.483080353321868,3.0,1.4333976139397961,0.19553135449941264,Iris-setosa
+1,5.488613282706321,3.0,4.491198811732094,1.5186620850610149,Iris-versicolor
+2,6.792184108104585,3.208937478066496,5.71300317411128,2.3073937142696788,Iris-virginica
+3,6.586865859324392,3.0,4.405634868324093,1.4129595287297676,Iris-versicolor
+4,6.675358157302387,3.136182930214349,5.57030864238785,2.1111371320590995,Iris-virginica
+5,6.075169509456835,2.6115252632336663,5.487036443693281,1.506223659991841,Iris-virginica
+6,6.676046079244647,3.111449964115183,4.708791892774107,1.4974756964627254,Iris-versicolor
+7,5.921774686691366,2.167769734022511,3.9935839100254054,0.9959173208269594,Iris-versicolor
+8,4.300000690079062,3.0,1.1034689677811025,0.1000002522202996,Iris-setosa
+9,5.066430160444819,3.5070177416411834,1.3816161921108767,0.20370628357882833,Iris-setosa
+10,5.216071317175985,2.497973109589262,3.239739311079282,1.0936883578200596,Iris-versicolor
+11,6.213948523151683,2.7904867626298664,4.8078455338698545,1.7811063114694872,Iris-virginica
+12,5.8321570034887555,2.71487384959562,5.067641601937976,1.89863473967122,Iris-virginica
+13,5.489965859599642,3.0,4.479011425563174,1.4840225795211148,Iris-versicolor
+14,4.945857400259172,2.0,3.314047307772748,0.8867271377015566,Iris-versicolor
+15,5.06076253445646,3.5324593277226644,1.4176809021929622,0.19993988519641598,Iris-setosa
+16,5.615429521979208,2.91709551067086,3.6654794759504497,1.2791326562721883,Iris-versicolor
+17,5.788466250603374,2.7005250955323348,5.0869072465702825,1.8863714633130924,Iris-virginica
+18,5.6414238079358805,2.804476121820973,3.889488374968526,1.2228536911643502,Iris-versicolor
+19,4.759988938250728,3.3933190806481517,1.6670114942368268,0.1973097645780367,Iris-setosa
+20,5.535879154721681,2.4463709533293607,3.7135080969978995,1.0795211205455013,Iris-versicolor
+21,5.512874667922171,2.4154719090124748,3.7580470481001287,1.0012356867024406,Iris-versicolor
+22,5.1015800090285035,3.4227932665227847,1.5596477535648647,0.43877319415298044,Iris-setosa
+23,5.827950706441929,2.6942866693910648,5.09821338182694,1.8862878549528914,Iris-virginica
+24,4.300000603328843,3.0,1.0952709782847214,0.1,Iris-setosa
+25,5.370068278696496,2.6384477777488486,3.874742997138771,1.3443586017663984,Iris-versicolor
+26,4.813130225536694,3.403346608589276,1.6535126768851016,0.19990021369826488,Iris-setosa
+27,6.717938276116224,2.896571011426706,4.682129865605331,1.431704527353234,Iris-versicolor
+28,4.642105440292803,3.1155624037397067,1.470371241713363,0.19387089111776312,Iris-setosa
+29,6.636360425808206,3.1211420568623742,5.628307977901621,2.2856465991642776,Iris-virginica
+30,6.461571392675393,3.207387259261558,5.32562555855184,2.3049328552045325,Iris-virginica
+31,4.788903163032466,3.400169118224156,1.8542769994382797,0.20777434678325524,Iris-setosa
+32,4.3,3.0,1.0980659719233237,0.10000009008357617,Iris-setosa
+33,6.79226724846426,3.1953174240551894,5.843186757646338,2.2724755768598612,Iris-virginica
+34,6.364649529949221,3.142375419933009,5.199792683420849,2.133840862301118,Iris-virginica
+35,5.720826744686113,2.8503397047158456,4.232824927064051,1.172838953831566,Iris-versicolor
+36,6.25015144260499,2.664218325531013,4.918132816467712,1.7252500480792479,Iris-virginica
+37,4.584920867300312,3.6222639394876346,1.00000039927843,0.19994339186536758,Iris-setosa
+38,4.3,3.0,1.0930686683392103,0.10000010335807978,Iris-setosa
+39,5.308635692091255,2.572332677342562,3.94420539804979,1.3663216713396142,Iris-versicolor
+40,5.467774766167957,2.513143484619252,3.9829389669724518,1.306136020784702,Iris-versicolor
+41,5.657441335930252,2.8421226155190316,3.8357733880414964,1.282395239271132,Iris-versicolor
+42,6.412086162740293,2.9637521918748386,5.663772894527335,2.1273485528577503,Iris-virginica
+43,7.9,3.8161025139819005,6.468794012541022,2.013677451506446,Iris-virginica
+44,7.9,3.7071142570035063,6.443338043234938,2.0701376238525238,Iris-virginica
+45,6.0536514673351505,3.3335853315606085,4.673117891186267,1.6542002909089615,Iris-versicolor
+46,7.899998435148978,3.785163719896442,6.4807174203198,1.953068428345302,Iris-virginica
+47,4.3,3.0,1.099636760824556,0.1,Iris-setosa
+48,5.52769593975326,2.454376380906034,4.0155501891862375,1.2610063093517367,Iris-versicolor
+49,5.132041589661396,3.3100691839035727,1.6675266358600336,0.5012612866582368,Iris-setosa
+50,7.663769408755293,2.592229328969708,6.9,2.2657872862340285,Iris-virginica
+51,6.212176985333619,2.7954331504171237,4.793546605211142,1.7807791213476891,Iris-virginica
+52,4.61469919592728,3.155207307949181,1.431566891168606,0.19797369441446044,Iris-setosa
+53,6.211544099761429,2.797150597874095,4.809411382290377,1.7853615486857617,Iris-virginica
+54,5.524959702078296,2.4638263323819247,3.75241600855122,1.0350364236549596,Iris-versicolor
+55,6.711821747234914,3.0,5.031144753991936,1.7086279488073737,Iris-versicolor
+56,5.945299036415222,2.7946283250449366,4.576757030825344,1.2542398823149947,Iris-versicolor
+57,5.007008853728648,2.000001051343329,3.6377826287035133,0.9443970979860232,Iris-versicolor
+58,7.620337296867085,3.0,6.603477727000467,2.106141647498953,Iris-virginica
+59,6.182609451031378,3.3825519347931676,5.394630511509947,2.2827472887946727,Iris-virginica
+60,6.609240141395685,3.074843812881133,5.633387285199898,2.245460382753726,Iris-virginica
+61,5.405183616985117,2.462146856836563,3.6928414315938216,1.09797433766055,Iris-versicolor
+62,6.4795600611824495,3.189051844889351,5.111390605224344,2.080697864656669,Iris-virginica
+63,5.782236834950968,2.698395880401958,5.0927202464019565,1.8839985132705297,Iris-virginica
+64,6.267949959584499,3.391706713600911,5.561735009592062,2.3990788458596484,Iris-virginica
+65,6.132008672601345,2.2015624059483327,4.403567376401792,1.340087222455708,Iris-versicolor
+66,5.178807075923326,3.4044225587715005,1.4025432187686029,0.19919496820813476,Iris-setosa
+67,6.32969875393207,3.2751276950151302,4.720594379521958,1.5793968799612266,Iris-versicolor
+68,6.233854577217936,2.8122477036655975,4.7635012519272095,1.7800360103863575,Iris-virginica
+69,6.152157573127691,2.602027752954577,5.6569893760769485,1.4443783830779235,Iris-virginica
+70,4.3,3.0,1.0964453763131987,0.1,Iris-setosa
+71,6.1790882776650795,3.3247054297285037,6.142131415484007,2.5,Iris-virginica
+72,4.81307794410867,3.4044573636912774,1.952550817386562,0.1989131229745703,Iris-setosa
+73,6.063453514873391,2.212700355691119,4.25828123979145,1.2833429199521826,Iris-versicolor
+74,5.553452489468685,2.4656208551498215,3.8686058918603594,1.1050566825090573,Iris-versicolor
+75,4.300000660729602,3.0,1.1091238663743228,0.10000012032738316,Iris-setosa
+76,5.907006920150171,2.8029024483216696,5.130551608744978,2.401893532516888,Iris-virginica
+77,5.284837911215819,3.5014780336022873,1.4680996311422323,0.2171857213217286,Iris-setosa
+78,6.338712042264494,3.307340229345359,6.032515285947564,2.499999788711836,Iris-virginica
+79,5.806918150322259,2.7018226477272966,5.0721784303636825,1.8593062598840118,Iris-virginica
+80,5.336580333874593,2.509101999661353,3.6356038589251396,1.1549182817690522,Iris-versicolor
+81,6.563342724411362,3.0,4.424777923693051,1.4232980498855692,Iris-versicolor
+82,7.9,3.8710913017109143,6.365603689261668,2.007834350344715,Iris-virginica
+83,4.6348934303145635,3.073554476303431,1.4401952430333558,0.2187276782605345,Iris-setosa
+84,5.419517436405986,3.919257134725492,1.2832324399825317,0.446619671153237,Iris-setosa
+85,6.168560397245598,2.8334788928167147,4.738799815534257,1.2694224646470524,Iris-versicolor
+86,6.041054112813321,2.912337137041509,4.620106145058278,1.4285926497062764,Iris-versicolor
+87,5.468331019409104,3.4081893051329772,1.5139186743787854,0.4521079009193722,Iris-setosa
+88,5.790430455450837,2.7031679945309954,5.096184356694526,1.943218397162777,Iris-virginica
+89,4.653455996520836,3.5290511545011136,1.0000004938395968,0.2039814916929279,Iris-setosa
+90,6.325757682940574,3.297098077398942,4.681495317190905,1.5799753758743336,Iris-versicolor
+91,4.3,3.0,1.0882658470785926,0.1,Iris-setosa
+92,5.47446992966953,4.2,1.4023258334327862,0.19158858855017996,Iris-setosa
+93,5.686651729527279,3.0,4.227726126748444,1.2067385916023858,Iris-versicolor
+94,6.922924545954091,3.1956209870924916,5.902787459978081,2.3023683372337636,Iris-virginica
+95,5.9860882049235125,3.410842744950531,4.541696352132946,1.6262687536545941,Iris-versicolor
+96,6.654153505016343,2.4783852184678254,5.713089498597323,1.7889861397625606,Iris-virginica
+97,5.71585517613973,2.7968959550319994,4.340507293862775,1.3030521698733133,Iris-versicolor
+98,6.02921882733161,2.2054588718022656,4.035878333059194,0.8996879673965531,Iris-versicolor
+99,4.6011469327049,3.206751898414414,1.3800079581631879,0.20012634914057736,Iris-setosa
+100,7.899998888173787,3.7643327866202942,6.377096706418641,1.985728699362313,Iris-virginica
+101,5.594105820086697,2.454470626367319,3.834798774204108,1.1017751940254963,Iris-versicolor
+102,6.010638569790442,2.180656384424627,4.053256707526828,0.9917742591935268,Iris-versicolor
+103,4.9885820522378586,3.0,1.5980255390770366,0.19738230489367825,Iris-setosa
+104,4.9265556100677035,3.1007878147049737,1.4777444318058546,0.1,Iris-setosa
+105,6.699546890281478,3.0,4.98519081474445,1.6793436613652453,Iris-versicolor
+106,6.054477478585511,2.853192886121761,4.688316511716931,1.2375386706943259,Iris-versicolor
+107,5.851339138780868,3.1497260887484773,4.706984302730015,1.6414937163576122,Iris-versicolor
+108,6.618200318393922,3.0,4.387183341216817,1.4037500357137433,Iris-versicolor
+109,6.150024949185945,2.8520876515946947,4.728427183331818,1.3257316633184857,Iris-versicolor
+110,6.081178053217458,2.5974306229458097,5.617089910160725,1.415652430718267,Iris-virginica
+111,5.618371062396567,2.771327151058036,4.4191348701590965,1.2898082658698995,Iris-versicolor
+112,7.669259992223575,2.599979951546818,6.9,2.2961813539140237,Iris-virginica
+113,6.1920898721541295,3.4046409724665985,5.544469006406043,2.342495638430553,Iris-virginica
+114,4.414887152111209,3.0,1.3956789789133637,0.1945907082018521,Iris-setosa
+115,5.47340402213496,3.419115101064561,1.5539361010815385,0.45362651737484466,Iris-setosa
+116,5.216656441819346,2.6826744837661307,3.9291120020325705,1.3961870284870617,Iris-versicolor
+117,7.017799846447698,3.1873486426495514,5.911915852412693,2.2823713648011545,Iris-virginica
+118,5.20046252406124,2.786195995028591,3.9841955844903767,1.4363719918000473,Iris-versicolor
+119,6.319679541137653,2.833243678168309,4.531381399021398,1.4793148555142457,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/16/test.csv b/iris/tab_ddpm/3_0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/16/train.csv b/iris/tab_ddpm/3_0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/16/val.csv b/iris/tab_ddpm/3_0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/17/synth.csv b/iris/tab_ddpm/3_0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3a0ea6206a4255fb54b60ea5cd7f3f0e1d997dcf
--- /dev/null
+++ b/iris/tab_ddpm/3_0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.206525553062965,2.5186725353421604,3.6181949678778214,1.1969795052540935,Iris-versicolor
+1,6.6863721512881895,3.097076457644882,4.722722040167656,1.4831997279329494,Iris-versicolor
+2,4.979506697752864,3.4061064558454426,1.5952548362594883,0.34413129207951737,Iris-setosa
+3,5.179161756628926,3.444887772174899,1.4190416692273402,0.2040359022983881,Iris-setosa
+4,6.980382532283621,3.1974668050610755,5.889543733223555,2.290388622373364,Iris-virginica
+5,4.597866985178041,3.6008540475220636,1.0000008176111685,0.20170021398976806,Iris-setosa
+6,5.442087802514493,2.4399016399304423,3.6244750483620765,1.031777792534899,Iris-versicolor
+7,5.750395395483329,2.7090228377524603,5.097939366822178,1.9224062600565208,Iris-virginica
+8,5.047467350153793,3.3610782570300897,1.6711075427006488,0.4543238325362403,Iris-setosa
+9,6.548104361379196,3.0,5.856383526504911,2.1889067201009444,Iris-virginica
+10,6.105381107253568,2.602769498816148,5.610489953593115,1.4074431790096462,Iris-virginica
+11,7.136628884451269,3.1870349558475324,6.025038604675536,1.8281157410652942,Iris-virginica
+12,6.5758261596053185,3.2099537542884398,4.745165142029456,1.540945343086974,Iris-versicolor
+13,6.541355996811593,3.189211387405451,5.127095441288326,1.9235750563786311,Iris-virginica
+14,7.13478109397746,3.216920204795051,5.939044249869216,1.7976673642565069,Iris-virginica
+15,4.575621436396076,3.183457455450347,1.4484861813846097,0.20078474336191754,Iris-setosa
+16,6.174074168335924,2.7798219081808875,4.854365665264498,1.8034985031621975,Iris-virginica
+17,5.7555353382302865,2.7988159419976495,5.091704521160484,2.4222216611603935,Iris-virginica
+18,5.517485757097552,4.2,1.4173511718226421,0.2039193975187099,Iris-setosa
+19,5.230641007166945,2.7267534842397847,3.9199861633727737,1.4166665381132515,Iris-versicolor
+20,7.71446246069371,2.6136501724624805,6.89999829827356,2.3060173936358797,Iris-virginica
+21,6.329019602791284,3.307485552476253,6.0165767993276695,2.4999998011537725,Iris-virginica
+22,5.004368970564385,3.393451476060738,1.5893314277082482,0.4639336781802754,Iris-setosa
+23,4.585515921569409,3.6489776997173875,1.0,0.20111781143467636,Iris-setosa
+24,5.499138215025341,4.1999986833910645,1.3990949608981902,0.2014834459250148,Iris-setosa
+25,6.293295536665958,3.315522048923952,6.01040483675727,2.4999998099580414,Iris-virginica
+26,5.0375650735829485,3.497516986800639,1.4124963173272258,0.20458894540285005,Iris-setosa
+27,5.191132321592061,3.4025925977785016,1.4088672961655748,0.1987859420025867,Iris-setosa
+28,5.984746975283658,3.398859961554809,4.455537516862574,1.5705115356794146,Iris-versicolor
+29,5.856858930868898,2.828505324860631,4.592690004797025,1.357086384526804,Iris-versicolor
+30,5.678339012319904,3.7766048547513043,1.6009368224546883,0.3152230880880592,Iris-setosa
+31,6.657670219125676,3.0,5.010054768749735,1.6738435481841902,Iris-versicolor
+32,5.197789251806437,3.405637140412566,1.4091073769712645,0.20205075540087053,Iris-setosa
+33,5.674099190761021,2.955181836884902,3.9540552624749266,1.318301778881277,Iris-versicolor
+34,4.638541994091241,3.2278043984148423,1.4191817841110315,0.19957866106990585,Iris-setosa
+35,5.528415427026296,3.0,4.517649810056322,1.4895501975603014,Iris-versicolor
+36,5.629104467263789,3.756511644533999,1.5783566554425754,0.2639837579419242,Iris-setosa
+37,6.705536513391238,3.116945757197748,4.697770218660038,1.5105495251278027,Iris-versicolor
+38,6.280253274228333,3.3018435072825314,4.641647257163145,1.5762628325885957,Iris-versicolor
+39,5.976143265874102,2.9604709201054,4.580224082025152,1.491369210771364,Iris-versicolor
+40,6.7965398123966585,3.212514019037579,5.702622107929527,2.304501757254671,Iris-virginica
+41,5.085614128968769,3.2802780651877774,1.7666867671829147,0.4195049951140183,Iris-setosa
+42,7.746190893650214,2.5766403035685705,6.9,2.3233780290759927,Iris-virginica
+43,5.039104930526445,3.677091309975294,1.4726820413599888,0.2014958491641768,Iris-setosa
+44,5.004070842216579,3.0,1.5917780074888928,0.20200575430797835,Iris-setosa
+45,7.578632476554596,3.0,6.618577046126014,2.0564237060485335,Iris-virginica
+46,4.787327617864925,3.4056601170396985,1.5799661472070323,0.19955367885957537,Iris-setosa
+47,6.017876410805368,2.8748566882931645,4.649857319767766,1.3346703396942379,Iris-versicolor
+48,4.8684964578980745,3.061154587101922,1.4814941827619883,0.1,Iris-setosa
+49,4.600934410226347,3.5673747434808414,1.0,0.20183339121812763,Iris-setosa
+50,6.688441999458818,3.0849484941509107,4.713736505375253,1.5370656729761154,Iris-versicolor
+51,5.995548146204465,2.1938427830598983,4.994535224224236,1.5110746881288946,Iris-virginica
+52,5.206070583076565,2.4673670236150675,3.1972552523443767,1.0444316934921858,Iris-versicolor
+53,5.834033028924617,2.570501748338257,3.9270542552102645,0.8225259379055443,Iris-versicolor
+54,5.49746908480302,4.2,1.4196608938305773,0.19682274551539491,Iris-setosa
+55,5.0152469740963035,2.0,3.5905924849887056,1.0197512925159384,Iris-versicolor
+56,4.63508939362697,3.5989318854138417,1.0000004310459325,0.21048597637875235,Iris-setosa
+57,5.060738532567768,3.5516684983829405,1.4126711903502427,0.20102611091539238,Iris-setosa
+58,5.512560974020033,3.0,4.491687078364324,1.4565264474633532,Iris-versicolor
+59,6.608599165930883,2.929962641781994,4.738638035901712,1.5703047714140266,Iris-versicolor
+60,6.6807902889034425,3.0149243582608056,4.561637982801903,1.4820469896013686,Iris-versicolor
+61,6.049082213965876,2.9007165470943392,4.616013003655579,1.4159749791306593,Iris-versicolor
+62,5.236873528776018,2.6392053689941233,3.825205332570758,1.3250747869939938,Iris-versicolor
+63,6.694216477808994,3.097417702328059,4.713671729119833,1.5045344268866112,Iris-versicolor
+64,4.7919191612023795,3.0,1.4014134230839275,0.3768593347126937,Iris-setosa
+65,5.68184983363828,3.7608626651561536,1.5987271452502125,0.33038198521870354,Iris-setosa
+66,5.626551131326596,2.361734915320662,3.9117023944560283,1.1425864612737016,Iris-versicolor
+67,4.605330432088075,3.633206415527147,1.0000005077995455,0.1991693970997176,Iris-setosa
+68,6.803694052284496,3.189421964634694,5.307864432146243,2.3024830722383247,Iris-virginica
+69,4.788895159732426,3.0,1.4073125752595002,0.39695681855251913,Iris-setosa
+70,6.19304585758129,2.7961453120289375,4.8132494224158116,1.7996564842515768,Iris-virginica
+71,5.243675976493175,3.5257261177153567,1.4042903564107865,0.2197827406384703,Iris-setosa
+72,6.1951357088700325,3.3842342932238414,5.496897115508947,2.3210241526313706,Iris-virginica
+73,5.798516565484313,3.164695655134492,4.744101887541335,1.691692227790219,Iris-versicolor
+74,4.99318618867837,2.0,3.530276898443284,1.0139243961018254,Iris-versicolor
+75,5.021412598903044,2.0000005563093386,3.5102664082962596,0.8456100423736278,Iris-versicolor
+76,4.835251191670751,3.0,1.4039071068303917,0.27304373998870546,Iris-setosa
+77,4.557705796815628,2.963521380755762,1.4043900535583678,0.23146745120601192,Iris-setosa
+78,6.526347308014866,3.0,5.7743922918441335,2.1970286561905716,Iris-virginica
+79,5.5378363433318665,3.0,4.431058882432974,1.4785458009687096,Iris-versicolor
+80,7.236895007009142,3.201917201968239,5.973220429828375,1.784631630476605,Iris-virginica
+81,5.414085623704768,3.0,4.4912241381395726,1.5029416994425153,Iris-versicolor
+82,5.948211905682801,2.180895423633888,4.976648587192516,1.4853690470842649,Iris-virginica
+83,5.876884611626789,3.199470543978168,4.817259851043665,1.7732200934512194,Iris-versicolor
+84,5.093663156340586,3.32330374048566,1.596414606528007,0.44433731589923875,Iris-setosa
+85,5.967122267531201,2.198668446162036,5.042501835085613,1.5178240477698492,Iris-virginica
+86,5.4039863294157415,3.0,4.42169559830003,1.4922250726832549,Iris-versicolor
+87,6.29863802157922,2.9235069762214994,4.749558829011219,1.4572143962508142,Iris-versicolor
+88,7.258557052140332,3.1533073742137065,6.143242401981829,1.8419806682277335,Iris-virginica
+89,7.682701539360939,2.9238897950010427,6.651226645631699,2.042099819768198,Iris-virginica
+90,4.399180772247406,3.2056436685645617,1.326965592482077,0.20337601815861983,Iris-setosa
+91,4.818637094046732,3.394316238132964,1.78501169240106,0.1993288866405154,Iris-setosa
+92,5.683299796894078,2.874339206701352,4.083695436950679,1.2376383195332263,Iris-versicolor
+93,6.834111747236967,3.0795148305117763,5.077756516426542,2.2853352282190973,Iris-virginica
+94,4.987155477689845,3.0,1.5880182210802993,0.20034940333747123,Iris-setosa
+95,4.866773063191002,3.528914826646911,1.5648636015358026,0.2008774709761069,Iris-setosa
+96,6.3560874125124025,2.6601193606015396,4.912265673516276,1.7863714210802126,Iris-virginica
+97,6.4789570248546475,2.7960045776785414,4.6166728197643225,1.4718234635495362,Iris-versicolor
+98,5.566271506481193,2.456240693653872,4.070785003440968,1.306483285123825,Iris-versicolor
+99,6.313493463115001,2.5250069495161345,4.999165896351443,1.8839741130794314,Iris-virginica
+100,5.792938824779997,2.818244246687187,5.180264306441714,2.4163309850725003,Iris-virginica
+101,6.125514193787158,2.6008882109336198,5.627186836703172,1.398117107902522,Iris-virginica
+102,5.5205163494143195,4.19999790348097,1.3924470306457524,0.20721903603123604,Iris-setosa
+103,7.712274400519675,2.78474701537958,6.720378437761088,2.00435904404959,Iris-virginica
+104,6.3876282530409805,3.2839684373964735,5.4306520630057165,2.3401349270648857,Iris-virginica
+105,6.286415445419086,3.306267740652359,5.945689030459038,2.4999997742306137,Iris-virginica
+106,5.479421476751664,3.0,4.519116537431449,1.5232207593734652,Iris-versicolor
+107,7.899998747227097,3.8144518270805374,6.389910133780459,2.049912028546864,Iris-virginica
+108,5.2626172925980095,2.7462183359142056,4.068447847864593,1.4256877045736338,Iris-versicolor
+109,5.203449507550798,2.524519080269127,3.6692029665976795,1.28092987337949,Iris-versicolor
+110,5.987536010605826,2.1787089216984117,4.999709016792071,1.502523236863336,Iris-virginica
+111,4.3928045701969065,3.2050783874264672,1.294860702051191,0.19870400253808596,Iris-setosa
+112,6.246317846676221,3.394996103360529,5.533419345369226,2.3734627011632976,Iris-virginica
+113,5.462462710242017,3.0,4.50493282397984,1.5036403199481263,Iris-versicolor
+114,5.8825748078704585,3.1885651845800256,4.8098714723524045,1.7804181907124157,Iris-versicolor
+115,5.342977765097552,3.395031803522582,1.5430659605023207,0.45496255032363664,Iris-setosa
+116,5.78778457531791,2.7072283039155756,5.0855049000211805,1.8827338834495235,Iris-virginica
+117,5.942646512219,2.9288614469135688,4.521977382939312,1.4260849083215958,Iris-versicolor
+118,6.897521952484262,3.202515978408843,5.8375378248879635,2.3062218336532383,Iris-virginica
+119,6.111326411408768,3.37045469476855,4.565541064956204,1.576699384648986,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/17/test.csv b/iris/tab_ddpm/3_0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/17/train.csv b/iris/tab_ddpm/3_0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/17/val.csv b/iris/tab_ddpm/3_0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/18/synth.csv b/iris/tab_ddpm/3_0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fa961239814fcedabe8d93a36e7ac55641eb1fb8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7923302102388483,6.373180490899304,2.0112039014634795,Iris-virginica
+1,4.606407736652664,3.1754878341640342,1.4009759514490532,0.1973841792689801,Iris-setosa
+2,5.2497860833877725,2.764101242751144,4.085622120429808,1.4137743993873286,Iris-versicolor
+3,6.713703913368645,3.0803731911824492,4.681272121705065,1.4676958564485325,Iris-versicolor
+4,5.245894019789432,2.502008825120217,3.543362010982488,1.1332959408742211,Iris-versicolor
+5,4.616014382099625,3.169532066013426,1.3718184140583058,0.20430442425791456,Iris-setosa
+6,5.671075242407651,3.8182710552101025,1.5940166049555784,0.27633856147361074,Iris-setosa
+7,4.3,3.0,1.1122568437284142,0.1,Iris-setosa
+8,4.616756382523205,3.622290219766427,1.00000043235308,0.1999696723245914,Iris-setosa
+9,7.716628547290046,2.5926402270424265,6.9,2.2930109764087607,Iris-virginica
+10,7.011198110533438,3.207001929282917,5.765156528678183,2.3007329782379133,Iris-virginica
+11,5.194287696803393,3.4035319159357575,1.4079154555425213,0.20742455580796695,Iris-setosa
+12,7.899998485056377,3.8023825032989897,6.3488945704003275,1.9870513860348276,Iris-virginica
+13,5.67264147216525,3.0,4.172657671071955,1.2494624946409665,Iris-versicolor
+14,6.0171718611813745,2.1898833998637306,4.14740144098457,1.154192160889365,Iris-versicolor
+15,5.815201555981463,2.7191192862482456,5.097792661514306,2.0579866759176393,Iris-virginica
+16,7.7026626151982,2.81883125942313,6.715711831264712,1.9572942111059302,Iris-virginica
+17,6.3639320901501915,2.8165829049100246,4.5058898188043806,1.4869607329068755,Iris-versicolor
+18,6.360888918319733,3.3715967637112247,5.543347798148721,2.3695606022717,Iris-virginica
+19,7.1009820461824695,3.1504455698285443,5.726037127269068,2.316461342242645,Iris-virginica
+20,6.017473836945458,2.207148090512905,4.997768172097522,1.5073975243342561,Iris-virginica
+21,6.290083086681575,3.401687685217649,5.544101398910339,2.3701955385542566,Iris-virginica
+22,6.3166809917993625,3.285055911169895,5.957556382259066,2.499999694771219,Iris-virginica
+23,5.435148727857333,3.900630194410448,1.292774860746544,0.3970484394306463,Iris-setosa
+24,5.500081957042424,2.464491085920492,3.7148662042330165,1.0242508879799732,Iris-versicolor
+25,6.646234805538134,3.0,4.445110046729827,1.422902303852731,Iris-versicolor
+26,5.0783216442654275,3.279633783612751,1.596859401838668,0.47590688834373085,Iris-setosa
+27,4.300000456018653,3.0,1.1024104351904596,0.1,Iris-setosa
+28,6.408411599941593,3.1111153597508783,5.416499157395798,2.257698795483184,Iris-virginica
+29,7.732097625656353,2.624690740539481,6.9,2.3149090336677016,Iris-virginica
+30,6.302946992829808,3.40464419061398,5.5455684833939785,2.378442029789392,Iris-virginica
+31,6.260020675948788,3.307134172668232,6.06629430607777,2.5,Iris-virginica
+32,5.926485334738114,3.2053314782985023,4.7877498048265785,1.7835265062495194,Iris-versicolor
+33,6.6136653764375675,2.805334087442801,4.691159988577329,1.4871985562419112,Iris-versicolor
+34,5.680873139963038,3.0,4.215600758334228,1.2067678722266157,Iris-versicolor
+35,5.536934512864663,2.505393189525704,3.9461479173200598,1.1597395033628801,Iris-versicolor
+36,6.271302639537906,3.3999360869665494,5.4919730531525595,2.374370394842689,Iris-virginica
+37,5.040773048959309,2.0000004838478533,3.6011302727113135,0.970369779607963,Iris-versicolor
+38,4.796481992787908,3.3999305110900613,1.8877125689357048,0.201876641587139,Iris-setosa
+39,5.346997130945955,2.9509507969538764,4.362139471297092,1.4521015920010856,Iris-versicolor
+40,4.6294275166270715,3.158853541672929,1.4746822414080667,0.2002515697389684,Iris-setosa
+41,6.3104965065641165,3.0,5.486153684661321,2.1955081007044837,Iris-virginica
+42,6.326461441214583,3.3916008501624115,5.574390855125067,2.382367504746495,Iris-virginica
+43,4.665564105994795,3.2421304278045224,1.4137643489298908,0.1971384898203729,Iris-setosa
+44,7.120016114593031,3.217973167168544,5.9230676238244016,1.822093446881307,Iris-virginica
+45,4.808308223566689,3.4019111151464734,1.7339698671231085,0.19982148097866498,Iris-setosa
+46,5.768335116628086,2.807491184912907,4.273469698475876,1.0625214254424884,Iris-versicolor
+47,4.3,3.0,1.0952421010396902,0.1,Iris-setosa
+48,4.597825825570682,3.121548968747751,1.4954188068012484,0.2008817109622236,Iris-setosa
+49,6.446267209981084,3.247615011639061,4.732853690995041,1.5856624061751285,Iris-versicolor
+50,6.214863738367853,2.21176179916803,4.514250337691172,1.4730085053339939,Iris-versicolor
+51,4.992938335247267,3.0,1.5944764868725894,0.19914480142527174,Iris-setosa
+52,5.022325887824887,3.4003686977775534,1.8309521849969252,0.42688518203845294,Iris-setosa
+53,4.63882564585857,3.603330974840939,1.0,0.20594727698850998,Iris-setosa
+54,4.953374075756699,2.0000004844016144,3.4996520658011856,1.0040728961579204,Iris-versicolor
+55,5.603413459611989,2.9368365840842867,3.6881817795627816,1.2977773783731497,Iris-versicolor
+56,6.832662182333975,2.7973267621294995,4.801928879677279,1.4016619141127031,Iris-versicolor
+57,5.695846559595573,2.9201695781867016,4.098052771042175,1.3109537314937494,Iris-versicolor
+58,4.6028492812912765,3.6741144336238016,1.0,0.19843904269925855,Iris-setosa
+59,4.998905503184958,3.685703281237639,1.419764921827373,0.19961322038822826,Iris-setosa
+60,6.7453337049377,3.0,4.938846888515726,1.5889830876391788,Iris-versicolor
+61,6.08237605384278,2.866428029336333,4.681583100321603,1.3308905482077846,Iris-versicolor
+62,5.236686682454336,3.40278303461306,1.4048116726308375,0.20025253561549625,Iris-setosa
+63,7.7133413836326845,2.60007521993782,6.8999989809879185,2.303623575081973,Iris-virginica
+64,6.0114278809258845,2.187942559531725,4.005690933549216,1.0097769264953966,Iris-versicolor
+65,4.3,3.0,1.1062552260945182,0.10000009655823593,Iris-setosa
+66,4.404977220409274,2.915517356149333,1.3960363041061323,0.20229918008748596,Iris-setosa
+67,6.603958289163038,3.0,4.443726179403786,1.4276684326809854,Iris-versicolor
+68,6.854612947348537,3.16938826440068,5.840915769102763,2.3024598856825826,Iris-virginica
+69,5.589773098471031,3.7829884482404124,1.522193607751194,0.3144332274293358,Iris-setosa
+70,6.350986520405805,2.6450483465760852,4.954478700858479,1.8059782880329815,Iris-virginica
+71,6.700062262935636,3.0,5.003236447837965,1.7108481698639821,Iris-versicolor
+72,6.64668624362498,2.496736738294982,5.810628955601883,1.7447586391251424,Iris-virginica
+73,6.436049347319231,2.8571639933659263,4.737483220511768,1.4263979159547395,Iris-versicolor
+74,5.786750049132883,2.7180059553903315,5.0927710972857,1.913174512227649,Iris-virginica
+75,7.6889710730095135,2.80982035721264,6.711189524994545,1.9801085997607637,Iris-virginica
+76,6.979850758133608,3.1926376846134996,5.754506004318215,2.282288859501731,Iris-virginica
+77,7.677878887751827,2.8693166320883368,6.678930333109328,2.05633596273705,Iris-virginica
+78,5.344507561838113,3.6588317081735644,1.3519051783252132,0.2722716608174521,Iris-setosa
+79,6.484609313025038,3.180401491285993,5.086892820883021,1.9683681421775954,Iris-virginica
+80,5.994847265876548,2.2156257716582113,4.0511913923896525,0.935682489658426,Iris-versicolor
+81,4.300000870387774,3.0,1.0860078243981026,0.10000011573781081,Iris-setosa
+82,6.37941397873206,3.1918233401206186,5.292782494603377,2.2840536052049245,Iris-virginica
+83,7.681506409164914,2.7876479518957757,6.738781716045311,2.0063605012784365,Iris-virginica
+84,5.460429329880656,2.5557289544707626,4.034537490811139,1.3174583144776317,Iris-versicolor
+85,4.918370349090568,2.0,3.58356399049047,0.9595905140152693,Iris-versicolor
+86,4.630289092462034,3.67773408155607,1.0,0.1936967556749365,Iris-setosa
+87,6.38051660140961,3.2058981639511157,5.2448731777946085,2.28613277315761,Iris-virginica
+88,6.434316445096519,3.267924754751693,5.438697456110436,2.260202796553562,Iris-virginica
+89,4.825483245807428,3.006162576015411,1.4564000050919943,0.1,Iris-setosa
+90,5.626019499876617,2.5311891913753164,3.8685990110280457,1.0714094629686595,Iris-versicolor
+91,5.778211412203137,2.707752876798782,4.135352888378134,1.058303849842998,Iris-versicolor
+92,4.3,3.0,1.1001963820040719,0.1,Iris-setosa
+93,4.613731353290555,3.11377169830813,1.489929814718663,0.19571851450130165,Iris-setosa
+94,5.672018217085175,2.956991650819325,4.236677546050178,1.3258707617960783,Iris-versicolor
+95,5.285563950167262,2.5268924265166306,3.668157428992595,1.1935098664210413,Iris-versicolor
+96,4.974019567484764,2.0,3.2361116029364663,0.8519935889257417,Iris-versicolor
+97,4.807266117468376,3.0,1.381306197185165,0.10000009063304352,Iris-setosa
+98,5.696547817426587,3.0,4.160207419017894,1.2024924075914156,Iris-versicolor
+99,4.376304665814959,2.8400214087743385,1.3688422522428465,0.19315858157835608,Iris-setosa
+100,4.86520858183066,3.0677259459245207,1.4557410715999195,0.10000010321056352,Iris-setosa
+101,6.002152113697783,2.2175262497138477,4.972560234544321,1.4939128984625416,Iris-virginica
+102,5.755975158754608,2.7815946527862496,5.085249277188882,2.3774073076260933,Iris-virginica
+103,7.6691244486033225,2.600125004243114,6.9,2.3120209400864735,Iris-virginica
+104,6.227235356597561,3.365799189767625,5.395075006904445,2.3231276739990436,Iris-virginica
+105,5.7800668107255975,2.6716910820737287,4.076078828056538,0.9435231720512094,Iris-versicolor
+106,5.658339181943767,2.976326012750946,4.083649940377969,1.2181067021036873,Iris-versicolor
+107,6.216784340931168,2.796745078772127,4.848440546704364,1.8341136532929816,Iris-virginica
+108,5.547998268926425,3.6326241626967173,1.5441944191731656,0.3736735213005536,Iris-setosa
+109,7.716972579292191,3.0,6.116534543790605,2.315048384511783,Iris-virginica
+110,4.300000454134865,3.0,1.0984700525263036,0.1,Iris-setosa
+111,6.091496355117668,2.5852656838370076,5.563358860340975,1.4083423409772426,Iris-virginica
+112,4.818549074337499,3.0,1.4050313648578885,0.1,Iris-setosa
+113,7.9,3.866141664955282,6.353153317447114,2.008242404111113,Iris-virginica
+114,6.299766028625234,3.2782684233266672,5.927090648118675,2.4999996560290723,Iris-virginica
+115,5.809366984499862,2.706748108750484,5.096895767237009,1.9042760652029787,Iris-virginica
+116,5.855449424521097,2.736765097255406,4.3188843783419495,1.0452942083952,Iris-versicolor
+117,4.554229805710551,3.127488533218391,1.4470366257490725,0.20194596889924216,Iris-setosa
+118,5.777394848362762,2.690689496348946,5.104712690870379,1.9116209226102923,Iris-virginica
+119,5.064032008286291,3.4709029189185943,1.394883947244869,0.19713998411361006,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/18/test.csv b/iris/tab_ddpm/3_0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/18/train.csv b/iris/tab_ddpm/3_0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/18/val.csv b/iris/tab_ddpm/3_0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/19/synth.csv b/iris/tab_ddpm/3_0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..63ba7073a58392fab7cdc1702ea2b92bed386113
--- /dev/null
+++ b/iris/tab_ddpm/3_0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.12546026003909,2.6002013219642093,5.579365777805941,1.403544432876119,Iris-virginica
+1,5.414450453857762,3.919810771258108,1.278089907515699,0.4096361603224522,Iris-setosa
+2,6.245242100569792,2.5468356759013373,5.625961924402985,1.485283305535488,Iris-virginica
