diff --git a/iris/tab_ddpm/0_4/0/synth.csv b/iris/tab_ddpm/0_4/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6877a208f679803e83d1928e138e8e96b8adf72a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.238162294597204,3.2450683473922233,6.088079951081857,2.1683140364615294,Iris-virginica
+1,5.7887110678199125,2.715188528158424,5.124673585456198,1.8250401719978022,Iris-virginica
+2,6.268787188349584,2.468545633624556,4.442414839838416,1.4910136641402545,Iris-versicolor
+3,6.757688191469404,3.0,5.81144930109209,2.0906604539655196,Iris-virginica
+4,5.492103051263391,2.9564891481107045,4.481055110484034,1.38110351234981,Iris-versicolor
+5,5.793230604188689,2.7377808889236532,5.028094921833302,1.882112149709541,Iris-virginica
+6,5.109194156252024,3.514108892299719,1.4285992729004897,0.19951392629340858,Iris-setosa
+7,6.045591567175042,2.3099540185436456,4.137249417831743,1.0410799650065503,Iris-versicolor
+8,6.773750326469008,2.868786186637641,4.648484732290274,1.4316046353374408,Iris-versicolor
+9,5.007783267222768,3.4705871541400652,1.4166647389008347,0.21560309397941702,Iris-setosa
+10,5.410800476293048,3.0,4.433943674498259,1.411628862280916,Iris-versicolor
+11,5.468793193031612,3.736295104136738,1.5132610975896785,0.20769254699607073,Iris-setosa
+12,5.860478132068477,2.568987336248017,4.5427816351196215,1.2932850039517927,Iris-versicolor
+13,5.640578501101239,2.883693719670341,4.130392440483288,1.225436239714086,Iris-versicolor
+14,5.652146154492398,2.3875854542309067,3.598742387214848,0.9191588582357795,Iris-versicolor
+15,6.496260002144319,3.0,4.524333592712271,1.4541948486304075,Iris-versicolor
+16,5.6408237567814306,2.6593355678196393,4.364603746315199,1.2856937330556233,Iris-versicolor
+17,5.580966742562405,4.2,1.4330212793185502,0.19601498637363807,Iris-setosa
+18,5.190029641648954,2.437821844541432,4.068830636643228,1.049628780294951,Iris-versicolor
+19,7.6505908239915215,2.883120201198491,6.642116273535245,2.034646661314061,Iris-virginica
+20,5.065456862691781,3.288737302532759,1.4121308986635024,0.23516956709752052,Iris-setosa
+21,5.609843882760517,2.7526713708623496,4.258636161703579,1.2634453510835477,Iris-versicolor
+22,4.893063016378162,3.4603061490582854,1.5269756015792175,0.24198130106606047,Iris-setosa
+23,5.017889625866639,2.00002106517108,3.6043865294883695,1.0333788043769794,Iris-versicolor
+24,5.241717389259955,3.1434250554705465,1.7174220602093546,0.1987043621184793,Iris-setosa
+25,5.688754250690728,3.0939409447441033,4.592235593358107,1.5855995218621994,Iris-versicolor
+26,5.658862607340101,3.0724916316450757,4.540702825253397,1.5447510417121444,Iris-versicolor
+27,5.737203508166537,3.0,4.219641727312196,1.2951273157644216,Iris-versicolor
+28,6.665236478668028,3.399460614148513,5.609296066258921,2.5,Iris-virginica
+29,5.219095024789966,3.2333598093060947,1.9440270299651987,0.2811620381133629,Iris-setosa
+30,7.451034071029698,2.8711252257039637,6.4779835966463,1.8639437538106582,Iris-virginica
+31,6.056254303082001,2.5407933262989033,4.406929356646977,1.2684702541542447,Iris-versicolor
+32,4.679772121932702,2.9296263961478766,1.2760602457877064,0.29086356798217433,Iris-setosa
+33,5.184226551787221,3.2711854644801255,1.558072148380489,0.24258309190173657,Iris-setosa
+34,5.057937366807089,2.0,3.7660251128504942,0.6856412465462904,Iris-versicolor
+35,7.899994463543251,3.6933728733681006,6.27682325772836,1.961148189350867,Iris-virginica
+36,6.792220661509759,2.7405061019142996,4.747166363010255,1.3859664404013659,Iris-versicolor
+37,5.028885781483351,2.0,3.804116045144772,1.0228788765274195,Iris-versicolor
+38,6.4554786316084485,3.2056939959163877,5.092561836649905,1.9178305751129796,Iris-virginica
+39,5.8141483665710805,3.3161905188008345,4.439244107481164,1.574888453774181,Iris-versicolor
+40,4.914031835803207,3.4411471094329147,1.5667134724164624,0.22764993446692072,Iris-setosa
+41,4.5653120372909255,3.5109917141003915,1.0000006955912666,0.19011030536001128,Iris-setosa
+42,6.816135158443928,3.0157513174296207,5.11472061531999,2.2934198529168257,Iris-virginica
+43,6.10636213870059,3.4173497378078936,4.475569916247228,1.5646368168554872,Iris-versicolor
+44,6.336928313791643,3.223397659633732,4.712378686859653,1.5996069252952887,Iris-versicolor
+45,5.699951600310817,2.8130616750476296,4.240618520746357,1.1839710164054036,Iris-versicolor
+46,7.713449487423013,2.5711020385375396,6.9,2.3003776616008658,Iris-virginica
+47,4.642672371630129,2.9197192816257775,1.3012379371245573,0.3571961522881927,Iris-setosa
+48,6.291787671710098,2.9884686086726706,5.22671422928176,1.811380893140072,Iris-virginica
+49,6.499023383113631,3.343622049858514,5.44954449938035,2.126937095602855,Iris-virginica
+50,7.663750571364081,2.6673304110897447,6.733927410798329,1.977894143544511,Iris-virginica
+51,4.892715883921759,3.248217419896505,1.5448374115189536,0.2676769020824854,Iris-setosa
+52,4.929279991608007,3.1466300580507878,1.514090279207968,0.2501917567798697,Iris-setosa
+53,6.387038762352364,3.0384028604255264,5.6276223570870005,2.2839667243991197,Iris-virginica
+54,7.575246966402859,3.0,6.588398466788703,2.075433324313004,Iris-virginica
+55,5.545856652413272,3.0,4.487242051902297,1.3998918905625044,Iris-versicolor
+56,4.94498699857386,2.0,3.4835002135589623,0.9059613265013575,Iris-versicolor
+57,7.253047118223511,3.0387759515764263,6.128798393163499,2.144609038116366,Iris-virginica
+58,5.096004648096068,3.6361989794745146,1.402584562047906,0.263741413999548,Iris-setosa
+59,5.668514078332042,2.8765567065738353,4.538181681525926,1.35158445561883,Iris-versicolor
+60,5.3465076935988,2.4784564308493455,3.989467049179158,1.1375344097164726,Iris-versicolor
+61,5.00874878911414,3.4554574284413397,1.5574290247724754,0.20072174653101404,Iris-setosa
+62,5.054413581418354,3.347716835727643,1.6447237390291443,0.43959735898441377,Iris-setosa
+63,6.367239049542614,3.3669215936515844,5.4485121025642504,2.2734742295269244,Iris-virginica
+64,5.991968150249457,2.489478155007671,4.318894932597919,1.3171360248637491,Iris-versicolor
+65,4.639637335635629,3.3677569964060967,1.519987518442485,0.1909122682118362,Iris-setosa
+66,4.935037481519317,2.0,3.3608582924832495,0.7333892372913757,Iris-versicolor
+67,6.424199562346493,3.2923885985380736,5.491396777868008,2.231826162164718,Iris-virginica
+68,4.859544665772106,3.0,1.428686493653491,0.2687690775646535,Iris-setosa
+69,6.362300734201215,2.466565525211305,5.069000728912607,1.8664656896750638,Iris-virginica
+70,6.368778038677377,3.356583610182661,5.5536611117714525,2.2918342476014595,Iris-virginica
+71,7.665482910532035,2.568722095954051,6.9,2.3339867675844843,Iris-virginica
+72,4.931701449522471,2.0000008264091695,3.7751080319878487,1.1623875929106244,Iris-versicolor
+73,6.522946346423515,3.0,5.407091533814197,1.7697303292364652,Iris-virginica
+74,4.579149937255484,3.5025388330998095,1.0000019037954688,0.2016289256701022,Iris-setosa
+75,4.903172052622849,3.2192407479657783,1.457414591595153,0.27843760628593434,Iris-setosa
+76,5.179383940074893,3.669588599997609,1.4055261483448702,0.1994580770238496,Iris-setosa
+77,4.479807917635795,2.239814599884198,1.277413930966522,0.3319236625357143,Iris-setosa
+78,5.784136729835367,2.2710871961265178,4.201469188199201,0.9188912211525624,Iris-versicolor