+3,6.394194448872065,3.1827018754462832,5.290793730365394,2.2757424772307724,Iris-virginica
+4,6.263137929475477,3.4067184481337045,5.584112603574564,2.39608118495988,Iris-virginica
+5,6.862526348624977,3.1956152949495285,5.610138820270524,2.2726545809287892,Iris-virginica
+6,4.603598155998781,3.1061735743160552,1.5064014944659843,0.20245799022931793,Iris-setosa
+7,6.259306776023154,2.7913267411467286,4.8594583943987555,1.8039130387670796,Iris-virginica
+8,6.802027853005315,2.810289255606082,4.843513385161932,1.4147136368641442,Iris-versicolor
+9,7.703978340753772,2.801688908479191,6.719214477100589,1.9949016410379738,Iris-virginica
+10,4.866521007230015,3.024497562469428,1.4832079538069625,0.10000009125853453,Iris-setosa
+11,6.007844023161976,3.4017976443512157,4.461591840417158,1.595765739281113,Iris-versicolor
+12,5.818855845749549,2.8230493836121733,4.4865541489457454,1.3634340613446776,Iris-versicolor
+13,6.723651692552192,3.0,4.997831622990633,1.685216473201739,Iris-versicolor
+14,7.722254168216942,2.5951668967844475,6.9,2.313789585775917,Iris-virginica
+15,4.300000526115334,3.0,1.1007038980196453,0.10000010683954301,Iris-setosa
+16,6.274886264160291,2.878675307865669,4.618896398908451,1.4721546614781906,Iris-versicolor
+17,5.742848909008675,2.704734024881225,5.090109194932113,1.966581781012298,Iris-virginica
+18,6.5630269485003465,3.0,4.4341738820681185,1.401567623624027,Iris-versicolor
+19,5.837691183217602,2.6953129941252154,5.0853575444658965,1.8966723828048395,Iris-virginica
+20,5.770331953966462,2.719818761026321,5.11075937193021,1.9934694285111336,Iris-virginica
+21,6.08564779979012,2.5931924858378665,5.622270859519063,1.4092923514599138,Iris-virginica
+22,5.529575445960926,4.199998949282868,1.4107067295412017,0.20100526988244458,Iris-setosa
+23,4.611677401142325,3.1895569194651485,1.4062223111438583,0.1978320101856434,Iris-setosa
+24,7.678872482370624,2.8397882821958187,6.707058735048707,1.9756922236070222,Iris-virginica
+25,6.407083441586527,2.5206157806361,5.0952428244280865,1.7931235406863844,Iris-virginica
+26,5.799622381377061,2.809892319591088,5.0907441666354245,2.404209444699406,Iris-virginica
+27,5.7372314715803245,2.9071847948695924,4.227658804656353,1.2297161911641972,Iris-versicolor
+28,5.833094902988442,2.717767052847038,4.051271467713279,1.0302511944026362,Iris-versicolor
+29,6.292435970343016,3.315929758319607,6.037303614761791,2.5,Iris-virginica
+30,6.200687397834138,3.4041101541906533,5.458577353519634,2.3792692843746375,Iris-virginica
+31,7.648243465461481,2.6092372193181546,6.899998913478354,2.274504406493856,Iris-virginica
+32,6.297158364502629,2.51571857894076,4.983936280912411,1.8910773152561013,Iris-virginica
+33,4.5980704984162255,3.610926336470434,1.0,0.200579354687752,Iris-setosa
+34,6.30326344001626,3.4013589452147914,5.594423419982179,2.3972496430575716,Iris-virginica
+35,4.981859122438233,2.0,3.1456776739425454,0.9017322023032595,Iris-versicolor
+36,6.727164545047616,3.1744519576703314,5.542390011750233,2.3105381691990923,Iris-virginica
+37,5.043661091195745,3.548644631812734,1.401107696633927,0.20151056172652065,Iris-setosa
+38,6.319906268077521,3.297077544042001,6.029559886718426,2.5,Iris-virginica
+39,5.685159459917077,3.761263237299227,1.5921464242074463,0.2760507723705923,Iris-setosa
+40,5.380087628047573,2.718364543648217,4.1923210546260705,1.4021824272496188,Iris-versicolor
+41,7.690679364639261,2.5848352210243672,6.9,2.3029825475152337,Iris-virginica
+42,4.601465677054216,3.1741824552295137,1.4195342292736304,0.2011296988202361,Iris-setosa
+43,5.8069056236240835,3.1274725004039388,4.699600698852849,1.6627028506131358,Iris-versicolor
+44,5.711639433540955,3.0268459143376276,4.610532098871014,1.5736410033332198,Iris-versicolor
+45,4.300000501464912,3.0,1.1075029699100747,0.10000009531146041,Iris-setosa
+46,5.107708482021393,3.3006397918706565,1.8629698587270378,0.4459299321292557,Iris-setosa
+47,5.215872453610529,3.4071833484661087,1.4015869207962035,0.197710240425986,Iris-setosa
+48,4.620193761761399,3.165288050098795,1.443298917164093,0.20195811078774534,Iris-setosa
+49,5.795265222375693,2.8334066277909438,4.126449518849966,1.1419391139610613,Iris-versicolor
+50,6.3079464947792605,3.3129802403563975,5.9465967551303125,2.5,Iris-virginica
+51,6.857309656801698,3.0132111140548403,5.14968004033064,2.2515734803170258,Iris-virginica
+52,5.301490226576417,3.365753223667648,1.5500049429211675,0.5253938592490601,Iris-setosa
+53,5.53608758491784,3.0,4.462202059641056,1.4714737621458127,Iris-versicolor
+54,6.773614115145651,2.818568077504602,4.857789902073413,1.4595657036554341,Iris-versicolor
+55,6.018652184040867,2.23431808417977,5.0141718445710115,1.499639980151191,Iris-virginica
+56,4.420360282523772,3.072828055622704,1.3391538876752653,0.20043030773181233,Iris-setosa
+57,5.860651836074854,2.8896749943508357,4.539882442397963,1.404747956625106,Iris-versicolor
+58,5.522109563579365,2.5072299715231234,4.050996203179441,1.3351180585158335,Iris-versicolor
+59,4.779783491956192,3.390188221208438,1.9542897666006198,0.1965029745107141,Iris-setosa
+60,6.387539268435479,2.9183703944694543,4.42628531721763,1.3569149207971423,Iris-versicolor
+61,6.349715345695094,3.301013569126773,6.09171696317101,2.5,Iris-virginica
+62,6.183170846545104,3.34368520682297,4.669205035568382,1.6052672323448804,Iris-versicolor
+63,5.1220458648132245,3.4084056908437033,1.3958902791968675,0.19902762521224976,Iris-setosa
+64,6.759823311264704,3.1102996673362657,5.942470646538972,2.2712448801204728,Iris-virginica
+65,7.9,3.7110455996633527,6.407451006999373,2.0235713083633686,Iris-virginica
+66,4.97632553497322,2.0,3.342775645884572,0.8771811018166774,Iris-versicolor
+67,5.082207359315392,3.409790740433405,1.4029781435524182,0.19984111649253278,Iris-setosa
+68,6.502911371492962,3.0,4.946721762169406,1.754779383682174,Iris-versicolor
+69,5.9877925575776425,2.8930113114743983,4.626261040180994,1.4300211200803656,Iris-versicolor
+70,6.4806155474561375,3.190089322645345,5.226461596515251,2.290405803432272,Iris-virginica
+71,6.291966215673334,2.4611844142403765,4.991241375896352,1.8999752827995158,Iris-virginica
+72,5.994394922074524,3.404098902869732,4.523847358978272,1.5984998311712844,Iris-versicolor
+73,7.660546297978767,3.0,6.661683616008893,2.088163709459947,Iris-virginica
+74,6.709277931974524,2.4966514687135613,5.7388907054225635,1.7992813976115336,Iris-virginica
+75,5.193868187881114,2.5206510254614924,3.413813179578353,1.1685991977932377,Iris-versicolor
+76,5.703201662311707,3.0,4.226220441691554,1.2306541836540918,Iris-versicolor
+77,7.3361550268158,3.052390417221503,6.240433836840468,1.9129677377124747,Iris-virginica
+78,5.5990207899354925,3.0,4.29577523014534,1.3491141970851808,Iris-versicolor
+79,5.717766944166845,2.8540204342810624,4.276066833544113,1.2824385602537578,Iris-versicolor
+80,7.899998678146817,3.789631843966562,6.356299410078399,1.9905489389813693,Iris-virginica
+81,6.396356493771205,3.271282813482128,4.721633342008796,1.5909362244133551,Iris-versicolor
+82,4.811749419247457,3.0,1.4202112787194987,0.10000009419383642,Iris-setosa
+83,5.03789135392572,2.495657654859747,2.7172346565619883,1.0802469101500418,Iris-versicolor
+84,5.800800192334783,2.8729035304685047,4.547271305918168,1.349934430625711,Iris-versicolor
+85,4.609864945395683,3.616042548522161,1.000000379438131,0.201198370398933,Iris-setosa
+86,4.901438966644195,3.5801563743217386,1.812533447312322,0.20196451128168097,Iris-setosa
+87,5.824387916287477,2.822379513206358,5.143267995126747,2.412386823986481,Iris-virginica
+88,5.8992068651615055,3.0,4.518840716691981,1.561546731750106,Iris-versicolor
+89,5.653218429939101,2.4783846374740346,3.924727612705781,1.0477289380316384,Iris-versicolor
+90,6.3224448590509885,3.400260397449709,5.603177614337373,2.4047609115948982,Iris-virginica
+91,4.3,3.0,1.1019306238503677,0.10000011828125063,Iris-setosa
+92,5.50564907668848,3.0,4.5126346875289745,1.4833151356757117,Iris-versicolor
+93,5.556002511174058,2.4661776993051676,4.004377902493103,1.258872075513474,Iris-versicolor
+94,6.315367261043482,3.4047997228163775,5.569419240285805,2.400534085972014,Iris-virginica
+95,4.988814526080186,2.000000627247564,3.240597311731997,0.9548390822500115,Iris-versicolor
+96,5.75243564556973,2.709259761615188,5.100450816746906,1.893156579653989,Iris-virginica
+97,4.3,3.0,1.0987387340327273,0.1,Iris-setosa
+98,5.993534731340095,2.2059129863241114,3.964980956992997,1.015603927245223,Iris-versicolor
+99,4.8110558488377935,3.0,1.433381959648386,0.1,Iris-setosa
+100,5.074775113267387,3.56388430274871,1.3886101793031975,0.1994286191869884,Iris-setosa
+101,5.250742617691905,2.747164569772553,4.035091839653943,1.4372749640174158,Iris-versicolor
+102,5.095829857440296,3.847457960015296,1.8067115722533929,0.20206398308003587,Iris-setosa
+103,6.036099886147149,2.345010245802991,5.090854885792558,1.4647353337087867,Iris-virginica
+104,5.569566344623449,4.2,1.4003557004510425,0.20595199475775255,Iris-setosa
+105,5.980371855627714,3.4059473126418385,4.440880526985,1.5969428495382356,Iris-versicolor
+106,4.4108634825175015,3.1984274223805924,1.3121993474154712,0.20087336467830896,Iris-setosa
+107,7.586943212793783,3.0,6.596387117468602,2.079301299056409,Iris-virginica
+108,6.1047864039287,2.593279255689179,5.598663022660037,1.4068127984935686,Iris-virginica
+109,5.4359053226175655,2.4577443616373054,3.6802258090965583,1.0855233400694295,Iris-versicolor
+110,4.300000734538288,3.0,1.0941145291694157,0.10000010667963398,Iris-setosa
+111,4.788178460876026,3.399261473117121,1.6730572235014434,0.1992260028079652,Iris-setosa
+112,7.082599686112722,3.1166430117123562,6.213707892685095,2.2427728389400667,Iris-virginica
+113,6.12986188714916,2.1899599211467238,4.283545509370744,1.3045286971076369,Iris-versicolor
+114,5.008109629109353,3.613972547415684,1.399825660047511,0.20045957302968698,Iris-setosa
+115,7.9,3.775222464524766,6.427200164766028,2.008565011177763,Iris-virginica
+116,6.679129187747287,3.064211140887113,5.91785190681406,2.2612328546122162,Iris-virginica
+117,7.6899809060461735,2.7870004103936137,6.699660367023646,1.980225588434561,Iris-virginica
+118,4.437790498795018,3.199997411679883,1.3323371086803044,0.198243410514799,Iris-setosa
+119,4.785770531507227,3.0,1.4019980074282254,0.27645457773953686,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/19/test.csv b/iris/tab_ddpm/3_0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/19/train.csv b/iris/tab_ddpm/3_0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/19/val.csv b/iris/tab_ddpm/3_0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/2/synth.csv b/iris/tab_ddpm/3_0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bbfb7e99eb7f319a33be26bf8f1387e3b5e662cf
--- /dev/null
+++ b/iris/tab_ddpm/3_0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.023667302177967,2.24938022135875,4.993106641573089,1.52616845976249,Iris-virginica
+1,4.595160976877778,3.684432158481302,1.0,0.2035235556376996,Iris-setosa
+2,6.141970852141872,2.5996174071097666,5.612276306842821,1.4126029846642714,Iris-virginica
+3,6.90885627875389,2.7945024372036134,4.809969754796942,1.3891741888016982,Iris-versicolor
+4,6.254971152393964,3.3995766229438202,5.621775532794168,2.361206773637468,Iris-virginica
+5,6.65860856259637,3.1779950159078156,4.73494131965618,1.5347322992548533,Iris-versicolor
+6,4.992278097548288,3.0,1.5960569365214656,0.19724026634138947,Iris-setosa
+7,4.792580538979102,3.390360175031887,1.5939624509331498,0.1952669387291919,Iris-setosa
+8,6.299282916118723,3.2874404456651893,5.973270638292604,2.499999760546058,Iris-virginica
+9,5.969402719325276,2.9377761084639498,4.604404265684366,1.486711310795144,Iris-versicolor
+10,5.556714131621256,4.199998400028434,1.413753246665098,0.2075565682529505,Iris-setosa
+11,6.764773251691024,3.205647373174922,5.444247697857456,2.082665351671086,Iris-virginica
+12,5.668769248971945,2.9780506296691374,3.8089079686408613,1.2909830592892655,Iris-versicolor
+13,6.5367127937572675,3.187017545752741,5.103584942889183,2.00852723822757,Iris-virginica
+14,6.473851435261013,3.1526263279891995,5.2383164515507525,2.2886014736258145,Iris-virginica
+15,5.704145154391373,2.8861446537936373,4.213408073309912,1.3106121682086176,Iris-versicolor
+16,6.078821790742518,2.580617857247916,5.590371538800192,1.3994817675220972,Iris-virginica
+17,5.227087399422151,3.403344768187932,1.4004602691422763,0.1989544847632828,Iris-setosa
+18,7.730028186539603,2.609321556751964,6.9,2.305460913322491,Iris-virginica
+19,5.482057845436499,4.199996642379597,1.4011785389263418,0.2071321283478975,Iris-setosa
+20,7.741209951475601,2.6008634263586448,6.9,2.303697312408979,Iris-virginica
+21,5.823277982673177,2.7160175957264783,5.0594052804229,1.9051146805733792,Iris-virginica
+22,6.016309915314212,2.1974684361133763,4.990086884946061,1.522055864980599,Iris-virginica
+23,6.292447841063926,3.391732680059858,5.578767748826965,2.404439860329111,Iris-virginica
+24,5.657415246277548,2.8126841987289177,3.866274855930343,1.1853825375978004,Iris-versicolor
+25,4.84061669986952,3.4752199904428043,1.885701492536792,0.20817251900867875,Iris-setosa
+26,7.697655454869524,2.8560689687210465,6.6781524067868,2.0661031070161155,Iris-virginica
+27,4.3,3.0,1.1152863297386142,0.1,Iris-setosa
+28,4.811830630341469,3.4013064299441518,1.8023868829471632,0.20352719841381472,Iris-setosa
+29,5.490992576619957,3.0,4.505050191344248,1.4953937401904183,Iris-versicolor
+30,4.481138025590475,3.215409154412978,1.3351981066787442,0.18845400805133342,Iris-setosa
+31,4.3964194965848655,3.195512319992928,1.2842308874360278,0.2011911706347755,Iris-setosa
+32,6.002425824923907,2.2008409031864113,4.023628495463985,0.9446628608686934,Iris-versicolor
+33,5.167032421899599,2.6983613914960243,3.872670148163125,1.3945343311582004,Iris-versicolor
+34,7.708875574914106,2.5749357693625954,6.9,2.295231078064701,Iris-virginica
+35,5.701910604944899,3.0,4.006752239902199,1.2899241498043066,Iris-versicolor
+36,5.395019060360939,2.4407944966569852,3.618079516634821,1.0399999439176493,Iris-versicolor
+37,7.899998989558634,3.8099202053866463,6.374019559577455,2.0179796987055454,Iris-virginica
+38,6.696244638264611,3.0920922123959262,4.648387413634321,1.4675116496107672,Iris-versicolor
+39,5.090823599825395,3.3523773193684328,1.5908570664605666,0.4346836041435481,Iris-setosa
+40,5.556931224795965,3.0,4.473923424884556,1.478002520148276,Iris-versicolor
+41,5.50557525996098,4.2,1.4111450732609505,0.19879062197796452,Iris-setosa
+42,7.683249448794294,3.0,6.065475259050318,2.278105998898196,Iris-virginica
+43,6.631582891845217,3.1519374645796767,4.722726773846641,1.517096402598934,Iris-versicolor
+44,5.629232746057845,2.866295717005312,3.743651756787913,1.2894953510890368,Iris-versicolor
+45,4.996155938051113,2.0000004787799615,3.5805803174982627,1.0372039485355578,Iris-versicolor
+46,6.06213078162703,2.8601958355041806,4.630326776169778,1.4512807634764917,Iris-versicolor
+47,6.042544479535434,3.3937399297941053,4.532839291037502,1.6270693785447574,Iris-versicolor
+48,6.283092823706568,3.395651728178664,5.6184311853644715,2.388106755431478,Iris-virginica
+49,4.77914391137291,3.0,1.40729349488698,0.28677490611785617,Iris-setosa
+50,5.730243272166454,2.8365474795676073,4.1029375199552955,1.3206067532941623,Iris-versicolor
+51,5.397513940377088,3.899792761934209,1.2778602556342125,0.3363904014765563,Iris-setosa
+52,4.793542354483262,3.4094640162979197,1.7136257416395277,0.2004895465394252,Iris-setosa
+53,5.973964056393749,2.9185194848432925,4.532070460343937,1.4934621533363228,Iris-versicolor
+54,5.033248046471401,3.0,1.5863503645277368,0.19696925973117385,Iris-setosa
+55,6.498642632618186,3.0,5.800075244610992,2.2098984962844646,Iris-virginica
+56,5.201062331171306,3.327653570585416,1.5808879481808709,0.4093868855992032,Iris-setosa
+57,5.786398951043798,2.7011080657534268,4.166835623619421,1.055128135210912,Iris-versicolor
+58,5.210702259767577,2.714887675227015,3.912769988598395,1.4121673051828783,Iris-versicolor
+59,6.762496589360834,3.2385369688520975,5.789214498665163,2.3207390123515044,Iris-virginica
+60,6.77438693593313,3.159940717616599,5.957936946311863,2.2777582553501574,Iris-virginica
+61,5.699296466256275,3.0,4.542690790129282,1.5301333159618065,Iris-versicolor
+62,6.349486292688648,3.2858745099422264,4.7049356818795545,1.5885974530232205,Iris-versicolor
+63,6.710784106622638,3.0,5.000521876243534,1.688451958659445,Iris-versicolor
+64,4.300000868566778,3.0,1.1109795212627995,0.10000018235715888,Iris-setosa
+65,4.766774507220449,3.0,1.4029479842654222,0.28703437968590656,Iris-setosa
+66,5.476194497787875,3.0,4.488980632632677,1.473930645969003,Iris-versicolor
+67,4.974099391773221,2.0,3.5905920163843117,1.0733276590780203,Iris-versicolor
+68,5.918773733183846,3.2071009219359814,4.815802127756983,1.7639943217675926,Iris-versicolor
+69,6.804757397849212,3.207570947228634,5.644194716889157,2.3117945395502706,Iris-virginica
+70,4.3,3.0,1.096350894855632,0.1,Iris-setosa
+71,5.9984942466964615,3.3963086531740014,4.475328109026602,1.6071937041140567,Iris-versicolor
+72,6.276387790241224,2.739463619991211,4.850423890911335,1.797433331532362,Iris-virginica
+73,5.349744623537463,2.7192369288377747,3.596310599224788,1.3377417048903706,Iris-versicolor
+74,6.620590590557276,3.1698755918683816,5.06397732047773,2.1810455992834386,Iris-virginica
+75,5.784210733427909,2.6808824576947115,5.11069433006932,1.9040393799178983,Iris-virginica
+76,5.122043479135408,2.601080055455952,3.678713200210851,1.3134366056070563,Iris-versicolor
+77,5.561989149244126,2.7482666969250817,3.581460742340315,1.232553210720642,Iris-versicolor
+78,4.3,3.0,1.0959999225008559,0.1,Iris-setosa
+79,6.285131716025413,2.5196995103326842,4.998561845529121,1.8643251766238353,Iris-virginica
+80,5.1026514556009515,2.524140042933422,3.0260212539061837,1.1294314712357474,Iris-versicolor
+81,6.675685752495062,3.0,5.00364463713421,1.6915708009077073,Iris-versicolor
+82,4.403754007959693,2.9122395476550382,1.3990003478206716,0.20245011252856476,Iris-setosa
+83,5.994883164500897,2.194328391792423,4.005011751414684,1.020445658795401,Iris-versicolor
+84,4.417791878321881,3.1849333785746947,1.2864639367849442,0.1995452415961877,Iris-setosa
+85,6.424145393293341,3.0237539662172352,5.541657595701583,2.270365846476789,Iris-virginica
+86,5.377902138014371,3.0,4.496943604508369,1.5093534672061746,Iris-versicolor
+87,5.2036748925155,2.659502848138546,3.863550611474661,1.3804152178822395,Iris-versicolor
+88,6.855974278189595,2.7942502407632763,4.7998968833300335,1.399197652495069,Iris-versicolor
+89,6.849799259165896,3.1988203631170578,5.6783224655453655,2.0390235274365796,Iris-virginica
+90,5.422678856930921,2.564535140952055,3.703933110111361,1.1708008604350308,Iris-versicolor
+91,5.272943376739915,2.4996350011306787,3.669196806812743,1.1816000905897435,Iris-versicolor
+92,5.224919721412192,3.3982235314612375,1.3905617870633336,0.20218928385020318,Iris-setosa
+93,5.842927873637308,2.806076752682036,4.571228271541993,1.251131261932817,Iris-versicolor
+94,6.782660468812427,2.8276065397400103,4.74359680775563,1.4075860096155726,Iris-versicolor
+95,6.701303613738533,3.0,4.948586011126802,1.6690201891746386,Iris-versicolor
+96,6.669279789376022,3.0,4.959256744743465,1.6932920093739845,Iris-versicolor
+97,6.272229242529797,2.664949488492356,4.938291006197718,1.7943811716591924,Iris-virginica
+98,4.590439253381492,3.6172742113851686,1.0,0.18547358629079708,Iris-setosa
+99,5.5484617914692675,2.4576147458777147,3.8615905617545905,1.1364668742319914,Iris-versicolor
+100,5.876737347177646,2.9049884012923237,4.480290889564959,1.420945869510407,Iris-versicolor
+101,5.584862230238521,2.5019561695008585,3.9984802910990727,1.1294004786145846,Iris-versicolor
+102,5.434228106682906,3.0,4.505892873763851,1.5006246524666116,Iris-versicolor
+103,6.680002829227546,3.023861859766449,4.589640476202433,1.4464274765689706,Iris-versicolor
+104,5.774820665778789,2.7862112907870054,4.436442129472106,1.1913513453598459,Iris-versicolor
+105,5.760305377524724,2.831409332066764,5.108200593483236,2.4122867760054714,Iris-virginica
+106,4.300000602049873,3.0,1.1034675233945923,0.10000009605659947,Iris-setosa
+107,4.814454930029316,3.410776022220106,1.5987700624263392,0.20057936395196463,Iris-setosa
+108,5.767798683288584,2.6760888793845887,3.947556813583209,1.0882782842978798,Iris-versicolor
+109,5.305509548783406,3.381365877905745,1.5406445088422316,0.46902230569946857,Iris-setosa
+110,5.700394771063652,3.798070530404472,1.5981908748120157,0.303960825023323,Iris-setosa
+111,7.712671653205718,2.600248349962627,6.9,2.299686685704346,Iris-virginica
+112,6.031750339905407,2.92356014361934,4.538190969475988,1.4931726968852792,Iris-versicolor
+113,5.579408579588199,2.6768101704727574,4.309915325338318,1.3420413521203238,Iris-versicolor
+114,4.785819818501878,3.0,1.4056189558353585,0.36271619481212547,Iris-setosa
+115,4.3,3.0,1.1024380494890245,0.1,Iris-setosa
+116,5.208803380428908,3.4076109643146504,1.401626395028715,0.20292868012992765,Iris-setosa
+117,6.630793781972437,2.512806951530515,5.6133903066988715,1.7562166419846812,Iris-virginica
+118,6.073143923083459,2.6021074975264478,5.567200655413172,1.411842168640292,Iris-virginica
+119,5.085855203512957,3.7088936907417622,1.5535209566416137,0.20095229291114464,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/2/test.csv b/iris/tab_ddpm/3_0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/2/train.csv b/iris/tab_ddpm/3_0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/2/val.csv b/iris/tab_ddpm/3_0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/20/synth.csv b/iris/tab_ddpm/3_0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7c61ea9c5e27b6d5165259cb4565d5a48256a48e
--- /dev/null
+++ b/iris/tab_ddpm/3_0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.053122748805108,3.3061755943837965,4.6951459795841,1.719294120075237,Iris-versicolor
+1,5.473070771606496,3.0,4.485355185502355,1.498607276926866,Iris-versicolor
+2,6.386650479475785,3.1861529563756954,5.346240939292403,2.2728025264962635,Iris-virginica
+3,6.796045209181283,3.210752520625764,5.731651030647667,2.293224332168991,Iris-virginica
+4,5.245688521965713,2.6780673500500316,3.905257242671731,1.3985172891994684,Iris-versicolor
+5,7.7130759678216085,2.612078417580135,6.9,2.3138580237008393,Iris-virginica
+6,5.689364060792343,3.0,4.2236062447950165,1.2423002345665008,Iris-versicolor
+7,6.2691912698464245,3.3091252052905133,6.00597549777319,2.5,Iris-virginica
+8,5.693066081570899,3.0,4.181906912352096,1.2287933592573426,Iris-versicolor
+9,5.119403571106393,3.3139329589873743,1.6654170182564068,0.5289842491215979,Iris-setosa
+10,6.236945745136346,3.395961212616862,5.454564955600033,2.33397204405964,Iris-virginica
+11,6.532342016139973,3.2083143528420717,5.183989224203489,1.9517719682526633,Iris-virginica
+12,4.968157953364867,2.000000486984835,3.3054789642478015,1.0514583661440862,Iris-versicolor
+13,5.616059489700368,3.0,4.460613211159401,1.4990673264527514,Iris-versicolor
+14,6.443708234029912,3.224798875392212,5.226544445409718,2.1011434937970344,Iris-virginica
+15,4.676539786354941,3.0599008843017277,1.5055055867637732,0.20220537807974243,Iris-setosa
+16,6.317481467343856,2.4863977130864057,4.985283774406827,1.9000366633901238,Iris-virginica
+17,5.744756238999691,3.151982429166848,4.7315710415822645,1.6959644607060604,Iris-versicolor
+18,6.2777594340122045,3.2974120876592403,6.0337782054314815,2.499999728129184,Iris-virginica
+19,6.275088279725141,3.395893771047993,5.599622440686311,2.3972496331038453,Iris-virginica
+20,5.683385269628391,2.8427321795891345,3.8977761877641024,1.2710377208751207,Iris-versicolor
+21,5.379976518879538,3.900046209572339,1.2968758902271256,0.4242247264952216,Iris-setosa
+22,6.019547089633246,2.206756929472435,3.998941962321191,0.9689475652828518,Iris-versicolor
+23,4.886487831024082,3.035986420151674,1.4597265982733443,0.1,Iris-setosa
+24,5.297092551634933,2.4932090323925604,3.61547441972657,1.048665476880179,Iris-versicolor
+25,6.491698041946324,2.815407618583199,4.602620208223112,1.5043912454570707,Iris-versicolor
+26,6.58561826658532,3.1672615430436895,5.239985366811207,2.3149916767563736,Iris-virginica
+27,4.807895641313445,3.408200844082494,1.5805538077968975,0.19859361474063497,Iris-setosa
+28,5.126884410304244,3.4846073894054697,1.4004759901325368,0.2043082427029285,Iris-setosa
+29,6.36880741489201,3.206478766268187,5.311755833817243,2.305075799282667,Iris-virginica
+30,5.909811995959856,3.1484241128561767,4.777008145185719,1.7598964787242957,Iris-versicolor
+31,6.199671719117358,2.8475388317718178,4.79084268579732,1.8013408508918776,Iris-virginica
+32,6.189158444350351,2.194620622818458,4.502956238029668,1.5041159207501336,Iris-versicolor
+33,6.217762946222188,3.3790615001461592,5.290926734250171,2.234101673269353,Iris-virginica
+34,7.7354626919362826,2.5609150320925034,6.9,2.3065152368351796,Iris-virginica
+35,5.05426115556742,3.7729522284446864,1.5955375033486063,0.19975980528609377,Iris-setosa
+36,5.0730180591267775,3.5281666415665347,1.3877805927423856,0.1974569408915215,Iris-setosa
+37,7.677610649972287,2.591150034700684,6.89999882844841,2.308616961036909,Iris-virginica
+38,6.555722569193416,3.159830755142537,5.070908890424703,1.9233767348720316,Iris-virginica
+39,6.303176222994416,3.395877559944748,5.530431802421549,2.3928148234470505,Iris-virginica
+40,6.279487041315674,3.2980218738789175,6.118097352477782,2.5,Iris-virginica
+41,5.814647255490392,2.6622588988011344,4.030509867604211,0.9870174824150274,Iris-versicolor
+42,6.630755876533334,3.0,4.551116274463575,1.4397707261062151,Iris-versicolor
+43,6.594686001071206,3.0,4.468621555704612,1.4007464562635674,Iris-versicolor
+44,6.796203330007295,2.7989917953064753,4.75775736195991,1.41594109453854,Iris-versicolor
+45,6.030018106777114,3.39651594952672,4.558053318690705,1.6110879045853848,Iris-versicolor
+46,4.955101585873761,3.6435039381466234,1.412142137546764,0.2023483107548457,Iris-setosa
+47,7.70301620258377,2.590478659193179,6.899998521573684,2.2864922022842893,Iris-virginica
+48,4.388291732913689,3.2183708291972186,1.3004381735590655,0.19572457262193554,Iris-setosa
+49,4.810560587136349,3.0,1.4039811543972163,0.31326108402194275,Iris-setosa
+50,6.202671180325283,2.8074826366821113,4.83220018323834,1.8035524623695554,Iris-virginica
+51,7.694763608340594,2.604390738105778,6.9,2.302520531072075,Iris-virginica
+52,6.3273118800731645,3.3913360895288203,5.597052320461693,2.4007956931500076,Iris-virginica
+53,5.935198319459714,3.0,4.54250573278822,1.5457571036044895,Iris-versicolor
+54,5.778081865305497,2.7029855567304923,5.0980916984269005,1.9006813875809225,Iris-virginica
+55,4.774877098393386,3.3996423113564105,1.7758946611948745,0.19600107232181685,Iris-setosa
+56,6.106924285173815,2.6026695897799574,5.596206647295461,1.4189923923021075,Iris-virginica
+57,5.092638081250591,3.7185618513477365,1.5800663190664148,0.2020234204577458,Iris-setosa
+58,7.672243791790114,2.9429617295231116,6.636007941803488,2.017366516972021,Iris-virginica
+59,6.30780632524835,3.401664967364267,5.609125436005371,2.3999195372748554,Iris-virginica
+60,6.610163753743767,3.0,4.434881108149857,1.4049882203167472,Iris-versicolor
+61,6.273151929564328,3.2992662674779663,6.050636896912156,2.5,Iris-virginica
+62,5.093659267035504,3.3570762311119946,1.5921274626905804,0.4855002009215984,Iris-setosa
+63,6.287008273043378,3.2819140942653915,4.768666018405216,1.6271257889190576,Iris-versicolor
+64,7.124015381023836,3.20738295127577,5.877435064336103,1.8151346954252434,Iris-virginica
+65,6.090046408678464,2.605352931340302,5.585549835779293,1.3859450782207179,Iris-virginica
+66,7.59432218754854,3.0,6.1912350608235975,2.2034458664639223,Iris-virginica
+67,6.828668894521399,3.1017513274299233,5.131822472906216,2.3020557907081862,Iris-virginica
+68,4.609297183911124,3.1367199555002725,1.419271402999966,0.20133801742644514,Iris-setosa
+69,5.5490677682282845,2.396571972895419,3.7905529037419066,1.0417342331965576,Iris-versicolor
+70,7.6943115652994685,2.5502831095857807,6.9,2.306433535028904,Iris-virginica
+71,5.63565229395765,2.89598318062079,3.7422053677354836,1.2736422757363184,Iris-versicolor
+72,4.867021015086629,3.048189024324946,1.4517053893120913,0.1,Iris-setosa
+73,6.049600319533576,2.85786496683978,4.675965454825225,1.3237238343354094,Iris-versicolor
+74,5.021368841428822,3.0,1.5895486711475781,0.19570542183398815,Iris-setosa
+75,5.742768200162378,2.7149660038832026,5.1573772526038155,1.9266837690334881,Iris-virginica
+76,7.700499548258054,2.805146445291329,6.712460210909975,1.9928646717372884,Iris-virginica
+77,4.3,3.0,1.0782489061959506,0.1,Iris-setosa
+78,5.518818451145232,3.0,4.475092871818241,1.5032264842094363,Iris-versicolor
+79,6.29907735437068,3.312297421894628,5.995973889998199,2.5,Iris-virginica
+80,6.69212058872804,3.098362749673588,4.682335528930116,1.4766579682788832,Iris-versicolor
+81,5.996804274346716,3.4018694732824577,4.467522073840042,1.5970104470146662,Iris-versicolor
+82,6.3077731722376384,2.51113448081129,5.002227616535742,1.930493421824626,Iris-virginica
+83,5.658273328911126,3.7367068789653732,1.5847865150313571,0.3041145500534812,Iris-setosa
+84,5.935826797819854,2.755222111820076,4.596179135869159,1.1531226901507037,Iris-versicolor
+85,7.683669634573124,2.7774095348443013,6.687153663521291,1.9608975233716535,Iris-virginica
+86,4.300000629714976,3.0,1.1052258977085119,0.10000012715650283,Iris-setosa
+87,6.181242454123265,2.795835355900829,4.766150482048537,1.805746078503335,Iris-virginica
+88,5.09562931890957,2.586607108285595,3.6684040311977912,1.2606829730727744,Iris-versicolor
+89,5.5022447590584385,2.472760989257395,3.7604211934569225,1.1027289072661044,Iris-versicolor
+90,6.77979369359307,2.811774431051504,4.786120154979891,1.4253558216460442,Iris-versicolor
+91,5.3433931152801,3.7544096872523203,1.569355031048918,0.20661692405701546,Iris-setosa
+92,6.273079355984266,3.2798483584538425,6.028856249519863,2.499999790775722,Iris-virginica
+93,6.676811450215428,3.0822442703179695,5.826272439588296,2.232697255875594,Iris-virginica
+94,7.312026926366389,3.072481109037238,5.415868916024927,2.3012584202016937,Iris-virginica
+95,6.548442662902887,3.182912387391209,5.1796172620929966,2.266952350277249,Iris-virginica
+96,4.841391997062876,3.395413084697311,1.5551921850868566,0.19965038681483027,Iris-setosa
+97,5.9459333918501684,3.234111365279944,4.781692247513478,1.7989710105251646,Iris-versicolor
+98,4.993796885808975,2.0,3.528042639760094,1.0382162159043553,Iris-versicolor
+99,6.118135686746886,3.275582845680292,4.6691755325274675,1.6224551042847435,Iris-versicolor
+100,5.659284331619884,3.0,3.821500523641096,1.280279739250392,Iris-versicolor
+101,5.916231419521808,3.2025836830899537,4.809442064508408,1.8150351076218032,Iris-versicolor
+102,5.8048402699054495,2.69661704671833,5.088890869720971,1.922277156046924,Iris-virginica
+103,6.116412376102975,2.5679814502340332,5.5447177917985,1.4369564108104227,Iris-virginica
+104,4.795570856042501,3.0,1.4084460038944977,0.2759876792688734,Iris-setosa
+105,6.107152811270333,2.5792418494163427,5.607253927362617,1.3903968345085487,Iris-virginica
+106,4.974177806204535,2.0,3.542442118689463,1.0077463250551113,Iris-versicolor
+107,7.2913016065854155,2.6538976176669067,6.369149911056084,1.9260932607090082,Iris-virginica
+108,6.180766906600603,2.8614119210624005,4.829657590916007,1.8251915680499367,Iris-virginica
+109,5.878917437684339,2.256685071248602,3.8530538133829073,0.8518131107604595,Iris-versicolor
+110,5.932972900041786,3.2148241260440145,4.822637043501786,1.8164108042660259,Iris-versicolor
+111,5.210484903989989,2.5439098240549276,3.6778431572863752,1.2746652469072044,Iris-versicolor
+112,5.197262259968108,2.7075922527653717,3.9417206024227913,1.397992594920649,Iris-versicolor
+113,5.599605596817931,2.877969454510971,3.830029623590282,1.267529662538942,Iris-versicolor
+114,5.74642436405386,2.886973523785676,4.1880124513695165,1.377714460672511,Iris-versicolor
+115,6.196944502605948,3.442035757890175,5.437566773593916,2.240825003795529,Iris-virginica
+116,5.502719391179652,2.370468221325226,3.65041076998789,0.9485401941252253,Iris-versicolor
+117,5.430313539725917,3.7546820168856456,1.4166404224959654,0.4127769164122591,Iris-setosa
+118,5.999109852958268,2.8366286597182384,4.64044703169306,1.2796244476537115,Iris-versicolor
+119,5.690283150675123,3.0,4.151044682053273,1.2389719726630712,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/20/test.csv b/iris/tab_ddpm/3_0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/20/train.csv b/iris/tab_ddpm/3_0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/20/val.csv b/iris/tab_ddpm/3_0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/21/synth.csv b/iris/tab_ddpm/3_0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0f4cf4217b2d6e0176cdfd14996aa0a727b78aed
--- /dev/null
+++ b/iris/tab_ddpm/3_0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.288556969612201,2.919221772840833,4.850681649806391,1.8731055363770177,Iris-virginica
+1,4.300001254176596,3.0,1.0981316163237094,0.10000013697346966,Iris-setosa
+2,6.691813168010156,3.0,4.974232934853673,1.679749432437764,Iris-versicolor
+3,4.3,3.0,1.0999165146190963,0.1,Iris-setosa
+4,7.699229050310792,2.784078543316704,6.727045957585233,2.058016717266665,Iris-virginica
+5,7.65301982974413,2.9045761348615886,6.661483396868093,2.045974716169818,Iris-virginica
+6,4.408120763622724,2.8678458143682026,1.4009356660987462,0.20022134492357763,Iris-setosa
+7,7.680371656884662,2.789952495820842,6.691604796106497,2.0265206097856105,Iris-virginica
+8,4.90579903382821,3.436588103453656,1.479171970425072,0.200602280166601,Iris-setosa
+9,5.0921262955357705,3.3507908044070094,1.7222313763233812,0.5089784861951541,Iris-setosa
+10,5.825875220063481,2.8427616129497686,4.609267650481146,1.295640701251647,Iris-versicolor
+11,6.028642621116865,2.9076210244461316,4.601907653666085,1.4212354070483313,Iris-versicolor
+12,7.014288563893165,3.2164907626510164,5.865566752956976,1.9046984139088259,Iris-virginica
+13,6.203345776522388,2.825483350829925,4.8376976953363,1.792728045501834,Iris-virginica
+14,6.574138755578846,3.0,4.392979856312573,1.392983781535914,Iris-versicolor
+15,6.698089692563871,3.1470959505474614,5.194713830474345,2.125143535496114,Iris-virginica
+16,6.8270419865670355,2.8001446664747176,4.777237507458161,1.3980901354545565,Iris-versicolor
+17,5.208586018824744,2.4714189337296726,3.426874977332689,1.0501499964728782,Iris-versicolor
+18,4.3,3.0,1.0884118550595858,0.1,Iris-setosa
+19,7.508524140822315,3.0230945695972635,6.4135015845439804,2.060155749083047,Iris-virginica
+20,4.300000556040114,3.0,1.1104299652451617,0.10000015250067397,Iris-setosa
+21,6.377442853034497,3.194033974476551,5.283827537884939,2.2756769257301284,Iris-virginica
+22,5.925735141034204,2.9204710551741098,4.5006763714019336,1.5060809267988948,Iris-versicolor
+23,4.5842593315977975,3.0947009759182773,1.4265877779133538,0.2035511054457733,Iris-setosa
+24,5.530331390765859,4.2,1.4034426963068827,0.1988305597060466,Iris-setosa
+25,5.356413565083198,3.423428508170405,1.571679836393351,0.4661032651911349,Iris-setosa
+26,4.3,3.0,1.0925585990495765,0.1,Iris-setosa
+27,5.809126936998989,2.696990742688157,5.089405732599208,1.8734680059015636,Iris-virginica
+28,6.249817143850105,3.402617040265645,5.481025637869188,2.310215381216493,Iris-virginica
+29,5.874914825655779,3.211216929338668,4.773815115731382,1.822587974371718,Iris-versicolor
+30,4.300000480878416,3.0,1.0966508194934652,0.1,Iris-setosa
+31,5.352134791792658,3.0,4.510916382624736,1.5028896656941542,Iris-versicolor
+32,6.248168251032604,3.3725613657698,5.4545869110269845,2.3700633041548667,Iris-virginica
+33,4.574141112665375,3.086019804826813,1.4975435135599586,0.18490836960231155,Iris-setosa
+34,4.865378723050034,3.4032955747462434,1.7525390387023616,0.2095225449774161,Iris-setosa
+35,5.131573346820133,3.4106916033228565,1.3720356199789923,0.19938258173482482,Iris-setosa
+36,6.068993331286325,2.7648022377964647,4.645613655827,1.1236537297683484,Iris-versicolor
+37,5.790046928290923,2.6967042161944796,5.083546088278871,1.919385046755044,Iris-virginica
+38,5.121021689897618,3.80784229589946,1.6584177431334002,0.2018541714062675,Iris-setosa
+39,7.142309878654787,3.2023679903033546,5.925104054466586,1.8577355471360246,Iris-virginica
+40,4.300000575434994,3.0,1.1006159059278913,0.10000014969456798,Iris-setosa
+41,6.477665508393459,2.8056401489013347,4.614883166595787,1.4932879675048933,Iris-versicolor
+42,5.680194478417889,3.7948731851053465,1.5963618007249063,0.27375891197231517,Iris-setosa
+43,5.572030565136662,2.488609050990089,3.900405988253139,1.1834287790854403,Iris-versicolor
+44,6.279538272880587,2.7129361882709864,4.908530644266421,1.7936442130903387,Iris-virginica
+45,6.553970434615383,3.0,4.357269702010326,1.4046724939833926,Iris-versicolor
+46,5.418984851974558,2.4285986604868763,3.57748022920866,1.0204495129531561,Iris-versicolor
+47,5.089950822480102,3.767442874298651,1.5996073827301205,0.20207833106501366,Iris-setosa
+48,7.692949902386185,2.802007266142961,6.706464217849147,2.043325781952106,Iris-virginica
+49,6.271550196722577,3.3207983713099303,6.027616942522905,2.5,Iris-virginica
+50,4.538435875989047,3.1643702466732084,1.3993274253663952,0.2005973774086951,Iris-setosa
+51,5.649815334004846,2.957505536789771,4.455125452455714,1.4245376104750966,Iris-versicolor
+52,5.589239951999576,2.917108177942411,4.4082560988148005,1.39625295626868,Iris-versicolor
+53,6.274037813620963,3.3193608644840302,4.667360460077926,1.5856151290538258,Iris-versicolor
+54,4.605707672440505,3.553782793027316,1.000000476604924,0.20324378199530885,Iris-setosa
+55,6.728817954313078,2.494901337604207,5.845938461699264,1.7752227352623131,Iris-virginica
+56,5.516330231161778,2.418461295452274,3.7151628823715575,1.0492251452986066,Iris-versicolor
+57,4.410373533184549,2.8982003364073425,1.4109490521496426,0.20632481915730533,Iris-setosa
+58,4.387062169845102,2.9612899030443325,1.3763419145112752,0.19834007519000585,Iris-setosa
+59,4.994080109604901,3.410793506027069,1.5727351122600617,0.38459911613011166,Iris-setosa
+60,6.289661403982862,2.5451077538006297,5.002376392861306,1.946651109340925,Iris-virginica
+61,4.604581514343776,3.140120768300473,1.46874303778477,0.19999214259167997,Iris-setosa
+62,5.227121438663317,2.820513728348655,4.154171513769579,1.4340212128717036,Iris-versicolor
+63,6.305649927044453,2.6801428481209375,4.870878232269101,1.8085913618683886,Iris-virginica
+64,5.062732594384468,3.3818077937663342,1.594547295315419,0.48442921832418073,Iris-setosa
+65,5.6024413602143674,2.3908157044216343,3.7496390515014797,1.0245854045373783,Iris-versicolor
+66,6.300563937885936,3.294359919681025,6.018785798785067,2.5,Iris-virginica
+67,5.893748934082805,3.203627312013148,4.778437925437722,1.7686314983044302,Iris-versicolor
+68,5.991606794893495,3.266224075269763,4.742003643194919,1.7525992663739156,Iris-versicolor
+69,4.30000054377561,3.0,1.1104437815901218,0.1,Iris-setosa
+70,5.10766186892076,3.5077796888079504,1.4063705337959382,0.20631930490386116,Iris-setosa
+71,4.8166950973438425,3.4049160811187082,2.0751611958097342,0.1988339101862191,Iris-setosa
+72,6.579702001804808,2.7333142261401737,4.676752546005645,1.4863891140173024,Iris-versicolor
+73,6.1811712158415775,3.3885817906863145,5.376432426014295,2.263470800230645,Iris-virginica
+74,6.028457666024463,3.3948014353707254,4.537113532846587,1.6026056582193509,Iris-versicolor
+75,6.0622086561782345,3.3631812836595834,4.596336102480986,1.6087465250347157,Iris-versicolor
+76,7.656613371762493,3.0,6.240009808309525,2.249378090996695,Iris-virginica
+77,7.706958046807518,3.000520970638825,5.9824719478713355,2.3110074298846137,Iris-virginica
+78,7.148229765187562,3.2173946324584475,5.907791415218404,1.8091662588863198,Iris-virginica
+79,6.3013515383948,3.3150450488086487,5.9540807223348855,2.5,Iris-virginica
+80,7.609055407950037,3.0,6.592553851314293,2.075616741119549,Iris-virginica
+81,5.778934808884747,2.8000641876531263,5.077725502056234,2.4242202811411717,Iris-virginica
+82,6.774781742589835,3.1578772929955528,5.218269467041059,2.260995894346467,Iris-virginica
+83,7.704843005955443,2.6017813649683683,6.9,2.305988819234238,Iris-virginica
+84,7.899998024188973,3.7871119893235465,6.308229171821787,1.988584438525969,Iris-virginica
+85,5.830170866929824,2.7961808923900673,5.089933555000745,2.4041474567078924,Iris-virginica
+86,5.536993508839836,3.0,4.463996840543202,1.4637709436917352,Iris-versicolor
+87,5.979849332376672,2.212138680497485,3.947070422895014,0.9351112729331359,Iris-versicolor
+88,5.705203510129542,2.909519693505694,3.9325391313520157,1.2794897246575752,Iris-versicolor
+89,6.280555794021795,2.5100557914379817,4.997366120900112,1.8588693532351657,Iris-virginica
+90,6.557348503507989,2.8157593375291166,4.65762809831695,1.444803820799571,Iris-versicolor
+91,4.814899648019414,3.0,1.402899773872562,0.297946616435432,Iris-setosa
+92,5.2262780232179455,2.652667876569949,3.8942718200593975,1.3837296844165399,Iris-versicolor
+93,4.887836210906938,3.107828723048173,1.4879955900444528,0.1,Iris-setosa
+94,5.380858082564252,2.500202577161056,3.6528910102729983,1.0619901646582146,Iris-versicolor
+95,4.898070441619602,3.1032924860153077,1.5101335385797576,0.10000011361878969,Iris-setosa
+96,4.826359881270773,3.4161823675547476,1.597969996890118,0.2031758452657045,Iris-setosa
+97,6.238915787050067,3.289641309250511,6.093914827953809,2.5,Iris-virginica
+98,5.932605270486348,2.15766302057607,3.9599129342833774,0.9956234718445581,Iris-versicolor
+99,6.647742658395711,3.0,4.5652192387101085,1.4446418098783742,Iris-versicolor
+100,4.663398800054624,3.040372669239544,1.372234382246273,0.23581364794702933,Iris-setosa
+101,6.805061929406117,2.5218049320875573,6.078946559914889,1.8279149853630183,Iris-virginica
+102,6.277097996229545,3.2801612001219755,5.975715034803179,2.5,Iris-virginica
+103,6.22865349948868,3.406470225025681,5.363548412569087,2.3004508980752556,Iris-virginica
+104,6.506108902280226,3.0,5.63873972848721,2.219358674807088,Iris-virginica
+105,6.2643122295573415,2.786594324108656,4.808868313607314,1.7715859779877492,Iris-virginica
+106,7.70184847717715,3.0,6.205661752353612,2.2919852250539994,Iris-virginica
+107,5.377868944113854,3.8923193368165703,1.3259067776290305,0.37539849247868795,Iris-setosa
+108,7.207346564277137,3.1940178526798877,6.023430476955202,1.7914584852788562,Iris-virginica
+109,5.02241776959529,2.0,3.610514459272898,1.0198267159364718,Iris-versicolor
+110,6.213747901020072,2.8784426537728747,4.670843470488327,1.4173830684651296,Iris-versicolor
+111,6.666190534726277,2.771570552339352,4.735315548710443,1.4472641652497158,Iris-versicolor
+112,5.491199042946088,4.2,1.412842913309071,0.20403299851182474,Iris-setosa
+113,5.8378917775703,2.708676930753762,5.083932507984711,1.8818851225518247,Iris-virginica
+114,5.7721524164143085,2.957554662168209,4.408937184127963,1.4115324131862235,Iris-versicolor
+115,5.1912225008295545,3.40412766103049,1.3928018054920654,0.20189275751821842,Iris-setosa
+116,4.64332856888674,3.216703313994932,1.4000195258499113,0.1978783898656803,Iris-setosa
+117,5.625880865412106,3.715966213296645,1.5948138793533086,0.4076717399802562,Iris-setosa
+118,4.622455845967726,3.155514487327611,1.400612197693624,0.21618267272858538,Iris-setosa
+119,4.7868682939859815,3.0,1.392566542786132,0.293485487766832,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/21/test.csv b/iris/tab_ddpm/3_0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/21/train.csv b/iris/tab_ddpm/3_0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/21/val.csv b/iris/tab_ddpm/3_0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/22/synth.csv b/iris/tab_ddpm/3_0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2307c89611119a809f87d53cc163dcba372b1a0d
--- /dev/null
+++ b/iris/tab_ddpm/3_0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.249763205926989,2.752870963203834,4.846572489234869,1.7863236497729953,Iris-virginica
+1,5.9042745652728446,2.8872414006668143,4.5798564739802305,1.3910928380238636,Iris-versicolor
+2,5.114521153270959,3.3026334369625654,1.7177393774878131,0.5954985491036476,Iris-setosa
+3,5.831140887208895,3.1949386306128713,4.832427390584774,1.76486259808157,Iris-versicolor
+4,5.938903686922682,2.2223970798161767,3.908110145284295,0.961422172761896,Iris-versicolor
+5,7.611095489325658,2.980115871059025,6.6288068235128526,2.0703283583842027,Iris-virginica
+6,5.629283496941088,3.7858391815050414,1.5810044447094576,0.32542535525833427,Iris-setosa
+7,5.672491827567289,3.784959470295248,1.7116380149319443,0.34835615394816977,Iris-setosa
+8,6.145646943351944,2.837951450874741,4.67988628692327,1.2042836289717915,Iris-versicolor
+9,6.764234072579129,3.201020032094907,5.819510649692554,2.2921485300222346,Iris-virginica
+10,6.047865508993189,2.887224614175583,4.561232026401759,1.4648998052327735,Iris-versicolor
+11,6.000727597025527,2.9850441488813333,4.585082901653956,1.5532146797629907,Iris-versicolor
+12,5.484269503085638,3.0,4.503214630316989,1.5077539876184127,Iris-versicolor
+13,6.098395353118174,2.603034741161473,5.607030317769356,1.3788999344031736,Iris-virginica
+14,5.1359728986906825,3.555200952491435,1.3844177418874097,0.20940336465887802,Iris-setosa
+15,6.119259321978697,2.828724035895849,4.779322019297519,1.2470727234482089,Iris-versicolor
+16,4.838730137567812,3.0,1.437788082917539,0.1,Iris-setosa
+17,6.626449576123309,3.173346103950449,4.699280661724193,1.5332626108193805,Iris-versicolor
+18,6.586747407363484,3.0,4.400663629901974,1.3928607815342415,Iris-versicolor
+19,5.7609070653058065,2.755758709045389,4.1389716714022295,1.080490765838237,Iris-versicolor
+20,6.836528816067859,3.2076756374158846,5.675939143300682,1.8913266828037893,Iris-virginica
+21,5.205444090902659,2.7263911238744982,3.9789057211894825,1.433067258406704,Iris-versicolor
+22,6.274915467306245,3.2986784380469247,5.9462342720961745,2.5,Iris-virginica
+23,6.375166372465955,3.2105978775349673,5.229661762761377,2.2452436166930276,Iris-virginica
+24,5.509140509928208,2.468668438148638,3.8361451994936164,1.173663141946666,Iris-versicolor
+25,6.206335267579024,2.885607485011247,4.731156494814682,1.3604057634020406,Iris-versicolor
+26,7.640258758007681,2.991625520737567,6.641877639250511,2.075828367201873,Iris-virginica
+27,4.788264462726897,3.0,1.3613897222220912,0.1000001345154035,Iris-setosa
+28,6.306603380940827,3.301789117434067,6.138862813420711,2.5,Iris-virginica
+29,4.7951595938108635,3.0,1.400672596700842,0.1,Iris-setosa
+30,6.687613670548101,3.091278985393326,4.699442112954403,1.5050033481488194,Iris-versicolor
+31,5.536202190677944,3.0,4.521520829421824,1.5328909025747106,Iris-versicolor
+32,6.508396050844761,2.819347728625115,4.668566253699182,1.5229393859333915,Iris-versicolor
+33,5.000966197768194,3.0,1.591538272801066,0.20103113581994275,Iris-setosa
+34,7.286751386783023,3.166053760891918,6.103368267339544,1.800781580791677,Iris-virginica
+35,5.6760249066301505,3.0,4.1820922447406925,1.1713366672405967,Iris-versicolor
+36,5.613193710718974,2.910119550753267,3.745983812894018,1.329257973661121,Iris-versicolor
+37,7.617514727713513,3.0,6.506510766338413,2.1850811986346486,Iris-virginica
+38,6.904128118040578,3.096527687520963,5.087486065030951,2.2879669069315134,Iris-virginica
+39,4.809622814982239,3.402735782342435,1.593084301528276,0.20134607345306801,Iris-setosa
+40,5.598109167149118,2.505618920273164,3.9204482621268775,1.0910822030971472,Iris-versicolor
+41,5.550696948484504,3.0,4.505663406891912,1.4860149337451136,Iris-versicolor
+42,6.427110111097677,3.2539265205400776,4.726049409199258,1.5979411809805613,Iris-versicolor
+43,6.035905805364587,2.9221309663841057,4.560517382801478,1.4673507686087959,Iris-versicolor
+44,5.837270306797813,2.801009059000568,4.570526303708698,1.226733380043051,Iris-versicolor
+45,5.517943958317568,3.0,4.478247709673668,1.507261013940722,Iris-versicolor
+46,5.103683430090015,3.501141478461967,1.4022044496576045,0.20065571469860113,Iris-setosa
+47,5.559892968269212,2.403946995129967,3.802526695829014,0.966421346104855,Iris-versicolor
+48,6.75939361369354,2.811344320590008,4.783304084922833,1.431269887247732,Iris-versicolor
+49,6.101005894980049,2.6016531219745045,5.566366652196036,1.3803350056961539,Iris-virginica
+50,6.032462467078417,3.3914136620433473,4.555460281017691,1.6009851347876574,Iris-versicolor
+51,6.196744912365626,3.392639510902586,5.4984999304292606,2.3139307920830157,Iris-virginica
+52,5.777360196408084,2.6821066443534263,5.107480057009255,1.8738284238236598,Iris-virginica
+53,4.3,3.0,1.1189316354497956,0.1,Iris-setosa
+54,4.650616641165051,3.205875218700456,1.3659332854698776,0.19824426775558035,Iris-setosa
+55,6.00373782365806,2.199575148128604,5.000248765708516,1.503866481417464,Iris-virginica
+56,6.212504869940483,3.3973470238076127,5.423387057799704,2.3072070405889398,Iris-virginica
+57,5.516400078071413,4.199999153782217,1.403827851954687,0.1969975193671264,Iris-setosa
+58,6.027567367132979,2.8234627444884164,4.627124354681619,1.3358728813714444,Iris-versicolor
+59,6.243070324789672,3.3114895009895475,5.979129049231715,2.4999998040200855,Iris-virginica
+60,6.288622467951805,2.7564767076962995,4.841811136046,1.7910173485937801,Iris-virginica
+61,5.654066189048225,2.972402102092334,3.8068766705133723,1.3071077926727788,Iris-versicolor
+62,4.819785136877247,3.4072704741928437,1.591075598639427,0.20139576018926406,Iris-setosa
+63,7.680880797673473,2.59301815103081,6.899998946650086,2.2989069526221018,Iris-virginica
+64,6.422679659214806,3.276562340023811,5.246927323125086,2.087323146607814,Iris-virginica
+65,5.805316721085221,2.7885367297993016,5.0917444743384594,2.4113016691077984,Iris-virginica
+66,6.39233166161946,2.4202311586046266,5.446255947981902,1.627351221194619,Iris-virginica
+67,5.732764509825442,2.8990259909240375,4.480084945274611,1.4138422063936207,Iris-versicolor
+68,5.108148174191334,3.5483054146994593,1.4311572111934623,0.20621273768745096,Iris-setosa
+69,5.673657970905619,3.7910973778956336,1.6193671446182727,0.27593675969043296,Iris-setosa
+70,6.069073867240856,2.9037382607866506,4.724021079715679,1.3762812262028898,Iris-versicolor
+71,4.4307439805619016,2.9780993750336786,1.4012118954846835,0.20219495842233015,Iris-setosa
+72,5.788202611047851,2.809446426326268,5.228014016938078,2.4040391803348866,Iris-virginica
+73,4.592959936135681,3.2206723554762706,1.3808038897573442,0.19736797723014787,Iris-setosa
+74,4.972326936963031,2.0,3.3052332977102283,0.9645173262099472,Iris-versicolor
+75,4.8097363184669435,3.0,1.3975715805866984,0.10000009711063848,Iris-setosa
+76,6.590171272468345,2.8005916773111106,4.694010648948102,1.460831368013392,Iris-versicolor
+77,7.683572449573339,3.0,6.067458494739606,2.300703851566952,Iris-virginica
+78,5.4156863980463745,3.4954178613724944,1.560283262589636,0.4035784384289638,Iris-setosa
+79,4.3,3.0,1.0854500196816974,0.1,Iris-setosa
+80,5.0397631737924655,3.5905290176503026,1.4018118444128425,0.20041206333364345,Iris-setosa
+81,5.472952707317155,3.0,4.435201905534247,1.4536250049251849,Iris-versicolor
+82,6.794103328948334,3.202117984883556,5.843057294231162,2.3176501854659075,Iris-virginica
+83,4.394817686086139,3.1793787890296903,1.3121794878663227,0.19763328134713842,Iris-setosa
+84,6.674160554229068,2.7977979176591634,4.695894412361045,1.4367123626809641,Iris-versicolor
+85,7.899998206060868,3.7307221474084544,6.393430627658175,1.9585084573927987,Iris-virginica
+86,5.048746629063768,2.0000005840041037,3.4405893702291244,0.9459218026841479,Iris-versicolor
+87,6.93965974575868,3.196387574647227,5.58807986762002,2.3019820929475574,Iris-virginica
+88,6.7119146828400496,2.4970075640748903,5.800694291112733,1.7828201264969192,Iris-virginica
+89,5.623225189541734,2.8743917129852,3.731715815867441,1.290543281764874,Iris-versicolor
+90,4.300000736534353,3.0,1.091574897196256,0.10000011051549813,Iris-setosa
+91,6.212532544426916,3.3440218251621006,4.647693275964909,1.601766137293808,Iris-versicolor
+92,5.65924298004195,2.9369773979456357,4.018106198816305,1.308859195493383,Iris-versicolor
+93,4.801929530471397,3.0,1.3951457940607361,0.3632332494020064,Iris-setosa
+94,6.199957429124549,2.8094143018390345,4.833560258381478,1.8053629908238065,Iris-virginica
+95,5.72493273489384,2.677044224147856,3.9537131590217696,1.0282901705512622,Iris-versicolor
+96,4.482115728266198,3.1747468759980877,1.372154891946932,0.20236984748472273,Iris-setosa
+97,5.023721721214363,3.5372121305283426,1.4059247132711081,0.20247399830100873,Iris-setosa
+98,7.6906607041856265,2.5934138291682327,6.9,2.291611288276471,Iris-virginica
+99,6.610788144984753,3.0,4.426648917527094,1.4064695470372617,Iris-versicolor
+100,7.3988179288803675,3.05915192920334,5.534964092601835,2.309104143842998,Iris-virginica
+101,4.810278070541453,3.0,1.4030477475392733,0.1,Iris-setosa
+102,4.596645812290901,3.5162962764592134,1.0,0.20700205090289017,Iris-setosa
+103,5.621954251581997,3.0,4.431928400493754,1.4410472352062662,Iris-versicolor
+104,4.806549195885113,3.407785811556182,1.74578554044035,0.1951276939619711,Iris-setosa
+105,5.9067706022397575,2.8962865727279192,4.603196608158367,1.3812915402209858,Iris-versicolor
+106,6.796130674793613,2.7862403672223213,4.792625010572122,1.4062337929259405,Iris-versicolor
+107,7.9,3.716915700604657,6.442529864119905,2.054971503527404,Iris-virginica
+108,5.596501613816188,2.935488809813842,3.6741865909681506,1.2822281648035996,Iris-versicolor
+109,4.950533700065539,2.0,3.392133309809142,1.002469791340019,Iris-versicolor
+110,6.574959484917976,3.0075497824957456,5.793733917571847,2.2429041888032937,Iris-virginica
+111,5.498123084841002,4.19999922283068,1.3958381063003296,0.20346917943616577,Iris-setosa
+112,7.63755710830706,3.0,6.033281912760168,2.3004709568139448,Iris-virginica
+113,7.315906587817184,3.0937358997936943,5.898404548438131,2.2721492838492177,Iris-virginica
+114,7.899998005822906,3.834381219489428,6.332847780235092,2.061111419315984,Iris-virginica
+115,6.9065517004028,3.1546949222404184,5.452769848875459,2.301542951227088,Iris-virginica
+116,6.713942678464719,3.2440437749709945,5.753983367877122,2.187234367565859,Iris-virginica
+117,5.486311430731199,2.633393411853737,4.140833834591082,1.3449055619578356,Iris-versicolor
+118,6.241911958564058,3.3026646954082812,6.015185575885789,2.5,Iris-virginica
+119,4.853353165941853,3.0186911243270416,1.4487877786465655,0.1,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/22/test.csv b/iris/tab_ddpm/3_0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/22/train.csv b/iris/tab_ddpm/3_0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/22/val.csv b/iris/tab_ddpm/3_0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/23/synth.csv b/iris/tab_ddpm/3_0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..08058064284690d0f78796ddf0c90cad5a40a099
--- /dev/null
+++ b/iris/tab_ddpm/3_0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.853204865961018,2.8013322392089184,4.558888688507984,1.274540947334084,Iris-versicolor
+1,6.631042934737644,3.0,4.415233503354896,1.4023486500300963,Iris-versicolor
+2,6.056653757052757,3.392641043861227,4.537584641121718,1.6066351365477543,Iris-versicolor
+3,5.681696054278447,2.861352577897648,4.391465224406945,1.3790769257412379,Iris-versicolor
+4,7.6005044253298415,3.0,6.553972883007854,2.105944876159951,Iris-virginica
+5,5.937553450170378,3.2209101381068903,4.803912730715812,1.8260582877813551,Iris-versicolor
+6,4.300000511659906,3.0,1.0998646752788048,0.1,Iris-setosa
+7,6.276008971732357,3.3910933556521234,5.531326426379782,2.370387617036468,Iris-virginica
+8,6.0024005717780256,2.2064897619225583,5.0483795678912795,1.509579617211688,Iris-virginica
+9,5.491193562504079,2.4401162600437476,3.8100773530113203,1.0697187545614921,Iris-versicolor
+10,5.278798046040594,3.3564603033106257,1.5384113032041768,0.5149748613429485,Iris-setosa
+11,5.454374093336678,3.0,4.561229448527329,1.4867410730417185,Iris-versicolor
+12,5.99143452000536,2.1880272628623625,3.9430040158002164,0.9900649612505392,Iris-versicolor
+13,4.812505463591717,3.4021938275726744,2.0110194155541907,0.19877721268390747,Iris-setosa
+14,6.746300130453159,2.803449452309988,4.795550898745724,1.4367486424662195,Iris-versicolor
+15,6.744810127561196,2.5145265474293086,5.867451065578991,1.8095075198882469,Iris-virginica
+16,6.491661188816132,3.1918955512453726,5.095130086323124,1.9856958191755707,Iris-virginica
+17,4.528030971108325,3.243905796419208,1.3544772731296062,0.19812512426686482,Iris-setosa
+18,6.701663977107628,3.0,5.002984206681758,1.711864183709849,Iris-versicolor
+19,6.343884268983699,2.5440449001699155,4.972255396794529,1.8890701380953325,Iris-virginica
+20,6.786147226222857,2.8030142814939145,4.7753299741628625,1.4125522668065964,Iris-versicolor
+21,5.88363627001708,2.880515948177135,4.471409169336499,1.4677057689684792,Iris-versicolor
+22,4.809904046651213,3.0,1.407503213732177,0.2764788069536879,Iris-setosa
+23,4.3000006131648245,3.0,1.0908996148040848,0.1,Iris-setosa
+24,5.107238271825241,2.5059557559070553,3.112747378530192,1.1443087121418996,Iris-versicolor
+25,6.175851924558765,3.3951823499185774,5.403381231829592,2.2965186006976723,Iris-virginica
+26,6.6975991907174,3.121833057679916,4.677350991420685,1.4908569889387562,Iris-versicolor
+27,6.783850433819892,2.8172135683046196,4.756951379678565,1.3854816645857182,Iris-versicolor
+28,6.40694486780739,2.8264788029793975,4.58326816733577,1.4909099674074662,Iris-versicolor
+29,7.899985941781383,3.611309942408979,6.385779171412912,1.959164312019342,Iris-virginica
+30,4.381801281010542,3.1797617424177145,1.2869330201399167,0.20234512789303521,Iris-setosa
+31,5.107229660957931,3.4945617622550076,1.3744226465772824,0.20149030733341625,Iris-setosa
+32,4.422327584603674,3.2049089259089407,1.3525375294313275,0.20343759410791779,Iris-setosa
+33,6.712984929575924,3.066465099921328,4.613575966129748,1.464894863824959,Iris-versicolor
+34,6.314186099966337,3.2963769868794612,6.028213104999452,2.4999997728454844,Iris-virginica
+35,6.894603874922409,3.117911447047821,5.100451191526892,2.3060608067245614,Iris-virginica
+36,5.48813642260459,3.0,4.484607026938675,1.503503326434707,Iris-versicolor
+37,4.3960921669966675,2.9050479314282387,1.4048452434750927,0.2008789727480375,Iris-setosa
+38,7.712625797988529,3.0,6.052594303584967,2.300748032539124,Iris-virginica
+39,4.838909477806478,3.004334963837662,1.4518872741757076,0.1,Iris-setosa
+40,5.52199305190489,4.199999252044185,1.3799158606881474,0.1948037541094228,Iris-setosa
+41,5.838979281800826,2.8329758914680916,4.563768840355246,1.3467186202388426,Iris-versicolor
+42,5.177206838033321,3.547473624362703,1.3943362382749798,0.22005093489806898,Iris-setosa
+43,4.8021497913214,3.3999874805911996,1.7616765232182348,0.1972694515321732,Iris-setosa
+44,4.792788864884177,3.3970426791093136,1.8230141376252038,0.2012485427759458,Iris-setosa
+45,6.248695475486313,2.7118191253726427,4.90196395046193,1.7676139417125067,Iris-virginica
+46,5.88188167140877,3.2015245851761374,4.801102925096462,1.8136973776665548,Iris-versicolor
+47,5.26390103330755,2.5902286561769445,3.4934731266854944,1.195182926825781,Iris-versicolor
+48,4.477420378109568,3.0,1.4060364970084118,0.20281939313802513,Iris-setosa
+49,6.688522540622726,3.041459281083512,4.633494581699837,1.4529977431861048,Iris-versicolor
+50,5.804474828753471,2.887937516836134,4.287607223625899,1.334526573091462,Iris-versicolor
+51,6.22687311101527,3.3936837004383418,5.395986674904919,2.3147160604647707,Iris-virginica
+52,6.092639354755478,2.5979167640151624,5.528512074327345,1.4327653108721001,Iris-virginica
+53,4.388538943159352,2.878635264629941,1.3681525697359826,0.19646206361058222,Iris-setosa
+54,6.679376033896105,2.442049192753298,5.835573181648615,1.791073128068336,Iris-virginica
+55,6.161492952866061,3.390706721782323,5.34648286588714,2.276521447593855,Iris-virginica
+56,5.990818213383198,2.2183782307913082,5.02437505206871,1.4824659228350985,Iris-virginica
+57,4.403981877723767,3.2000467046794925,1.2921236330471473,0.20253184928783338,Iris-setosa
+58,5.009750629984632,3.0,1.5861725460149343,0.19631491783894245,Iris-setosa
+59,6.166036242505795,2.2108030455597887,4.460589929055508,1.5081103745014601,Iris-versicolor
+60,6.199768119102971,2.8003997575002857,4.791924409406566,1.7855472566980535,Iris-virginica
+61,6.714288310597049,3.0,5.01063001995132,1.7173995111130402,Iris-versicolor
+62,6.291634623926699,2.7480229605659487,4.851639074444435,1.7362867980892278,Iris-virginica
+63,6.70226178048712,2.5004606485781724,5.763966462181116,1.8019942630602055,Iris-virginica
+64,6.521853306915165,2.8035913166372803,4.599224896608923,1.5149611440665836,Iris-versicolor
+65,6.2054001438361635,2.793653631689263,4.784817783577066,1.7871937109984057,Iris-virginica
+66,5.152243271534328,2.480158934009573,2.909711094259313,1.0677893013539865,Iris-versicolor
+67,4.951530709013514,3.658375104732841,1.6756780571241383,0.20058310398200588,Iris-setosa
+68,7.699110477102131,2.6225767564528377,6.9,2.293360770659079,Iris-virginica
+69,4.994568042486371,3.6337522781731506,1.3915444264143684,0.203868008502165,Iris-setosa
+70,7.748196366164725,2.562452364827724,6.9,2.3082697932474843,Iris-virginica
+71,5.791998910845758,2.681375802860117,5.113460908593091,1.8858208727572645,Iris-virginica
+72,6.094999657467123,2.8906338141031207,4.6275921255182295,1.4861225447955615,Iris-versicolor
+73,6.646145270082125,3.0,4.451579721370752,1.4169994757379323,Iris-versicolor
+74,5.101506508818508,2.4737164918964836,3.086482868179437,1.1346743830272303,Iris-versicolor
+75,6.069269963989758,2.8467534463122695,4.687753883666551,1.3592341108004735,Iris-versicolor
+76,6.257206592419127,3.288594456261476,6.063261704439258,2.5,Iris-virginica
+77,4.80319910892698,3.0,1.3823995370952966,0.3553061862299546,Iris-setosa
+78,6.528849410281517,2.8400768536701873,4.581959403481943,1.4861664540427115,Iris-versicolor
+79,5.5703097145065845,3.0,4.513909128748561,1.4610121640732134,Iris-versicolor
+80,6.1331747266888,3.1637824700457786,4.8763257885707905,1.7686002699402155,Iris-versicolor
+81,7.899998794534598,3.816769880721759,6.390643112057014,2.006863620881396,Iris-virginica
+82,7.583536227557654,3.0,6.6286864580906935,2.096230082145514,Iris-virginica
+83,4.996412486126046,2.000000457604935,3.5808259401282747,1.0452078242615377,Iris-versicolor
+84,5.648960496340252,3.0,4.275094096973304,1.2633061817999511,Iris-versicolor
+85,6.259310214473031,3.396078649930528,5.434255398358718,2.35096463721252,Iris-virginica
+86,4.396477101551124,2.8798362880065222,1.4054951915293923,0.19718968520111219,Iris-setosa
+87,4.596183803915856,3.132458558227132,1.463375678880088,0.19797888642854578,Iris-setosa
+88,5.902756791293448,3.199594901662378,4.829231470030064,1.8154879766650485,Iris-versicolor
+89,7.661299165849472,2.9752733644920224,6.6077962503373175,2.0885041853092954,Iris-virginica
+90,6.459323948087743,2.506358230705821,5.209094332151438,1.8791120822414866,Iris-virginica
+91,6.696959073970868,3.135392627922927,5.767599444710049,2.1941635374037993,Iris-virginica
+92,5.7110675855197925,2.914960031705475,4.303164031882108,1.375528507850878,Iris-versicolor
+93,5.9916318770992945,2.2120386371420744,5.042182121978759,1.486635104462403,Iris-virginica
+94,5.014477893072131,3.4060857777804148,1.5894357352811022,0.5070418237066311,Iris-setosa
+95,4.397588062479889,3.1753470633156486,1.2976144079656347,0.20014591410118265,Iris-setosa
+96,5.6962010988382366,2.9943085052281964,4.191398755357691,1.1949450238642558,Iris-versicolor
+97,5.657142622039041,2.658527678869532,4.305156597342465,1.2794666019858016,Iris-versicolor
+98,6.172440093305807,2.8089224092920984,4.787326770777905,1.8148209436384755,Iris-virginica
+99,6.313675624959674,2.7235424850005874,4.885365494579305,1.774375030645913,Iris-virginica
+100,7.729508028315073,2.6274973055424327,6.899999016552553,2.2846603905939062,Iris-virginica
+101,7.715301419194038,3.0,6.163887467041674,2.2920769821707343,Iris-virginica
+102,7.681101120161182,2.598922595572936,6.899998345122029,2.2888715297915505,Iris-virginica
+103,6.376390464669647,2.950819823636723,4.707812040536111,1.5517685843003663,Iris-versicolor
+104,5.137973820334148,3.465777352199989,1.4074277512804294,0.19791926181847241,Iris-setosa
+105,6.262358109186681,3.390197783068735,5.48953118369867,2.3380085378721724,Iris-virginica
+106,6.341483478852582,3.3321953708486642,6.0458896264964705,2.5,Iris-virginica
+107,5.2377769720602085,3.729497753756846,1.382783030747096,0.24195825336596458,Iris-setosa
+108,7.730199407011071,2.784422087874488,6.713458388411538,1.9949853709806589,Iris-virginica
+109,6.315244588341171,2.70887684688781,4.901346389147972,1.7886928985324722,Iris-virginica
+110,4.638113326734326,3.193417534850001,1.4065112128711257,0.20564759769781762,Iris-setosa
+111,6.092149405384057,3.38216908581881,4.5771083588813495,1.6000301427826578,Iris-versicolor
+112,5.237333771571257,3.4114397234304743,1.4041128796324942,0.20702882000964787,Iris-setosa
+113,6.254836809709593,2.873205128927859,4.764829046999342,1.3476235897712339,Iris-versicolor
+114,6.797831786808841,3.1565680131741285,5.307614640871794,2.305343619133329,Iris-virginica
+115,4.981027519818523,3.5561451368627788,1.421346469383472,0.19968031808360054,Iris-setosa
+116,5.771829553025225,2.80186998937095,5.058747341939107,2.381681890984934,Iris-virginica
+117,5.688302708103928,3.7262122963024407,1.6080062628719283,0.26939463835452093,Iris-setosa
+118,4.992072004219013,2.0,3.42148299916615,1.0380786791936005,Iris-versicolor
+119,5.5383307688363255,3.0,4.466783215734079,1.4878231409457112,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/23/test.csv b/iris/tab_ddpm/3_0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/23/train.csv b/iris/tab_ddpm/3_0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/23/val.csv b/iris/tab_ddpm/3_0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/24/synth.csv b/iris/tab_ddpm/3_0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5aec24b5421a3173e4b4b537062af8632716e725
--- /dev/null
+++ b/iris/tab_ddpm/3_0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.797386128850632,3.405543947796747,1.869879980173938,0.1983763039422318,Iris-setosa
+1,5.4497500993645565,3.0,4.509239728613107,1.5014443692247266,Iris-versicolor
+2,6.76650045806995,3.15923190490794,5.572400722266475,2.2956507547259783,Iris-virginica
+3,7.693109778225807,2.5875631973118343,6.899998433227214,2.272713595474503,Iris-virginica
+4,5.3796406866277255,3.0,4.4833969542102885,1.4995290641922123,Iris-versicolor
+5,4.5720068810548025,3.1705896053559957,1.3924974138075779,0.19886798730337596,Iris-setosa
+6,6.013705417947269,2.2084306146354353,5.007591159975885,1.4910021721590914,Iris-virginica
+7,7.9,3.846670434130816,6.423722744999298,2.010305739252122,Iris-virginica