+79,5.046276273892057,3.1569739801413577,1.568172486481599,0.22400038541630243,Iris-setosa
+80,4.738676724792246,2.9303875487456965,1.4217289243938245,0.2827307993514476,Iris-setosa
+81,5.999594790844027,3.3571184802467497,4.798179663085721,1.798052099243441,Iris-versicolor
+82,5.732998107911036,2.3213002431423524,4.380479853830297,1.2111282634116618,Iris-versicolor
+83,5.288624439009799,3.403396437371412,1.563987064122157,0.25353264575735546,Iris-setosa
+84,6.404205207600179,3.002844155466323,4.8539757787726865,1.6453093165394173,Iris-versicolor
+85,5.745006647023548,3.1148165884206707,4.337786854903442,1.3289287879603984,Iris-versicolor
+86,5.31426477343666,2.433159058119979,3.612897909069698,1.052715406253311,Iris-versicolor
+87,6.678689416794468,2.8290402420708025,4.846852226893611,1.569371909056753,Iris-versicolor
+88,6.720159911028538,3.0373764673308448,4.887484657685736,1.5811410857798536,Iris-versicolor
+89,5.539253390841201,3.4981793338801315,2.1078558961951726,0.20281289297877753,Iris-setosa
+90,6.135703824898003,3.2691549430242515,4.692121124682437,1.6561789088022665,Iris-versicolor
+91,6.349495102410811,3.293728874754374,5.462280932832744,2.2237950550605246,Iris-virginica
+92,6.786169051265557,3.4053969049439257,5.7281106758066045,2.5,Iris-virginica
+93,5.059902280283481,3.210104063108776,1.631989026856782,0.24622842454919264,Iris-setosa
+94,6.538843411057608,3.0,5.664174520657116,1.8210591338957354,Iris-virginica
+95,4.40000136849273,3.2256213841589383,1.2994381816339695,0.2029924695744939,Iris-setosa
+96,4.850578263072919,3.0,1.456012586452069,0.1,Iris-setosa
+97,4.870310153684495,3.0490225216192757,1.4560785108582266,0.1,Iris-setosa
+98,5.855767378990393,2.902334581641842,4.31708342637559,1.2629870539265091,Iris-versicolor
+99,6.188497339659717,2.9527469569934115,4.434132038302638,1.376830169469077,Iris-versicolor
+100,5.23905341069835,3.7085452227630444,1.4728507759263132,0.30093505530298176,Iris-setosa
+101,6.084844351830013,2.601705583878274,5.059587280817024,1.849989509817172,Iris-virginica
+102,5.575928344964672,3.0,4.283838487383906,1.3894462911457581,Iris-versicolor
+103,5.007788635733716,2.456041480154713,3.43839194150122,1.0374412073937342,Iris-versicolor
+104,6.144560956214775,3.082672164335513,4.427733505633034,1.3958309299965719,Iris-versicolor
+105,7.899998647840995,3.7278416037939053,6.401868088924627,2.0075346435242754,Iris-virginica
+106,4.9734010949269525,2.0,3.485475689096722,0.8845562390271429,Iris-versicolor
+107,6.91678395209276,3.3561163712910735,5.70972796947079,2.5,Iris-virginica
+108,7.657573642241127,2.503825386153588,6.9,2.250029424828882,Iris-virginica
+109,4.400003233377658,3.1639360565672665,1.3376749665224112,0.20016412478223763,Iris-setosa
+110,7.899998764736768,3.756507662880094,6.3947461353000365,1.9843426983449126,Iris-virginica
+111,6.098125097333079,2.8695273999260507,4.521354021029189,1.239872812743813,Iris-versicolor
+112,6.396309313825047,3.256874969057977,4.803757380043566,1.664444756549377,Iris-versicolor
+113,4.9145737413351975,3.1539575385071585,1.526205532707375,0.1,Iris-setosa
+114,6.568080174558845,3.1164754587022303,4.759588616634604,1.5309066845383006,Iris-versicolor
+115,5.040873649228722,3.2088193879232314,2.0277408749707297,0.19703890835692411,Iris-setosa
+116,5.536657785792976,2.931357316416884,4.388303830050932,1.372388765108253,Iris-versicolor
+117,6.783261225364867,2.9658668670882498,4.7601407451390205,1.5211707878253171,Iris-versicolor
+118,6.31845346729895,2.87646203132427,5.727403296510431,1.8669265870503158,Iris-virginica
+119,5.027588809579714,3.603313153879979,1.315486448817503,0.22365432365151444,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/0/test.csv b/iris/tab_ddpm/0_4/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/0/train.csv b/iris/tab_ddpm/0_4/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/0/val.csv b/iris/tab_ddpm/0_4/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/1/synth.csv b/iris/tab_ddpm/0_4/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1c49031f4e07f34f8aa6218d99d14a6e91ed853a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.972442995601025,3.269631867750477,1.4455575316033649,0.20222113589366913,Iris-setosa
+1,4.908041762233987,3.0,1.446611121453247,0.3711137085597892,Iris-setosa
+2,4.822046331560421,3.0169335375083604,1.4544287433853615,0.10000016487334723,Iris-setosa
+3,5.512815445542915,4.199996509068563,1.4191881626419407,0.2108075034810269,Iris-setosa
+4,5.780263012701361,2.88808318543658,4.198297503687041,1.2657810094285724,Iris-versicolor
+5,4.9373408354177,3.0,1.4161191143116054,0.24073440575215585,Iris-setosa
+6,5.601051095967159,2.673675243878585,4.438534337892912,1.3393425325965391,Iris-versicolor
+7,5.871555969541245,2.7529452765990388,5.170306603804708,1.8761160919452537,Iris-virginica
+8,6.206198496387284,3.4048947341592077,4.538319780492322,1.5745203030958719,Iris-versicolor
+9,4.860747130996961,2.4593055869368046,3.271364656457081,0.8971362746149996,Iris-versicolor
+10,6.591517402689752,3.0,4.740509690810925,1.4371368595376146,Iris-versicolor
+11,5.50479568080902,3.0,3.9416292401038584,1.3127484977252868,Iris-versicolor
+12,7.361577266433222,2.8982133675234194,6.305001412215698,1.8574120977817181,Iris-virginica
+13,6.606049893559825,3.0,4.929132405606592,1.7633731780568187,Iris-versicolor
+14,4.613100636184465,2.91098273954028,1.303775479399867,0.23915074196474928,Iris-setosa
+15,4.787338999483026,3.2373035667813195,1.505241376598358,0.1807196379058838,Iris-setosa
+16,4.977135582607664,2.0,2.8377507196505256,1.0073176550438634,Iris-versicolor
+17,5.202663724175631,3.063341747820752,1.9614343985495877,0.21859077395516904,Iris-setosa
+18,6.327732798279792,2.8299231465952874,4.520111419297414,1.31482190102642,Iris-versicolor
+19,6.295305886988849,3.191384702314781,5.177315545894388,1.9021268366336284,Iris-virginica
+20,7.9,3.9547270369651866,6.430528965863181,1.9830707985758507,Iris-virginica
+21,7.9,3.80427801602789,6.337505300170005,2.03103071187074,Iris-virginica
+22,7.748919246541596,2.508844031368404,6.9,2.37571131918187,Iris-virginica
+23,7.06717041647426,2.9741011437654845,6.062911325298888,1.823684476217674,Iris-virginica
+24,7.9,3.8088589176305105,6.397909679482888,1.9998017487018371,Iris-virginica
+25,4.906541883846029,3.0,1.4887997688252264,0.2261428958851369,Iris-setosa
+26,5.092209082516897,3.5203677540093823,1.4055485039522955,0.21733736454759794,Iris-setosa
+27,7.802341480034096,2.5197460323597056,6.9,2.315996087216204,Iris-virginica
+28,7.899998603885897,3.8403852717687545,6.447366801492623,1.9918321620328567,Iris-virginica
+29,5.786412151600361,3.029829544698975,4.652986882447621,1.7189868511807267,Iris-versicolor
+30,6.185824295372866,2.9576783086023237,4.515748361973399,1.2520818433181287,Iris-versicolor
+31,5.838189325595891,2.758007631142621,4.261939031276582,1.144763736276378,Iris-versicolor
+32,7.769196985490854,2.5867085704540123,6.9,2.293654469908256,Iris-virginica
+33,7.5046904876136855,3.0,6.509512215421352,2.05243577554913,Iris-virginica
+34,7.753842844806664,2.5302546699177415,6.9,2.329496977228015,Iris-virginica
+35,5.499237975705868,3.7968426656947463,1.4340834825693618,0.3965756872146819,Iris-setosa