+8,6.749071186558007,2.818412819771359,4.726810634958202,1.434450223900371,Iris-versicolor
+9,5.9605315377182535,2.9199460687470156,4.525374248085545,1.449120447665512,Iris-versicolor
+10,5.527466001088012,2.5038338435456833,3.824891070669478,1.0973001920890977,Iris-versicolor
+11,5.631069658257646,2.94585385139958,3.7822286923188355,1.2775800873671208,Iris-versicolor
+12,6.222267345587244,2.8130844789724327,4.768151158401558,1.2699228886085039,Iris-versicolor
+13,5.76445770623683,3.0,4.182603259682468,1.2616014902261874,Iris-versicolor
+14,7.095390045675551,3.159732704469883,6.08258185619966,2.227250958876597,Iris-virginica
+15,5.682829413170995,2.972667401795872,4.250597572120788,1.301718687809696,Iris-versicolor
+16,7.1880689392620845,3.1695228706231062,6.021253474773164,1.7953351234562427,Iris-virginica
+17,5.659585355667156,2.5950496655668847,3.9485626258283952,1.0343803224771342,Iris-versicolor
+18,4.940420210086979,3.12276072128919,1.5915593793914886,0.20798334370463653,Iris-setosa
+19,6.244325359291025,2.7179603829173145,4.885003418477408,1.7804903843941542,Iris-virginica
+20,4.585405925720454,3.645593766008128,1.0,0.19681270524415528,Iris-setosa
+21,5.787782685836061,2.7865068947309504,5.088357134227951,2.3980605745898007,Iris-virginica
+22,6.663986289873904,3.140413429977475,4.72637161919447,1.5141410409775973,Iris-versicolor
+23,4.400275317466091,2.8519050745300296,1.4083814390516887,0.2025267801828445,Iris-setosa
+24,5.562735337211364,2.393354560531473,3.7263863057278255,1.0400932311328694,Iris-versicolor
+25,5.198519671906932,3.422196789871936,1.4018438188390503,0.2030488408036262,Iris-setosa
+26,4.760452891992848,3.0,1.3719904226917596,0.2606712628967289,Iris-setosa
+27,5.1085081384506426,3.5431174736559377,1.4541188713160458,0.19928160976916887,Iris-setosa
+28,6.796271395055301,3.2057539220159863,5.808761462888829,2.254361676640124,Iris-virginica
+29,4.3,3.0,1.0980012860740318,0.10000013609647196,Iris-setosa
+30,5.182979849343999,2.667121540800493,3.7741156182343323,1.3747870425660245,Iris-versicolor
+31,4.882130382703049,3.0512549274476926,1.4611927438667884,0.1,Iris-setosa
+32,6.712313007506302,3.1609384122149944,5.724824891317352,2.2690446311655337,Iris-virginica
+33,4.82292285918212,3.4293583237580103,1.577604538569635,0.20261793090870037,Iris-setosa
+34,6.325967141214956,3.3046323264379094,6.113009824044239,2.5,Iris-virginica
+35,5.649589346185518,2.990796480391567,4.057477395330529,1.2710069803559219,Iris-versicolor
+36,5.574898106279776,2.45384056443195,3.803788305404393,1.0679399929647488,Iris-versicolor
+37,5.473417904904197,4.199998977453459,1.3841315940268508,0.20421892199445713,Iris-setosa
+38,6.614640262006618,3.0,4.72749921615397,1.5795408248758445,Iris-versicolor
+39,6.084806431660335,2.8900347511261555,4.5450006673421965,1.5205313129057714,Iris-versicolor
+40,7.604634667214064,3.0,6.5814611730893,2.0739471279067234,Iris-virginica
+41,6.329320525403061,2.7297914704270885,4.883689435933091,1.7979630021078643,Iris-virginica
+42,6.213235062288722,2.8135444919448274,4.786655838629042,1.803957453983791,Iris-virginica
+43,5.944110423551464,2.2293662474747458,3.9542154492983377,0.9267716502856596,Iris-versicolor
+44,7.712561721741763,2.791736472448722,6.689438770631781,2.0442146375609496,Iris-virginica
+45,6.092229063467787,2.8938883551507395,4.501333537655769,1.513797172828492,Iris-versicolor
+46,4.846513853126812,3.043241844373536,1.4655411516575216,0.1,Iris-setosa
+47,5.225497595309464,3.3977698054529832,1.402993759180119,0.20325843619302153,Iris-setosa
+48,6.116773846127545,2.6013116803281626,5.564570365080446,1.4191925090682196,Iris-virginica
+49,7.683313575383117,2.6017818530630032,6.899999001302778,2.277783666670789,Iris-virginica
+50,6.533423777536061,2.8182473444389595,4.665942122918489,1.501358794841345,Iris-versicolor
+51,5.399776074119453,3.4008793457075543,1.484744094620675,0.377882635682478,Iris-setosa
+52,4.965101940695777,3.4015776696930375,1.5600396120176516,0.3193559304993886,Iris-setosa
+53,6.435143221889607,3.2182643886793683,5.243718536241708,2.303134855331349,Iris-virginica
+54,4.988493317526769,2.0,3.54792496069923,1.017569451793632,Iris-versicolor
+55,6.67567217514668,3.141820175817768,5.6850748930185935,2.269310147042047,Iris-virginica
+56,5.571888336540275,2.4553464037576354,3.8467385385347748,1.0355592945790284,Iris-versicolor
+57,5.838311286232046,2.880310249141189,4.4910228073898635,1.324404099801304,Iris-versicolor
+58,6.294345049866628,2.6974162153441057,4.892325270519673,1.7975956860755993,Iris-virginica
+59,6.084632151709816,2.923827110647971,4.616645141402754,1.506537143808566,Iris-versicolor
+60,5.148790336496319,3.4108443022978854,1.3836719038050629,0.2024533614454656,Iris-setosa
+61,6.454976917949888,3.2521813801064865,4.712437489866416,1.5809419954025903,Iris-versicolor
+62,6.251223137685866,2.7220115383309187,4.859053223481685,1.7987780733269723,Iris-virginica
+63,6.47209976834209,3.2560537986008242,4.76476586560145,1.5985204084042772,Iris-versicolor
+64,5.037334509378413,2.533721880765058,2.82310455798482,1.1297428302381212,Iris-versicolor
+65,5.931996380550875,2.8848180656914226,4.463529008434262,1.4196591008449209,Iris-versicolor
+66,4.996333660881052,3.0,1.590962640571797,0.20413744956530455,Iris-setosa
+67,5.586705603888927,2.446334307330288,3.95481097853345,1.2242585657977527,Iris-versicolor
+68,6.734496626401688,3.0873315256048413,4.739063454121002,1.5200262435655956,Iris-versicolor
+69,4.566782568835643,3.198657449605335,1.3779676659200517,0.19856806444057912,Iris-setosa
+70,5.583905517762566,2.3977317412383368,3.817833168835179,0.9431986974927337,Iris-versicolor
+71,4.795447643974976,3.0,1.4066931487914545,0.32368541618226665,Iris-setosa
+72,5.365535253671887,3.877281059339483,1.312772738565867,0.43011493052464345,Iris-setosa
+73,6.2611380027577805,3.292608987519668,5.945507859534272,2.5,Iris-virginica
+74,7.9,3.7858077585895766,6.444204916388324,1.997121658607082,Iris-virginica
+75,5.763974031898861,2.6948826836060817,5.089107247247217,1.9107853268942059,Iris-virginica
+76,6.349424768934821,3.2329029366238937,5.323361637456396,2.3120716219117665,Iris-virginica
+77,6.014375505452865,3.4020936682333205,4.510786358404757,1.6023659233969307,Iris-versicolor
+78,5.348791679170608,3.3985470598345278,1.5110148547963766,0.4870259455321495,Iris-setosa
+79,6.407907047768365,3.1037441798927117,5.444199027832398,2.26641730935091,Iris-virginica
+80,4.436488769393021,2.969628738292054,1.4164117782416954,0.19811302707606138,Iris-setosa
+81,7.528622904444585,3.0223920764881025,5.993194040635923,2.298672036940551,Iris-virginica
+82,4.983374441466752,3.4016778023439476,1.6125269048405686,0.3590830112398893,Iris-setosa
+83,5.515977298151733,2.5097455235649706,3.8156084330803024,1.2432569277800145,Iris-versicolor
+84,7.691314504939132,2.5997350524591574,6.899998946294145,2.300901869281989,Iris-virginica
+85,5.597103206034224,2.3874099214127877,3.7729331447423857,1.0459820168997314,Iris-versicolor
+86,4.677014505719911,3.3579614100157906,1.519106144795455,0.19297313828050733,Iris-setosa
+87,5.201513617873637,2.71191702074263,4.038257846918043,1.4193458994796635,Iris-versicolor
+88,5.448953320066541,3.0,4.47367617371451,1.491108731536426,Iris-versicolor
+89,6.161528208144127,2.1949709603448198,4.389259707591929,1.4228305553408522,Iris-versicolor
+90,6.450596595752284,2.8661379626711847,4.7550975001919875,1.4022268211674342,Iris-versicolor
+91,5.401098241045446,3.654833522495945,1.4173087571228713,0.31035359947464924,Iris-setosa
+92,6.7961626322499,3.112149038654097,5.1090060560888455,2.243742109274005,Iris-virginica
+93,5.032221772758656,3.364196710058131,1.5991471953643435,0.3717471340529913,Iris-setosa
+94,6.397901383026982,3.045035487635323,5.460679579207337,2.2147663372688595,Iris-virginica
+95,5.172816102158669,2.6131050083345086,3.3476524618935946,1.3092326837129622,Iris-versicolor
+96,6.40628147208104,3.1551887163000036,5.264376775140815,2.2761368151725314,Iris-virginica
+97,5.118446572104286,3.3361578597224857,1.587604481834778,0.45901999097750723,Iris-setosa
+98,5.66723181505235,2.994651522934592,4.088194212077712,1.2590602587971367,Iris-versicolor
+99,6.272709396372959,3.2843969856904685,5.959652719651951,2.4999998070354987,Iris-virginica
+100,4.99353436236122,3.0,1.6461378922418772,0.20227932734871473,Iris-setosa
+101,6.677588315714902,2.5100390398035315,5.937723302375816,1.7907082662717135,Iris-virginica
+102,4.580278602643985,3.0811438366208113,1.4846764565187114,0.20010652250468264,Iris-setosa
+103,6.308184940368788,2.643636632019634,4.903959901318961,1.8082050092620559,Iris-virginica
+104,6.331111440245114,3.303934860425488,6.030935022925868,2.4999997773733997,Iris-virginica
+105,6.557026648896961,3.0,4.381227781729977,1.3786856489684618,Iris-versicolor
+106,7.681426094664538,2.5858117723291216,6.9,2.301614495289957,Iris-virginica
+107,5.977174378113879,2.2084852376614004,3.9612634427462043,0.9482297719025737,Iris-versicolor
+108,6.710199512893964,2.488577330069347,5.7703694295245676,1.854073221437851,Iris-virginica
+109,4.823105735111441,3.4080023785762337,1.7191140022344835,0.2053563674708857,Iris-setosa
+110,5.659463884928123,2.7033830262946474,3.853547913598677,1.076692587866981,Iris-versicolor
+111,5.601495419035732,2.9990275350829965,4.396955338331055,1.4356677143297092,Iris-versicolor
+112,7.688004329173571,2.5952858261317373,6.899998829459607,2.2694692364763336,Iris-virginica
+113,5.1324172963407175,2.5491939269886004,3.6214361749870854,1.2948430264289126,Iris-versicolor
+114,4.3,3.0,1.1155958395698589,0.1000001114068183,Iris-setosa
+115,5.775831341142253,2.7958390100359227,4.534859464633509,1.2522366277421013,Iris-versicolor
+116,5.996390236147649,3.437824341874121,4.497180955395548,1.588423214685297,Iris-versicolor
+117,4.3,3.0,1.1080148706072477,0.10000011347175677,Iris-setosa
+118,5.148544586903407,2.4859783212839672,3.184985127917331,1.1365810318725962,Iris-versicolor
+119,5.807320773137745,2.806627787860959,4.491402282860859,1.2309345072947597,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/24/test.csv b/iris/tab_ddpm/3_0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/24/train.csv b/iris/tab_ddpm/3_0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/24/val.csv b/iris/tab_ddpm/3_0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/25/synth.csv b/iris/tab_ddpm/3_0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..abab4a97df1f7888f891b41d01f6b9e14b7662c5
--- /dev/null
+++ b/iris/tab_ddpm/3_0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.097289283242017,3.748289633376074,1.58940986049472,0.1927072789657548,Iris-setosa
+1,6.031301466061891,2.1252900640206276,4.154147254474296,1.0765712703716521,Iris-versicolor
+2,4.566889567747989,3.613522462002218,1.0,0.19719827150523678,Iris-setosa
+3,7.9,3.8175685501042764,6.390776629637737,2.003338694495522,Iris-virginica
+4,6.479010135975706,3.0248454267596676,5.577712757658091,2.219818602389773,Iris-virginica
+5,6.631286552975021,2.8660150692580775,4.709527937506209,1.513631561288065,Iris-versicolor
+6,7.660011465368837,2.6260197735295012,6.899998263811531,2.2889023873982244,Iris-virginica
+7,5.015223223522864,3.0,1.5556763691544442,0.20011518211364054,Iris-setosa
+8,5.01023144353013,3.410299331291121,1.6587127598587321,0.45026653141573236,Iris-setosa
+9,5.800230374486448,2.798311094014769,5.085027255780405,2.4140374109813045,Iris-virginica
+10,5.170248884890874,3.408763423958481,1.4081100772955646,0.1994658165462973,Iris-setosa
+11,5.98954726049863,2.201613882895505,4.006407783643871,0.9275394909530269,Iris-versicolor
+12,6.681648735209384,2.938381244433613,4.616865470457853,1.422111619811446,Iris-versicolor
+13,5.790771259556391,2.6931881933135893,5.09395983040789,1.9086030536561107,Iris-virginica
+14,6.407164804974237,3.2105147368984452,5.372455567369345,2.3146704912064417,Iris-virginica
+15,6.678633039340465,3.0,4.9531450071153005,1.6819476785545555,Iris-versicolor
+16,6.806934249234208,3.2077149432482197,5.761708295022582,2.303259611983192,Iris-virginica
+17,7.9,3.8233637260156375,6.497133048923132,2.0265921331790797,Iris-virginica
+18,6.851453624727298,2.8109902417079593,4.796247041310902,1.3671556261685722,Iris-versicolor
+19,6.922202491457717,3.093479724901608,5.157801151507032,2.2810643579209287,Iris-virginica
+20,7.2078059678574204,3.1813536394072433,6.067531921625659,1.8344206065708764,Iris-virginica
+21,6.795792998673076,3.210406569759895,5.753149284698453,2.290159464786807,Iris-virginica
+22,5.66152040100403,2.813718182510661,4.293271892216353,1.2688235889009396,Iris-versicolor
+23,5.778033521389306,2.6956635077634585,5.157362969461328,1.913399510933594,Iris-virginica
+24,4.369818524424636,3.1339571041788354,1.2952304427111645,0.20261947045194664,Iris-setosa
+25,7.717329111375058,2.6203901909642826,6.899998727035065,2.2982690793485556,Iris-virginica
+26,5.371970069019559,3.0,4.497568344133017,1.4969253829197313,Iris-versicolor
+27,5.535600561069173,2.431139521824479,3.8466774953265053,1.0585880802381433,Iris-versicolor
+28,4.984536407542506,3.564059594931094,1.3973162408792499,0.19728478059831672,Iris-setosa
+29,7.700255667631398,2.6086015404804908,6.899998377298597,2.2897284596505707,Iris-virginica
+30,7.6965775039009054,2.787610192351525,6.677268869504791,1.9916082424710626,Iris-virginica
+31,5.875745530356324,2.723922956011273,5.019167208598968,1.887980693769234,Iris-virginica
+32,6.4898052986952,2.8205307050652073,4.598863223548293,1.5051945454656548,Iris-versicolor
+33,4.785329448752651,3.3948603514532083,1.7038525943766445,0.2042334805197933,Iris-setosa
+34,5.98884769275905,2.206452166541328,4.055308243934796,1.0421667215728232,Iris-versicolor
+35,6.784418523904044,3.2035150704695057,5.795259561817124,2.3062357483345237,Iris-virginica
+36,6.457552910470751,2.921036378134131,4.569579687754141,1.4543191401236213,Iris-versicolor
+37,6.459083571392136,2.8114088797850925,4.67726666343961,1.4494715873854176,Iris-versicolor
+38,6.20975137486286,2.204150443998968,4.483468490855156,1.485522447105315,Iris-versicolor
+39,5.79338316952497,2.7100240947689236,5.062850098167303,1.8826488574760254,Iris-virginica
+40,7.670779334699685,2.5774662710700227,6.9,2.308759171781948,Iris-virginica
+41,6.487466928005669,3.2024474538870673,5.1131626325174775,2.0670081389603214,Iris-virginica
+42,5.905963018750025,2.882719663096431,4.572096217598302,1.3319818718721086,Iris-versicolor
+43,7.700281277288924,2.8111518767452477,6.706321531409233,2.035891736926224,Iris-virginica
+44,4.300000555747471,3.0,1.100897187578275,0.1,Iris-setosa
+45,6.088734942875491,2.5981762951667324,5.568356125486214,1.4186770554542276,Iris-virginica
+46,4.3,3.0,1.124293604611964,0.10000017095916622,Iris-setosa
+47,5.830979078018166,2.634470554902219,4.05508704458817,0.9536801050686703,Iris-versicolor
+48,5.200792630874172,2.717264437691719,3.931691372027256,1.402826317039655,Iris-versicolor
+49,5.678568595825855,3.7925164157116593,1.6963706575744955,0.3596248168731017,Iris-setosa
+50,4.3,3.0,1.0985972791782652,0.1,Iris-setosa
+51,6.506676583636896,3.0,5.826102447968884,2.1863508956007367,Iris-virginica
+52,4.872879665386467,3.0704773301238353,1.4938958566894063,0.10000010894448233,Iris-setosa
+53,6.741719727004084,3.171443872073011,5.60644029254724,2.281959685107284,Iris-virginica
+54,5.604968402393038,2.506447422636277,3.879094672724076,1.0769134672677672,Iris-versicolor
+55,7.700636250873887,3.0,6.103376139100742,2.283952819997091,Iris-virginica
+56,7.050182241734778,3.1966795228735885,5.892196260452777,1.9162317901205692,Iris-virginica
+57,5.407832844703761,3.9283608639002927,1.2844777578223998,0.35505332727393746,Iris-setosa
+58,6.616186690764517,3.0,4.428813517604049,1.4166189848379156,Iris-versicolor
+59,6.700743653093362,3.088845460118424,4.686808090232283,1.4789855415403925,Iris-versicolor
+60,5.022704214500796,3.389693292487308,1.5873141547090812,0.455763810530719,Iris-setosa
+61,6.224274601347335,3.37856754946255,5.317966243160129,2.2304628808882336,Iris-virginica
+62,6.5816989046792775,3.0,4.353818679319135,1.3860233496995475,Iris-versicolor
+63,6.677342080167398,3.0,4.978026879487535,1.7101973809132,Iris-versicolor
+64,7.221839234285782,3.15765907013378,6.006796522990247,1.8320105711610433,Iris-virginica
+65,6.310209417280855,3.3062644446510308,6.065649949350391,2.4999997507852747,Iris-virginica
+66,6.463627347426966,3.206840183893817,5.111947420710873,2.050423969987572,Iris-virginica
+67,4.820245023964071,3.0,1.3891036489766535,0.10000009594774711,Iris-setosa
+68,7.712316789980156,2.8283049294740183,6.685732554635386,2.003629631611125,Iris-virginica
+69,6.75695263113559,3.0851000824497317,5.913918083496282,2.2409193748702183,Iris-virginica
+70,5.095968025130261,3.7947962598459966,1.5820179857154506,0.20069178524407413,Iris-setosa
+71,6.70569119906972,3.0970080716391424,4.69437018375445,1.5084312116922638,Iris-versicolor
+72,4.887793775196784,3.0324673188848115,1.4757277809712495,0.10000011248054587,Iris-setosa
+73,5.2684947712560355,3.370968497294005,1.5542502799056208,0.45744324057315644,Iris-setosa
+74,4.800457002267997,3.0,1.406472437484358,0.10000011592227075,Iris-setosa
+75,6.176614869409322,2.183883974808206,4.503881162668612,1.4867521485821897,Iris-versicolor
+76,5.1690478031134415,3.4360458984470874,1.3869700215717855,0.2002077517665563,Iris-setosa
+77,6.229309656173981,3.3975493443764164,5.467518753177109,2.2939053487563417,Iris-virginica
+78,6.204417073228879,2.820476603223278,4.817851091893934,1.7734255472992886,Iris-virginica
+79,6.675090054876195,3.1273091914190116,4.738921279245036,1.518171051212737,Iris-versicolor
+80,6.472497452989141,2.8033303425815506,4.615634100659662,1.503740761248021,Iris-versicolor
+81,6.305679159293865,3.2879236105427943,6.0283741249476,2.5,Iris-virginica
+82,6.028440611817036,2.2122911300029147,5.007242499518658,1.5375152266650263,Iris-virginica
+83,5.534950018284262,2.3743182435157033,3.683675774323677,1.0055862392158086,Iris-versicolor
+84,6.097144924841008,2.6002878163636614,5.63566674882762,1.3618073689740136,Iris-virginica
+85,6.609130346098183,2.8233375763590574,4.666152109688153,1.4679760611547854,Iris-versicolor
+86,6.037298962306826,3.3801604398816276,4.567231846067945,1.6144866788599426,Iris-versicolor
+87,4.639114566927802,3.102171798903725,1.458313672790541,0.19683929439178893,Iris-setosa
+88,6.363058689650128,3.12429779452249,5.329278482290055,2.2872840064666526,Iris-virginica
+89,7.427150413434867,3.0394249436796827,5.554175368535963,2.293463520297039,Iris-virginica
+90,4.982405280261648,2.0,3.6408781522019655,1.0115356123428365,Iris-versicolor
+91,4.806378707344276,3.397656914263982,1.8097996620228558,0.2073195018416801,Iris-setosa
+92,6.309849012605967,3.3002174989326254,6.061183290152911,2.5,Iris-virginica
+93,4.300000644185161,3.0,1.1080622341507276,0.1,Iris-setosa
+94,7.707748728591792,2.600331128687976,6.899998989025343,2.288750776868976,Iris-virginica
+95,5.532897922251703,4.2,1.370887734730885,0.1893350262514809,Iris-setosa
+96,6.725648815010821,3.0,5.0229627994397905,1.6772171360040016,Iris-versicolor
+97,4.417632224132154,2.934966336705174,1.3987847445018595,0.20031658841065014,Iris-setosa
+98,5.764776440048549,2.696513116440108,5.118680108593416,1.9283402832382315,Iris-virginica
+99,5.949929912770785,2.891244675126849,4.516017714549447,1.4252180739975675,Iris-versicolor
+100,7.374203537900075,3.0664588069410135,5.516760125556552,2.2927548067736074,Iris-virginica
+101,5.559371573230633,2.9958527207911296,4.246930217652509,1.4189539963119522,Iris-versicolor
+102,5.571859873956119,2.523376674258272,3.911837689913495,1.1438544560118606,Iris-versicolor
+103,6.687211481805239,3.0,4.991320242068896,1.6866693104752328,Iris-versicolor
+104,5.617390861598131,3.734336148848636,1.5662600629614845,0.2726555350952061,Iris-setosa
+105,6.618493026398464,2.5124172884421196,5.66990618985689,1.7874809436234254,Iris-virginica
+106,4.3,3.0,1.0990699987404824,0.1,Iris-setosa
+107,5.049305170089332,3.2338815052474867,1.5946687717789196,0.398533065832353,Iris-setosa
+108,5.0090390593828795,3.0,1.5983355414462865,0.19264977005688952,Iris-setosa
+109,5.079144892261152,3.749319952914383,1.4528873090207703,0.20825412023676454,Iris-setosa
+110,6.081423594676678,2.3294975994152263,4.242460773290994,1.2155949437531928,Iris-versicolor
+111,5.245394677343145,3.4082067890737617,1.4027325097670469,0.2027050204893616,Iris-setosa
+112,5.5519317016157945,3.0,4.537341580248599,1.5069907114439343,Iris-versicolor
+113,5.969556173551364,2.644130961900394,5.063686834456854,1.9272443197697293,Iris-virginica
+114,7.565709579167825,3.0,6.589548768533662,2.102419273408073,Iris-virginica
+115,6.7695850184170006,2.791179978123193,4.792387061112635,1.462195576076709,Iris-versicolor
+116,6.431965165149983,3.0890984282363445,5.223975657363105,2.1481393141023255,Iris-virginica
+117,5.5653654363904055,2.5325420897511943,4.0834225919293425,1.269387792795424,Iris-versicolor
+118,5.58937780366799,3.0,4.452992799317379,1.4571547602253219,Iris-versicolor
+119,5.7896334489035866,2.7103932552966277,5.076201883256764,1.8997214387106236,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/25/test.csv b/iris/tab_ddpm/3_0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/25/train.csv b/iris/tab_ddpm/3_0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/25/val.csv b/iris/tab_ddpm/3_0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/26/synth.csv b/iris/tab_ddpm/3_0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ec7a2814d1f69ddac83afeb9a14f8786575a3a6
--- /dev/null
+++ b/iris/tab_ddpm/3_0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.487857893294808,2.00224476467029,3.572876691341383,0.9626972082983823,Iris-versicolor
+1,6.197634892385605,3.4030822781174734,5.434021822246635,2.307409535443588,Iris-virginica
+2,5.464029488828903,3.0,4.500959866014469,1.4990884239729678,Iris-versicolor
+3,5.510978020034128,2.472053104652586,3.9668631142776754,1.2616809071236634,Iris-versicolor
+4,6.377354753247289,3.2798178915516885,6.028535216250787,2.5,Iris-virginica
+5,6.25595737808422,3.3048651040135573,5.9993607953781805,2.4999996945266827,Iris-virginica
+6,6.318845272447302,3.3948546174416796,5.577653899536855,2.393729189079172,Iris-virginica
+7,4.300000586814047,3.0,1.1166216649288863,0.10000009936027204,Iris-setosa
+8,6.267933350771574,3.4020455732837225,5.631023296081147,2.3628858983214576,Iris-virginica
+9,5.02808968188572,3.38092504842225,1.6981011103365722,0.40596396594328527,Iris-setosa
+10,4.300000571869695,3.0,1.0976336249774532,0.10000010638534673,Iris-setosa
+11,6.178307216955907,2.1978549993462155,4.485864460728674,1.5111226677192333,Iris-versicolor
+12,4.982692126192816,3.3999949401328426,1.6152951218693223,0.3399559511423509,Iris-setosa
+13,5.232763588773351,2.462129394368069,3.482222182020518,1.0873465214036961,Iris-versicolor
+14,6.314741019407678,2.8903749545079966,4.441282646418119,1.4539220033623512,Iris-versicolor
+15,4.300000542983507,3.0,1.0927472383121375,0.1,Iris-setosa
+16,5.078948431893504,3.2779561296271154,1.595613435103349,0.47396707482051964,Iris-setosa
+17,5.034142258599185,3.3669489977596485,1.6421550093604214,0.5163978796173276,Iris-setosa
+18,5.581030284100986,2.9275286343271874,3.6625580964474205,1.3525459290876491,Iris-versicolor
+19,4.614937732379206,3.101761691262408,1.510714775133288,0.20482689936512344,Iris-setosa
+20,6.452708962234114,3.21218177704964,5.0668588385817355,2.088700139400461,Iris-virginica
+21,4.788957764471573,3.4008340053248274,1.7590816969938856,0.20361318431985373,Iris-setosa
+22,5.127066046315272,3.409143148797229,1.3739072762252933,0.19638159252322512,Iris-setosa
+23,6.218519992420517,3.396013781521756,5.359738858792294,2.298707604726354,Iris-virginica
+24,5.9993451305901155,2.9739401075906216,4.507190156780072,1.2827561137584869,Iris-versicolor
+25,7.9,3.8809482301107043,6.405520002180385,2.028009283861416,Iris-virginica
+26,5.610459632789228,2.390743914619774,3.8655378330849697,1.109010655124787,Iris-versicolor
+27,4.3,3.0,1.1081997780153092,0.1,Iris-setosa
+28,5.661895020773528,3.72047264867879,1.5623111761045507,0.2741698456522602,Iris-setosa
+29,4.5996593655003855,3.609859895394143,1.0,0.20256619690091823,Iris-setosa
+30,6.561891661522283,2.8205449356786314,4.612961607412263,1.4481623369897711,Iris-versicolor
+31,6.947060715685881,3.1471498691992164,5.6253773296979,2.305964164821165,Iris-virginica
+32,5.535883070933363,4.2,1.4115821766535348,0.2127619390945601,Iris-setosa
+33,4.7327554838838655,3.004727963657819,1.4135090290485723,0.23827141533527293,Iris-setosa
+34,6.594240892581266,3.0,4.437222601786522,1.4016375990342635,Iris-versicolor
+35,6.085653027037863,2.5934122226053433,5.546470073427109,1.4241118981929228,Iris-virginica
+36,4.648551982310109,3.1245224073300646,1.402981433527575,0.2112519339105284,Iris-setosa
+37,5.835094695263797,2.821455807998329,5.10971396356915,2.4155709070574956,Iris-virginica
+38,5.3907947341898925,3.8855476206392483,1.282627633264513,0.36445877825309847,Iris-setosa
+39,6.773474226141673,3.226283816436294,5.685295117326029,2.3132936628416534,Iris-virginica
+40,6.782765281882429,3.1809249432969375,5.463432339064191,2.30495734713572,Iris-virginica
+41,5.7911948737045345,2.694951710807042,5.102225339610025,1.8800422435360584,Iris-virginica
+42,4.897157601294563,3.090232100387775,1.4822113100870538,0.10000012771477168,Iris-setosa
+43,7.550532154146233,3.0,6.467432111386309,1.9930772139777324,Iris-virginica
+44,7.076246879085107,3.2008432124754833,5.913359257665785,1.7918579063431879,Iris-virginica
+45,4.940860981036678,3.617834657136529,1.579109870423124,0.20033186281988433,Iris-setosa
+46,7.899998632337459,3.7503512642420347,6.405187478037584,1.9210398207781825,Iris-virginica
+47,6.001248478934065,2.1943423906917285,3.9769415966502186,1.0001810506777562,Iris-versicolor
+48,6.015581726541688,3.4008864422953042,4.542406849483555,1.6151816853513943,Iris-versicolor
+49,5.765248078118217,2.710417494130464,5.148305259084155,1.9070475041905655,Iris-virginica
+50,6.343479522480997,3.298224885493456,6.065253299657152,2.5,Iris-virginica
+51,5.416462753166887,2.4679397208369194,3.7537938136022015,1.1221360914537841,Iris-versicolor
+52,6.177514659326363,2.194971390969465,4.48428301910856,1.5003002823634521,Iris-versicolor
+53,6.604898085872983,3.0,4.392359152530199,1.373287290538597,Iris-versicolor
+54,5.096725312198924,2.4528397826976116,3.0046693286693285,1.1081399212150402,Iris-versicolor
+55,4.3,3.0,1.0928668431501094,0.1,Iris-setosa
+56,4.3,3.0,1.1031745384407654,0.1,Iris-setosa
+57,7.5982805059722285,3.0,6.570583063558967,2.0914213071377183,Iris-virginica
+58,6.842855628546128,3.1452409355198463,5.7961621793632485,2.30501820119945,Iris-virginica
+59,5.617371658012857,2.3002766446056877,3.7286063210225437,0.8964993048170639,Iris-versicolor
+60,4.80525014357692,3.0,1.4065828458752794,0.1,Iris-setosa
+61,7.9,3.798442973764418,6.352588440377487,1.9831472566092445,Iris-virginica
+62,6.672129763347919,3.0519520654577157,4.671702822671247,1.4950132743054463,Iris-versicolor
+63,7.688457966121004,2.8523606506524857,6.64636201343225,2.0590430838153346,Iris-virginica
+64,5.095723748667671,2.520354975561464,3.098003059719014,1.1064461702263941,Iris-versicolor
+65,6.888019077946623,3.1485567072247296,5.330809823376131,2.2869740632260362,Iris-virginica
+66,6.190025645048088,3.400229169677141,5.421704098630849,2.3163762402810586,Iris-virginica
+67,4.3,3.0,1.1016241379233849,0.10000009263141961,Iris-setosa
+68,5.019746719547234,2.5014290515575848,2.996333032797364,1.093875848611458,Iris-versicolor
+69,6.976710989614539,3.139669774383429,6.115997345237937,2.234429523020004,Iris-virginica
+70,7.9,3.833364531033584,6.403829704659809,1.9767687966141123,Iris-virginica
+71,5.101868572472459,3.314485005519529,1.5975861731458088,0.6250175366429401,Iris-setosa
+72,6.708872880779549,2.84429045706571,4.79007202350711,1.5132700475857987,Iris-versicolor
+73,6.029794034690861,3.401567422605375,4.519782984029237,1.6029485120905191,Iris-versicolor
+74,4.6023357755574885,3.6273824932660856,1.0000005678777955,0.1971661815203964,Iris-setosa
+75,4.637191304316007,3.164787264435523,1.4217052503958896,0.19861570744773682,Iris-setosa
+76,4.619356662630604,3.0860919049812123,1.519380830934216,0.20106683356784533,Iris-setosa
+77,5.675176672089646,2.9465825117595683,4.042976131373667,1.3115962518738422,Iris-versicolor
+78,4.402442587482981,3.0,1.3762182001589556,0.19740280068045532,Iris-setosa
+79,4.882771637291535,3.114330897831858,1.495889377999272,0.10000010103314548,Iris-setosa
+80,7.6255117866270865,3.0,6.6146583722419825,2.143133769399381,Iris-virginica
+81,5.054081021607845,3.5770397300586354,1.4129896917334592,0.19876122718981182,Iris-setosa
+82,4.868854124616899,3.0331281183655174,1.4565942454005716,0.1000001199318499,Iris-setosa
+83,6.678871373116951,3.0,4.96206644976682,1.6713526772881935,Iris-versicolor
+84,5.655941700037132,3.7000680221044755,1.572884517159901,0.2904272076031672,Iris-setosa
+85,6.08375339442127,2.591403826692281,5.588449966094423,1.42628424012386,Iris-virginica
+86,6.332717954620748,2.6832696173292443,4.90783486256348,1.7843920264613298,Iris-virginica
+87,5.9850841319474695,2.2128448704006316,4.047693118172427,1.0098241944545787,Iris-versicolor
+88,5.825529789262887,3.133827590968716,4.765625170919095,1.7111533897795392,Iris-versicolor
+89,5.7633922392343635,2.7091860228723443,5.098277304716622,1.8903540290305234,Iris-virginica
+90,6.311763975237253,3.0,5.7095548265224165,2.2632010868592376,Iris-virginica
+91,4.3,3.0,1.0894978806671718,0.1,Iris-setosa
+92,7.720433879362589,2.5591118041541314,6.899998768546238,2.3047321754421692,Iris-virginica
+93,5.149335799771297,2.5068499978078704,2.9847385255831433,1.1039736359998917,Iris-versicolor
+94,6.640079966131469,3.07945940966156,5.7574420321102755,2.2554830724060237,Iris-virginica
+95,7.899996703724588,3.659686751503485,6.378393104431361,2.0367367596472263,Iris-virginica
+96,6.492736243541562,3.169537669136626,5.174471380275836,2.1019473772127326,Iris-virginica
+97,5.796465546637081,2.973414829477501,4.369976374762741,1.3112348168092727,Iris-versicolor
+98,5.498303586422206,2.7753767719839773,3.5644986287427503,1.259823136600078,Iris-versicolor
+99,5.788017125487979,2.683227274098527,5.130804547412127,1.9117299425490109,Iris-virginica
+100,7.899999018551281,3.8332051069511817,6.375078876571544,1.967392503360714,Iris-virginica
+101,6.00648695102791,2.2017096763353683,4.006058302997221,1.0071194839784976,Iris-versicolor
+102,7.639909837166567,2.58513355978891,6.9,2.283909730847311,Iris-virginica
+103,6.321097034460698,2.4973717719125252,4.9899718030803175,1.915068046745411,Iris-virginica
+104,5.701891917433153,2.5359167044967865,4.191736390024104,1.1412007872390113,Iris-versicolor
+105,6.084893201655278,2.6120499404526294,5.575900735268458,1.3990827197544713,Iris-virginica
+106,6.624613350023074,2.9262482802477083,4.782268188605951,1.552982534765783,Iris-versicolor
+107,5.844151091568447,2.749722470048553,4.5040679385755125,1.1561713563773437,Iris-versicolor
+108,6.2032297205084115,3.39508460482124,5.371751176362009,2.2784512460083772,Iris-virginica
+109,5.519709559973273,3.498007048189981,1.566197284599251,0.3839308468998548,Iris-setosa
+110,4.300000533689901,3.0,1.1115855170360813,0.1000000977107253,Iris-setosa
+111,6.395077902013268,3.0,4.350518677547537,1.377134576590271,Iris-versicolor
+112,5.971752412570145,2.2210139420793906,4.03134589695152,0.9586141145432571,Iris-versicolor
+113,6.006052803757509,3.3983002071168293,4.493218882423478,1.5962923037606769,Iris-versicolor
+114,7.717964297861345,2.594553871459413,6.9,2.316678483932164,Iris-virginica
+115,5.5533942952830335,2.4277615441736784,3.8060440685341157,1.0438980734363952,Iris-versicolor
+116,6.233384799380128,3.3058868029568123,5.999148658002574,2.5,Iris-virginica
+117,5.390689500254506,2.4469015820009696,3.698390029930011,1.136860941384947,Iris-versicolor
+118,5.083725439815748,2.500767332378793,2.8298565165253096,1.0895313593688796,Iris-versicolor
+119,4.784467627437724,3.397394121019831,1.822435421836504,0.2032607364173616,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/26/test.csv b/iris/tab_ddpm/3_0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/26/train.csv b/iris/tab_ddpm/3_0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/26/val.csv b/iris/tab_ddpm/3_0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/27/synth.csv b/iris/tab_ddpm/3_0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd468ccc7eeb3ab2812da132725e56029f152c86
--- /dev/null
+++ b/iris/tab_ddpm/3_0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.8999977001974795,3.802754304551577,6.447622465488978,1.9610284145781478,Iris-virginica
+1,4.823842413202045,3.0,1.4518805154971886,0.1,Iris-setosa
+2,5.074235988738008,3.4667871497304374,1.4039459514214534,0.1946978662650894,Iris-setosa
+3,6.683033078278126,3.182765540427053,5.3512614999578005,2.1558906574805143,Iris-virginica
+4,4.913833931844599,3.075180808547739,1.4873094384677683,0.1,Iris-setosa
+5,7.686915304420897,2.820614424328784,6.683225978532166,2.0074797952903656,Iris-virginica
+6,4.536855413035184,3.0,1.3878214653807228,0.2275544638691084,Iris-setosa
+7,6.169927196518714,2.1950106258950277,4.519061358460922,1.5055999150006394,Iris-versicolor
+8,4.9326848561627425,3.612269443024429,1.5852905680207439,0.19753254317203484,Iris-setosa
+9,4.300000482339173,3.0,1.1046561967057915,0.10000010376149412,Iris-setosa
+10,4.5996172462048674,3.1901878200940597,1.413186472736811,0.20381657097196604,Iris-setosa
+11,4.598860905709471,3.655129736420318,1.0000004013639654,0.19697515459599893,Iris-setosa
+12,5.53585438706528,3.0,4.545650765559275,1.4940670845858255,Iris-versicolor
+13,4.443082246911825,3.18242633362094,1.334616561310487,0.19858872296864516,Iris-setosa
+14,6.150172497982825,2.802043308108597,4.66921733704278,1.191883044159421,Iris-versicolor
+15,6.35135443062567,3.0,5.6462400193603735,2.2389833726725814,Iris-virginica
+16,6.297668966316651,2.679949912884146,4.875621892814727,1.8185288943098052,Iris-virginica
+17,6.019448428609225,3.400543283023133,4.509652575322161,1.6141197463731929,Iris-versicolor
+18,5.111342418816777,2.590904169729899,3.7574176301701945,1.3292014212490535,Iris-versicolor
+19,5.070957066530851,3.2981452370331223,1.5868517449712611,0.4055476749500131,Iris-setosa
+20,5.007840484760695,3.7518345869301597,1.7756944931332967,0.19649110070117454,Iris-setosa
+21,6.668227189588512,2.476707322702601,5.737811518334469,1.8077309060317333,Iris-virginica
+22,5.0350641886256255,3.0,1.6678813091667395,0.2015821140797861,Iris-setosa
+23,6.01507805507553,3.387257208898296,4.518183680866794,1.5932830411587362,Iris-versicolor
+24,6.471112099409587,3.2587010988097482,5.356399263776552,2.326035168264394,Iris-virginica
+25,6.006531745510652,2.205375426644141,5.005396467119964,1.495010391294464,Iris-virginica
+26,5.7828899770047,2.9134827802749137,4.297064512198041,1.3342242542391483,Iris-versicolor
+27,4.955988910400989,2.000000541048466,3.4883296303215445,1.0116180373847534,Iris-versicolor
+28,5.72118054511851,3.0,4.249340771355805,1.1755129649763176,Iris-versicolor
+29,6.317913190439247,3.2946619489464988,6.025218203750981,2.5,Iris-virginica
+30,6.262175252261311,3.405420453010407,5.533565743002271,2.382797138368115,Iris-virginica
+31,6.89372933445528,3.1793082581501637,5.517437427389063,2.3182615949924923,Iris-virginica
+32,5.602334227500718,2.9014226087736956,3.474611096666904,1.3068605150440622,Iris-versicolor
+33,5.392435806308987,3.0,4.509952747411583,1.5079735767646116,Iris-versicolor
+34,4.804347525428623,3.405480301650784,1.7901127166975692,0.20176351934011566,Iris-setosa
+35,5.432829718454553,3.9258613833962586,1.2878430258673443,0.39367959627682253,Iris-setosa
+36,5.601574836915621,2.906819549694516,3.905219424324063,1.3343632789286706,Iris-versicolor
+37,5.59972032713088,2.4659621909817577,3.9154367371799474,1.0640301175672446,Iris-versicolor
+38,6.348579070012331,3.3315317515323803,6.017351046052586,2.5,Iris-virginica
+39,6.6311932236906275,2.798399828286386,4.66503006745731,1.4556145053811076,Iris-versicolor
+40,5.8065904935844,2.7347406450833507,4.224259551593733,1.04470947412905,Iris-versicolor
+41,6.065183278397622,3.326757798829442,4.666570659756265,1.6335218865353691,Iris-versicolor
+42,4.9818422294462845,3.613283871178392,1.4094250171011262,0.20055309290118908,Iris-setosa
+43,6.261146943651919,2.702954537036265,4.91167314798252,1.8001876819381444,Iris-virginica
+44,4.377026547062782,3.145567220299448,1.2611333906452815,0.19807010722451643,Iris-setosa
+45,5.994330575088355,3.4057374477480993,4.465983351016178,1.5833050217004918,Iris-versicolor
+46,6.404535476589769,3.183838598637354,5.2629226391733255,2.300551713661242,Iris-virginica
+47,6.476838451667044,2.802963833504155,4.617990920164573,1.5019580678322368,Iris-versicolor
+48,5.0707022653401035,3.5452639939552624,1.3806368956038442,0.2084135386177589,Iris-setosa
+49,7.68419597833015,2.5837778382855507,6.89999883295932,2.304544014791846,Iris-virginica
+50,4.821309065690017,3.0,1.4004891676509705,0.1,Iris-setosa
+51,7.7103762400084195,3.0,6.223333954486019,2.2706210176112496,Iris-virginica
+52,5.176072634951242,2.6895505573929372,3.791053149777534,1.3932271182424638,Iris-versicolor
+53,6.936593208358348,3.0438557255295784,6.261468813574111,2.241173112596195,Iris-virginica
+54,4.3,3.0,1.0950931827358978,0.10000009086648953,Iris-setosa
+55,5.779803246031853,2.7084377714622634,5.095279331617205,1.942914636703476,Iris-virginica
+56,4.861115685455233,3.0050766501526356,1.4669514571450382,0.1,Iris-setosa
+57,5.211057437913715,3.4099268597501236,1.4067173446472023,0.21282311224627137,Iris-setosa
+58,4.593059706240473,3.6563967614768034,1.0,0.20108872105995593,Iris-setosa
+59,6.791907309601581,3.210012566674221,5.771270223584827,2.305504627979813,Iris-virginica
+60,6.803696171256106,3.182249594555201,5.841013672390625,2.3012106204984795,Iris-virginica
+61,6.280887475004151,3.284074431765702,6.011710770451659,2.499999807928045,Iris-virginica
+62,6.2738714796733035,3.3031676672747765,5.949517011789259,2.499999774909558,Iris-virginica
+63,5.473229305379075,4.199999251373455,1.4028837079114096,0.1937872868796672,Iris-setosa
+64,5.134765217352134,3.231094062425184,1.8633762977013144,0.29589586938750606,Iris-setosa
+65,6.436229755161517,3.176822033243142,5.26126607882226,2.303651484841329,Iris-virginica
+66,7.9,3.874811883266055,6.401278738679306,2.020626487381167,Iris-virginica
+67,7.697960294931044,2.5855489128264013,6.9,2.2979995922564966,Iris-virginica
+68,4.622869241272114,3.1930694792761343,1.4041417638862752,0.20319454833889958,Iris-setosa
+69,5.130046438392195,3.488053678654617,1.5226966827165511,0.275730069609108,Iris-setosa
+70,6.6921504323950405,3.0,4.988890711252225,1.6647116674965279,Iris-versicolor
+71,5.888446367871371,3.1977394707683473,4.7525260769006765,1.7603333740470477,Iris-versicolor
+72,5.1865341361560455,2.5914174534876753,3.7729491362859764,1.3403047322041974,Iris-versicolor
+73,6.255005823003391,3.310482369153755,5.999925276737207,2.5,Iris-virginica
+74,6.087580356700766,2.5971938999933712,5.610929729673643,1.4269914039635132,Iris-virginica
+75,6.2537093671657145,3.401800644084874,5.569644518209771,2.3562484306705986,Iris-virginica
+76,6.658235979991991,3.0666989483239733,5.925095787841226,2.2387107373620925,Iris-virginica
+77,5.697796255063217,3.808299359903434,1.9492766822882848,0.3475873005303615,Iris-setosa
+78,6.566709400569695,3.2030942325466625,5.161472836633187,2.053951726640359,Iris-virginica
+79,4.4772849662292185,3.0,1.4237616987301318,0.20628958695334787,Iris-setosa
+80,4.300001161730167,3.0,1.107150780809906,0.1000000983874396,Iris-setosa
+81,5.691609210877245,2.782693939629254,4.478959816894255,1.1710031340317437,Iris-versicolor
+82,5.5401421483708155,2.427840499039572,3.9253912087656713,1.2131653470227528,Iris-versicolor
+83,5.496417989585529,4.19999905929448,1.4013968291581695,0.20009877709550733,Iris-setosa
+84,6.598184635220709,3.0,4.405949825070612,1.4069728664896193,Iris-versicolor
+85,6.036185248611149,2.831093708927326,4.6490697523106705,1.248033519851775,Iris-versicolor
+86,5.782511988604791,2.6984620043857395,5.171715107504287,1.8854857363648534,Iris-virginica
+87,4.804960978820584,3.0,1.4207967056199453,0.2649531937792637,Iris-setosa
+88,4.3,3.0,1.10385518363135,0.1,Iris-setosa
+89,5.017309125516215,2.0000005433075607,3.4839239102149477,1.0259060069168304,Iris-versicolor
+90,7.181659422174347,3.140980825012142,5.836624243920639,2.301058878931341,Iris-virginica
+91,6.306050506783188,3.293375666510226,5.957172482573461,2.4999992721585667,Iris-virginica
+92,6.424639793449017,2.7829274204073142,4.65655277547601,1.4601849943817151,Iris-versicolor
+93,6.189352834507368,3.4011906146976396,5.366019003616148,2.3031415359119456,Iris-virginica
+94,5.673036246075881,2.3199950174115003,3.9853683825597432,1.0787471189920514,Iris-versicolor
+95,4.568920979278686,3.1530631305172117,1.3965357011932311,0.2049107263322072,Iris-setosa
+96,6.145310417435366,2.1959514405447598,4.395536347560703,1.4258492279981425,Iris-versicolor
+97,7.682170002479797,2.7923869244843176,6.6670871264459315,1.9614714312111021,Iris-virginica
+98,6.2002934778801935,2.1901573757324777,4.499412664626767,1.5174252508240011,Iris-versicolor
+99,6.717831611639145,3.0,4.974494926772666,1.6813917485913676,Iris-versicolor
+100,7.719740173256421,2.5947377874904864,6.9,2.289825293881915,Iris-virginica
+101,5.6659345896681215,2.9922849564364085,3.9025115730713518,1.2300977302661635,Iris-versicolor
+102,6.490579663822026,2.80970390941563,4.598447435597443,1.5011375727644858,Iris-versicolor
+103,5.074115338009665,3.518880549581913,1.3931452153085544,0.19557984861372102,Iris-setosa
+104,6.844071563998257,3.064472487193047,5.393699717403394,2.264312102902268,Iris-virginica
+105,5.832467558537502,2.7403736294814363,5.1071789238800065,2.1919479438292258,Iris-virginica
+106,5.634994211690522,3.8235417086804433,1.7233502103809477,0.27623214996498024,Iris-setosa
+107,6.593065533649811,3.0,4.380457460488277,1.3852035517085826,Iris-versicolor
+108,6.223041485566043,2.246177457393645,4.4868383521145425,1.4781374583451894,Iris-versicolor
+109,6.465955254098688,2.8021980835478835,4.620540824782843,1.5057202601212571,Iris-versicolor
+110,7.624641159585194,3.0,6.470110915731463,2.2071983042270884,Iris-virginica
+111,6.708120522088411,3.147325864296708,4.725574944427233,1.518439628914961,Iris-versicolor
+112,6.805303956182772,3.194876926550338,5.834196465974463,2.2808730341545043,Iris-virginica
+113,6.555849608515759,3.124819042996358,4.8313341020454095,1.605415030141312,Iris-versicolor
+114,4.3,3.0,1.111341364605129,0.1,Iris-setosa
+115,4.996809335654562,2.0,3.5580233262007903,1.0043156562180573,Iris-versicolor
+116,4.981043158910087,2.0,3.5206674080183236,0.9576636836371688,Iris-versicolor
+117,6.222468055441904,2.2060756542574658,4.501925164889545,1.5160058505738085,Iris-versicolor
+118,6.536495679134963,2.8153350676441655,4.606694184123304,1.5070946055952974,Iris-versicolor
+119,5.440388344220807,3.0,4.518364525314609,1.5149419996283506,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/27/test.csv b/iris/tab_ddpm/3_0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/27/train.csv b/iris/tab_ddpm/3_0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/27/val.csv b/iris/tab_ddpm/3_0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/28/synth.csv b/iris/tab_ddpm/3_0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d7c607e027ed0cf01dad8bf8b72bca9579daf823
--- /dev/null
+++ b/iris/tab_ddpm/3_0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.440314920040807,3.906991121075734,1.307431198500518,0.39113903670803296,Iris-setosa
+1,6.731537649031611,3.089900323308771,4.663854773117642,1.5065546907250444,Iris-versicolor
+2,6.490000164573511,3.205581522933087,5.082934457832432,1.9782704576599996,Iris-virginica
+3,5.117566283078345,3.4589647865592608,1.4030378552739158,0.19982084582701348,Iris-setosa
+4,5.462795058270733,3.4316901743430606,1.4846472742511139,0.37896122548368144,Iris-setosa
+5,6.016125984817274,2.2234742197062607,3.924849305699365,0.9979564373485195,Iris-versicolor
+6,5.223798847330176,3.3950697833472834,1.4040489789948107,0.19742615554529663,Iris-setosa
+7,6.76223164253226,3.019590889479858,5.808554642004359,1.8438611294107448,Iris-virginica
+8,6.032218894683628,3.3879288642788885,4.555382123135188,1.5989985464469503,Iris-versicolor
+9,6.2898653544492475,2.690332100963423,4.894449905744386,1.7845955837064205,Iris-virginica
+10,5.935898250608335,3.1740750806457494,4.824723916544482,1.782360272351984,Iris-versicolor
+11,5.612724963866333,3.780912372001536,1.5924826920579604,0.25937576917256155,Iris-setosa
+12,6.360516448270782,3.0,5.278604300815294,2.2278880453437373,Iris-virginica
+13,6.3124671334932945,3.32222944407445,5.993263779405663,2.5,Iris-virginica
+14,6.061166960624988,3.382663066427436,4.559669659758982,1.6172437949124225,Iris-versicolor
+15,6.233509952580761,2.7990004850517187,4.8467407846551565,1.8012713276317058,Iris-virginica
+16,4.911540405505486,3.13148604209856,1.4988552898059915,0.1,Iris-setosa
+17,5.4855520452906985,2.5114361312555027,4.074368097606297,1.3208549152104643,Iris-versicolor
+18,6.001246934094678,2.2236095915075693,4.990040746474695,1.464531778509663,Iris-virginica
+19,7.3913402628395195,3.1316765436146627,6.289749443722447,1.9281648291873426,Iris-virginica
+20,7.696265693806876,2.61255385232206,6.899995682387741,2.227933832160999,Iris-virginica
+21,7.719825039732185,2.798472733031861,6.695270645793473,1.9595581381572351,Iris-virginica
+22,7.679428284651123,2.885810522634864,6.657923777990044,2.061531348144412,Iris-virginica
+23,7.9,3.7863934260370735,6.4681364057296316,1.9851062642348194,Iris-virginica
+24,6.042640071510607,2.920352169080995,4.702272391881909,1.4085687075275997,Iris-versicolor
+25,6.401079050491992,3.201141795747879,5.241086535032893,2.263377262066515,Iris-virginica
+26,4.6018286266348,3.1694873418066516,1.4161154933036428,0.20366253522823594,Iris-setosa
+27,5.471222205473672,2.414999046214553,3.689490637442819,0.9372298788693155,Iris-versicolor
+28,6.356950872054694,2.51816520076752,5.006693949861185,1.8947542991361312,Iris-virginica
+29,6.28149934104734,3.4021658748738774,5.611033223865725,2.392733493398539,Iris-virginica
+30,6.1836221830810265,2.222248108954083,4.462831939258716,1.4629475561835374,Iris-versicolor
+31,4.824840900660896,3.396627323247751,2.0500319389763337,0.20297715311892464,Iris-setosa
+32,7.075121864553751,3.054277811596259,6.27312582768589,2.2318696056286296,Iris-virginica
+33,6.104410702670311,2.6210297240624043,5.55809018056344,1.3834677838524008,Iris-virginica
+34,6.231300418089191,2.213942807850474,4.461912096152018,1.479706777742224,Iris-versicolor
+35,5.186693857527627,3.549050605386831,1.5635612021653982,0.37776653200633037,Iris-setosa
+36,4.82185708129625,3.405779335684774,1.7233189502571629,0.2067989289526821,Iris-setosa
+37,5.50299605004934,3.5105117419070613,1.4945011885246087,0.2762325584393964,Iris-setosa
+38,5.6446729419294295,2.9609940824880185,4.271369428982109,1.322069828016062,Iris-versicolor
+39,6.228388291107038,2.7875522521157583,4.820233602386075,1.7977214667807386,Iris-virginica
+40,6.380226286156831,2.8261965211549365,4.629562788815531,1.5275590166726463,Iris-versicolor
+41,5.613888193217276,2.905828349387629,4.083147627143548,1.3507744484025592,Iris-versicolor
+42,6.548483178063485,3.0,4.363025958435346,1.42385766102938,Iris-versicolor
+43,5.412239389191931,3.91083745615758,1.2764373432872784,0.438880850000568,Iris-setosa
+44,5.843670346576268,2.6845036601902654,4.118197304359519,0.831556483334773,Iris-versicolor
+45,4.6416804072951665,3.5942405539495037,1.000000452093889,0.19508321987030838,Iris-setosa
+46,5.376155684783842,3.8269266867431595,1.3328169678810966,0.38917285795638296,Iris-setosa
+47,5.593674743562811,2.558971381096929,3.862468956820857,1.0659414593753787,Iris-versicolor
+48,6.222723659361882,3.0721059542846505,4.872661082585314,1.7253107364746163,Iris-versicolor
+49,4.995330697573595,2.0000004971556837,3.137652481491541,1.0374316769018908,Iris-versicolor
+50,4.810795049771239,3.3970880332551054,1.5912538346343676,0.20189723661471906,Iris-setosa
+51,4.3,3.0,1.1024764044965107,0.1,Iris-setosa
+52,4.876120745812497,3.0203030304239555,1.4714232048807805,0.1,Iris-setosa
+53,4.7925509444020875,3.0,1.4017110573501828,0.35511021725171843,Iris-setosa
+54,5.060733046987473,2.0000006525012113,3.583122740772984,0.9926252265538945,Iris-versicolor
+55,6.585879962582204,3.0,4.406895563417165,1.3789517362767663,Iris-versicolor
+56,5.467531747634741,3.0,4.460814884394189,1.499493912586792,Iris-versicolor
+57,7.9,3.8002746139148593,6.405059134359517,1.987504511121589,Iris-virginica
+58,6.288828928724863,2.560446779206199,4.948133458816085,1.8488731774389415,Iris-virginica
+59,6.494110159408506,3.210456187572892,5.150752203999989,2.085599816647999,Iris-virginica
+60,6.301515561271486,3.4009113297597606,5.610939188057905,2.403162409460473,Iris-virginica
+61,6.440710476924802,3.0689459355853157,5.412322320986706,2.274384905090659,Iris-virginica
+62,5.380588203369089,3.7853902915203257,1.3458541778605149,0.27469528875905236,Iris-setosa
+63,6.115595341281733,2.598340949976891,5.566357084157128,1.4453064999698835,Iris-virginica
+64,6.273287207614263,3.3103053515097476,5.995748891603499,2.5,Iris-virginica
+65,4.300000674518427,3.0,1.0871329903631088,0.10000011158320525,Iris-setosa
+66,5.445060447444036,2.000836442751563,3.8161569506942232,1.1204549197172866,Iris-versicolor
+67,7.899998908493093,3.7889444446692884,6.343331150078096,2.0209013891252843,Iris-virginica
+68,7.6924811922287395,2.8154383594210772,6.693558429960823,2.0294716133586403,Iris-virginica
+69,5.7876924996489745,2.731967812528265,4.054437026322606,1.0449056393502651,Iris-versicolor
+70,4.3,3.0,1.100462919833129,0.1,Iris-setosa
+71,5.48982687757992,4.199998514038794,1.40497916916029,0.197755304458762,Iris-setosa
+72,6.259835288237338,3.401205769497683,5.603608315633443,2.382394571307695,Iris-virginica
+73,5.337638122115419,3.7721660544662265,1.3463947819085362,0.3057551837685571,Iris-setosa
+74,5.204090106251934,3.4030396318636287,1.3977682407446848,0.20726208122485218,Iris-setosa
+75,4.3,3.0,1.1087802923114582,0.1000001518698092,Iris-setosa
+76,5.076706104168842,3.5278489411962988,1.3888070033652264,0.19309392391714142,Iris-setosa
+77,5.666447646096216,2.9342274229319933,3.9650339867605715,1.285737506989568,Iris-versicolor
+78,5.767165697536006,3.0,4.224414786068697,1.3141178137438048,Iris-versicolor
+79,5.3611238249324895,3.7761148950941177,1.3543575256504214,0.3804605815338177,Iris-setosa
+80,5.125405458751554,2.5644186117671857,3.5829567954034225,1.2444291850554694,Iris-versicolor
+81,4.569542989249831,3.0435542097193546,1.4849738128394565,0.201152232107459,Iris-setosa
+82,5.799556975742449,2.696360698090393,5.099199484132255,1.8870233108192764,Iris-virginica
+83,5.688769426496508,3.0,4.204136363670299,1.2096271454792542,Iris-versicolor
+84,5.322123213881785,2.3835970713245156,3.5447417641949404,0.9384041473486752,Iris-versicolor
+85,5.7570964613549815,2.7951621728728266,4.129258196419192,1.0391245356011045,Iris-versicolor
+86,5.3787818490078925,3.7137139734269446,1.3543285132744636,0.27677632438177396,Iris-setosa
+87,5.202376007829678,3.4091332269316545,1.3683514934058842,0.20190227921271267,Iris-setosa
+88,4.300000769299853,3.0,1.1052661015144505,0.10000011455322479,Iris-setosa
+89,4.780809932938748,3.3917871174766834,1.9011070985050287,0.19384962140590617,Iris-setosa
+90,6.038570564338509,3.3872142907155425,4.5412961474097315,1.584997386440372,Iris-versicolor
+91,6.26112651993291,3.3991825984458366,5.567839441401588,2.38689570754696,Iris-virginica
+92,5.6366783279344155,2.5248650198428004,3.9571675358762555,1.0956460016736793,Iris-versicolor
+93,4.300000614799036,3.0,1.1078644264220452,0.1,Iris-setosa
+94,6.266706341009287,3.286462831274154,5.899817603133611,2.499999756410822,Iris-virginica
+95,7.657906558803938,2.586292246885786,6.899998897208226,2.2706806056800537,Iris-virginica
+96,5.477452488673418,3.0,4.452218736054988,1.494828948620497,Iris-versicolor
+97,4.3,3.0,1.0948097854936263,0.1,Iris-setosa
+98,6.247769914250142,3.359380112160329,5.3485829082251115,2.2727124437023463,Iris-virginica
+99,5.9037127639589135,3.1588113343687816,4.753080634835439,1.8107579756465622,Iris-versicolor
+100,4.627309493297995,3.188995661900847,1.413996712154034,0.20181772110231225,Iris-setosa
+101,6.289253902284851,2.989155675154198,4.504445589165917,1.3543655125391059,Iris-versicolor
+102,6.225297825835343,3.4019183489277904,5.432858191922852,2.3195750598514673,Iris-virginica
+103,4.836494618572189,3.0,1.4092263823241986,0.3017623682383548,Iris-setosa
+104,6.690723037357537,2.8116429302734733,4.761882155977413,1.5203477241438292,Iris-versicolor
+105,5.746999356740025,2.7066296857989514,5.087478803894501,1.8981737547386708,Iris-virginica
+106,4.607549106357337,3.119905136281715,1.4770619386100974,0.1975065974632274,Iris-setosa
+107,5.012284171905018,3.0,1.6469569437099687,0.19825458022373793,Iris-setosa
+108,4.621600819911913,3.640483139881761,1.0000004349079874,0.19572667752386114,Iris-setosa
+109,6.640891469967446,3.0,4.3851930041580705,1.4101126913763435,Iris-versicolor
+110,5.0414215531893305,3.5472654560168895,1.38376077155227,0.20173436504182926,Iris-setosa
+111,5.186326505109881,2.4010452617247307,3.0968084793810435,1.0211901175777442,Iris-versicolor
+112,4.869224649532051,3.017116790074645,1.46632623110592,0.1,Iris-setosa
+113,6.29651725639222,3.2869390929474718,6.000189799793366,2.4999997993870724,Iris-virginica
+114,5.7641862201101395,2.79637562378069,5.204855382873968,2.4224402216772885,Iris-virginica
+115,7.238196781692003,3.183114287912056,6.000628916017031,1.8399974614940904,Iris-virginica
+116,6.844127866246481,3.208436285747733,5.854794987174365,2.29225705118381,Iris-virginica
+117,5.038947505939531,2.0000004750453866,3.533812262957924,0.9243688752355962,Iris-versicolor
+118,7.679881291412157,2.791627610329569,6.706647084391647,1.9797045762802956,Iris-virginica
+119,6.208014642442474,3.400023909645002,5.413971432109655,2.2835876164738407,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/28/test.csv b/iris/tab_ddpm/3_0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/28/train.csv b/iris/tab_ddpm/3_0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/28/val.csv b/iris/tab_ddpm/3_0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/29/synth.csv b/iris/tab_ddpm/3_0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4d310850c5a4ef4f3f8ffc0090e0e973c909b2e
--- /dev/null
+++ b/iris/tab_ddpm/3_0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.602212092154091,3.136484743587473,5.056458064757849,2.181700626690565,Iris-virginica
+1,5.544952660550853,2.50069481580985,4.087075607347542,1.3046211238144003,Iris-versicolor
+2,5.013202393117972,3.0,1.5736482612064198,0.2020814942609529,Iris-setosa
+3,4.884937235186137,3.365944739870342,1.412833352537368,0.2030413028317073,Iris-setosa
+4,4.30000079347343,3.0,1.1043533445236966,0.10000012050194282,Iris-setosa
+5,5.76958250032171,2.7370899344449557,4.2656948899279215,1.0713517749219565,Iris-versicolor
+6,4.979988354294437,3.0,1.5871951658593937,0.19369775222965852,Iris-setosa
+7,6.645526129532205,2.8748369608586244,4.787061500155389,1.5477454744191739,Iris-versicolor
+8,4.574392860809982,3.6361018429393703,1.0,0.19348639941331147,Iris-setosa
+9,6.798456115139652,2.8268484838215944,4.801262768102558,1.4108401743303285,Iris-versicolor
+10,5.723926111126144,3.0,4.203224543462815,1.1592271673712493,Iris-versicolor
+11,4.952849750983033,3.5101943750575137,1.455097017527586,0.19830339697722169,Iris-setosa
+12,5.46561487959192,2.9664516881085463,4.4123359911079145,1.4271540921616777,Iris-versicolor
+13,5.583978534089801,4.199999275096822,1.4248425342657594,0.20031091875420964,Iris-setosa
+14,6.223471079859865,2.218489533472852,4.5054022328291135,1.513483509517905,Iris-versicolor
+15,4.3,3.0,1.094685872856119,0.10000009037696299,Iris-setosa
+16,4.300000579372424,3.0,1.085825482798639,0.1,Iris-setosa
+17,7.705728143479964,3.0,6.079513015402649,2.297762009610755,Iris-virginica
+18,5.516886449875262,4.1999988529968295,1.402957928712342,0.19323637856782538,Iris-setosa
+19,4.800396395577688,3.394673829306752,1.9297184628827189,0.19993220002569098,Iris-setosa
+20,5.137058520524307,3.4453250864825815,1.39131435837704,0.19964836400834832,Iris-setosa
+21,5.903993052899418,3.2111755176396954,4.798656856125716,1.8062046850476168,Iris-versicolor
+22,5.635408367679799,2.9468043605299723,4.308516640164103,1.3782049696920808,Iris-versicolor
+23,6.203693071044841,3.396000889702052,5.416741718473055,2.306688440035531,Iris-virginica
+24,6.400703983577586,3.2042662349713518,5.341587114834158,2.3167713380485297,Iris-virginica
+25,7.9,3.882859402555981,6.398677873974334,2.0596639238293513,Iris-virginica
+26,6.268631895759477,2.6779352706713504,4.854134860074409,1.7651731226031286,Iris-virginica
+27,5.724827383308675,2.8859054105931468,4.46005768221184,1.3746815260444765,Iris-versicolor
+28,6.027466104359301,2.180885442697403,4.038228405378298,1.0628393028168945,Iris-versicolor
+29,6.845444089999135,3.1829736079251507,5.766338859487425,2.275587487156227,Iris-virginica
+30,5.094647606963247,3.4506426680455657,1.386918728499166,0.20149565046627058,Iris-setosa
+31,4.611332252541075,3.6280253494010135,1.0000003869382552,0.2010359733297897,Iris-setosa
+32,5.138078380362427,3.402904265531461,1.349460573003602,0.19526754076128428,Iris-setosa
+33,7.6766559567913095,2.817564786370354,6.701345303108123,2.005876753694675,Iris-virginica
+34,6.304401675738653,3.306815271243996,6.030832160085756,2.5,Iris-virginica
+35,4.3,3.0,1.104313913915985,0.1,Iris-setosa
+36,6.03725789621535,3.330078731984854,4.65195006170571,1.668710266350918,Iris-versicolor
+37,6.810447507024272,3.1784609561377737,5.809166382749795,2.2910901648864455,Iris-virginica
+38,4.751507990432888,3.0,1.403576974174362,0.315424844750064,Iris-setosa
+39,6.01275188270271,2.1897980097240195,3.967516256586833,1.0116154606069394,Iris-versicolor
+40,6.005774493950155,3.3849855925796586,4.470010059135637,1.579567430891268,Iris-versicolor
+41,4.787453869274567,3.0,1.3645665705817827,0.10000011095940028,Iris-setosa
+42,7.691510358753628,3.0,6.017308105637487,2.302470340090346,Iris-virginica
+43,5.4067582393581555,3.8817612874384317,1.2881799497190367,0.3859701206310296,Iris-setosa
+44,6.607908910242721,3.053547705353647,5.8534618495653845,2.247332111074047,Iris-virginica
+45,6.665163368184073,3.018938592920327,4.622217527680757,1.4694455088121972,Iris-versicolor
+46,5.533719203913694,3.0,4.4120433334852756,1.4726036984356579,Iris-versicolor
+47,7.6738281380797035,3.0,6.425299252800843,2.205952285574651,Iris-virginica
+48,5.600385082367519,2.97337384892277,3.7562510388559645,1.2606335822632324,Iris-versicolor
+49,5.568029249366447,4.2,1.3846528625996282,0.20169291063924003,Iris-setosa
+50,6.5245850283231475,3.218191297033622,4.739163220554843,1.5663062561466825,Iris-versicolor
+51,5.789097867055498,2.6954826614593275,5.131737875039264,1.8819777358108924,Iris-virginica
+52,4.797217058497607,3.404326424425935,1.7604061505513589,0.200583947234421,Iris-setosa
+53,6.602949371778335,3.0,4.428283067315578,1.400731889198554,Iris-versicolor
+54,5.765175276854277,2.6933356782812465,5.092937734236885,1.8815560294461073,Iris-virginica
+55,6.041760058022626,2.1737598995707716,4.1894779681050665,1.1142587078355364,Iris-versicolor
+56,6.196922012192974,2.196037871283639,4.489686410894916,1.4917156470847834,Iris-versicolor
+57,6.695282524176412,3.0,5.002160753248281,1.6802132147947006,Iris-versicolor
+58,4.966755042732957,2.0,3.667504010505467,1.0539802821448063,Iris-versicolor
+59,5.40275715765185,3.461286500666022,1.4926333758099,0.362280236718466,Iris-setosa
+60,5.778718687125057,2.798000832041143,4.236456049590775,1.1445263200688611,Iris-versicolor
+61,4.7937015880201646,3.3991160366667135,1.5923151333904355,0.20218154272250116,Iris-setosa
+62,4.759286543101707,3.0,1.3880489198968156,0.1,Iris-setosa
+63,5.305530919152699,2.412260410054519,3.5864745227169523,1.0217589884222773,Iris-versicolor
+64,6.660092270844232,2.783813425312501,4.680195995669121,1.435711882430991,Iris-versicolor
+65,6.402305454943734,3.258640020333419,5.358847630363075,2.3389499416436705,Iris-virginica
+66,6.580577901282204,3.193042643704328,5.133632339966288,2.014943264062688,Iris-virginica
+67,4.3000007009237855,3.0,1.1097281028317398,0.10000015585120292,Iris-setosa
+68,4.801605760321475,3.0,1.4207048000487006,0.3413702732609705,Iris-setosa
+69,6.68391286668457,3.0,4.947673101654107,1.6369095179186357,Iris-versicolor
+70,5.031797680225401,2.000000903817656,3.426701723446466,1.0592733013811482,Iris-versicolor
+71,5.421820642549665,3.838698646064728,1.3729142760003414,0.4109508611862839,Iris-setosa
+72,7.026900179601533,3.1912081911937573,5.63568397012921,2.307746625536404,Iris-virginica
+73,6.502308278782981,2.799093438600041,4.619056811095547,1.501642308018896,Iris-versicolor
+74,6.489280821892127,3.1926418547558044,5.431885109303435,2.3153161955621036,Iris-virginica
+75,6.380942914488548,3.122566251390621,5.438449076795225,2.264453368787383,Iris-virginica
+76,5.8904957321202405,3.172797145225035,4.810394337528168,1.7841315051893603,Iris-versicolor
+77,5.201824108660466,3.843463910302584,1.5977328884797215,0.20569282401233538,Iris-setosa
+78,6.129452539183859,3.3342406128549937,4.62160449806283,1.6064012358639077,Iris-versicolor
+79,5.67100648049079,2.901123183257325,4.032789560361694,1.2175215409284725,Iris-versicolor
+80,5.703564684175911,3.0,4.238080013545914,1.2748470948701216,Iris-versicolor
+81,6.162708633637568,2.1730581823559945,4.3925283278927365,1.4061926544332923,Iris-versicolor
+82,6.318151349869085,3.303736943646132,5.992121956032459,2.4999997665807294,Iris-virginica
+83,4.806173654763202,3.4009145165271417,1.9960842150187488,0.19735416111621173,Iris-setosa
+84,5.2073137335521,2.5435698022423736,3.701518025254434,1.231293650406021,Iris-versicolor
+85,6.6029582681942705,3.0,4.3884965456768725,1.3948549024622037,Iris-versicolor
+86,6.025482747788598,2.792394460068608,4.617620527628379,1.2178467613813613,Iris-versicolor
+87,6.1862087885356205,2.1939004016501755,4.452419570548503,1.4776925079457337,Iris-versicolor
+88,5.457655163531028,3.0,4.543728881554804,1.512182324234448,Iris-versicolor
+89,6.319729262694898,2.6464844295447976,4.941273162841281,1.8239826101171617,Iris-virginica
+90,6.210018861788523,2.1949265891095115,4.499821237692835,1.487903700200162,Iris-versicolor
+91,6.662332874120424,2.4837235347186084,5.767020921680977,1.7770188661665873,Iris-virginica
+92,5.202419286896849,2.494779391241463,3.567771483393757,1.1471487873578756,Iris-versicolor
+93,4.801316432230124,3.398327703050863,1.711842945098803,0.19867798818437227,Iris-setosa
+94,6.909067113233067,3.184900921660114,5.757315842548411,2.2513096879264434,Iris-virginica
+95,6.870557289028665,3.22377615603482,5.77449301615152,1.8971146044819598,Iris-virginica
+96,5.678402144530804,3.822820525824274,1.7642272178053537,0.2722810846207497,Iris-setosa
+97,6.245141905393265,2.5179875894325616,4.992079831916636,1.8493721442419018,Iris-virginica
+98,5.369602419014233,2.4642332406189515,3.7035939458643012,1.1037416821580006,Iris-versicolor
+99,7.899998835936942,3.8256076103995853,6.384259672256373,1.979151335136093,Iris-virginica
+100,4.47570218961839,3.1999649397598935,1.3307564475115339,0.19902768814918503,Iris-setosa
+101,5.018809541750231,3.0,1.5913856403999187,0.19853203243456158,Iris-setosa
+102,5.717898673595903,2.874669209502715,4.313010983959421,1.3088868533603077,Iris-versicolor
+103,6.38529400666985,3.1903250798228444,5.234365969428307,2.300808707034352,Iris-virginica
+104,5.680767859172145,3.0,3.9512101815948437,1.2442418720172967,Iris-versicolor
+105,7.899998674197878,3.800628736727649,6.388757725567389,1.9588825831872267,Iris-virginica
+106,6.208765740485581,2.2209557638098016,4.5511238124001,1.5118457120443631,Iris-versicolor
+107,6.880439785426961,3.129738760395712,6.047021287342602,2.2742693584988554,Iris-virginica
+108,5.345773952470013,2.4897900005703426,3.764697641083923,1.216165943109363,Iris-versicolor
+109,5.810373336874548,2.7924225884130562,5.16309561965439,2.4027202479257697,Iris-virginica
+110,4.819193043408067,3.0,1.4303009277467291,0.1,Iris-setosa
+111,7.713574235077538,2.793205572653447,6.687246940267938,1.9939638172501855,Iris-virginica
+112,5.490612092437356,3.0,4.461805353777092,1.4691785666702055,Iris-versicolor
+113,4.982166444596783,3.5341247378830416,1.3975948465131023,0.20473440623675918,Iris-setosa
+114,6.29744453851704,3.2940579074176575,5.978602537814677,2.5,Iris-virginica
+115,5.971743836499151,2.206893859178661,3.9250435334280924,0.9495821911436314,Iris-versicolor
+116,7.6997803898631565,2.5731904323494423,6.9,2.305369902019087,Iris-virginica
+117,6.2025301355479705,2.8097308140671555,4.798106759642189,1.7890477473221202,Iris-virginica
+118,5.914479436525196,2.892277622516166,4.361907317385086,1.4726577002158012,Iris-versicolor
+119,4.823248402590799,3.0,1.418737032041224,0.10000010401477093,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/29/test.csv b/iris/tab_ddpm/3_0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/29/train.csv b/iris/tab_ddpm/3_0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/29/val.csv b/iris/tab_ddpm/3_0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/3/synth.csv b/iris/tab_ddpm/3_0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8015a84d377ef701d2863e5a0f4e458c3d81f3d7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.3,3.0,1.1056014246359274,0.1,Iris-setosa
+1,4.300000806387955,3.0,1.1051933195958277,0.10000009897615007,Iris-setosa
+2,6.993130361810602,3.1458556831559155,5.302603189637965,2.29622892968355,Iris-virginica
+3,4.646842466321051,3.1439856150107186,1.436952585265675,0.19865098071042908,Iris-setosa
+4,6.527387760913164,3.114999073742026,5.602219348948275,2.222090304788318,Iris-virginica
+5,5.534940266316247,2.489350322241594,3.7723810346585087,1.0953095938297084,Iris-versicolor
+6,4.392773487676654,3.1885307685128743,1.2932719678263533,0.20179468876089288,Iris-setosa
+7,6.062595599826357,2.9216918697783782,4.565084156124416,1.5101323924242398,Iris-versicolor
+8,4.994733532779932,2.0,3.5898053336913223,0.921059270864954,Iris-versicolor
+9,7.899998415977419,3.7778719842632262,6.364068672647347,1.9589377373966776,Iris-virginica
+10,5.504983070617699,4.19999881561707,1.3975339092914698,0.2046421807591091,Iris-setosa
+11,6.047107874088137,2.9033730663413717,4.608564973852454,1.4190985444276856,Iris-versicolor
+12,5.797336637398112,2.6363127807495976,4.030648164902065,0.8856051062313082,Iris-versicolor
+13,5.348130929946586,3.0,4.428555521292092,1.4747610053369529,Iris-versicolor
+14,6.059853523169048,2.559958904410547,5.548092228287717,1.4172437255929582,Iris-virginica
+15,5.375820931349982,3.9173922690834657,1.2842455079278219,0.4521831746458881,Iris-setosa