+36,7.720398380328041,2.494632190958639,6.899998050927767,2.3074810317461454,Iris-virginica
+37,5.413553913908708,3.7258529088204386,1.36307212350166,0.6547751394758463,Iris-setosa
+38,6.052472947384807,3.2840463386075394,4.397123687853124,1.4076845965049274,Iris-versicolor
+39,4.550504961832414,3.6733201040034107,1.0,0.1867002342417643,Iris-setosa
+40,5.181257579515973,3.5436204981099353,1.3258838273439502,0.19585701827546947,Iris-setosa
+41,4.765380989587742,3.0,1.4236180526767201,0.10000017280856913,Iris-setosa
+42,5.914808330062884,2.781959717923751,4.5919696820264155,1.3746369149367206,Iris-versicolor
+43,6.6567068909146885,2.7569657797377736,4.677579426340043,1.3772481618105883,Iris-versicolor
+44,5.871475934423502,2.710848893213061,4.007245435834361,1.0229072504636318,Iris-versicolor
+45,5.682406231786148,3.822589645899865,2.0552224202752845,0.29346700055822494,Iris-setosa
+46,6.432687736543054,3.3255633575772054,5.375865038792444,2.273415424510865,Iris-virginica
+47,6.2276189564043625,2.1385417001363187,4.369504514748674,1.3659078353776406,Iris-versicolor
+48,5.887562321232946,3.3588132585646755,4.537072223312142,1.6048843287020895,Iris-versicolor
+49,4.960782582012606,3.366544428711997,1.5180003154116382,0.20414601457657874,Iris-setosa
+50,5.720369327267572,3.1375467569025974,4.7304123459387615,1.7477804311730203,Iris-versicolor
+51,4.967103190442396,3.0,1.492595500490295,0.19862666713028304,Iris-setosa
+52,5.76392792601949,2.811740030698587,4.228459766066532,1.3112026811823714,Iris-versicolor
+53,7.763133995611648,2.5455046809801383,6.9,2.3326878474059445,Iris-virginica
+54,6.152662870593119,2.9937841721612646,5.41903499095064,2.0911039068028017,Iris-virginica
+55,4.996625197513103,3.4696534566886337,1.5202661668495456,0.24893293365400562,Iris-setosa
+56,6.55454110669945,3.2000113667500654,5.510217541272617,2.15215778324389,Iris-virginica
+57,5.798090194022599,2.96959268306284,4.242876002038635,1.2022961361576543,Iris-versicolor
+58,6.399571079961808,3.0,5.583739231566255,1.951647657092973,Iris-virginica
+59,5.278231292188655,3.337118840578439,1.5007538353812198,0.21919645855928432,Iris-setosa
+60,5.972313574255971,3.0,4.328073152164665,1.290256492345326,Iris-versicolor
+61,6.865946337588663,3.3734565772883554,5.623554617043887,2.5,Iris-virginica
+62,4.842346257221861,3.4075958865767526,2.020863012750219,0.1992388899546487,Iris-setosa
+63,4.870431326825274,3.2344459647868864,2.089198132512142,0.25452172303559945,Iris-setosa
+64,4.400001250169743,3.2159875212088767,1.3280968078987279,0.19409820690601284,Iris-setosa
+65,5.54761973025525,3.0,4.378446117549467,1.3980366113952862,Iris-versicolor
+66,5.412094334920723,2.3442902982367775,3.937456225416685,1.0386583874293582,Iris-versicolor
+67,4.64737031635712,2.0304591198711415,2.986032276983933,0.7851957971274155,Iris-versicolor
+68,5.499956156876395,2.4764931171825406,3.7662919213415864,0.916756577738268,Iris-versicolor
+69,4.948202623566776,3.0,1.4653271757829673,0.20382548348814242,Iris-setosa
+70,5.204614010458971,3.151259249140664,1.7232445873545483,0.20802663629086804,Iris-setosa
+71,5.880368571661648,2.391687552920185,4.162428154738604,1.0504204761002995,Iris-versicolor
+72,4.634420327600996,3.528443973303536,1.0,0.2059120137141242,Iris-setosa
+73,5.567828540741981,3.0,4.582841064595627,1.5850833070628498,Iris-versicolor
+74,5.717036682168988,2.414853078226617,3.81624686170988,0.8150434086356124,Iris-versicolor
+75,5.548132262680885,2.9793892993517312,4.147884526503652,1.3491646440198193,Iris-versicolor
+76,5.188154274778955,2.629063736857486,4.014313134459958,1.1872355731592534,Iris-versicolor
+77,4.4,3.2027474009099963,1.402164198933125,0.1937854074491568,Iris-setosa
+78,4.8979810394832715,2.442068137114616,3.0088709127883204,0.8885981249403985,Iris-versicolor
+79,7.680357733338083,2.542244661376908,6.9,2.326031118784034,Iris-virginica
+80,5.07546059133154,3.5105504409147628,1.4493597738685744,0.2540114737418874,Iris-setosa
+81,4.547077200885156,3.53396213116453,1.0,0.20746048305050327,Iris-setosa
+82,5.931740091789091,2.7133773176364797,5.070614084305001,1.8635739469725638,Iris-virginica
+83,5.845097088420071,3.2056360296148987,4.33090673264058,1.3494883617636007,Iris-versicolor
+84,6.689117565770413,3.0402175101565017,5.1633582052526705,2.3228239853220862,Iris-virginica
+85,7.680631861589224,2.560204135787375,6.9,2.3140447504978523,Iris-virginica
+86,7.899992829486338,3.7141476557771673,6.273901859908592,1.9893343999135065,Iris-virginica
+87,7.705774334005545,2.7589300302042634,6.748252264271131,1.9883154855642307,Iris-virginica
+88,7.719285685732299,2.5783005057541355,6.9,2.282780088032364,Iris-virginica
+89,4.4,3.23792708380093,1.2602366075191538,0.18927920225310457,Iris-setosa
+90,6.162674628270917,2.5432047073680324,5.0225822447878254,1.896596484358331,Iris-virginica
+91,6.303429613746448,3.2424157791585,4.619161586811641,1.6234857852392182,Iris-versicolor
+92,6.736352547863521,2.8303034829775835,4.802775248874367,1.421577467206858,Iris-versicolor
+93,6.1612204300352715,2.844825092785758,4.267787969846489,1.2485915320139824,Iris-versicolor
+94,7.706652742047733,2.4664742305529694,6.9,2.349711804133073,Iris-virginica
+95,5.57453496574112,3.0748853263733316,4.49478160091077,1.5391669032182913,Iris-versicolor
+96,5.144986161499396,3.5052074840926633,1.356942357358379,0.19671101456425188,Iris-setosa
+97,6.349376406981695,3.2087788887828648,5.357148482204945,2.262979442301558,Iris-virginica
+98,6.632505618810728,3.0525174456128754,5.524409531855653,1.9702813282389349,Iris-virginica
+99,7.535540861217853,2.7826048881719063,6.552708396393285,1.8654814459130915,Iris-virginica
+100,7.751739979211007,2.6248686805455277,6.899998952035491,2.309652757090767,Iris-virginica
+101,5.635297555584374,3.1861539038832616,4.593801667279204,1.6103535561680506,Iris-versicolor
+102,5.579098121427548,3.0,4.320954050120405,1.3542654301094816,Iris-versicolor
+103,5.574597469008672,2.902451060546402,3.6003755424583934,1.2496945002707245,Iris-versicolor
+104,5.028405176016023,2.0,2.9676938284718872,0.9701956590782874,Iris-versicolor
+105,5.7541129376611195,3.0618069658522646,4.3246086180684085,1.3505781821982388,Iris-versicolor
+106,5.569412983358117,2.9213106232125994,4.280325157162509,1.2772703898334619,Iris-versicolor
+107,5.713714234374079,2.9509322774079623,3.8910348225285425,1.2271792760366285,Iris-versicolor
+108,6.615780247797777,3.0,5.428371703332175,1.8455800816063748,Iris-virginica
+109,5.6821880869331505,2.711428026069086,4.310798540643995,1.1160514770924816,Iris-versicolor
+110,5.852994412916584,2.672334290699485,5.090914411888557,1.8744910488381306,Iris-virginica
+111,6.944619709170035,3.167826194530292,5.747274711033577,2.2641825436059255,Iris-virginica
+112,7.899991007486098,3.5796974667479486,6.357918579152591,1.985009468045796,Iris-virginica
+113,4.7149846439897045,3.0,1.314527508600832,0.1,Iris-setosa
+114,4.400026080801029,3.0966364559459154,1.301429510562436,0.21353829043580289,Iris-setosa
+115,4.87136044877034,3.085284806412462,1.5029344700357758,0.1,Iris-setosa
+116,6.662745330521602,3.0,5.586987325550187,2.0154604026945337,Iris-virginica
+117,6.384890282807374,2.586708197507758,4.3562155004652965,1.1327816080117346,Iris-versicolor