+16,4.599638617999438,3.53799735695251,1.0,0.20271896483939517,Iris-setosa
+17,5.636769216568956,2.909110529160715,3.7140923958345557,1.3163468459039744,Iris-versicolor
+18,6.399825022877076,3.213967062161142,5.364810021908322,2.3043584650885887,Iris-virginica
+19,5.046714937177256,3.7487299425369827,1.5129434641050479,0.2019015323575264,Iris-setosa
+20,6.133760826448477,2.9089655169751607,4.67904354983252,1.3267800962068392,Iris-versicolor
+21,5.001776590574929,2.0,3.616481416165471,1.0790640681464407,Iris-versicolor
+22,5.518664199689298,4.199999265676536,1.3684797133795583,0.20646625271571215,Iris-setosa
+23,5.260778936724173,3.4028990150666862,1.4038116769309765,0.20572016696674356,Iris-setosa
+24,5.189380713888491,2.7148500814493794,3.82888587327383,1.3961081163639522,Iris-versicolor
+25,5.667589582542946,3.744338782902218,1.777971327939253,0.35458520051384873,Iris-setosa
+26,6.801973495979883,2.808562781943587,4.807257881565772,1.3978119406005387,Iris-versicolor
+27,5.492744480048738,3.0,4.463306624279653,1.4969973968178736,Iris-versicolor
+28,5.437218102400181,3.0,4.502668456502742,1.5085974550097692,Iris-versicolor
+29,6.37379887900767,3.256273224850435,5.280996878669295,2.309037150743984,Iris-virginica
+30,6.494645831536877,3.1956902180426416,5.389082878943992,2.3179100793592933,Iris-virginica
+31,4.3,3.0,1.0994428192980037,0.10000011005451331,Iris-setosa
+32,5.059830973602468,3.5426093085234207,1.4002142361456311,0.20269001250759594,Iris-setosa
+33,4.897196531210969,3.0,1.5540513549899877,0.20041871411375536,Iris-setosa
+34,5.143391914657244,3.3667171312885036,1.5756236652683349,0.4458178013607299,Iris-setosa
+35,6.729976546512738,2.5141148509085,5.8701560097246235,1.816524598643899,Iris-virginica
+36,4.626973361467474,3.5968518062845756,1.0,0.1973095490082194,Iris-setosa
+37,5.893522096739883,2.9119431560567204,4.262028339354969,1.3153573957414058,Iris-versicolor
+38,5.581019879150572,2.471130119993695,4.042015255247986,1.218772529094487,Iris-versicolor
+39,6.90686531251175,3.204715634446814,5.951131341649704,2.283926119017307,Iris-virginica
+40,4.997686792686594,2.000000454255485,3.5634045393663056,1.025169290038399,Iris-versicolor
+41,6.130865788022401,2.8976057138127445,4.630562032802835,1.4723168068746024,Iris-versicolor
+42,5.652797101614095,2.956728320317661,4.001293022952625,1.3137110118751743,Iris-versicolor
+43,5.715761992881238,3.0,4.221853375132329,1.2102609088915988,Iris-versicolor
+44,5.669980001912598,3.0,4.0576706696082026,1.2893363455301483,Iris-versicolor
+45,5.745323206665556,2.778493385563936,4.378305622085358,1.2929719131885276,Iris-versicolor
+46,5.8121195316588805,2.7094226622840694,4.240758558779462,1.0319634798134987,Iris-versicolor
+47,5.82099594460562,3.2139894021069866,4.787035199496995,1.7585507398605802,Iris-versicolor
+48,5.345932403389487,3.3931232871776635,1.4930214395236474,0.4202525217564586,Iris-setosa
+49,4.3,3.0,1.0894026244651314,0.1,Iris-setosa
+50,6.300701706528737,3.306537932498763,5.9967852959092385,2.5,Iris-virginica
+51,6.00527508932226,2.8707731152842126,4.618288632743289,1.3071283357304462,Iris-versicolor
+52,7.199132539475716,3.191538683142703,6.021269184249185,1.8289022693627315,Iris-virginica
+53,6.707453477510424,3.120456474480996,4.706130525519148,1.4909073669078192,Iris-versicolor
+54,5.99073685681459,2.776396673049692,4.622727001945982,1.2016689879778666,Iris-versicolor
+55,6.746324509375235,3.1379156600439324,5.788930835609579,2.281376293638923,Iris-virginica
+56,6.6449691304021155,3.0,4.851213065008202,1.5825910529338119,Iris-versicolor
+57,5.841365324239,2.7615197399594984,4.386848787859841,1.073854808996189,Iris-versicolor
+58,5.5310748057323735,3.0,4.4814724170004405,1.4851452028426908,Iris-versicolor
+59,6.589663151042471,3.0,4.403623923818455,1.382479665936859,Iris-versicolor
+60,4.300000451573052,3.0,1.0967158923511655,0.1,Iris-setosa
+61,6.792626682492185,2.798586673788499,4.775880897112143,1.4408763138077973,Iris-versicolor
+62,4.613192951960302,3.0728536679980154,1.5005760266691819,0.19772538602030112,Iris-setosa
+63,5.367968344597074,3.6650965466221748,1.4211925418313411,0.4100096143304576,Iris-setosa
+64,5.084539230945563,3.8016907477249893,1.7436058246094566,0.1997281904859718,Iris-setosa
+65,5.8331140753264235,2.8542200462815357,4.567382263024454,1.3503715629746842,Iris-versicolor
+66,4.9908154539263565,3.652563636455988,1.5785535980499248,0.19767602049484456,Iris-setosa
+67,6.219341587129038,3.3925440716161495,5.338113465753777,2.2907329265629195,Iris-virginica
+68,7.118078256670912,3.1344791948584523,5.645354724988771,2.2878245026972532,Iris-virginica
+69,5.407211533833026,3.514722155506041,1.473298505807053,0.27146790455848135,Iris-setosa
+70,4.534183117459976,3.5310380385900073,1.0,0.2043122153829614,Iris-setosa
+71,5.023079706080281,3.3844320149560216,1.6251233238118525,0.4285271681651588,Iris-setosa
+72,6.081066008729418,2.2281905207915216,4.182387864814414,1.2223317077899727,Iris-versicolor
+73,6.3252099539610525,3.0072370534238893,5.533664562998435,2.28511905762547,Iris-virginica
+74,6.677826482720779,2.4678860665432594,5.8091951528040955,1.7511051728712599,Iris-virginica
+75,5.498397700409341,4.19999913308216,1.38552898274173,0.20655932372908248,Iris-setosa
+76,5.831040756634102,2.789361473037968,4.54559339340023,1.215857856325549,Iris-versicolor
+77,6.6407928282489515,3.1541342954789853,4.698667381513107,1.5417479979933921,Iris-versicolor
+78,4.3,3.0,1.0937113930767344,0.1,Iris-setosa
+79,4.993642022599887,3.647131661429179,1.4067074732403089,0.20243071071963673,Iris-setosa
+80,6.735691837122495,3.14265086461104,5.401665402006745,2.1962863579342935,Iris-virginica
+81,4.300000514764902,3.0,1.0993131787755483,0.1,Iris-setosa
+82,6.023943887103976,3.393832721118102,4.521516286405782,1.5941568640981363,Iris-versicolor
+83,6.9681940899716,3.2050830482219403,6.003113146627891,2.2431319570288455,Iris-virginica
+84,7.724301476942303,2.6158947288399244,6.899998448278809,2.313364771166923,Iris-virginica
+85,4.872401110303793,3.044597906412128,1.450785361824692,0.10000012028866742,Iris-setosa
+86,6.52599878920967,3.0,4.937542281729755,1.709365249954734,Iris-versicolor
+87,4.9586423547198795,2.0,3.2366561183604814,0.9142633964612117,Iris-versicolor
+88,7.6953225064754,2.6206606547055724,6.8999973426255865,2.313976556817404,Iris-virginica
+89,6.013054772634988,2.1969457383910136,5.04127289640536,1.473666333940981,Iris-virginica
+90,6.188994083060604,2.175584167071281,4.476424328890837,1.4426671169364493,Iris-versicolor
+91,5.6844937238858035,2.728019694449025,4.365895306269217,1.1905856489281605,Iris-versicolor
+92,5.416674020262112,2.5965261900895,3.955384449695148,1.3672870897138296,Iris-versicolor
+93,4.803814915831857,3.0,1.386529416529218,0.1,Iris-setosa
+94,6.726219857450608,3.1027422199012045,4.722279151536552,1.517749820581825,Iris-versicolor
+95,6.095866418948636,2.590141197208571,5.531697745211042,1.4302044538513439,Iris-virginica
+96,6.80819742214031,3.20963802983927,5.629675909045144,2.2922209243642664,Iris-virginica
+97,6.45915107012574,3.0,4.365180791006731,1.3745039430790833,Iris-versicolor
+98,4.784736525418556,3.0,1.3984442785097075,0.2769348366637713,Iris-setosa
+99,5.021152731244252,3.0,1.5891730201365601,0.19750789229511556,Iris-setosa
+100,6.008107136005228,3.3456653085292865,4.60937255918942,1.6007469333197304,Iris-versicolor
+101,5.056735110173324,3.372947417546199,1.587195252124335,0.5040360868845737,Iris-setosa
+102,6.188830282139502,2.200386314077659,4.495563506653434,1.5041286451465827,Iris-versicolor
+103,7.33681842340388,3.1747415084641353,6.114952373834986,1.8105787569406144,Iris-virginica
+104,6.891062362709429,3.0977768455175143,5.077299796567462,2.2852211161273694,Iris-virginica
+105,4.400774666533093,2.886441081994875,1.4035661906353727,0.20221627561064612,Iris-setosa
+106,5.802751038630051,2.688272921311899,5.142127552150615,1.8865763975741974,Iris-virginica
+107,4.749801990540101,3.0,1.4067503491924764,0.2518652205605637,Iris-setosa
+108,5.482385025531211,2.498653399725448,3.8484294886377093,1.283005062473371,Iris-versicolor
+109,4.574602570007763,3.5518229829379235,1.0000004615564273,0.20055919086697366,Iris-setosa
+110,5.55253628525336,2.5241388476076474,3.9426937263961803,1.0709862956388463,Iris-versicolor
+111,6.184864233603293,2.1824980964690623,4.496343760641769,1.4897653241383544,Iris-versicolor
+112,6.238753411742569,2.9049495529030516,4.586270409244274,1.457727185166647,Iris-versicolor
+113,6.255165049062375,3.3110011722709443,5.918370782078632,2.5,Iris-virginica
+114,7.707982431307264,3.0,6.212876013870466,2.2747143757726853,Iris-virginica
+115,6.5837359256078445,3.0,4.328430442068735,1.380649176371979,Iris-versicolor
+116,4.3,3.0,1.091752019273012,0.1,Iris-setosa
+117,5.086015461526671,2.529427392558283,3.0805373160857252,1.1453728214959527,Iris-versicolor
+118,4.412758133508539,3.22605881457494,1.3024007065291765,0.2056562285884891,Iris-setosa
+119,6.065880681319982,2.2064772467284386,4.20446449139808,1.163685862529635,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/3/test.csv b/iris/tab_ddpm/3_0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/3/train.csv b/iris/tab_ddpm/3_0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/3/val.csv b/iris/tab_ddpm/3_0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/4/synth.csv b/iris/tab_ddpm/3_0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..170e6df62feb45339a331da5395cef176638aa2e
--- /dev/null
+++ b/iris/tab_ddpm/3_0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.564462865319194,3.0,4.533592639877898,1.4719004188673988,Iris-versicolor
+1,7.362183791024435,3.1325253035262093,6.2305818684003285,1.7919558858086753,Iris-virginica
+2,4.647712193712819,3.5797068157673513,1.0000007469196315,0.2040377840861813,Iris-setosa
+3,7.668118560674591,3.0,6.0740757487613575,2.2855410687568662,Iris-virginica
+4,6.556287389418392,3.1759696749844935,5.551082529190027,2.2269818143081004,Iris-virginica
+5,6.068353292668637,2.9042998987554505,4.646689744992392,1.4478223305576192,Iris-versicolor
+6,6.59060678426842,2.7777568845144516,4.63476881194819,1.502378549780338,Iris-versicolor
+7,5.778277718276265,2.691829354029835,5.07181999659376,1.9355719921193641,Iris-virginica
+8,4.835047031513421,3.400218164445296,1.375568032903109,0.2064472015258041,Iris-setosa
+9,5.598627128494091,2.4873704721490557,3.8940869442273245,1.1116236402503983,Iris-versicolor
+10,5.069810189714064,3.655766049589002,1.4159303596730584,0.2040776349536467,Iris-setosa
+11,7.726800242599344,2.577223073298189,6.9,2.2354681946103487,Iris-virginica
+12,6.7083911490448145,3.1343122987345855,4.738138219984774,1.5086582896269607,Iris-versicolor
+13,4.416412802919419,2.90117260597453,1.4102505814137773,0.20130573249766223,Iris-setosa
+14,5.7191597919531185,3.0,4.235605838701811,1.1963956266427243,Iris-versicolor
+15,5.548605279930126,2.896357775759526,4.249967943514129,1.4071316107034186,Iris-versicolor
+16,5.873301943378083,2.8802756332449553,4.540333216969541,1.4061370342198365,Iris-versicolor
+17,6.687097427321024,3.1253542167060657,5.8086051394660165,2.2659838442817253,Iris-virginica
+18,5.733733311806496,2.8000050454100394,4.022768475002765,1.1836310177304052,Iris-versicolor
+19,4.599139916509213,3.1825183572981732,1.4147893381531085,0.19981155862003142,Iris-setosa
+20,4.401860939618686,3.216060596594552,1.2920643302548556,0.19476960702092838,Iris-setosa
+21,5.9711680185560745,2.179520434242045,3.986157932833473,0.9977368892530317,Iris-versicolor
+22,6.528490586577697,2.8129958398374586,4.607817089478991,1.501518142629031,Iris-versicolor
+23,5.106786943083912,3.3023819226978466,1.6783157191621767,0.4955048015521008,Iris-setosa
+24,4.96461637070966,2.0000006496634093,3.570620807240647,1.0703946552731827,Iris-versicolor
+25,5.976385362823497,3.317145671160332,4.645363348005611,1.6539415772338935,Iris-versicolor
+26,5.878413710544955,2.667893969676929,4.330066767526707,1.0783012515798698,Iris-versicolor
+27,5.066491207574342,3.566748631818532,1.401414793735608,0.19891803954948112,Iris-setosa
+28,6.700029027218591,2.4861941191361727,5.8048577675379756,1.8226292088223242,Iris-virginica
+29,6.244441362758371,2.2067515873262815,4.514304582521229,1.4939259078377465,Iris-versicolor
+30,4.819875088440988,3.0,1.4222357638449292,0.1,Iris-setosa
+31,4.5791222034882555,3.0,1.473655029136589,0.21919347600407918,Iris-setosa
+32,6.506887651671857,2.8055384183287515,4.590789341846472,1.5034894839550645,Iris-versicolor
+33,6.107066847004257,2.2061341372214462,4.2712312550435385,1.24965621044076,Iris-versicolor
+34,4.590316795289915,3.163302723613785,1.4317987331472544,0.1987257767416015,Iris-setosa
+35,5.5862972236548725,2.528097288125721,3.872778595679213,1.1316288494688445,Iris-versicolor
+36,6.9591811304106415,3.1465343276385487,5.535745927517551,2.2874411939414103,Iris-virginica
+37,6.355133192669065,3.3155912985985383,5.989923240314712,2.4999995457368644,Iris-virginica
+38,4.47053535990943,3.2003484565472546,1.3370587518811876,0.19591247509258708,Iris-setosa
+39,6.315579322138421,2.6126583845692157,5.016208097970178,1.7859427423964527,Iris-virginica
+40,6.83882371029446,3.191325697598334,5.906039528275901,2.265371332359585,Iris-virginica
+41,7.596837602784191,3.0,6.589683298554141,2.086343490840571,Iris-virginica
+42,6.179487104444191,2.210475508160096,4.477161977613709,1.4762497018479883,Iris-versicolor
+43,5.632304747694057,2.9017716309523656,3.862232914869824,1.298017809609315,Iris-versicolor
+44,5.048765585692167,3.793834016767784,1.5671935317663812,0.19909366253374144,Iris-setosa
+45,4.799234156992708,3.402095631492384,1.599447039845429,0.20000201139507995,Iris-setosa
+46,4.398987994692288,3.022690268667302,1.3564047137605635,0.20167665291118328,Iris-setosa
+47,6.090309027935879,3.3835771139209325,4.544190791786226,1.5789602267014873,Iris-versicolor
+48,5.027286092356566,3.0415977935327603,1.591949937545727,0.20178094389810558,Iris-setosa
+49,7.500516730642596,3.0,6.5292384798783925,2.0994495584169175,Iris-virginica
+50,6.3378475798648335,2.671305428195273,4.919311853497847,1.8409510415673358,Iris-virginica
+51,5.677290406368314,3.78405507228866,1.592958193704067,0.33920475551335416,Iris-setosa
+52,6.491974589383564,3.200855722530096,5.073604919590025,2.023402202859631,Iris-virginica
+53,4.900318226569038,3.0576591996397298,1.493235797967073,0.1000001016288889,Iris-setosa
+54,6.187001977643713,2.2033566752720124,4.501539207458831,1.4987192098306992,Iris-versicolor
+55,5.687892604535254,3.0,4.140374632167146,1.2677552713353382,Iris-versicolor
+56,6.2515380473626685,3.3953080168285457,5.471701412926975,2.335221628403981,Iris-virginica
+57,4.955575512692593,2.0,3.3510523668071786,1.0053290315674022,Iris-versicolor
+58,4.300000918831507,3.0,1.1053881117495246,0.10000014539527592,Iris-setosa
+59,6.0154009612439685,2.2033105007089056,3.8960312459480964,1.0344527827601622,Iris-versicolor
+60,5.999563029214096,2.212781832089011,5.015338837658426,1.5130897099722709,Iris-virginica
+61,4.30000049702878,3.0,1.097796043236035,0.1,Iris-setosa
+62,4.476279353894345,3.204599688301039,1.3106337644354236,0.2020870069886206,Iris-setosa
+63,5.803239353816103,2.687911520430296,5.124758260214843,1.9682552544972827,Iris-virginica
+64,5.52816949380366,2.4785731687277677,3.825318465708486,1.1160710930467985,Iris-versicolor
+65,6.809468867867811,2.790884725453076,4.849794669802751,1.4204358247900237,Iris-versicolor
+66,6.2385385069034935,3.302627159744,5.939026561646165,2.4999997712119284,Iris-virginica
+67,6.170817921560104,2.2037222075920138,4.473319019074933,1.4591095543306893,Iris-versicolor
+68,5.693092556188357,3.7735539409434353,1.7941020899039648,0.3126311215008019,Iris-setosa
+69,6.285149926045939,3.3114555728627777,5.961256343988672,2.5,Iris-virginica
+70,6.68292501717444,3.100006209797475,4.757532982155632,1.5141382714978562,Iris-versicolor
+71,5.4846716516191485,3.850527992123068,1.3464222786319158,0.3273135359685019,Iris-setosa
+72,4.639110089913776,3.1898544970607903,1.4065762372117923,0.2005389724464455,Iris-setosa
+73,4.404564676605161,3.1893772906464752,1.2897033804253777,0.19754428293349258,Iris-setosa
+74,5.110877843232344,3.312270159278795,1.5949600143036557,0.4423575863906577,Iris-setosa
+75,5.435079303922967,3.584290712146436,1.469104217191969,0.3795264560665597,Iris-setosa
+76,6.539858807650554,2.8095564410430742,4.586821330359019,1.5014080664077167,Iris-versicolor
+77,5.19401736331061,2.6160375646243033,3.7698989343010374,1.3502267868068223,Iris-versicolor
+78,6.804962249247022,3.210496742265429,5.77337664595447,2.2309698060086394,Iris-virginica
+79,6.028105396771826,2.2152089945454234,4.166899965572002,1.1535300153516834,Iris-versicolor
+80,6.02272399327753,2.7914249299789646,4.6583724494513055,1.2209471392783846,Iris-versicolor
+81,7.650596521387138,3.0,6.456829685735289,2.189563032748222,Iris-virginica
+82,6.265934290551728,3.402187525783045,5.549835913849343,2.3864410587665152,Iris-virginica
+83,5.2317297984583355,3.3973586013258137,1.4022288525866922,0.2056682030670992,Iris-setosa
+84,6.84979332264437,3.205614850142628,5.912219277980802,2.310420146956837,Iris-virginica
+85,6.322237280500358,2.5252005661213044,4.99186347483622,1.8786088503927054,Iris-virginica
+86,7.697733750007211,2.5883878272231122,6.899998992523098,2.3003385003448487,Iris-virginica
+87,5.0443078285988845,3.747777290672584,1.5748497864628448,0.18932143999397766,Iris-setosa
+88,6.782700958268774,3.204973201440655,5.846055139576034,2.3082956892032995,Iris-virginica
+89,6.281092857451289,2.5075050470861697,5.020519873823263,1.8927923955648749,Iris-virginica
+90,5.7815837647448,2.6971144510903575,5.13585291540567,1.9052440797773607,Iris-virginica
+91,5.524645891533064,2.3952488606510767,3.9246503959735786,1.1469319764094115,Iris-versicolor
+92,6.047035926599633,2.831705436974661,4.64122708057779,1.139200257619053,Iris-versicolor
+93,5.126381442824931,3.670211173077215,1.405182401011561,0.20825209578162954,Iris-setosa
+94,5.537701175999409,2.5097687931112733,3.98841154876285,1.2622632949661827,Iris-versicolor
+95,5.070834287314272,3.328675126044947,1.5664079732422527,0.5714714122304185,Iris-setosa
+96,7.64894837371804,3.0,6.611281831030962,2.081773455319802,Iris-virginica
+97,5.544912266848175,3.0,4.478228626761681,1.5074807395619687,Iris-versicolor
+98,5.510532506381785,2.5571007661172525,4.112853750345543,1.3343702719587602,Iris-versicolor
+99,5.612159047642042,2.5411022411156488,3.8922461035925857,1.0695553023662867,Iris-versicolor
+100,5.25721897303361,2.7354464845858475,4.035640900895895,1.4024175832200443,Iris-versicolor
+101,6.155148107429191,2.561182245900659,5.554762112420263,1.5203642152005992,Iris-virginica
+102,4.410334874193647,3.211938970729231,1.302008687000837,0.20114193047531526,Iris-setosa
+103,4.607781375444648,3.6052221480169164,1.0000004987107665,0.1938497090448506,Iris-setosa
+104,5.301363659528379,3.8632995901599685,1.3148330848626797,0.26057026350164986,Iris-setosa
+105,4.3,3.0,1.1031768425262176,0.1,Iris-setosa
+106,5.763261301726028,2.8730971119875566,4.222993916712699,1.371075924066702,Iris-versicolor
+107,4.8068582138729985,3.0,1.4253989231523578,0.10000010015663548,Iris-setosa
+108,5.795204693092573,2.6805530516418337,5.093514905630523,1.890872105337371,Iris-virginica
+109,6.471341523443707,3.338749486464085,5.603236840186049,2.3649385712702244,Iris-virginica
+110,6.072341710511327,2.5665721118819613,4.418693179466326,1.3147083037107634,Iris-versicolor
+111,6.672792800621493,3.0,4.9606108386957,1.682128772478305,Iris-versicolor
+112,4.798496113458869,3.4001089637577744,1.764972758935393,0.19874599511056903,Iris-setosa
+113,6.058915981376265,2.7608347829286295,4.934453707413703,1.835575371963441,Iris-virginica
+114,6.671779342483781,3.0,4.966257544690728,1.709209211338406,Iris-versicolor
+115,6.104856348304281,2.5216679325949447,5.518259189796814,1.4525118516487738,Iris-virginica
+116,6.249026700904683,3.2975398206588986,6.024014635506334,2.4999997294534686,Iris-virginica
+117,6.806070310387225,3.092505757485037,5.167928494701808,2.287864559163044,Iris-virginica
+118,5.811640744440511,2.8274634196191086,5.124777633452046,2.4250792235487557,Iris-virginica
+119,5.513001670028351,2.4598414364671592,3.7549844498795966,1.0647521773882498,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/4/test.csv b/iris/tab_ddpm/3_0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/4/train.csv b/iris/tab_ddpm/3_0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/4/val.csv b/iris/tab_ddpm/3_0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/5/synth.csv b/iris/tab_ddpm/3_0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..52cb2a3f08873f6710ba5dae17f212d78aa542d4
--- /dev/null
+++ b/iris/tab_ddpm/3_0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.585398729358911,2.90561027632901,3.4037667287854383,1.304602175215388,Iris-versicolor
+1,4.707502307746685,3.0,1.3954109185030013,0.1,Iris-setosa
+2,5.006419382075265,2.0,3.61452172371183,1.0130828079289924,Iris-versicolor
+3,5.304357848425482,2.9131002048128054,4.275690525526721,1.4698282952836588,Iris-versicolor
+4,4.588690269478576,3.0926058536988905,1.4957847388868153,0.20189228329172404,Iris-setosa
+5,6.714103388861897,2.485882293241891,5.800331615886005,1.8047245580281273,Iris-virginica
+6,5.7512391161472625,2.8463202459186214,4.424795409239005,1.2940582562227154,Iris-versicolor
+7,6.838600720165212,3.1662946235239504,5.478900467894449,2.30519228486911,Iris-virginica
+8,7.512603912631501,3.0,6.502384494368603,2.1243649034070864,Iris-virginica
+9,5.928559296557477,3.4891880142166865,4.475884129735194,1.603130664965418,Iris-versicolor
+10,5.7118365185442075,2.311087648662274,3.9259733874610805,1.0396151725004217,Iris-versicolor
+11,5.2408823354513006,2.7040528040784264,3.8857438793105437,1.416765371105531,Iris-versicolor
+12,5.9979346310977535,2.1728963238938954,5.01296111172717,1.491003914591091,Iris-virginica
+13,4.8947525828055145,3.5949789596454766,1.6876055074986698,0.19515958407237294,Iris-setosa
+14,5.420749536609286,3.554233837807117,1.4825631210317396,0.35753202373809845,Iris-setosa
+15,5.499015377063519,3.0,4.487661475015539,1.504624098136751,Iris-versicolor
+16,5.9873710514743275,3.404539444202053,4.483202748222723,1.589995629828476,Iris-versicolor
+17,5.6126112007292495,3.0,4.518492062267595,1.480092725502575,Iris-versicolor
+18,7.140579764384924,3.2022505999868676,5.9924388734878455,1.7931277890000064,Iris-virginica
+19,6.661680105892356,3.1749324512086514,4.743629667360373,1.5102142289936162,Iris-versicolor
+20,6.689126908971689,3.0,4.99244905175263,1.7044400544792149,Iris-versicolor
+21,5.615842957098289,2.5318457150505185,3.963726924040997,1.1477714598252475,Iris-versicolor
+22,4.3,3.0,1.1091050887747633,0.1,Iris-setosa
+23,6.014107209104402,2.8968438166300046,4.518933490889584,1.4719501294908286,Iris-versicolor
+24,6.550141932334811,3.2105721335862065,5.114631382569061,1.9771507218568056,Iris-virginica
+25,4.300000703427105,3.0,1.0939060718594824,0.10000014231892303,Iris-setosa
+26,5.398199449181328,3.8017492676969877,1.3544160173860011,0.2676248044110626,Iris-setosa
+27,4.9587339167129505,3.6158789458819376,1.4125000138094665,0.19681755109606497,Iris-setosa
+28,6.242464573126348,3.316485696082583,4.642034569620571,1.5969350711732857,Iris-versicolor
+29,5.806199788957322,2.790315457257291,5.1022526887445006,2.396217551127806,Iris-virginica
+30,6.08824293094814,2.6162506783033277,5.526802018161622,1.4128495219691903,Iris-virginica
+31,6.277865030408945,2.7303057101359856,4.869260695730192,1.807636149326825,Iris-virginica
+32,4.970782833347574,3.5682849898912514,1.404206850024451,0.1997898770336461,Iris-setosa
+33,6.016169281901845,3.387414456449738,4.468447242303774,1.5880049333613018,Iris-versicolor
+34,5.833937100650907,2.750361629418348,5.083610127785134,2.3214056351966836,Iris-virginica
+35,4.300000610045433,3.0,1.1156089774287221,0.1000001233101545,Iris-setosa
+36,5.128459162195264,2.5830506010439276,3.72442065706137,1.339705782372388,Iris-versicolor
+37,6.697536117591571,3.1791073692950964,5.802041228185152,2.2723683117464404,Iris-virginica
+38,4.566590772616963,3.188999735931296,1.4149742025134446,0.1990974693860914,Iris-setosa
+39,5.545854782506565,2.3534022130650696,3.757619689365997,1.0230980626122017,Iris-versicolor
+40,5.650119513334474,2.5917895958650656,3.897524948100751,1.0580810291173708,Iris-versicolor
+41,5.003950845170069,2.0,3.513395002073989,1.0050820746697995,Iris-versicolor
+42,6.668781850511678,2.5065737885156247,5.7687787624972096,1.7943089506766998,Iris-virginica
+43,6.253680594162839,3.393271191087133,5.598731347951588,2.3944387495212367,Iris-virginica
+44,6.700773440583098,3.0,5.021122026937096,1.7129080530456708,Iris-versicolor
+45,6.466791367085879,2.8324735311609364,4.617631218768878,1.5216671764590988,Iris-versicolor
+46,5.1711075417174035,3.350234754794357,1.5985822688602018,0.509651818699115,Iris-setosa
+47,5.035411753178384,3.0,1.5882353394665705,0.1942355138821661,Iris-setosa
+48,5.302341213650309,2.5171324441827547,3.650539605809106,1.2068084166096327,Iris-versicolor
+49,4.3,3.0,1.087248536774294,0.1,Iris-setosa
+50,5.981781515317905,2.184800953711374,4.982257316527967,1.4697243690982704,Iris-virginica
+51,5.694676706439155,3.813240701307285,1.593218141327333,0.31192067871647955,Iris-setosa
+52,5.4160990741653245,3.0,4.4144487197249145,1.5148377907123745,Iris-versicolor
+53,5.6576128273525335,3.7921270307689214,1.5532186008452966,0.39299060088200133,Iris-setosa
+54,5.70598634059374,3.8034934669616,1.5988383999031677,0.2699890429822801,Iris-setosa
+55,6.648227836235484,2.9411498478007005,4.847596271659209,1.5886505988844992,Iris-versicolor
+56,4.794213611435245,3.401128675400956,1.8164912749634332,0.19728703445701157,Iris-setosa
+57,7.9,3.861495152928716,6.3477497337926705,2.024711980368154,Iris-virginica
+58,6.697588255973418,3.0,4.999853086761484,1.6838137783721236,Iris-versicolor
+59,5.4698452300514,2.40724574313382,3.5692083478263976,0.9946819621942707,Iris-versicolor
+60,5.207436399263018,3.363196676260039,1.4839321979471056,0.25273641369809124,Iris-setosa
+61,7.604092037254829,2.983828933304487,6.64861946787478,2.0519760762523847,Iris-virginica
+62,6.746560108856788,3.175146452323171,5.681908865577139,2.3036740947252805,Iris-virginica
+63,4.901746951182592,3.1117110384420825,1.500905663088857,0.10000012377752111,Iris-setosa
+64,4.780325198415477,3.0,1.3933330167091271,0.3186553645044525,Iris-setosa
+65,6.13987045359801,2.7710999928623403,4.89195589670605,1.7759994186770323,Iris-virginica
+66,6.282322694527091,2.8637932234074217,4.72950080141707,1.3974261223512126,Iris-versicolor
+67,6.261739203063485,3.389363103930897,5.498529961346038,2.3303515616719888,Iris-virginica
+68,6.101101154090459,2.601816590767181,5.521148948003238,1.413249409067111,Iris-virginica
+69,6.578147319602324,2.8075269026020435,4.6239524119186814,1.4539666369514905,Iris-versicolor
+70,5.803577353280235,2.820718132371842,5.102466055127048,2.4098373293462494,Iris-virginica
+71,5.8998313880920135,3.3242790003683775,4.65884681747975,1.6845650362377513,Iris-versicolor
+72,5.9743128166866395,2.173100207216034,4.075159621035684,1.0512341952285533,Iris-versicolor
+73,5.526619269295278,2.471938200581551,3.717297223938055,1.0581058539623986,Iris-versicolor
+74,6.638601460265477,2.935694981699365,4.521965596896176,1.4336289042983625,Iris-versicolor
+75,5.5071071075267515,3.4177277483424633,1.508239312628292,0.37332655061775805,Iris-setosa
+76,4.993627518970782,2.000000463756142,3.58120991898185,1.004026058475719,Iris-versicolor
+77,6.711734245250431,3.093761371135212,4.69638505112943,1.4908168880638428,Iris-versicolor
+78,4.785261400738301,3.3997917146094023,1.8518019716691607,0.20013761985938092,Iris-setosa
+79,6.4640887153665245,3.0,5.805482880877547,2.144502261167998,Iris-virginica
+80,5.854890801866973,2.589518548378617,3.8842858359826935,0.8817057906563328,Iris-versicolor
+81,7.638813817428863,2.588434412982999,6.8999987463276575,2.2954527343764877,Iris-virginica
+82,6.04193472279293,2.802702545269136,4.665426341838967,1.2419460392434816,Iris-versicolor
+83,5.410213777959204,3.0,4.443338681735934,1.501099468823542,Iris-versicolor
+84,5.722180642395882,2.9744156585287365,4.212252896156785,1.219052936176196,Iris-versicolor
+85,4.595854853501349,3.092904750955747,1.508928986497457,0.1961529997692224,Iris-setosa
+86,5.0903100851217005,3.2893596168852115,1.8034958944498043,0.4500293143499622,Iris-setosa
+87,5.667556387936894,2.9395340745729537,3.948369618148784,1.277481960930395,Iris-versicolor
+88,7.688702673880572,3.0,6.075904655453893,2.2966027989237454,Iris-virginica
+89,5.698686588828436,2.901955273571676,4.0078652614752635,1.2295396453349015,Iris-versicolor
+90,6.262786295491809,3.2866468025751905,6.087242014184999,2.5,Iris-virginica
+91,6.653580229360482,3.0071194377900996,4.552259181742831,1.4566640525641572,Iris-versicolor
+92,6.6610738416596105,2.81615705989997,4.759735798734368,1.4033418057474265,Iris-versicolor
+93,5.975477911422559,2.333034277639733,5.032179653486284,1.5456570538685213,Iris-virginica
+94,4.809254164555231,3.0,1.4050175049555318,0.37752203351027636,Iris-setosa
+95,5.503319153836533,2.505322607475836,4.017189447255384,1.3070382373084308,Iris-versicolor
+96,5.862094242672214,2.8590392687705153,4.526590060763097,1.3871502643406206,Iris-versicolor
+97,5.815090599982585,2.801678721775635,5.100354591135248,2.399022377281642,Iris-virginica
+98,7.236928450137217,3.1954002076431345,6.0369895690352315,1.7956754340219163,Iris-virginica
+99,6.036832366853026,2.8558712127345025,4.602133314138774,1.2173812186975304,Iris-versicolor
+100,5.622042982794383,2.8704052365742827,3.707440534174505,1.2867261243426142,Iris-versicolor
+101,5.093695704306241,3.5794795767316967,1.3735175888697624,0.20763776597752173,Iris-setosa
+102,5.759883754862424,2.639661271891832,4.078762378516363,1.0061141665328477,Iris-versicolor
+103,4.801800585127693,3.3920982052415294,1.994894723393267,0.19679450796875664,Iris-setosa
+104,6.67428837601748,2.733508781856903,4.677705457317366,1.4299407189432407,Iris-versicolor
+105,6.707584233312904,2.8362773560036603,4.708022441602,1.4490751918486042,Iris-versicolor
+106,4.300000617593923,3.0,1.1035749070527798,0.10000009455728633,Iris-setosa
+107,5.523808320712208,4.199999102981848,1.369793849411685,0.19468364342051092,Iris-setosa
+108,4.8060775170411585,3.4014316446744357,1.7457833452619407,0.20367552486778692,Iris-setosa
+109,4.3,3.0,1.0980484718216423,0.1,Iris-setosa
+110,6.453446419664501,3.1947188705712457,5.16068006055615,2.0996853060549405,Iris-virginica
+111,5.056046087914201,3.3527896208882098,1.6253692808353501,0.46047200959969853,Iris-setosa
+112,6.581394186404509,3.0,4.410105965458131,1.3888838265502064,Iris-versicolor
+113,6.014804820351678,2.223856214858651,4.039152810859048,1.0551351085544929,Iris-versicolor
+114,5.805543384908637,2.7172122935875773,5.107774597687996,2.0934873787128514,Iris-virginica
+115,5.588218247291817,2.418178109040714,3.829176914965906,1.0756592866503976,Iris-versicolor
+116,6.692515722579606,2.5064113519789197,5.793322128156296,1.8116756062169954,Iris-virginica
+117,6.054825139886234,3.3986634200191137,4.508962924224784,1.5821862705459557,Iris-versicolor
+118,7.675523038442538,2.7928360714731366,6.68564060471392,1.9959150128951373,Iris-virginica
+119,5.860739644988797,2.9471350439202766,4.378646957964003,1.4573078043681482,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/5/test.csv b/iris/tab_ddpm/3_0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/5/train.csv b/iris/tab_ddpm/3_0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/5/val.csv b/iris/tab_ddpm/3_0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/6/synth.csv b/iris/tab_ddpm/3_0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1ff5ea4158ff820ff9f2e5b916e6ba82ed1100eb
--- /dev/null
+++ b/iris/tab_ddpm/3_0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.72795698486619,2.603425598037912,4.054804112087734,1.0618789779233175,Iris-versicolor
+1,6.759806283675462,3.18246961105566,5.557229732029773,2.305316274814045,Iris-virginica
+2,6.178023627261967,2.7557848610387206,4.874202925819947,1.7558924501184128,Iris-virginica
+3,5.496889886282375,3.0,4.485492751624109,1.4948035480280042,Iris-versicolor
+4,5.717547637285422,2.8420288529194435,4.1728857330571145,1.1626621441733334,Iris-versicolor
+5,6.846230503059139,2.806031557359816,4.803321364734111,1.4221259109562623,Iris-versicolor
+6,5.06057823268794,3.52225492967289,1.4036536060637856,0.19918928117253154,Iris-setosa
+7,7.7082925499943835,2.59470645327956,6.9,2.3004102595199263,Iris-virginica
+8,6.261682117244112,2.732613119939515,4.871215510366481,1.7889937586495877,Iris-virginica
+9,6.24921091157571,3.396933264686851,5.454468967532176,2.3318464444357865,Iris-virginica
+10,6.610755654502692,3.0,4.451179414538908,1.424290037538769,Iris-versicolor
+11,4.728215928866797,3.0,1.361251777543079,0.1,Iris-setosa
+12,6.878447234900573,3.1220090968501832,5.105319795935529,2.294634416515573,Iris-virginica
+13,6.705082489303679,3.1267963934079046,4.764999546947021,1.5002626704528421,Iris-versicolor
+14,6.284087824206294,3.3083931759763763,6.016646361799472,2.5,Iris-virginica
+15,6.203164197119143,2.675672677195411,4.963043804881945,1.8614997708881493,Iris-virginica
+16,4.300000632834711,3.0,1.0923814422088187,0.10000012259574483,Iris-setosa
+17,4.9271399430519836,3.1145798631046144,1.5006098124648237,0.10000010158162782,Iris-setosa