+118,5.567218101399467,3.7015125525546466,1.4722227345233811,0.27544909586975186,Iris-setosa
+119,6.38375713606263,3.217611495464639,4.701831782971471,1.5493106172132227,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/1/test.csv b/iris/tab_ddpm/0_4/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/1/train.csv b/iris/tab_ddpm/0_4/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/1/val.csv b/iris/tab_ddpm/0_4/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/10/synth.csv b/iris/tab_ddpm/0_4/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ea59cb5dbef3ecd19544448c737ca3331767680a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.68471364723832,2.7366612115965445,4.285926114816613,1.3039899059372364,Iris-versicolor
+1,5.819705359065995,2.9404884503231123,4.716564490326453,1.4309998102553505,Iris-versicolor
+2,5.905888518775921,2.7886720066490183,5.040672002767362,1.8692559707960126,Iris-virginica
+3,5.912845544974554,3.355519894537244,4.511808438592655,1.6314777907175602,Iris-versicolor
+4,6.655359693230545,3.237665999634464,5.751886914587121,2.4999940873345103,Iris-virginica
+5,5.7405711503665415,3.0,4.297578223582727,1.3313767369125493,Iris-versicolor
+6,4.8647167218161425,2.4454341402297364,2.861819623836836,0.7809601108724062,Iris-versicolor
+7,6.205768442786515,2.7209056052113363,4.360482371774178,1.2388641739248616,Iris-versicolor
+8,6.76642861756581,2.9952748047287794,4.827918271155096,1.6331229972507648,Iris-versicolor
+9,7.579619618387128,2.6287908057767457,6.899977044946764,2.2482593303916616,Iris-virginica
+10,5.0405424248582795,2.0,3.524942332553462,0.8774422230319994,Iris-versicolor
+11,6.14812783627146,3.0978723137767004,4.6472511386189455,1.7162484710225896,Iris-versicolor
+12,4.889931660995073,3.1252748401524695,1.51823760300521,0.21602363436300248,Iris-setosa
+13,7.704265813083537,2.7925849291099936,6.722661383682483,1.9858357729196479,Iris-virginica
+14,5.076727565400766,3.788751269384936,1.2954235116832602,0.2775790638880353,Iris-setosa
+15,5.5862897295745,2.408337410433166,4.2351277130572775,1.1339454497645933,Iris-versicolor
+16,4.952227567708579,3.4576160848512147,1.5502062691986662,0.20802098862020424,Iris-setosa
+17,7.645926757555063,2.858247516997759,6.677864125475312,1.9695463589795565,Iris-virginica
+18,5.805276793431186,3.197990871930823,4.309199332459287,1.4441874763288736,Iris-versicolor
+19,4.949485552799624,2.00000050549004,3.1078012664406787,0.8679674103492501,Iris-versicolor
+20,5.0010353284813585,3.4208891622079727,1.5415309310655576,0.27722024492740155,Iris-setosa
+21,4.809308380552367,2.9440351477622366,1.4309393919941795,0.21434702399548103,Iris-setosa
+22,5.867914010421219,3.0,4.5620724240645965,1.469112363290709,Iris-versicolor
+23,6.093963813251229,3.15688233602703,4.747707981497674,1.6488868442428535,Iris-versicolor
+24,6.455934216317039,3.240687914776589,5.217539840346105,2.0982036984496717,Iris-virginica
+25,6.468781035445266,3.249615411824609,5.235711600638181,2.266074935030915,Iris-virginica
+26,4.8082739817875115,3.0,1.391559893624727,0.10000031910116797,Iris-setosa
+27,7.733792958699858,2.5059314373652666,6.9,2.2427410587485004,Iris-virginica
+28,5.246622300428412,3.4181046624789198,1.4510923702700964,0.2711143777163697,Iris-setosa
+29,7.184671324168597,2.7339720061113013,6.1913096031910655,1.7891424015853095,Iris-virginica
+30,4.521806124587088,2.626629296250887,1.3069078459872532,0.25729813305332333,Iris-setosa
+31,6.681454514275836,3.0431156799352483,4.847487812673484,1.5868583492428086,Iris-versicolor
+32,6.291203871688594,2.6126012379667323,4.942128246929689,1.7995873231430535,Iris-virginica
+33,7.76406506034399,2.8402862196534358,6.756717596093204,2.0842493596629397,Iris-virginica
+34,5.077103754040292,3.696677706012713,1.3700901274587916,0.2066670700886311,Iris-setosa
+35,6.511179895410228,3.3825656769017898,5.644829803249329,2.2819793317402497,Iris-virginica
+36,5.027494231494563,2.0000017656925286,3.637590135012082,1.0543182588482536,Iris-versicolor
+37,5.192808267153595,3.375050293797579,1.5753290016677493,0.3747287407928002,Iris-setosa
+38,5.369360071593525,3.3471369193626277,1.566616114578153,0.22968188321798905,Iris-setosa
+39,5.620351390808373,2.5837417982498536,4.216855870380854,1.136177095657137,Iris-versicolor
+40,5.788603800346057,2.9019572864984027,4.328641330942145,1.2038720861216619,Iris-versicolor
+41,6.58402312234724,3.296911387973323,5.609804120771983,2.193172579345959,Iris-virginica
+42,6.670857288883816,2.972564800608429,4.859133173652649,1.6599763690223743,Iris-versicolor
+43,5.763580147134527,2.781122892478186,5.080649769413162,2.089231825452299,Iris-virginica
+44,4.59194277409086,3.7533112115505993,1.0,0.18399547324691873,Iris-setosa
+45,4.960188627132292,2.0,3.158865770591918,0.9268561068556129,Iris-versicolor
+46,5.177761233905576,3.4989797501349416,1.5481644903953997,0.5725875530880354,Iris-setosa
+47,5.19835509839328,3.8658364196069273,1.3309066996551482,0.22890953397455963,Iris-setosa
+48,5.849320587823271,2.622196547803841,4.212334250476605,0.9223161944457188,Iris-versicolor
+49,6.247370422764567,3.0296960369037516,5.032524427387844,1.8585934510280493,Iris-virginica
+50,5.823257462721824,2.6713188816109867,5.150743636875431,1.872373228469647,Iris-virginica
+51,6.413558210110656,2.2614746668708516,4.398803539463798,1.4576886864769611,Iris-versicolor
+52,5.542686496667401,2.9793216565786684,4.382823607583335,1.3864420645127327,Iris-versicolor
+53,6.359689838240421,2.4403453438062135,4.345947383516327,1.237914382321227,Iris-versicolor
+54,5.778623904421744,2.8292958058566158,4.608297039239652,1.2817970824418812,Iris-versicolor
+55,5.837514475167821,2.7474964005265967,5.066684971549456,1.8978756208738128,Iris-virginica
+56,6.089311211263503,3.1544054145685925,4.78716394808373,1.7037697033277843,Iris-versicolor
+57,5.898065879103118,3.2324889689338843,4.66514819145253,1.6644358055098238,Iris-versicolor
+58,5.827720230597119,2.697769629693926,5.190867687088469,1.9371619781982719,Iris-virginica
+59,6.736032112287147,3.190559280945453,5.445678734796475,2.2006635061539286,Iris-virginica
+60,6.172357728742455,2.2118164196362837,4.432085421644563,1.4015036588158978,Iris-versicolor
+61,6.29828055272724,2.5219897944627263,5.289758964413657,1.8780951651544657,Iris-virginica
+62,5.837534233970409,3.0,5.16235453587907,1.8133912850882317,Iris-virginica
+63,7.695577786148789,2.614734858768196,6.899997874498482,2.2730723648427804,Iris-virginica
+64,5.595771126182495,3.0582551166661327,4.625419065185865,1.549996632534534,Iris-versicolor
+65,5.507645101408657,2.6338204295188747,3.8010393657632915,1.2231445552673337,Iris-versicolor
+66,4.95271112241901,3.2324228728986997,1.5363559011697088,0.1000001964182922,Iris-setosa
+67,6.038717690110796,2.5220303691308974,4.521117334222734,1.2904991093922766,Iris-versicolor
+68,4.951576624420892,3.2574667252410685,1.8400961918283403,0.250796717481129,Iris-setosa
+69,6.8980447357920625,3.0,5.801145296219297,1.9327838161913153,Iris-virginica
+70,7.747662391784849,2.710697210668823,6.837091958187485,2.108706992234805,Iris-virginica
+71,6.153146542101611,3.0557793916336413,4.448728210389117,1.3981058781785862,Iris-versicolor
+72,7.001761846556889,2.9626983754362577,6.239281144460162,2.0361739002263084,Iris-virginica