+18,6.195803150947722,2.1963923907748066,4.4947764963525,1.5075254147839536,Iris-versicolor
+19,5.729125813816526,3.8304444673618017,1.8263332741258251,0.2750069686620789,Iris-setosa
+20,6.687405181551916,3.0747332309129143,4.775375615431318,1.5434526810020053,Iris-versicolor
+21,6.2818267701347725,3.302082201834082,6.036667100383987,2.5,Iris-virginica
+22,6.510149143510413,3.0,5.76923675971321,2.2561734288024584,Iris-virginica
+23,4.3,3.0,1.1125018057918346,0.1,Iris-setosa
+24,4.7934466530176225,3.0,1.3915979967793333,0.2775045186209302,Iris-setosa
+25,7.5778925623325994,3.0,6.559400887229936,1.9737155028419828,Iris-virginica
+26,6.534892745426896,2.811191106806832,4.641455766430169,1.5037564479710555,Iris-versicolor
+27,4.7980760915322405,3.0,1.374141943785227,0.10000011179561313,Iris-setosa
+28,6.509020510352008,3.18523501750696,5.08091537999411,1.971567704679625,Iris-virginica
+29,5.866359218480613,2.895834276061701,4.546384870326279,1.4323540552615979,Iris-versicolor
+30,6.084339442194087,2.609518068542143,5.6479374704864735,1.4130062578763,Iris-virginica
+31,4.3,3.0,1.0958087211859375,0.1,Iris-setosa
+32,5.608773720427239,3.0,4.57198056804014,1.5632266635673346,Iris-versicolor
+33,6.292262233484606,2.5021851222589953,5.005646331340629,1.8934899196215118,Iris-virginica
+34,5.797719113704705,2.8017852117934643,5.116910967553042,2.4136893477980337,Iris-virginica
+35,4.797393506841084,3.0,1.3988343750868393,0.26940622999652947,Iris-setosa
+36,6.198871477341843,3.3902145916344257,5.403541639466125,2.3334281105655603,Iris-virginica
+37,6.744295547554998,2.805381262623089,4.773501959616548,1.4214928552508939,Iris-versicolor
+38,6.596657843696895,3.0,4.392815714580057,1.3998636962993254,Iris-versicolor
+39,4.533796577064033,3.2024668863062615,1.356393509284101,0.20054440977654917,Iris-setosa
+40,7.20830681818544,3.187122943582058,5.943358648221332,1.7986363225091573,Iris-virginica
+41,6.311429515043959,3.3133138100480304,6.009119770302056,2.5,Iris-virginica
+42,6.112105315225143,2.584129035955709,5.588494023560619,1.452003570331255,Iris-virginica
+43,4.300000464091332,3.0,1.0950728643707233,0.10000010521148973,Iris-setosa
+44,6.695281358334416,3.085266706443444,4.689221360330799,1.522062121426716,Iris-versicolor
+45,5.7900990244007025,2.840406862012295,4.511842007169554,1.3651577205962708,Iris-versicolor
+46,6.121735751043297,2.858464610042182,4.7059832287585515,1.3675065239961874,Iris-versicolor
+47,6.255221535385484,2.75278930110787,4.812947474140011,1.8224465358432744,Iris-virginica
+48,7.9,3.8636146004328302,6.39720005650217,1.9381576186457115,Iris-virginica
+49,6.281968663138891,3.402319282696284,5.583792927262619,2.3923601436947854,Iris-virginica
+50,4.3,3.0,1.1045812654018643,0.10000010217751386,Iris-setosa
+51,6.4146938489033545,3.0,4.38577623478565,1.3856733735470674,Iris-versicolor
+52,4.8831413334465275,3.408370222786943,1.8014020291340427,0.21507486939407358,Iris-setosa
+53,5.094934416364442,3.5202022406877114,1.400857006574019,0.19960876061150537,Iris-setosa
+54,5.78113226406,2.7855406479829528,5.147434805984027,2.3760618803920517,Iris-virginica
+55,6.2955291963358455,3.2711228850301426,5.946643190048276,2.4999996933163664,Iris-virginica
+56,5.510255933310088,4.2,1.38870937402699,0.2051577091152891,Iris-setosa
+57,4.811348821962493,3.4106346599264667,1.6486483956498856,0.19839625820738882,Iris-setosa
+58,6.102003449087457,2.5907527168341695,5.572455075793173,1.4129075248827254,Iris-virginica
+59,5.362168163830161,2.717069465219718,4.010551729930228,1.3926267576085984,Iris-versicolor
+60,5.173486663435153,3.3159846432259026,1.63562052797454,0.4392927206601823,Iris-setosa
+61,5.805696307745852,2.7049471051792926,5.0784261776823145,1.920259530902637,Iris-virginica
+62,6.795204970731744,3.1951317635274274,5.799743339074008,2.2881170130289115,Iris-virginica
+63,6.018407737231408,2.796361598329359,4.628306508143385,1.243999936784463,Iris-versicolor
+64,6.0738571474752305,3.325302004483173,4.65090983997505,1.6322120897033556,Iris-versicolor
+65,4.3,3.0,1.1124271743435634,0.1,Iris-setosa
+66,7.065636282050262,3.2219799284230812,5.855012483893513,1.7858365842730404,Iris-virginica
+67,5.604397083917456,2.958159909535088,3.891924741812093,1.2379245701272121,Iris-versicolor
+68,5.007263866830662,2.0,3.4784290910574462,0.9693030327668298,Iris-versicolor
+69,5.6545897853448714,3.7461232563320346,1.5978070158743058,0.3127179845545298,Iris-setosa
+70,4.622944579078381,3.14948732390142,1.4361618906684495,0.19485050502179696,Iris-setosa
+71,6.713939898467419,3.0,4.98098064839518,1.7052403463353334,Iris-versicolor
+72,5.41606912831744,3.0,4.518450430418501,1.4988885481051908,Iris-versicolor
+73,5.007704209852874,2.0000009743428744,3.4274248107005323,0.9248967159948479,Iris-versicolor
+74,7.257747817515409,3.115552045412809,6.0192531324149945,2.2879018552620467,Iris-virginica
+75,5.2012115326408415,2.462503325878559,3.042542996983803,1.0530331451708783,Iris-versicolor
+76,6.292814567712246,2.7757699243959006,4.834211783851528,1.8236159187466559,Iris-virginica
+77,5.9427139529911495,3.2350394635514363,4.8338030171332855,1.8375449861291653,Iris-versicolor
+78,6.235684685084547,2.7787424722940335,4.8206768331393075,1.7913001890354052,Iris-virginica
+79,6.695355095238551,3.0753725125737703,4.693360234231663,1.5076351064482945,Iris-versicolor
+80,6.189173373854981,2.1937941584321297,4.576293722114186,1.5043591626007153,Iris-versicolor
+81,7.658324445487051,2.9103666290833115,6.653252982083081,2.0714472727535163,Iris-virginica
+82,5.400504955316328,2.93254976762817,4.27841902596985,1.4620884340492803,Iris-versicolor
+83,6.025002335613455,3.3905491970220143,4.491090467032049,1.5914293431295135,Iris-versicolor
+84,5.1704400554263525,2.640589316058432,3.794815659536585,1.3423536346181117,Iris-versicolor
+85,5.808502466490691,2.7516538688535293,5.115960828721371,2.1385765956087672,Iris-virginica
+86,7.33207659234803,3.163848745830636,6.183021650758388,1.9341144191465522,Iris-virginica
+87,5.279244330632409,2.757830828050094,3.9966011424138297,1.4160069233965802,Iris-versicolor
+88,6.602304718179508,3.0152794201548363,5.845818654633003,2.2174834203720635,Iris-virginica
+89,4.99933585577445,2.0,3.220349395400609,0.9049037141879781,Iris-versicolor
+90,6.243061222949924,2.787284981924105,4.828692720302112,1.8044467885585964,Iris-virginica
+91,5.699358145116301,3.7801311615276783,1.8055190471951912,0.2771517289063955,Iris-setosa
+92,7.456214512754593,3.0100854688763676,6.454320501615649,2.1799285959474415,Iris-virginica
+93,4.809451267705316,3.0,1.4141568366500616,0.10000010763868777,Iris-setosa
+94,7.187827059390365,3.2068806752049763,6.042560768872176,1.7637637342289199,Iris-virginica
+95,6.932871285471716,3.1784060989118372,5.754666170103948,2.311871778451851,Iris-virginica
+96,6.6858229882255955,3.073075307007677,4.664375295975767,1.4833775114146242,Iris-versicolor
+97,6.746221246839206,3.2016329360566407,5.759807856830437,2.2947892548984115,Iris-virginica
+98,6.1690605529213585,2.1894224564990927,4.413345075747604,1.420281566175805,Iris-versicolor
+99,4.3,3.0,1.1104970121392794,0.1,Iris-setosa
+100,4.822337677954449,3.0196186451309894,1.5465362628207033,0.20543522458494837,Iris-setosa
+101,7.701885214891572,2.781317200870774,6.727204590921835,2.0074980521914885,Iris-virginica
+102,6.156507558567564,2.1934249156688677,4.455235762885588,1.4765516788633726,Iris-versicolor
+103,5.922836597087881,2.9642203077566656,4.397356574904538,1.332753917246376,Iris-versicolor
+104,5.6810853580393115,3.0,4.443302899607407,1.4900835905401453,Iris-versicolor
+105,5.4913971793236644,4.2,1.3891857470570306,0.19752877348878523,Iris-setosa
+106,5.554302435947759,2.5104140504714345,3.894486055012145,1.1047354041731636,Iris-versicolor
+107,4.978400445504214,3.072756853326796,1.5640747054923556,0.24573550896652152,Iris-setosa
+108,5.076351700055361,3.5780688881400313,1.423351822305997,0.20251664132322186,Iris-setosa
+109,5.962480239564283,2.1606246752927243,3.938620314742046,0.9701689105471362,Iris-versicolor
+110,5.540421504827381,2.988781946112448,4.32805800539228,1.4184935820178453,Iris-versicolor
+111,6.7976822877413285,2.8385978127663045,4.835432451352309,1.4782256430664882,Iris-versicolor
+112,7.6978183233170885,2.5942275502055145,6.8999988628736855,2.3067573680998144,Iris-virginica
+113,6.307003318653208,2.4942303550549676,5.0223550620860244,1.8900349243250258,Iris-virginica
+114,7.513257723219265,3.005006344420391,6.435121518194446,2.0506045234192505,Iris-virginica
+115,6.533851260599569,3.1957264799746112,5.126266418812087,2.0817725746284745,Iris-virginica
+116,5.031602732488074,2.0000004693880755,3.566264737927192,1.030545468026605,Iris-versicolor
+117,7.428417635497287,3.081008360899173,5.94852287592931,2.2338478481748947,Iris-virginica
+118,7.129095536129664,3.1924693183577424,6.064932177862757,1.825135637807722,Iris-virginica
+119,6.68479677488012,3.0,5.008822682075572,1.69550184529975,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/6/test.csv b/iris/tab_ddpm/3_0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/6/train.csv b/iris/tab_ddpm/3_0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/6/val.csv b/iris/tab_ddpm/3_0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/7/synth.csv b/iris/tab_ddpm/3_0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6747008e8d1c30cfb98e382ce058f154a1a125d7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.40134404813792,2.887072644236524,1.4002600232272364,0.19841451340631439,Iris-setosa
+1,4.55678323256722,3.042659602925141,1.4932973655307606,0.20611541347226048,Iris-setosa
+2,6.9300644975091,3.0992672031772157,5.079157897426116,2.3005306024155305,Iris-virginica
+3,5.612747183276209,2.9314772684722294,3.6304186281128947,1.3039441087429178,Iris-versicolor
+4,5.762598585484674,2.804743210459538,5.121211565993416,2.4204694485255733,Iris-virginica
+5,6.87976946635238,3.1936081202024016,5.801751821722353,2.304116682277817,Iris-virginica
+6,5.028124091737344,3.386537290381625,1.5917710034181083,0.4555914334075074,Iris-setosa
+7,5.743322768639034,2.8090837068422982,4.154328636575017,1.1683920472538054,Iris-versicolor
+8,6.24677639716749,3.409234965916431,5.532979643254545,2.388609652363199,Iris-virginica
+9,5.806876517687222,2.716481084114957,5.122703394920386,1.903641776312377,Iris-virginica
+10,4.615312195354693,3.1133540157935884,1.4883939512228321,0.21087822346592666,Iris-setosa
+11,4.877005157126976,3.0578875466023248,1.4528158359849797,0.1,Iris-setosa
+12,4.801932530624745,3.404705417491784,1.659503219959421,0.20206924430561055,Iris-setosa
+13,4.6227588822995855,3.636812310683947,1.0,0.19700833150825944,Iris-setosa
+14,4.849081447670954,3.3990041727631226,1.592998941758312,0.2299264399181883,Iris-setosa
+15,6.1026705502421486,2.5899516313215067,5.588442600251001,1.424708314922556,Iris-virginica
+16,4.446323751106033,2.9873800681615976,1.4239789377618,0.20277347550968208,Iris-setosa
+17,6.239819561504046,2.415628417376283,5.0044183027711435,1.85261274025238,Iris-virginica
+18,4.300000521239127,3.0,1.101565798250795,0.1,Iris-setosa
+19,5.805797937437296,2.696451251929059,5.099512432318719,1.8864469563011648,Iris-virginica
+20,7.9,3.8339669187920467,6.418322720920401,1.9196875990125921,Iris-virginica
+21,7.722611534976425,2.585993207549747,6.9,2.328876664860516,Iris-virginica
+22,6.1350249980891896,2.8446438208321676,4.7607663943222205,1.2747990746449882,Iris-versicolor
+23,5.993022694792795,2.1828122336174673,3.9505398645344805,1.0086116354359382,Iris-versicolor
+24,6.343234621328016,2.5465612622994884,4.975190570720789,1.8756434962668296,Iris-virginica
+25,5.80587327353289,2.7020691591394224,5.1213516956545515,1.88307078133464,Iris-virginica
+26,7.7052597710615665,2.784940722561584,6.729876665620741,1.9956801184208195,Iris-virginica
+27,7.681358305592414,2.6626852949093984,6.896749232100335,2.128532820105032,Iris-virginica
+28,5.02102199626907,3.4281589441496094,1.5136818492098953,0.24282615267226754,Iris-setosa
+29,5.799951118768006,2.79943844970337,5.08434621660814,2.3872704565687752,Iris-virginica
+30,6.400126571410695,3.0,4.417366651845672,1.3615026395814147,Iris-versicolor
+31,5.085906181393917,3.594275485656608,1.368592698484391,0.20189557126642674,Iris-setosa
+32,5.469179393476656,2.413883978758997,3.68040081397495,1.0428499103360922,Iris-versicolor
+33,5.994942015983224,2.1855920937784785,4.99320728686784,1.49306459875421,Iris-virginica
+34,6.567931917678639,3.0,4.384144637708276,1.417649923147451,Iris-versicolor
+35,4.8006826242283696,3.0,1.4174059865780682,0.27448152923646196,Iris-setosa
+36,4.757250403569743,3.0,1.3972408119828477,0.2750003357826717,Iris-setosa
+37,4.796474449030476,3.3978466102033704,1.872940735128896,0.20135061010116834,Iris-setosa
+38,6.1758831178547435,2.8113383921973556,4.804457389852545,1.8050684407003676,Iris-virginica
+39,5.938530457449181,2.2051820424441426,3.945858125821918,0.8801440315488102,Iris-versicolor
+40,6.70940786023364,3.0781844371829736,4.720115506839725,1.5222403421029223,Iris-versicolor
+41,6.323149770332813,3.3020025483969357,6.022676678625039,2.4999997927633713,Iris-virginica
+42,6.0190736882737355,2.265107772857546,3.9789539857286647,1.0125069129888564,Iris-versicolor
+43,5.549641057067532,3.0,4.48154243463608,1.4675619100345867,Iris-versicolor
+44,5.33463690962729,3.404546580712684,1.477486884556989,0.3690971981076741,Iris-setosa
+45,4.940444138472721,3.1551934461301685,1.5136205905177593,0.10000009133555478,Iris-setosa
+46,6.310535328864197,2.512528331741623,4.990154882632675,1.9171323562645302,Iris-virginica
+47,6.719410152670003,2.833780165232129,4.721030495823941,1.500873750386723,Iris-versicolor
+48,4.989659051855137,2.0000005595822334,3.6052778366462186,0.9893128645021608,Iris-versicolor
+49,6.6399459481702285,3.112517252458348,5.69727329686998,2.2959808971234033,Iris-virginica
+50,4.564980062735218,3.6240604451735376,1.0000003836519347,0.20745232089219465,Iris-setosa
+51,6.19689382678288,2.8320565176693493,4.7477564886969805,1.2154487257613062,Iris-versicolor
+52,4.4648638098532585,3.207038547892139,1.3547931560810518,0.20246218088584317,Iris-setosa
+53,6.7338751851276255,2.495270232709702,5.824061973893989,1.802158366696553,Iris-virginica
+54,6.763102851606818,2.513948372332821,5.897627445942552,1.7645302499463569,Iris-virginica
+55,6.295675969954362,3.20287597686745,5.290471216122479,2.332365048395908,Iris-virginica
+56,7.046345080523438,3.1160104602230123,6.024524254872698,2.032907987552396,Iris-virginica
+57,6.094206848083078,2.603189755509888,5.613216638923038,1.3777698594017123,Iris-virginica
+58,6.325226539182699,2.477472631837889,5.053114734287889,1.9256325858811987,Iris-virginica
+59,5.772381663395232,2.7098529727935197,5.14633428716753,1.8966241217903304,Iris-virginica
+60,7.702420918871272,2.6401984124370808,6.89999850135972,2.3102449340352216,Iris-virginica
+61,5.624969514346438,2.4550734653384034,3.910845494514173,1.073793708827875,Iris-versicolor
+62,5.828147221853517,2.7200953804293064,5.102256313835137,1.9275372422998898,Iris-virginica
+63,5.572677205537506,2.421624001817592,3.885978829276443,1.0195526081384823,Iris-versicolor
+64,5.7065821775412875,2.841737830310844,4.036128041931204,1.1770813168187655,Iris-versicolor
+65,5.10308944196998,2.551892470914276,3.1496254761124147,1.2052523398890949,Iris-versicolor
+66,4.300000506947475,3.0,1.1011805285554643,0.10000009884693922,Iris-setosa
+67,6.637024444924203,2.8257371476443693,4.7201040327372725,1.5045381476530013,Iris-versicolor
+68,5.644251467294776,2.8924625634143455,4.510795024753462,1.3766172522684907,Iris-versicolor
+69,5.6533090449154,2.980298166652629,4.104199864122003,1.2441307322782957,Iris-versicolor
+70,5.689006262690645,3.0,4.234189163247678,1.2555211602041458,Iris-versicolor
+71,5.794664262643404,2.984980218287338,4.493257484216278,1.530247356620302,Iris-versicolor
+72,5.297152521374052,3.793014261824933,1.9700432092237432,0.22232130662131983,Iris-setosa
+73,5.532234196822488,4.2,1.4217816442207163,0.21578063001110098,Iris-setosa
+74,5.684306888293468,3.764069133551979,1.5846018961046953,0.32218134504192375,Iris-setosa
+75,5.969654909946991,2.2038908039148595,5.0015051277625515,1.4681934571837676,Iris-virginica
+76,5.445866011299799,2.4076366472707376,3.6421785957777653,0.9767797123372701,Iris-versicolor
+77,5.987868929932625,2.20024612072974,4.011750705922905,0.9656153954541039,Iris-versicolor
+78,6.172662277964133,3.336599312999345,4.619777608559019,1.602017292167551,Iris-versicolor
+79,4.3,3.0,1.1082638577938562,0.1,Iris-setosa
+80,6.2011576205904655,2.8096747757050076,4.770406574412002,1.7904140159774622,Iris-virginica
+81,6.5132337787141035,3.1006668804379345,5.507304714973401,2.26467558756203,Iris-virginica
+82,5.798760760775133,2.7209814514757853,5.098679308664802,2.0578505773396856,Iris-virginica
+83,7.9,3.7909371302648145,6.432976173347924,1.9344808253475227,Iris-virginica
+84,5.761588386488045,3.7882781122460223,1.6725669538975485,0.27698865799623684,Iris-setosa
+85,5.769827213935987,2.706238319723144,5.113104521467494,1.880129301593416,Iris-virginica
+86,5.535823510572059,3.0,4.548860208234308,1.5176182278570982,Iris-versicolor
+87,7.717530567086545,3.0,6.145000172645032,2.306065447791236,Iris-virginica
+88,4.993243506750963,3.6628551980463406,1.4046372632979762,0.1963640032945682,Iris-setosa
+89,4.968020195143672,3.4555269475835124,1.8174704094112717,0.3360267588262474,Iris-setosa
+90,5.916112075059094,3.1743496515254184,4.813611926993994,1.789078569442314,Iris-versicolor
+91,4.9908466087928085,3.403347192861783,1.4088349839423866,0.19943489169806433,Iris-setosa
+92,5.214335327150965,3.7398347734407356,1.3567023590613672,0.2366437397355638,Iris-setosa
+93,6.137158250220631,2.8047662849098747,4.740948885503878,1.2398444810542815,Iris-versicolor
+94,5.6593972740491445,2.8965345035770946,4.048175133390233,1.3059098967782945,Iris-versicolor
+95,5.6494684337415935,3.0,4.433559893914823,1.4412233599576543,Iris-versicolor
+96,6.206944924892314,3.2012746421377303,5.37443057990965,2.386020040834658,Iris-virginica
+97,6.313171521319631,3.3157342147554534,5.994937701498109,2.5,Iris-virginica
+98,6.130603573300817,2.8952000673021474,4.578443720148398,1.5269673839633777,Iris-versicolor
+99,5.602517228082567,3.6833303831921915,1.5574888609229416,0.336007342151112,Iris-setosa
+100,6.065900164187205,2.2298377681331596,4.977035671077632,1.5575556765306489,Iris-virginica
+101,4.828251863983619,3.0,1.4446728801647137,0.2615193755939001,Iris-setosa
+102,6.275135593137964,3.393194634380723,5.4784291689958975,2.361889704345273,Iris-virginica
+103,7.713318272645662,2.798132049645375,6.6983097419643665,1.9790008982023855,Iris-virginica
+104,6.446192420957143,2.7851233466458085,4.617051704421812,1.4734445014288862,Iris-versicolor
+105,4.807764443133962,3.4068421390673604,1.5838867895523814,0.20254738862288355,Iris-setosa
+106,6.497259855317396,3.0,5.769999638094499,2.190494995345195,Iris-virginica
+107,5.979306019764501,3.402913823922021,4.498840182767696,1.6054969314723573,Iris-versicolor
+108,6.204994418034505,2.1951600786961807,4.526489567346327,1.51964568285576,Iris-versicolor
+109,7.9,3.8839094895975097,6.433885416759924,2.02838128647574,Iris-virginica
+110,6.011568956627433,3.3872068227334045,4.515506608815473,1.6004687591536717,Iris-versicolor
+111,5.5962488747247985,2.564169403332871,4.007361634119305,1.193078565870704,Iris-versicolor
+112,6.201927105677981,3.397179045839426,5.390210626537726,2.2712221724818025,Iris-virginica
+113,7.572006211285749,3.0,5.808980075283565,2.2818572692410655,Iris-virginica
+114,6.22125013900439,3.302052814651461,5.9432540518192125,2.5,Iris-virginica
+115,6.699286180370061,2.491788273596245,5.794705861754495,1.8193524444846825,Iris-virginica
+116,5.729743084024278,3.1366904443862453,4.341042286382954,1.397565458041977,Iris-versicolor
+117,6.222776697181199,3.37674416238895,5.402872406305491,2.3036512397341617,Iris-virginica
+118,6.31748615924399,3.3041474110562206,5.962421857218362,2.5,Iris-virginica
+119,5.006055477252309,2.0000005766820115,3.4829516557026565,0.9078437229396824,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/7/test.csv b/iris/tab_ddpm/3_0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/7/train.csv b/iris/tab_ddpm/3_0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/7/val.csv b/iris/tab_ddpm/3_0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/8/synth.csv b/iris/tab_ddpm/3_0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..da0b08d1912e08a4f697b8188b831618e99cb602
--- /dev/null
+++ b/iris/tab_ddpm/3_0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.606184783257066,3.1860414552777225,5.230720167730399,2.0999081467482608,Iris-virginica
+1,5.6783795435451685,2.966999766246126,4.5609344868310515,1.4500232204950472,Iris-versicolor
+2,5.172545161724979,3.4039238506229776,1.4088919966093765,0.2019414757107731,Iris-setosa
+3,4.981801160452201,3.646217938608748,1.6495347212903035,0.1979413245395954,Iris-setosa
+4,6.128069772689381,2.828513485612269,4.715489430009286,1.2433653316601578,Iris-versicolor
+5,5.800353401301597,2.702833637787706,4.14642119602017,1.0149174305904134,Iris-versicolor
+6,5.989075263881576,2.1987878566181145,4.06629795568068,1.0174934706616452,Iris-versicolor
+7,5.683749608995409,3.7965413647539434,1.6838278048464157,0.3772217523400578,Iris-setosa
+8,5.965733171566457,2.800954278234506,4.606688657985809,1.2854643980479488,Iris-versicolor
+9,7.18837077486628,3.2003625771412385,5.989273664925164,1.767408027413369,Iris-virginica
+10,5.068128516538807,2.508324980368199,3.019869458506176,1.0953403404199866,Iris-versicolor
+11,7.698303640209273,2.870355395483017,6.702755951603659,2.0348118915173905,Iris-virginica
+12,6.03520642634464,2.1935744132964827,4.041700027305813,1.01020501673814,Iris-versicolor
+13,6.271974283175974,3.3126103672538,5.947619799836878,2.4999996900215207,Iris-virginica
+14,5.063871144181206,3.566055698281515,1.3971017651359245,0.20134495730499813,Iris-setosa
+15,6.17559977555629,2.1751692275257013,4.48807399762636,1.4793958874238908,Iris-versicolor
+16,4.845404020257367,3.406547308121484,1.6047839042037821,0.21611455310165836,Iris-setosa
+17,5.4739897945708345,2.4411166904375547,3.739510174090674,1.0167521065103404,Iris-versicolor
+18,5.971277378288522,3.399682016984773,4.476401600569675,1.6077167561979002,Iris-versicolor
+19,4.568670792169462,3.710958289077054,1.0,0.19721633064088118,Iris-setosa
+20,6.338044983168034,2.686349475503336,4.882441364156868,1.8347365512848088,Iris-virginica
+21,6.121998582502723,2.595918504191477,5.616570782273673,1.4167893811718524,Iris-virginica
+22,6.25482865228559,2.4608791497249007,5.007121608615323,1.8651993616010523,Iris-virginica
+23,7.654493254674546,2.582917649256725,6.9,2.2896318019127033,Iris-virginica
+24,4.605668271408228,3.6784406635892513,1.0,0.19742474166782303,Iris-setosa
+25,5.70799123637743,2.809319683178108,4.276349863077121,1.1534196724834642,Iris-versicolor
+26,5.114464134507267,3.3264371214166455,1.7520767933025376,0.4913457795340349,Iris-setosa
+27,4.557300121965648,3.23075091435816,1.397864535714118,0.19943681975137129,Iris-setosa
+28,6.669355560040183,3.0,4.904641864315377,1.6453478794025873,Iris-versicolor
+29,6.291928492093184,2.666146223260671,4.9057639474222245,1.8020189488170386,Iris-virginica
+30,7.698030623430577,2.5979090775134868,6.9,2.310400455123515,Iris-virginica
+31,4.3,3.0,1.0928151341467631,0.1,Iris-setosa
+32,4.300000669543631,3.0,1.1075044552773607,0.10000009427561378,Iris-setosa
+33,5.802058159688048,2.7206938879745692,5.080529574541026,2.1377032310645987,Iris-virginica
+34,6.306214670695753,3.304012712843815,5.968722054622854,2.5,Iris-virginica
+35,5.79905015201669,2.697244845605154,5.171551351477913,1.9036872018519093,Iris-virginica
+36,7.716562720999057,2.811605399704712,6.721897385540599,1.9799969153597556,Iris-virginica
+37,4.3,3.0,1.0850379501068483,0.1,Iris-setosa
+38,6.791486868610029,2.800445698151352,4.816086936182712,1.4205145241085713,Iris-versicolor
+39,4.9977204121809455,3.0,1.7506870964111252,0.20421105233791892,Iris-setosa
+40,5.785778776307716,2.81249474101536,5.163552730676205,2.3877409461358625,Iris-virginica
+41,5.42275512501923,3.8739132672597876,1.3409513796780563,0.3982614106075652,Iris-setosa
+42,5.329654447677738,3.0,4.474547300793502,1.5055482569523806,Iris-versicolor
+43,6.668929406814532,3.0,4.998237999815916,1.7037155998289102,Iris-versicolor
+44,6.1861057633493575,3.3816500274518084,5.34545755089448,2.2971168650462066,Iris-virginica
+45,5.632137841016378,3.6980252499654673,1.5860503733227813,0.2633812200169272,Iris-setosa
+46,5.301520560969173,2.5076302944251245,3.7728150799804383,1.1877073075563258,Iris-versicolor
+47,6.0959929961711055,2.5911535156319006,5.609301966773401,1.4118338365705578,Iris-virginica
+48,7.320543819986393,3.1502789569095313,6.23717834171297,1.9029834242915857,Iris-virginica
+49,4.564800789555594,3.192188178481758,1.4425149205888166,0.20384148124160464,Iris-setosa
+50,5.861168866595799,3.2017542860217136,4.792458692607147,1.8288071003267654,Iris-versicolor
+51,4.822157119555673,3.0,1.411178282768913,0.10000009880250596,Iris-setosa
+52,6.216427187006067,3.402599519420654,5.506051808229285,2.3007581998918485,Iris-virginica
+53,4.767679435213621,3.3753536152180055,1.539078939963319,0.2007169665557802,Iris-setosa
+54,5.325114420765798,3.7293576563326263,1.6860787917001028,0.2454964749246576,Iris-setosa
+55,5.905260187728481,2.5571707273028257,4.181855911587709,0.8729076359537856,Iris-versicolor
+56,6.506351408869029,2.8187574326316964,4.632562882409288,1.5032117392635806,Iris-versicolor
+57,5.480928380959233,2.6755814765751174,4.054675074522911,1.3530758678539658,Iris-versicolor
+58,6.290625515134747,3.3145096379545755,5.990121066810137,2.5,Iris-virginica
+59,5.971246407579305,3.269915316021286,4.757611217542194,1.7795798311032154,Iris-versicolor
+60,5.019550241744785,3.0,1.6936353548179066,0.20199334845294978,Iris-setosa
+61,6.50556133342894,3.003433442334537,5.786495961763614,2.25428511525326,Iris-virginica
+62,7.70564893375634,2.621288880490807,6.899997324580455,2.3151669540952238,Iris-virginica
+63,6.716229295925505,3.0,4.685187753219958,1.4614770008400602,Iris-versicolor
+64,5.081795861503862,3.4863963032539558,1.4037586609677581,0.20312735683925354,Iris-setosa
+65,5.097609005920037,3.296052151602419,1.7192801464003493,0.44057524101072265,Iris-setosa
+66,5.491515935840019,3.0,4.398274224090851,1.4929354827233998,Iris-versicolor
+67,6.456286152883951,3.2073701724632038,5.087244438251555,1.9891877552687365,Iris-virginica
+68,7.739114728750725,2.97801189848686,6.379434486879277,2.2302844538865445,Iris-virginica
+69,7.681428982528811,2.584253124859383,6.899999015021819,2.279386172628818,Iris-virginica
+70,6.341146219694465,3.40424348782635,5.550367644378933,2.38462971936093,Iris-virginica
+71,6.017126066312811,3.3848237925955282,4.553546320812338,1.6172873356795259,Iris-versicolor
+72,6.005451001308662,3.3960894875207295,4.537818112222003,1.599998526234629,Iris-versicolor
+73,4.6106411301425405,3.542253557781754,1.0000006447301373,0.20235063710956713,Iris-setosa
+74,4.61916137019268,3.073096525307467,1.4998047275986301,0.20154853107507192,Iris-setosa
+75,5.5909100090645385,2.4620391911763475,3.993162204720794,1.194374286954766,Iris-versicolor
+76,7.8999986062344085,3.779519939426107,6.36949713494514,1.9415415735356811,Iris-virginica
+77,6.371255074457261,3.1435040896841344,5.396000729492566,2.3063696332683197,Iris-virginica
+78,5.783632807701245,2.6980574651044376,5.1284640485411295,1.8893937961593064,Iris-virginica
+79,7.022561881277694,3.1658532452420407,5.756823256397435,2.306464277010721,Iris-virginica
+80,4.566506737120065,3.1295498750391793,1.472604884220688,0.20076908026633314,Iris-setosa
+81,5.920181403626212,2.762616298239831,4.600511114589739,1.1269063711155067,Iris-versicolor
+82,5.836046205716023,3.206408098089631,4.796121449395387,1.78964707521132,Iris-versicolor
+83,5.686545210915896,3.0,4.15875528804783,1.2164917083079483,Iris-versicolor
+84,7.588628765150696,3.0,6.591160034625238,2.1384768698323895,Iris-virginica
+85,5.994024222714128,3.404806357523766,4.527994227427167,1.5886125794921155,Iris-versicolor
+86,4.569275662551216,3.1420318436814627,1.442041109180185,0.1983515421425715,Iris-setosa
+87,7.690138801067521,2.814227336607223,6.695868889521088,2.0221510597869776,Iris-virginica
+88,5.965849409936143,2.9022146068514716,4.498811714156365,1.4845313903457642,Iris-versicolor
+89,4.9951446253580825,2.000000569192952,3.5782281727819,0.9344855491853921,Iris-versicolor
+90,5.144619799334256,3.3047829723545323,1.6880324427705735,0.4951423955258478,Iris-setosa
+91,4.618167866285381,3.7057079269908675,1.0,0.21129143063019187,Iris-setosa
+92,6.6733746991278,3.0,4.976057433720252,1.6864726945835158,Iris-versicolor
+93,6.6011848471562855,3.0,4.431565057068456,1.3885957608047914,Iris-versicolor
+94,4.59930488304982,3.2082787496891063,1.380300887838907,0.20199730192929521,Iris-setosa
+95,5.775588510597915,2.341884898299533,3.9074470996462987,1.000593339429948,Iris-versicolor
+96,6.158463968989606,3.3328032503664216,4.665342280987251,1.6217236683754992,Iris-versicolor
+97,5.084277805781611,3.2946382561275023,1.5995882385420161,0.48976117705121147,Iris-setosa
+98,4.862571499700235,3.0646058304588295,1.499800684330661,0.10000009770243352,Iris-setosa
+99,4.848941282180459,3.399948179719661,1.5995233146053656,0.22884017010905766,Iris-setosa
+100,4.3990397069656755,3.1627543310350146,1.297063542822278,0.20232896509931006,Iris-setosa
+101,5.515949656070504,3.5959038896689988,1.5647891823716131,0.43604025947807784,Iris-setosa
+102,6.1741363033042225,2.214423839661048,4.499323102056388,1.4962548166919503,Iris-versicolor
+103,5.4814858457278595,4.2,1.4123862520931132,0.19197288878693264,Iris-setosa
+104,5.816052180281955,2.7836620769506766,5.075380526173084,2.375916670095975,Iris-virginica
+105,6.690040164639235,3.075167684346638,4.719267392750495,1.5217615050187843,Iris-versicolor
+106,6.698955172679817,3.0,4.993364809267619,1.713146930822169,Iris-versicolor
+107,4.827148353508906,3.042176875184781,1.4546704985554415,0.1,Iris-setosa
+108,4.495857352921041,3.212749164929658,1.376458240106132,0.1949300445716195,Iris-setosa
+109,4.795860519170482,3.0,1.4037361985145507,0.1,Iris-setosa
+110,5.828093558054172,2.690943641661216,5.122612139849977,1.9013404337939799,Iris-virginica
+111,4.614787145669537,3.608757824576551,1.0,0.192483502265963,Iris-setosa
+112,7.605491896042204,3.0,6.603659734809328,2.0652683118079356,Iris-virginica
+113,6.594568589449646,3.0,4.460360778906204,1.4006779055609662,Iris-versicolor
+114,5.668565486779246,2.842576961628642,4.301014364439185,1.347833542214603,Iris-versicolor
+115,6.19148892284809,2.2098716726868055,4.510830596470995,1.4653987265259976,Iris-versicolor
+116,7.51457311146057,3.0,6.486747874529816,2.118674005987001,Iris-virginica
+117,6.907245467221818,3.05953747850575,5.097939731110072,2.308952091021768,Iris-virginica
+118,6.314023215698848,2.4232914885586547,4.56533154512489,1.51241514938301,Iris-versicolor
+119,6.1876915092755045,2.845467273145464,4.712948608083632,1.3435561328868013,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/8/test.csv b/iris/tab_ddpm/3_0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/8/train.csv b/iris/tab_ddpm/3_0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/8/val.csv b/iris/tab_ddpm/3_0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/9/synth.csv b/iris/tab_ddpm/3_0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c6327a58297166ce44eb7d16e10c4b81d77dcb0c
--- /dev/null
+++ b/iris/tab_ddpm/3_0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.135956937060252,3.332812292553477,1.460922230488126,0.216662706739056,Iris-setosa
+1,6.910221706607862,3.065894753949729,5.101199305180372,2.277683926073242,Iris-virginica
+2,5.4787264319758595,2.535752618987431,3.9666783126170047,1.3125514705921089,Iris-versicolor
+3,5.011284763101862,3.0,1.6382839794306556,0.20148726734821873,Iris-setosa
+4,5.082967916165632,3.7772733922851383,1.6006479400214988,0.2010736012764308,Iris-setosa
+5,5.665219294995877,2.9960047819739755,4.095429702849089,1.2028990762936198,Iris-versicolor
+6,4.896849378961822,3.110036337210668,1.4925449176777155,0.10000010243766572,Iris-setosa
+7,5.0732424365322535,3.5969965788391254,1.4048452158521358,0.20363432041599838,Iris-setosa
+8,5.144718397326651,3.839186764850062,1.714162762841926,0.1996350098860386,Iris-setosa
+9,5.176153257183836,2.7374729624339817,4.035246338894911,1.4282709659471344,Iris-versicolor
+10,5.668685241810795,2.354037353273231,3.93210577169227,0.9364800801114147,Iris-versicolor
+11,5.178683491895535,3.405115107043343,1.4001290194607665,0.20243113709367913,Iris-setosa
+12,5.898007972583749,3.2071187752086665,4.802340975607629,1.7958787709393111,Iris-versicolor
+13,5.994467878170364,3.422341537653601,4.492832287939097,1.6044752740949646,Iris-versicolor
+14,7.708874040529218,2.7996008540696447,6.694160342246174,1.9439894076954733,Iris-virginica
+15,5.437483025672521,3.899963389142152,1.3043843470981178,0.456316274074471,Iris-setosa
+16,4.792846742988132,3.4066006637249435,1.582431813984418,0.19832662926452593,Iris-setosa
+17,6.6429125494340395,3.2103952336025805,5.706289062454207,2.3067257429183194,Iris-virginica
+18,6.258640686027701,3.3893926546165294,5.475010405273071,2.3686546142785136,Iris-virginica
+19,6.460064660719135,2.981012352468284,4.345606423219639,1.394288293407204,Iris-versicolor