+73,5.526090431741082,2.9379186321007085,3.9628308634551344,1.2775413705784797,Iris-versicolor
+74,4.823954222803723,3.436822112865102,1.6305455803619957,0.19399940063071935,Iris-setosa
+75,4.697242918626274,2.9390548568867887,1.4165587966940867,0.33402369569600593,Iris-setosa
+76,5.2461542097048595,3.447704265325829,1.4753164453735033,0.19978801597163265,Iris-setosa
+77,4.9142437110252075,3.1502155737776834,1.949535201439204,0.19713639070042294,Iris-setosa
+78,6.679809171696485,2.9746891388218764,4.698650415971778,1.4713075417761385,Iris-versicolor
+79,4.412782305243578,2.6780678232576935,1.230748385121092,0.255148355803959,Iris-setosa
+80,4.942575596623185,3.3260768553638624,1.5739109687649593,0.30270806774116954,Iris-setosa
+81,5.797161299839911,2.9784297969881597,3.6988186429780403,1.2031495324354955,Iris-versicolor
+82,6.313715908769824,3.0,4.76320803714365,1.5868242279250357,Iris-versicolor
+83,4.824254959782372,3.0296609134296277,1.4408043953827154,0.10000016074525095,Iris-setosa
+84,4.890047835749059,3.0,1.4082932735303448,0.22146662557827823,Iris-setosa
+85,4.9413131811370885,3.4912180425528403,1.3871900178487588,0.19595759238830807,Iris-setosa
+86,6.288111477819782,2.688146863273989,4.273018122784338,1.3803217515235846,Iris-versicolor
+87,6.253248085814722,3.4140475899616463,5.471790055559891,2.356125435947801,Iris-virginica
+88,6.287510922221404,2.839068296962666,4.9896521033614345,1.7621221171615846,Iris-virginica
+89,5.061884029445748,3.3480956442257788,1.5159818564195828,0.5983043175286807,Iris-setosa
+90,4.579335632061393,3.7075605818861925,1.0000003606296588,0.22152272057368394,Iris-setosa
+91,6.088917764731214,2.2092484491588458,4.359989530612198,1.314665331039196,Iris-versicolor
+92,5.888791687467852,2.852082313512221,4.594563829890847,1.5580667928769207,Iris-versicolor
+93,5.44800070792689,2.944367253450773,4.290587345880298,1.3743951231512843,Iris-versicolor
+94,6.567014303654977,2.996025477817115,5.830773196604891,1.9718746903791229,Iris-virginica
+95,7.7643076639920885,2.915976585976546,6.7644003371973,2.103161046197694,Iris-virginica
+96,4.899843204056669,3.368422947078899,1.8461712221489193,0.19708847236883487,Iris-setosa
+97,7.9,4.011167248526918,6.463865136316498,2.0370023199950067,Iris-virginica
+98,7.029389799681261,3.0,5.891507562676604,2.159993514637943,Iris-virginica
+99,5.713236576837225,2.4229402602105305,3.9183453068246004,1.0416709994362054,Iris-versicolor
+100,5.376742868381175,3.781603571295466,1.2795119341172363,0.2829331793230926,Iris-setosa
+101,7.668199985991523,2.922443046244616,6.639046815911288,2.034937075897099,Iris-virginica
+102,5.925397250502463,3.4109497364520616,4.459921460066766,1.5952174042359495,Iris-versicolor
+103,6.527176937556599,3.052889938811979,4.779204262100837,1.6847924298531545,Iris-versicolor
+104,4.937859314923446,2.0,3.51519819506442,0.9305307145411617,Iris-versicolor
+105,5.777350503990638,2.8176941782781384,5.303755511675213,2.452014094790726,Iris-virginica
+106,4.916147126285112,3.2441106083614133,1.5619069514717072,0.2087634622026085,Iris-setosa
+107,7.762736868010192,2.926972999150554,6.762082516271412,2.081606392255011,Iris-virginica
+108,4.554835384044031,3.676029591830657,1.0,0.20194395215187105,Iris-setosa
+109,5.723509262000125,2.605928385427701,4.2506105595679395,1.0589631972005045,Iris-versicolor
+110,7.668641520536396,3.0,6.680626076610358,2.0737843925245727,Iris-virginica
+111,4.883307194192977,3.4497092336389987,1.4919182927545438,0.20517191194092874,Iris-setosa
+112,5.586074632820852,4.2,1.4132064621539386,0.2062288033798635,Iris-setosa
+113,4.899049865467809,3.0,1.454208409574791,0.21608277461735775,Iris-setosa
+114,6.7019488118105555,3.0184806746053043,4.8594537902144666,1.5917738021812602,Iris-versicolor
+115,5.813094886885676,2.73426555048243,5.104236084400056,1.8778724354807037,Iris-virginica
+116,5.036328808234448,3.2137812664381675,2.1818717806155394,0.19573074392847367,Iris-setosa
+117,6.7709593834327135,3.0480636067671845,4.862738863291444,1.6497993319016815,Iris-versicolor
+118,5.035592633323828,3.210906779586986,1.450029452401199,0.20727128451077054,Iris-setosa
+119,4.993425831512855,3.0,1.5022628558854625,0.22670745148472762,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/10/test.csv b/iris/tab_ddpm/0_4/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/10/train.csv b/iris/tab_ddpm/0_4/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/10/val.csv b/iris/tab_ddpm/0_4/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/11/synth.csv b/iris/tab_ddpm/0_4/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5ca2c962c2d2a01341535098cf814e0a0ef4dc3f
--- /dev/null
+++ b/iris/tab_ddpm/0_4/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.129301065321797,3.2716640029504145,1.568335051716317,0.6666042772868289,Iris-setosa
+1,6.431426013712057,3.3143823886165933,5.314053709258626,2.2289938699724323,Iris-virginica
+2,6.722369790642181,2.864924130495934,4.8640024551069665,1.4401651844851013,Iris-versicolor
+3,5.750121144221491,2.868296555931691,4.3255069482444926,1.2724598255718707,Iris-versicolor
+4,5.3510458236990335,2.4227723381067117,3.4745794059815647,1.1063778916643574,Iris-versicolor
+5,4.858217460717743,3.1296293405323823,1.493749883270426,0.10000016578090613,Iris-setosa
+6,4.795538320388852,3.0,1.4630809743462945,0.10000013711520579,Iris-setosa
+7,4.782116360575566,3.0,1.3473679879890907,0.1,Iris-setosa
+8,7.703306049944382,2.5362436721902184,6.9,2.311306435966166,Iris-virginica
+9,5.522769336577518,3.0,4.5567055418383715,1.4422353619716761,Iris-versicolor
+10,7.2070271002739466,3.0597980184888494,5.7335773001661945,2.258835802274324,Iris-virginica
+11,5.1754086183951005,2.446468672944167,3.5107445949210714,0.96133631929416,Iris-versicolor
+12,7.036111406266522,2.903111201996736,6.301434349047814,2.0106467355853237,Iris-virginica
+13,5.533323365668288,2.6981629074814686,4.267862552384299,1.1594991160215429,Iris-versicolor
+14,5.231426137868113,3.428544082356666,1.57646772497037,0.7565454023763586,Iris-setosa
+15,5.389792293098262,3.5666970376985376,1.6595355986911653,0.21834210346503785,Iris-setosa
+16,7.899998056806433,3.8086902025941916,6.344436862597853,2.006490917132026,Iris-virginica
+17,4.830654731193361,3.0178939527153643,1.438725566063202,0.10000009464627463,Iris-setosa
+18,5.787750467139312,2.6727531156101527,5.138425342729773,1.93674042754668,Iris-virginica
+19,5.761363451391495,3.093494021739921,4.373347907890663,1.4157293372763653,Iris-versicolor
+20,5.827498718021405,3.0,4.16617906189965,1.31936487210318,Iris-versicolor
+21,7.725934249456323,2.535678856414401,6.9,2.386004372395081,Iris-virginica
+22,6.7227439717515285,3.3265279170643676,5.7102523371751595,2.499999510883676,Iris-virginica
+23,6.691879687203351,3.2380938033503748,5.749516291500416,2.1108014578034,Iris-virginica
+24,5.59286050351901,3.0,4.524338955797483,1.526662846749154,Iris-versicolor
+25,6.618551996960656,3.0,5.994881905704563,2.274859357017032,Iris-virginica
+26,6.059734954219592,2.3488369958412956,4.348914279417454,1.2219440497540865,Iris-versicolor
+27,7.899998597781234,3.8010992921488107,6.355627963439626,2.003270662916937,Iris-virginica
+28,4.807245449917947,3.0,1.4178516621723594,0.10000012922081308,Iris-setosa