+20,5.886195976145339,2.872056179198257,4.603160928579103,1.3789704716296662,Iris-versicolor
+21,4.805747149838745,3.399716274998075,1.8294239590753656,0.20531158377598588,Iris-setosa
+22,6.536498488350303,2.793330429585565,4.601063256703092,1.5039572062024136,Iris-versicolor
+23,6.1945956444865615,2.806170132853886,4.789219582555407,1.7944754154063431,Iris-virginica
+24,4.577553737081022,3.183823162128918,1.4062026044572664,0.20341833463954787,Iris-setosa
+25,4.3000005990441235,3.0,1.107336769229193,0.10000015992588052,Iris-setosa
+26,7.708299999564659,2.8339004588651537,6.715686300136294,2.0013244804440444,Iris-virginica
+27,6.713872420857177,3.0,5.029641257652349,1.7013335421455524,Iris-versicolor
+28,5.044082842830039,3.401476800043962,1.5860764760839983,0.40610138179759125,Iris-setosa
+29,6.126194022524764,2.8779036442670143,4.614974782218966,1.45092553129643,Iris-versicolor
+30,4.407353334949367,3.139440284738407,1.3144423003180636,0.1979493034526716,Iris-setosa
+31,7.9,3.8385125109123015,6.387222075895679,2.0645244388896207,Iris-virginica
+32,4.3000004857471055,3.0,1.108202315184107,0.10000011131608175,Iris-setosa
+33,6.19456085195115,3.4000343961641106,5.480703765258584,2.3082400025729957,Iris-virginica
+34,7.899998712711837,3.8490979617150516,6.383667205988482,2.0353886748440906,Iris-virginica
+35,6.293775085595958,3.307891500712264,5.245768246046752,2.144785531296146,Iris-virginica
+36,5.122813302925474,3.8210222472093824,1.56823308397103,0.20040052971268923,Iris-setosa
+37,6.276380326362271,2.7601582861855958,4.835393211318328,1.8033756052215133,Iris-virginica
+38,5.747589839230213,2.7042674416829358,4.003672882284453,1.0815632020495267,Iris-versicolor
+39,5.587047737964449,3.0,4.524571036683939,1.4880227508289174,Iris-versicolor
+40,6.707223422642747,2.7660243354532645,4.8109391553137115,1.371520553081824,Iris-versicolor
+41,5.914700776029688,3.2034163496599324,4.816996834731766,1.764443061524743,Iris-versicolor
+42,5.928423090487523,2.687219286263977,5.071102250044358,1.906865228384854,Iris-virginica
+43,4.809894117992376,3.0,1.4071887789343338,0.32348943303315614,Iris-setosa
+44,5.504132307029252,3.0,4.430367046478212,1.4537556701325043,Iris-versicolor
+45,6.216225926644603,2.779440705324771,4.836953814350841,1.7908962648514628,Iris-virginica
+46,5.992040791472697,3.171017747740624,4.835256419539022,1.8057502003131065,Iris-versicolor
+47,6.316523080624677,2.49760558502448,5.021029076932977,1.9269882835576615,Iris-virginica
+48,6.371317969647339,3.2516105436948224,5.216580763406389,2.193989854473657,Iris-virginica
+49,7.637448584394085,2.9641392919974616,6.663001177667038,2.079484254273307,Iris-virginica
+50,5.008866420395923,3.705928508959597,1.4512966643205045,0.20212144879811983,Iris-setosa
+51,7.612367689017868,3.0047613694613418,5.925253434799714,2.314041486507126,Iris-virginica
+52,6.240647778170597,2.1888729764015835,4.50366272130463,1.5162827903087464,Iris-versicolor
+53,6.45227151426215,2.8434113754027863,4.67237619989426,1.4034237639103975,Iris-versicolor
+54,6.2801934202722345,3.4008395272008602,5.518629594184031,2.3900202823856684,Iris-virginica
+55,5.091125334046371,3.3479605796158727,1.68226195762237,0.5352931488136181,Iris-setosa
+56,5.236546804850198,3.409797141634435,1.376325690601602,0.20250907204380222,Iris-setosa
+57,4.415143264172558,3.1995902178097357,1.3362774334745964,0.2029175202118596,Iris-setosa
+58,4.798181199037236,3.40453604049943,1.6284710192745082,0.19833562148965128,Iris-setosa
+59,7.899998184698071,3.7570394598387233,6.426361465506464,2.0068798985844887,Iris-virginica
+60,5.0615750420729775,3.7102427515955463,1.5784081751607792,0.19237260035840642,Iris-setosa
+61,5.781005124448787,2.6917398593886155,5.099476187366516,1.8882006767665689,Iris-virginica
+62,5.786159475287185,2.781625434174647,5.122606344517187,2.3908252283027234,Iris-virginica
+63,5.578000692951871,2.4005529141995345,3.7631780467056783,0.9891476288335224,Iris-versicolor
+64,5.519128180030232,2.4976212566663576,3.966908102701817,1.2257631352462917,Iris-versicolor
+65,6.300122962844293,3.3063486842602243,5.980527693076294,2.499999808695107,Iris-virginica
+66,5.342447638922803,3.384982105745181,1.5317857464273401,0.5295764087936687,Iris-setosa
+67,5.822745384646497,2.6889168595903112,5.097879420697352,1.9126317138653763,Iris-virginica
+68,4.519292328455425,3.0,1.4712906161558459,0.20279177108435958,Iris-setosa
+69,5.186827138988594,2.6889704822783775,3.8424597709844828,1.4189165155735328,Iris-versicolor
+70,5.145566988371848,3.410785968028349,1.4056683782501858,0.19440281080999736,Iris-setosa
+71,5.633384305639861,2.5260011749882896,3.9350852213484853,1.054219706095272,Iris-versicolor
+72,6.695978206948485,3.066734329773816,5.964263435007643,2.2482442272987413,Iris-virginica
+73,7.220667151591116,3.1998718679386973,5.980394482876958,1.7446942564222385,Iris-virginica
+74,6.281143345168438,3.277951358630257,5.994531930538976,2.499999417561261,Iris-virginica
+75,4.996219675542992,3.7092212527142596,1.4000365282662117,0.20462387753339284,Iris-setosa
+76,7.9,3.824765290545978,6.352257503137035,2.021863103647815,Iris-virginica
+77,5.793956145383,2.6933040304260434,5.092760896336226,1.904700891542022,Iris-virginica
+78,4.9939958272063825,2.000000549986691,3.420800769996969,0.9076490349758707,Iris-versicolor
+79,6.304300029071561,3.397433420515615,5.613404038401642,2.40154901835276,Iris-virginica
+80,7.165934932226213,3.1327966534666807,6.096407434969977,2.2463105748613206,Iris-virginica
+81,4.30000058523887,3.0,1.1078187187902975,0.10000013259997469,Iris-setosa
+82,6.558387733833262,2.4865149983226695,5.599944760579443,1.812077096807571,Iris-virginica
+83,4.90528921313047,3.1047585910176303,1.497095606949489,0.1,Iris-setosa
+84,5.667319099199257,2.8002668493569414,3.8054354416015532,1.2162705863650454,Iris-versicolor
+85,5.12804969445564,3.695288599710418,1.3645318242663818,0.22377622070709974,Iris-setosa
+86,6.161817263244814,2.9194650101716335,4.566246405966704,1.324921090467637,Iris-versicolor
+87,5.685259977955009,3.0,4.223390419656801,1.205126176217411,Iris-versicolor
+88,4.771222669343457,3.0,1.4103593269396864,0.1,Iris-setosa
+89,7.6538345339103016,3.0,5.83311500655058,2.309407574118868,Iris-virginica
+90,4.844564815543819,3.0532581008586583,1.4563593801386645,0.10000009828683988,Iris-setosa
+91,5.6257647856902615,3.0,4.466134088599364,1.4887358283881087,Iris-versicolor
+92,4.591139281675379,3.5988374578767894,1.0,0.20329295875168202,Iris-setosa
+93,5.810732535967335,2.6963090787512,5.102775748207353,1.8871655166502204,Iris-virginica
+94,6.513218551631809,2.8050522257892108,4.58839498941485,1.5098784930080202,Iris-versicolor
+95,6.952271323432987,3.1201197417744093,5.136342703305565,2.293185646176284,Iris-virginica
+96,5.02387642084128,3.578031363218396,1.4011499955914928,0.19718703716533986,Iris-setosa
+97,5.040874012729622,3.6817234173445073,1.4038314599712887,0.2062704179331047,Iris-setosa
+98,5.57778304791152,2.450372278122677,4.074885124136269,1.2400592978204639,Iris-versicolor
+99,6.193066405460785,3.3327989672455187,4.648284696864387,1.6181104668342874,Iris-versicolor
+100,5.132036243882737,3.2849735858687903,1.7955891614901156,0.4872670223048067,Iris-setosa
+101,5.950225258574047,3.1619211508824874,4.775917329793021,1.8203876441582834,Iris-versicolor
+102,6.216054474176856,2.836658140893667,4.740596126183196,1.2232229703561621,Iris-versicolor
+103,6.492330173510695,3.276595232260512,5.374763264277195,2.3303428759157887,Iris-virginica
+104,6.493769774212016,2.84198268810093,4.700807168026966,1.5200194956034225,Iris-versicolor
+105,6.761528760864085,2.8018865329156832,4.787480713831442,1.3930065716816469,Iris-versicolor
+106,7.678726738960789,3.0,6.387985234413801,2.2624324090492345,Iris-virginica
+107,4.996130733070612,2.0,3.2668522959671695,0.9537705894839565,Iris-versicolor
+108,6.708236163290805,3.0,5.032455024081941,1.7155449575503086,Iris-versicolor
+109,4.435827405960304,2.9191617410888884,1.3789325993339432,0.20665350153639986,Iris-setosa
+110,6.28861444962456,2.466906049896047,5.020176478141895,1.9121151744310494,Iris-virginica
+111,5.134364829779531,3.285047453996878,1.859842687106766,0.5450397944079609,Iris-setosa
+112,7.676509962739973,2.6036866852326535,6.899998913321516,2.2735757373662224,Iris-virginica
+113,5.575392099503251,2.4761551963745587,3.950531168939266,1.2023061794539325,Iris-versicolor
+114,6.722537843265647,3.0,4.9014755735285815,1.6065823184999724,Iris-versicolor
+115,6.311325914776548,2.8415540950895064,4.525080013206472,1.501532536182731,Iris-versicolor
+116,6.617302258197261,3.0,4.412717212839482,1.412258020589001,Iris-versicolor
+117,5.008957829214717,3.6380132363032693,1.4065776030362735,0.20207486641808045,Iris-setosa
+118,6.014019039224853,2.2232623594139866,5.004278810556129,1.5114625735697365,Iris-virginica
+119,5.02853972210383,3.7319094611681067,1.6097338251955884,0.19814786387370548,Iris-setosa
diff --git a/iris/tab_ddpm/3_0/9/test.csv b/iris/tab_ddpm/3_0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/9/train.csv b/iris/tab_ddpm/3_0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/3_0/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/3_0/9/val.csv b/iris/tab_ddpm/3_0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/3_0/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_0/params.json b/iris/tab_ddpm/3_0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..93872591dde271439fe7d831e54563f5ae46a276
--- /dev/null
+++ b/iris/tab_ddpm/3_0/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bfc6796ec3091dfcd4bd9d53b148a14b002a0226172450f099fca4a469b71a9
+size 331
diff --git a/iris/tab_ddpm/3_0/tab_ddpm_eval.ipynb b/iris/tab_ddpm/3_0/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..b5776afcb4abcd4ac732ac70e598fa5f0143bcdd
--- /dev/null
+++ b/iris/tab_ddpm/3_0/tab_ddpm_eval.ipynb
@@ -0,0 +1,1925 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "38fb882f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:42:52.018771Z",
+     "iopub.status.busy": "2024-07-21T23:42:52.018073Z",
+     "iopub.status.idle": "2024-07-21T23:43:02.474040Z",
+     "shell.execute_reply": "2024-07-21T23:43:02.473038Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.46787,
+     "end_time": "2024-07-21T23:43:02.476541",
+     "exception": false,
+     "start_time": "2024-07-21T23:42:52.008671",
+     "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",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 47%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\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... 90%\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 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c2b4f19d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:02.499905Z",
+     "iopub.status.busy": "2024-07-21T23:43:02.499089Z",
+     "iopub.status.idle": "2024-07-21T23:43:02.508604Z",
+     "shell.execute_reply": "2024-07-21T23:43:02.507767Z"
+    },
+    "papermill": {
+     "duration": 0.023175,
+     "end_time": "2024-07-21T23:43:02.510507",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:02.487332",
+     "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": "24e910ea",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009298,
+     "end_time": "2024-07-21T23:43:02.529181",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:02.519883",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "e14726d2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:02.549534Z",
+     "iopub.status.busy": "2024-07-21T23:43:02.548908Z",
+     "iopub.status.idle": "2024-07-21T23:43:02.555930Z",
+     "shell.execute_reply": "2024-07-21T23:43:02.555088Z"
+    },
+    "papermill": {
+     "duration": 0.019338,
+     "end_time": "2024-07-21T23:43:02.557902",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:02.538564",
+     "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": "d8c88d96",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:02.578693Z",
+     "iopub.status.busy": "2024-07-21T23:43:02.578446Z",
+     "iopub.status.idle": "2024-07-21T23:43:02.583628Z",
+     "shell.execute_reply": "2024-07-21T23:43:02.582800Z"
+    },
+    "papermill": {
+     "duration": 0.017691,
+     "end_time": "2024-07-21T23:43:02.585558",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:02.567867",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 0\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/3_0\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.4\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "497226f3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:02.607519Z",
+     "iopub.status.busy": "2024-07-21T23:43:02.607182Z",
+     "iopub.status.idle": "2024-07-21T23:43:02.612937Z",
+     "shell.execute_reply": "2024-07-21T23:43:02.612072Z"
+    },
+    "papermill": {
+     "duration": 0.019126,
+     "end_time": "2024-07-21T23:43:02.614935",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:02.595809",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mlu_est_eval_5_nogp_iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "repo = \"mlu_est_eval\"\n",
+    "if repo_index:\n",
+    "    repo = f\"{repo}_{repo_index}\"\n",
+    "if gp:\n",
+    "    if gp_multiply:\n",
+    "        repo = f\"{repo}_gp_mul\"\n",
+    "    else:\n",
+    "        repo = f\"{repo}_gp_nomul\"\n",
+    "else:\n",
+    "    repo = f\"{repo}_nogp\"\n",
+    "repo = f\"{repo}_{dataset_name}\"\n",
+    "print(repo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "f7275c8f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:02.635749Z",
+     "iopub.status.busy": "2024-07-21T23:43:02.635488Z",
+     "iopub.status.idle": "2024-07-21T23:43:03.883770Z",
+     "shell.execute_reply": "2024-07-21T23:43:03.882797Z"
+    },
+    "papermill": {
+     "duration": 1.261531,
+     "end_time": "2024-07-21T23:43:03.886246",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:02.624715",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Cloning into 'final'...\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "remote: Repository not found\r\n",
+      "fatal: repository 'https://huggingface.co/linearch/mlu_est_eval_5_nogp_iris/' not found\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "#\"\"\"\n",
+    "%cd /kaggle/working\n",
+    "#!rm -rf final\n",
+    "!git clone https://huggingface.co/linearch/{repo} final\n",
+    "#\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "4c59dcd6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:03.908587Z",
+     "iopub.status.busy": "2024-07-21T23:43:03.908265Z",
+     "iopub.status.idle": "2024-07-21T23:43:04.899003Z",
+     "shell.execute_reply": "2024-07-21T23:43:04.897899Z"
+    },
+    "papermill": {
+     "duration": 1.004575,
+     "end_time": "2024-07-21T23:43:04.901210",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:03.896635",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mkdir: cannot create directory 'iris': File exists\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working/iris\n"
+     ]
+    }
+   ],
+   "source": [
+    "%cd /kaggle/working/\n",
+    "#!rm -rf {dataset_name}\n",
+    "!mkdir {dataset_name}\n",
+    "%cd {dataset_name}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "1d97724e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:04.923621Z",
+     "iopub.status.busy": "2024-07-21T23:43:04.923290Z",
+     "iopub.status.idle": "2024-07-21T23:43:04.932773Z",
+     "shell.execute_reply": "2024-07-21T23:43:04.931934Z"
+    },
+    "papermill": {
+     "duration": 0.023049,
+     "end_time": "2024-07-21T23:43:04.934714",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:04.911665",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/3_0\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "2448f61d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:04.958972Z",
+     "iopub.status.busy": "2024-07-21T23:43:04.958667Z",
+     "iopub.status.idle": "2024-07-21T23:43:05.319259Z",
+     "shell.execute_reply": "2024-07-21T23:43:05.318471Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.375443,
+     "end_time": "2024-07-21T23:43:05.321664",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:04.946221",
+     "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": "25440918",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:05.344964Z",
+     "iopub.status.busy": "2024-07-21T23:43:05.344673Z",
+     "iopub.status.idle": "2024-07-21T23:43:06.953363Z",
+     "shell.execute_reply": "2024-07-21T23:43:06.952544Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.622889,
+     "end_time": "2024-07-21T23:43:06.955862",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:05.332973",
+     "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": "68148504",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:06.980914Z",
+     "iopub.status.busy": "2024-07-21T23:43:06.980450Z",
+     "iopub.status.idle": "2024-07-21T23:43:06.989018Z",
+     "shell.execute_reply": "2024-07-21T23:43:06.988036Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023679,
+     "end_time": "2024-07-21T23:43:06.991105",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:06.967426",
+     "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": "35d68206",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:07.014153Z",
+     "iopub.status.busy": "2024-07-21T23:43:07.013435Z",
+     "iopub.status.idle": "2024-07-21T23:43:07.017882Z",
+     "shell.execute_reply": "2024-07-21T23:43:07.017027Z"
+    },
+    "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": 0.018288,
+     "end_time": "2024-07-21T23:43:07.019939",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:07.001651",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "44a25185",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:07.042930Z",
+     "iopub.status.busy": "2024-07-21T23:43:07.042645Z",
+     "iopub.status.idle": "2024-07-21T23:43:07.159357Z",
+     "shell.execute_reply": "2024-07-21T23:43:07.158556Z"
+    },
+    "papermill": {
+     "duration": 0.130967,
+     "end_time": "2024-07-21T23:43:07.161649",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:07.030682",
+     "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": "e9ce6149",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:07.186800Z",
+     "iopub.status.busy": "2024-07-21T23:43:07.186485Z",
+     "iopub.status.idle": "2024-07-21T23:43:11.462382Z",
+     "shell.execute_reply": "2024-07-21T23:43:11.461501Z"
+    },
+    "papermill": {
+     "duration": 4.291324,
+     "end_time": "2024-07-21T23:43:11.464791",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:07.173467",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 23:43:08.884955: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-21 23:43:08.885011: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-21 23:43:08.886646: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
+     ]
+    }
+   ],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_lct_ae\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    print(\"mlu_run\", mlu_run)\n",
+    "#     lct_ae = load_lct_ae(\n",
+    "#         dataset_name=dataset_name,\n",
+    "#         model_dir=os.path.join(path_prefix, \"ml-utility-loss/models\"),\n",
+    "#         model_name=\"lct_ae\",\n",
+    "#         df_name=\"df\",\n",
+    "#     )\n",
+    "lct_ae = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "399a89d1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:11.489065Z",
+     "iopub.status.busy": "2024-07-21T23:43:11.488482Z",
+     "iopub.status.idle": "2024-07-21T23:43:11.494343Z",
+     "shell.execute_reply": "2024-07-21T23:43:11.493407Z"
+    },
+    "papermill": {
+     "duration": 0.020307,
+     "end_time": "2024-07-21T23:43:11.496418",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:11.476111",
+     "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": "8d8f5fc4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:11.522144Z",
+     "iopub.status.busy": "2024-07-21T23:43:11.521325Z",
+     "iopub.status.idle": "2024-07-21T23:43:14.217486Z",
+     "shell.execute_reply": "2024-07-21T23:43:14.216691Z"
+    },
+    "papermill": {
+     "duration": 2.711908,
+     "end_time": "2024-07-21T23:43:14.220053",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:11.508145",
+     "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": "8e7ed138",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:14.246782Z",
+     "iopub.status.busy": "2024-07-21T23:43:14.246040Z",
+     "iopub.status.idle": "2024-07-21T23:43:14.253065Z",
+     "shell.execute_reply": "2024-07-21T23:43:14.252142Z"
+    },
+    "papermill": {
+     "duration": 0.022779,
+     "end_time": "2024-07-21T23:43:14.255145",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:14.232366",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'tvae': 24,\n",
+       " 'realtabformer': (31, 89, None, True),\n",
+       " 'lct_gan': 14,\n",
+       " 'tab_ddpm_concat': 5}"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "preprocessor.adapter_sizes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "b8caed9f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:14.279461Z",
+     "iopub.status.busy": "2024-07-21T23:43:14.278808Z",
+     "iopub.status.idle": "2024-07-21T23:43:14.792865Z",
+     "shell.execute_reply": "2024-07-21T23:43:14.791767Z"
+    },
+    "papermill": {
+     "duration": 0.529099,
+     "end_time": "2024-07-21T23:43:14.795507",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:14.266408",
+     "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": "575bead5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:14.823212Z",
+     "iopub.status.busy": "2024-07-21T23:43:14.822326Z",
+     "iopub.status.idle": "2024-07-21T23:43:14.829103Z",
+     "shell.execute_reply": "2024-07-21T23:43:14.828257Z"
+    },
+    "papermill": {
+     "duration": 0.022588,
+     "end_time": "2024-07-21T23:43:14.831149",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:14.808561",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.model.pipeline import remove_non_model_params\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    params2 = remove_non_model_params(params)\n",
+    "    mlu_model = create_model(\n",
+    "        adapters=preprocessor.adapter_sizes,\n",
+    "        #Body=\"twin_encoder\",\n",
+    "        **params2,\n",
+    "    )\n",
+    "    #cf.apply_weight_standardization(model, n_last_layers_ignore=0)\n",
+    "    print(mlu_model.models, len(mlu_model.adapters))\n",
+    "else:\n",
+    "    mlu_model = None\n",
+    "    mlu_trainer = None\n",
+    "    ae_mlu_trainer = None\n",
+    "    gan_mlu_trainer = None"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "96f2d95e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:14.857164Z",
+     "iopub.status.busy": "2024-07-21T23:43:14.856451Z",
+     "iopub.status.idle": "2024-07-21T23:43:14.916571Z",
+     "shell.execute_reply": "2024-07-21T23:43:14.915722Z"
+    },
+    "papermill": {
+     "duration": 0.075682,
+     "end_time": "2024-07-21T23:43:14.918949",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:14.843267",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import ml_utility_loss.synthesizers.tab_ddpm.params2 as MLU_PARAMS\n",
+    "from ml_utility_loss.tuning import map_parameters\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_params0 = getattr(MLU_PARAMS, dataset_name)\n",
+    "    mlu_params = mlu_params0.BEST_DICT[gp][gp_multiply]\n",
+    "    if isinstance(mlu_params, (list, tuple)):\n",
+    "        mlu_params = mlu_params[param_index]\n",
+    "    mlu_params = map_parameters(mlu_params, param_space=mlu_params0.PARAM_SPACE)\n",
+    "    mlu_params[\"target\"] = mlu_params.pop(\"mlu_target\", mlu_params.pop(\"target\", None))\n",
+    "    mlu_params[\"lr\"] = mlu_params.pop(\"mlu_lr\", mlu_params.pop(\"lr\", None))\n",
+    "    mlu_params[\"loss_fn\"] = mlu_params.pop(\"mlu_loss_fn\", mlu_params.pop(\"loss_fn\", None))\n",
+    "    mlu_params[\"Optim\"] = mlu_params.pop(\"mlu_Optim\", mlu_params.pop(\"Optim\", None))\n",
+    "    mlu_params.pop(\"gradient_penalty_kwargs\", None)\n",
+    "    print(mlu_params)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "131f0ed1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:14.953476Z",
+     "iopub.status.busy": "2024-07-21T23:43:14.953147Z",
+     "iopub.status.idle": "2024-07-21T23:43:14.959151Z",
+     "shell.execute_reply": "2024-07-21T23:43:14.958206Z"
+    },
+    "papermill": {
+     "duration": 0.025135,
+     "end_time": "2024-07-21T23:43:14.961285",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:14.936150",
+     "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": "1ae6b127",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:14.986422Z",
+     "iopub.status.busy": "2024-07-21T23:43:14.985832Z",
+     "iopub.status.idle": "2024-07-21T23:43:14.990496Z",
+     "shell.execute_reply": "2024-07-21T23:43:14.989595Z"
+    },
+    "papermill": {
+     "duration": 0.019546,
+     "end_time": "2024-07-21T23:43:14.992469",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:14.972923",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "360db530",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:15.018082Z",
+     "iopub.status.busy": "2024-07-21T23:43:15.017404Z",
+     "iopub.status.idle": "2024-07-21T23:43:15.024511Z",
+     "shell.execute_reply": "2024-07-21T23:43:15.023646Z"
+    },
+    "papermill": {
+     "duration": 0.022129,
+     "end_time": "2024-07-21T23:43:15.026456",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:15.004327",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.pipeline import load_dataset\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    dataset = load_dataset(\n",
+    "        dataset_dir=os.path.join(path_prefix, \"ml-utility-loss/\", \"synthetics\", dataset_name),\n",
+    "        preprocessor=preprocessor,\n",
+    "        cache_dir=os.path.join(path_prefix, dataset_name, \"_cache_inference\"),\n",
+    "        val=False,\n",
+    "        ratio=None,\n",
+    "        drop_first_column=True,\n",
+    "        model=single_model,\n",
+    "        train=\"train\", test=\"test\", value=\"real_value\",\n",
+    "        file=\"info_2.csv\",\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "305423c1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:15.053082Z",
+     "iopub.status.busy": "2024-07-21T23:43:15.052804Z",
+     "iopub.status.idle": "2024-07-21T23:43:15.059252Z",
+     "shell.execute_reply": "2024-07-21T23:43:15.058360Z"
+    },
+    "papermill": {
+     "duration": 0.022528,
+     "end_time": "2024-07-21T23:43:15.061356",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:15.038828",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "from ml_utility_loss.loss_learning.estimator.wrapper import MLUtilityTrainer\n",
+    "from ml_utility_loss.util import clear_memory\n",
+    "\n",
+    "if isinstance(mlu_run, (int, str)) or mlu_run is True:\n",
+    "    mlu_trainer = MLUtilityTrainer(\n",
+    "        model=mlu_model[single_model],\n",
+    "        dataset=dataset,\n",
+    "        debug=True,\n",
+    "        log_path=os.path.join(model_dir_2, \"mlu_log.csv\"),\n",
+    "        **mlu_params,\n",
+    "    )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "d148ff00",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:15.093301Z",
+     "iopub.status.busy": "2024-07-21T23:43:15.092858Z",
+     "iopub.status.idle": "2024-07-21T23:43:15.101971Z",
+     "shell.execute_reply": "2024-07-21T23:43:15.101034Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.029253,
+     "end_time": "2024-07-21T23:43:15.104217",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:15.074964",
+     "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": "c4a076ef",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:43:15.129480Z",
+     "iopub.status.busy": "2024-07-21T23:43:15.128822Z",
+     "iopub.status.idle": "2024-07-21T23:45:50.126866Z",
+     "shell.execute_reply": "2024-07-21T23:45:50.125974Z"
+    },
+    "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": 155.013316,
+     "end_time": "2024-07-21T23:45:50.129242",
+     "exception": false,
+     "start_time": "2024-07-21T23:43:15.115926",
+     "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 1000/33932 MLoss: 0.0 GLoss: 0.3494 Sum: 0.3494\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/33932 MLoss: 0.0 GLoss: 0.3012 Sum: 0.3012\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/33932 MLoss: 0.0 GLoss: 0.2878 Sum: 0.2878\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/33932 MLoss: 0.0 GLoss: 0.2783 Sum: 0.2783\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/33932 MLoss: 0.0 GLoss: 0.2711 Sum: 0.2711\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/33932 MLoss: 0.0 GLoss: 0.2628 Sum: 0.2628\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/33932 MLoss: 0.0 GLoss: 0.2537 Sum: 0.2537\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/33932 MLoss: 0.0 GLoss: 0.2488 Sum: 0.2488\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/33932 MLoss: 0.0 GLoss: 0.2438 Sum: 0.2438\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/33932 MLoss: 0.0 GLoss: 0.2435 Sum: 0.2435\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/33932 MLoss: 0.0 GLoss: 0.2398 Sum: 0.2398\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/33932 MLoss: 0.0 GLoss: 0.2354 Sum: 0.2354\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/33932 MLoss: 0.0 GLoss: 0.2339 Sum: 0.2339\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/33932 MLoss: 0.0 GLoss: 0.2299 Sum: 0.2299\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/33932 MLoss: 0.0 GLoss: 0.2279 Sum: 0.2279\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/33932 MLoss: 0.0 GLoss: 0.225 Sum: 0.225\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/33932 MLoss: 0.0 GLoss: 0.2197 Sum: 0.2197\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/33932 MLoss: 0.0 GLoss: 0.2213 Sum: 0.2213\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/33932 MLoss: 0.0 GLoss: 0.2174 Sum: 0.2174\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/33932 MLoss: 0.0 GLoss: 0.2157 Sum: 0.2157\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/33932 MLoss: 0.0 GLoss: 0.2164 Sum: 0.2164\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/33932 MLoss: 0.0 GLoss: 0.2155 Sum: 0.2155\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/33932 MLoss: 0.0 GLoss: 0.2145 Sum: 0.2145\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/33932 MLoss: 0.0 GLoss: 0.2124 Sum: 0.2124\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/33932 MLoss: 0.0 GLoss: 0.212 Sum: 0.212\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/33932 MLoss: 0.0 GLoss: 0.2076 Sum: 0.2076\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/33932 MLoss: 0.0 GLoss: 0.2088 Sum: 0.2088\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/33932 MLoss: 0.0 GLoss: 0.2058 Sum: 0.2058\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/33932 MLoss: 0.0 GLoss: 0.2067 Sum: 0.2067\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/33932 MLoss: 0.0 GLoss: 0.2014 Sum: 0.2014\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/33932 MLoss: 0.0 GLoss: 0.205 Sum: 0.205\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/33932 MLoss: 0.0 GLoss: 0.2048 Sum: 0.2048\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/33932 MLoss: 0.0 GLoss: 0.2026 Sum: 0.2026\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": "f12f64c0",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015064,
+     "end_time": "2024-07-21T23:45:50.159841",
+     "exception": false,
+     "start_time": "2024-07-21T23:45:50.144777",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "d79fe172",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:45:50.191337Z",
+     "iopub.status.busy": "2024-07-21T23:45:50.190592Z",
+     "iopub.status.idle": "2024-07-21T23:45:50.198609Z",
+     "shell.execute_reply": "2024-07-21T23:45:50.197761Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.025924,
+     "end_time": "2024-07-21T23:45:50.200582",
+     "exception": false,
+     "start_time": "2024-07-21T23:45:50.174658",
+     "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": "b5103bde",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:45:50.231146Z",
+     "iopub.status.busy": "2024-07-21T23:45:50.230854Z",
+     "iopub.status.idle": "2024-07-21T23:46:06.453385Z",
+     "shell.execute_reply": "2024-07-21T23:46:06.452554Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.240628,
+     "end_time": "2024-07-21T23:46:06.455914",
+     "exception": false,
+     "start_time": "2024-07-21T23:45:50.215286",
+     "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": "2d85cbe8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015256,
+     "end_time": "2024-07-21T23:46:06.487270",
+     "exception": false,
+     "start_time": "2024-07-21T23:46:06.472014",
+     "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": 197.642306,
+   "end_time": "2024-07-21T23:46:08.228005",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/3_0/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/3_0/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "epoch_scale": 0.4,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/3_0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T23:42:50.585699",
+   "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