+29,5.038966890598781,2.0,3.796951459263007,0.8737860257293466,Iris-versicolor
+30,4.934855320933632,2.0,3.3961256876799,0.8016797301396963,Iris-versicolor
+31,6.698828488252953,3.0,5.052905991595062,1.7461239070968058,Iris-versicolor
+32,5.368448562558583,3.9127504852584964,1.238475846313477,0.39761201385049894,Iris-setosa
+33,5.420504321269139,3.4517708873220876,1.5404064445418075,0.2042957152760084,Iris-setosa
+34,5.007130001894291,3.2283111065274546,1.6660389161177012,0.29182441857588004,Iris-setosa
+35,6.5386975421120574,3.0596291278350596,5.075043026169242,1.9940364923147083,Iris-virginica
+36,6.05268523195827,2.889169902715042,5.337014187206748,1.793551575411398,Iris-virginica
+37,6.237331996881963,2.7512535427692244,4.6376526914847345,1.2607041193920103,Iris-versicolor
+38,5.013771798870912,3.7096203819720386,1.4060704776933828,0.24762781923733748,Iris-setosa
+39,5.004429162731746,3.27230543745522,1.6920635552545356,0.2063664056741979,Iris-setosa
+40,5.401403809494602,2.818520138733995,4.452804735742893,1.3408670870141972,Iris-versicolor
+41,6.715175352362171,3.3231240615313773,5.663785192444622,2.5,Iris-virginica
+42,5.825847684044243,2.5209858591250116,4.279498351278269,1.087232222545755,Iris-versicolor
+43,4.987847180750195,3.510395857622501,1.4327308685034423,0.1916263840846899,Iris-setosa
+44,4.884953292196582,3.0644573319237667,1.4767168555101762,0.1,Iris-setosa
+45,5.539309745840333,2.3240388481352396,4.02677786697439,0.8599809371736218,Iris-versicolor
+46,5.007949227800921,3.478372659771279,1.4783210680848993,0.23610721877094185,Iris-setosa
+47,4.878687757729068,3.1064103529491525,1.515325499493313,0.1,Iris-setosa
+48,4.4,3.2460270952966686,1.3160423267950927,0.19769407610960088,Iris-setosa
+49,4.958800834679396,2.0,2.991946980533661,0.9350908447486082,Iris-versicolor
+50,5.730510213574895,3.1357481862058343,4.5691211038961015,1.6022275362184033,Iris-versicolor
+51,5.029208942339584,3.492345574766862,1.4250432643215911,0.2129216345435443,Iris-setosa
+52,6.7671077478914405,3.1600990462279492,5.170283669820338,2.267404354393104,Iris-virginica
+53,5.980015559365506,2.7086918567546707,4.623465080639087,1.1967751740976946,Iris-versicolor
+54,6.664424545158943,3.275193499537757,5.7611166841894645,2.4999992574783025,Iris-virginica
+55,7.736453675813953,2.5021169869916613,6.9,2.3290630890033355,Iris-virginica
+56,6.301085280418299,3.3580644554283254,4.764130743129889,1.668964626403105,Iris-versicolor
+57,4.4,3.1062198080977734,1.2784563288895667,0.15911333081941334,Iris-setosa
+58,4.901866077422601,3.4569344602193275,2.021452443725059,0.2014525355072178,Iris-setosa
+59,7.9,3.781614858903535,6.348593280490814,1.9673971274373798,Iris-virginica
+60,6.125370184792091,3.3673366633956983,4.468052755504028,1.5634085052035909,Iris-versicolor
+61,6.107124325283135,2.259611668458637,4.437443132388701,1.3710296917840152,Iris-versicolor
+62,6.7976493119627195,3.3087021586289334,5.467154499567194,2.5,Iris-virginica
+63,4.642631327539239,3.337861983853072,1.4689891942086848,0.18801829754661858,Iris-setosa
+64,7.286254214297329,2.896431258648225,6.2373932035384385,1.8029579653849983,Iris-virginica
+65,6.173161549968493,2.6000832924239736,4.413861507060906,1.2252133430564647,Iris-versicolor
+66,6.722879347961286,3.0100570751727083,4.998116818506991,1.6750737979905157,Iris-versicolor
+67,6.4933123898239655,3.006692210657736,5.418754237434389,1.8451132359111948,Iris-virginica
+68,5.016151387447408,3.4550661770916546,1.575075167347435,0.3284038867133265,Iris-setosa
+69,6.282354378968547,2.8987826731406776,5.6721285203217695,1.7813123189390665,Iris-virginica
+70,7.9,3.741669242795563,6.380723066331934,2.019722620937475,Iris-virginica
+71,7.717842154329664,2.5834214356257776,6.89999837629971,2.2633752153036957,Iris-virginica
+72,4.70393965348562,3.0,1.3205643836483938,0.24538054547881516,Iris-setosa
+73,7.8999977984751855,3.779811970736014,6.3467525372187605,1.9898834771162746,Iris-virginica
+74,5.894723158523892,2.807988273436937,4.580243477509949,1.2333257153758226,Iris-versicolor
+75,6.020793385810395,2.9034696440799093,5.168361238468483,2.4976200259467145,Iris-virginica
+76,5.537906048098132,4.2,1.3591296736459266,0.21067658140552734,Iris-setosa
+77,5.845028101486936,2.8815108402510567,3.881363060264043,1.2186272949605415,Iris-versicolor
+78,6.500810423615408,3.0,4.969529938319683,1.78365340428701,Iris-versicolor
+79,5.7403139379265715,2.7305880815483645,5.09351186725388,2.010487565374821,Iris-virginica
+80,5.143461303123424,3.121804963123979,1.6911629771787495,0.2283754081799955,Iris-setosa
+81,6.601663196671575,3.011483909771198,4.905614657298817,1.6234502564253388,Iris-versicolor
+82,5.545482252294468,2.8456992652725193,4.331798926462039,1.373315297387278,Iris-versicolor
+83,5.86005958216712,2.7342817152502525,4.445924764137371,1.3089750177752393,Iris-versicolor
+84,7.686564767474604,2.602347611413622,6.9,2.332914377900102,Iris-virginica
+85,4.908956557116079,3.284843305777837,1.4255965537230035,0.18843832740182465,Iris-setosa
+86,6.292498962031827,2.706768039911976,4.929849695796207,1.8132754613261377,Iris-virginica
+87,5.0692984606619556,3.4890842842433885,1.567030838918736,0.29327910026695647,Iris-setosa
+88,4.947519431986181,2.0,2.7893618410637604,0.8571367174423374,Iris-versicolor
+89,5.841502039754997,3.2220255140935143,4.754450818040234,1.7310723383926123,Iris-versicolor
+90,4.900784692775396,3.153013434427058,1.5068134822478099,0.10000014535819704,Iris-setosa
+91,5.648536297134276,3.0,4.435109688432794,1.3162427443977494,Iris-versicolor
+92,4.805233610966507,3.427597092782593,1.8098389565100783,0.2059626341250508,Iris-setosa
+93,4.5866496749934145,3.6285243345021296,1.0,0.20239398690667373,Iris-setosa
+94,4.853394995364196,3.669874949415974,1.001036579099931,0.21260177963139443,Iris-setosa
+95,6.326923706804734,3.0,5.5351191609103125,2.4997558291844375,Iris-virginica
+96,4.9993135338039245,3.313213346670988,1.7429615743205247,0.5350249800270408,Iris-setosa
+97,6.325289654188226,2.530922525960241,4.951645400457262,1.8614350748340551,Iris-virginica
+98,5.206832860049713,3.1955447731964983,1.5253140752316554,0.19211752273314653,Iris-setosa
+99,5.767594563363793,2.812640094414685,5.3510196637646334,2.414273582970927,Iris-virginica
+100,6.6606941723425495,3.0,4.9782881988737655,1.6687146394069339,Iris-versicolor
+101,5.616184159568288,2.917190921754624,3.7891674550378043,1.266103993756257,Iris-versicolor
+102,5.198711443602686,2.674485856086101,4.211070471849842,1.2819524128130313,Iris-versicolor
+103,5.967998696777112,2.7135275308261537,5.152635606048972,1.8557689491744493,Iris-virginica
+104,5.810965120805359,2.6540590449231356,3.9790166323856324,1.211258714755065,Iris-versicolor
+105,4.901705004046482,3.0,1.4695213354011876,0.3834860193899311,Iris-setosa
+106,5.874162266014166,3.052626938230438,4.447485802543044,1.377774620851598,Iris-versicolor
+107,5.535624095514009,2.991465078448007,4.038925265621509,1.3077371556180308,Iris-versicolor
+108,7.461483876674839,2.779998945938795,6.5133071280807595,1.8638781017720438,Iris-virginica
+109,6.830712426370972,2.9306100280865053,4.630944674531701,1.4262528360313438,Iris-versicolor
+110,5.586833890350449,2.913934274186398,4.499196637141924,1.349155527872273,Iris-versicolor
+111,6.756434807884017,2.9910535415927475,4.609800319917167,1.431519650238072,Iris-versicolor
+112,5.887242022329542,2.9459943721418704,4.320951300528662,1.297190509788005,Iris-versicolor
+113,7.9,3.7985169695885284,6.4180347546118055,1.9887099320212087,Iris-virginica
+114,4.558498792993323,3.6956678925830984,1.0,0.2004859435767631,Iris-setosa
+115,6.746370848118156,3.4091468719514877,5.7834621295332305,2.5,Iris-virginica
+116,5.385893386202659,3.430012013226728,1.4853951078996972,0.2916030263281639,Iris-setosa
+117,6.6129617488849,2.4869152078214967,5.6121619428972425,1.804062159954892,Iris-virginica
+118,6.564074517709933,2.6266761540985106,5.603155969510156,1.8103796462371775,Iris-virginica
+119,7.9,3.8655386222950545,6.304179687120891,2.031766013445296,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/11/test.csv b/iris/tab_ddpm/0_4/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/11/train.csv b/iris/tab_ddpm/0_4/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/11/val.csv b/iris/tab_ddpm/0_4/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/12/synth.csv b/iris/tab_ddpm/0_4/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..271422fad76397ef99e04dda451b9b3e621bb859
--- /dev/null
+++ b/iris/tab_ddpm/0_4/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.605517961207356,3.2075937333173843,5.330097521516643,2.1855292701201634,Iris-virginica
+1,6.440583608712466,3.0,4.362430339031239,1.3710498876564192,Iris-versicolor
+2,5.380845646167098,4.2,1.389205169644075,0.19901523887919154,Iris-setosa
+3,5.072391104368056,3.1698671610275606,1.574562238630616,0.2711967377670364,Iris-setosa
+4,6.146638693042355,3.0,5.076092809878897,1.9683035957996413,Iris-virginica
+5,5.8643608293241325,2.6567752441871084,4.448338008167139,1.2251867806950956,Iris-versicolor
+6,4.991364107262477,2.0,3.496758224683435,1.0316453469601445,Iris-versicolor
+7,4.96833928903854,2.0,3.0759599748853947,0.6524405896084662,Iris-versicolor
+8,6.335494164021112,3.118001203249823,5.194615338515389,1.9973679025820352,Iris-virginica
+9,4.875146641977393,3.0611939114307853,1.4573864424176173,0.1,Iris-setosa
+10,4.920153245797371,3.186426533042856,1.533740925114703,0.22199760649184896,Iris-setosa
+11,5.344313429531882,3.751340507826591,1.374648568654747,0.28679642591056964,Iris-setosa
+12,7.593625756258239,2.960910520277942,6.592474692018641,2.0130265119167077,Iris-virginica
+13,6.115429035115343,2.341240090127941,4.304372552145611,1.2394174079101516,Iris-versicolor
+14,5.492706333958947,2.984200595041654,4.408039771561114,1.3980923350044205,Iris-versicolor
+15,5.787908221877946,2.714276236890317,4.014630460657998,0.8427478718935473,Iris-versicolor
+16,6.307276130221719,3.1689672363019463,4.89854857669707,1.7313770731539078,Iris-versicolor
+17,4.797042478240939,2.984487627148194,1.4039319329373616,0.29161539721711754,Iris-setosa
+18,5.561372230345908,4.2,1.400435854199125,0.17494308330930428,Iris-setosa
+19,5.32735340709992,3.824659642333782,1.443524356558649,0.2335956454495122,Iris-setosa
+20,6.755585298530907,3.0508694367825004,5.940432652569433,2.2476687896868324,Iris-virginica
+21,6.388970532700746,3.00188074015715,4.691966912000333,1.548643469085685,Iris-versicolor
+22,7.9,3.6687054679290068,6.403297069666914,2.0546368654075824,Iris-virginica
+23,4.84925906760978,3.0,1.4266439974326977,0.10000010297734674,Iris-setosa
+24,5.510258571944417,3.0,4.458266057748278,1.448300191440238,Iris-versicolor
+25,4.656435181776159,3.365408152144991,1.4669997770654497,0.20632056194809736,Iris-setosa
+26,4.64002047331314,3.359169096588633,1.5178936944262023,0.19487742420908327,Iris-setosa
+27,6.398738279232602,3.0,4.586294870225421,1.3788797200350882,Iris-versicolor
+28,5.185628480884446,3.7116618729021176,1.3788768482884433,0.20847168497815804,Iris-setosa
+29,5.931369812791879,2.6892973178441757,4.401297462738778,1.2373826679189233,Iris-versicolor
+30,6.796959359878073,3.4511830452576464,5.524092798057577,2.5,Iris-virginica
+31,6.542526591802144,2.693504510046907,5.762654587473136,1.786922418170438,Iris-virginica
+32,5.54087403870564,3.0,4.273946616151641,1.3367453244718006,Iris-versicolor
+33,5.03528556981893,3.1709454455072303,1.4910192504888538,0.6018973227697695,Iris-setosa
+34,5.152095362037631,3.4869861544451375,1.4057204129292016,0.19690179409514375,Iris-setosa
+35,4.9128240661929485,3.03402182558959,1.553454658446633,0.1,Iris-setosa
+36,6.44723620621825,3.3040464963002387,5.229706177832786,2.0562124730602704,Iris-virginica
+37,6.177137874104045,2.8382413154235615,4.0077304004870955,1.259991935143106,Iris-versicolor
+38,6.264695929178346,3.2243731492554395,5.583865062692509,2.115820187140404,Iris-virginica
+39,5.334053576656286,3.575198933485469,1.4460007825998897,0.21019210542600286,Iris-setosa
+40,6.215705288118842,2.8494211321658356,4.571401590060837,1.457976405299545,Iris-versicolor
+41,4.575829427536999,3.591831525876944,1.0,0.20767267391666774,Iris-setosa
+42,5.652785139219031,3.0,4.250542775784832,1.3269263785041068,Iris-versicolor
+43,4.901476617514857,2.0,3.0947622263159573,0.828813485689418,Iris-versicolor
+44,6.3399222091092176,2.7357225053183254,4.187484150637423,1.3200619869332773,Iris-versicolor
+45,4.9241125404209765,2.0,2.580543394137492,0.7027016201914269,Iris-versicolor
+46,6.368534191907299,2.9664604536486694,4.369564263961303,1.3765103492103898,Iris-versicolor
+47,5.511211018286074,2.4922064652810683,4.226954395035302,1.0150502144428706,Iris-versicolor
+48,5.762511262318215,2.820560224047316,4.573911681367554,1.1279737636876201,Iris-versicolor
+49,5.064774283968688,3.826759984505417,1.3818300376598227,0.25175002910756983,Iris-setosa
+50,5.4259032686952855,2.602377284360306,3.693658223495587,1.079608529620624,Iris-versicolor
+51,5.071881970483405,3.1769400324670714,1.4616889442947874,0.2302289406519367,Iris-setosa
+52,7.62471981467254,2.7946476871352175,6.657743762985737,1.9787684504294019,Iris-virginica
+53,4.774383958023667,3.3215394300227166,1.575276908398147,0.20408260523328337,Iris-setosa
+54,6.295086998656987,3.0,5.5355317784346,1.753461153577277,Iris-virginica
+55,5.724920131871399,3.767950373081003,1.8022149935239375,0.28927217051578724,Iris-setosa
+56,5.8278377273172595,2.95052116421357,4.457419125932176,1.3626432467820955,Iris-versicolor
+57,6.100718953410294,3.074393529401352,4.340324691747835,1.3307186757299276,Iris-versicolor
+58,6.392639418513052,3.415373314419246,5.576360390976626,2.3154731090265477,Iris-virginica
+59,7.720514247624317,2.7533271063042597,6.780198192597414,1.9959261531011423,Iris-virginica
+60,4.9119600373755326,3.0977558375213565,1.4855050274241592,0.10000009078513367,Iris-setosa
+61,5.4754783309370785,2.7800093583046106,3.8773717228219997,1.1523613290642445,Iris-versicolor
+62,6.240213635103927,2.7007799353186916,4.390995565738298,1.2615713687140955,Iris-versicolor
+63,5.601402904672404,3.115838798974907,4.524812131425651,1.5432791407238493,Iris-versicolor
+64,4.9025173060557155,3.422895830598089,1.5410276153842517,0.20592816400909594,Iris-setosa
+65,5.306074383946158,3.3940720154744306,1.5242673762632395,0.20608025155368864,Iris-setosa
+66,6.130597821526172,2.4075786182830363,4.479504578054604,1.3493738971343527,Iris-versicolor
+67,5.050547508218181,3.5066493721005476,1.4171562007403256,0.2029298389625985,Iris-setosa
+68,5.8024252527122515,2.728297217286472,4.6485907953677374,1.2807043315008246,Iris-versicolor
+69,5.737768519795029,3.1803693503397987,4.743586175955956,1.7354482469770165,Iris-versicolor
+70,6.71537191515403,3.0,4.8937113341255385,1.639243714695962,Iris-versicolor
+71,5.485929634822704,4.2,1.381693420571267,0.22805064810073275,Iris-setosa
+72,5.4460911099655025,3.8966898665981757,1.4163643105658958,0.2710276160661261,Iris-setosa
+73,5.094495122801297,2.000009723030992,3.573840390922129,1.020618536074097,Iris-versicolor
+74,5.486997763713726,3.47405250525124,1.4819479679883578,0.26696285041618,Iris-setosa
+75,6.109399758172251,2.887152640130333,4.687594301798802,1.280856591081173,Iris-versicolor
+76,5.003765301173099,2.000000923215332,3.219488807334078,1.0049104328278613,Iris-versicolor
+77,7.755215487791077,2.5832802209757237,6.9,2.348646033332967,Iris-virginica
+78,5.936986613315865,2.857388419692209,5.238090747790385,2.010140280382723,Iris-virginica
+79,4.954414209094437,2.0,3.3399495126606253,0.9427185262413882,Iris-versicolor
+80,6.8207761826229705,2.922161803129772,4.825962142400853,1.4882230268330106,Iris-versicolor
+81,4.984299455961873,2.0,2.4191852981564317,0.8583030060574497,Iris-versicolor
+82,4.902260461106839,2.4169511572284277,3.439750109583542,1.040404865573391,Iris-versicolor
+83,5.652712624217168,2.68218580205218,4.230014276606279,1.057077422369121,Iris-versicolor
+84,5.019883674350323,3.049467293468843,1.5411355157242852,0.29744823649373364,Iris-setosa
+85,4.78764994231347,3.0,1.381535943640464,0.1,Iris-setosa
+86,5.922418579831263,3.1639913344037227,4.687425230455142,1.6362246040225898,Iris-versicolor
+87,6.100344771328028,2.2403956022633964,4.121957180323709,1.0705498772754436,Iris-versicolor
+88,5.588853388106727,4.2,1.3686725073481016,0.21231886740651534,Iris-setosa
+89,6.570514234239862,3.0202558773005266,5.473876829626667,1.9474883779668146,Iris-virginica
+90,6.654253863158698,3.2171503246281508,5.137720303882392,2.218315442470766,Iris-virginica
+91,5.606295237884641,3.127653174802903,4.570419052000567,1.6379464180272443,Iris-versicolor
+92,5.609464770444774,2.713239858528935,4.399862606276383,1.2328055874750312,Iris-versicolor
+93,5.498940092907255,2.608467158628044,4.2897672763200365,1.2375982874859903,Iris-versicolor
+94,7.785554698851751,2.8148534649616765,6.852931119868877,2.0865866374757482,Iris-virginica
+95,6.77903052369841,3.1710275700711517,5.09357541025993,2.24786542666149,Iris-virginica
+96,6.50854032132314,3.248342896514321,4.761979659502469,1.6294435474939952,Iris-versicolor
+97,6.538620670329097,3.212234829836748,5.6578577880024685,2.272144615563064,Iris-virginica
+98,4.473330975471277,2.190366662640798,1.300968849803251,0.3662165516486724,Iris-setosa
+99,6.447569280226691,2.3915679104924363,5.093455575902762,1.8046667949370052,Iris-virginica
+100,6.925702157455312,3.0861461615377084,6.040525485567689,2.0947895840587405,Iris-virginica
+101,5.023854231004661,3.1763608092208484,1.539087096502548,0.2914316976396058,Iris-setosa
+102,7.740605075498841,2.3707669447873454,6.9,2.3449577917518587,Iris-virginica
+103,5.299293511368885,3.6671887838730917,1.3747355140020656,0.2585139927991106,Iris-setosa
+104,5.493720103254662,2.5326530289444102,4.066289244904766,1.1785325022666198,Iris-versicolor
+105,5.272022328690388,3.7974112556392807,1.3789282978865074,0.23774428656761182,Iris-setosa
+106,6.727837696306004,3.0292292448075484,5.350479591661168,2.177698911624913,Iris-virginica
+107,5.615233013252757,3.0,4.30093526875841,1.3693561808149048,Iris-versicolor
+108,6.836507736527099,2.919618920004344,4.883528093797899,1.5414570117232602,Iris-versicolor
+109,6.154213012840762,2.205291128366381,4.017921045178447,1.0119898265478824,Iris-versicolor
+110,6.459413121558746,3.0721981744859304,5.57422353023015,2.499987941567127,Iris-virginica
+111,5.230836009535395,3.61400960293174,1.4238022644708963,0.20826713001431968,Iris-setosa
+112,7.899996806034015,3.7737037812692895,6.4941906939348835,2.0907086949820646,Iris-virginica
+113,5.0025791937487885,3.0,1.684526997563227,0.19914886495005502,Iris-setosa
+114,4.727478209401002,3.0,1.3702244545986486,0.21093231393971032,Iris-setosa
+115,4.560556610225369,3.692501380073839,1.0,0.1878900549275299,Iris-setosa
+116,7.736005740894127,2.75976464698712,6.791553382147164,2.016953468979585,Iris-virginica
+117,6.007995931604741,2.2553419728019826,4.3614998893863195,1.3299143745857969,Iris-versicolor
+118,5.0799504227508425,3.1519415201299186,1.9173747594347017,0.19464900115816394,Iris-setosa
+119,6.557666968442816,3.2768159498210485,4.698553373176743,1.548902539179261,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/12/test.csv b/iris/tab_ddpm/0_4/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/12/train.csv b/iris/tab_ddpm/0_4/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/12/val.csv b/iris/tab_ddpm/0_4/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/13/synth.csv b/iris/tab_ddpm/0_4/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bbe2c6bfb21b3fafe81a2818d9032dc0fa35ad82
--- /dev/null
+++ b/iris/tab_ddpm/0_4/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.811433292738375,2.6335901466371654,5.068623902282859,1.9020303676758124,Iris-virginica
+1,5.721542675712565,3.122168645682706,4.3071225679468315,1.3342170035011778,Iris-versicolor
+2,4.906813852448814,3.0,1.527850672826714,0.20078247688842593,Iris-setosa
+3,5.843162453578363,2.756047609024653,5.066220892223961,1.8322383550832961,Iris-virginica
+4,6.752580231527827,3.2797742911739727,5.8738272097550315,2.5,Iris-virginica
+5,4.995973594433743,2.000000501493021,3.359535572241067,0.9391315555394324,Iris-versicolor
+6,5.0612006126550195,3.736558657618788,1.3094814142828557,0.23137065996805659,Iris-setosa
+7,5.533282717898183,3.4841740047000864,1.4935648713028689,0.5542552303870186,Iris-setosa
+8,4.49887344174551,2.2366379610403935,1.2808648700625302,0.28890243451065695,Iris-setosa
+9,4.990552428881434,2.0,3.6129839090309543,0.9153121203524575,Iris-versicolor
+10,7.336933988834993,3.0,6.311475161913122,2.002296443449932,Iris-virginica
+11,4.824350639726157,3.0,1.4063787265045944,0.10000014587531908,Iris-setosa
+12,6.691529483325932,3.0,5.720309916405333,1.8853008266561588,Iris-virginica
+13,5.561258807580716,4.2,1.386108336735318,0.1982435348070348,Iris-setosa
+14,6.09178415275515,2.413654765499301,4.204437007769468,1.0803720394871705,Iris-versicolor
+15,6.276923830570595,2.572413661363703,4.469743054043974,1.1560696170856997,Iris-versicolor
+16,5.751871749532719,2.7156553997340613,5.0689650642721364,2.0424563927606836,Iris-virginica
+17,5.928464181196433,3.0,5.080588109881729,1.8003214430785053,Iris-virginica
+18,4.400000958238014,3.19712979030531,1.269217415437488,0.20120130100944295,Iris-setosa
+19,7.6968585105205625,2.599185042702775,6.9,2.2827884287119913,Iris-virginica
+20,6.567172360574478,3.3311154697948173,5.367058532058912,2.2922202817924946,Iris-virginica
+21,5.350063229964712,3.4577788989871383,1.4044367456931945,0.21454994983497588,Iris-setosa
+22,4.802315774490172,3.0,1.4077492633191506,0.1,Iris-setosa
+23,6.682359663702925,3.1547782487284772,4.778352580684459,1.5145983735572657,Iris-versicolor
+24,6.403562570273485,2.4762897061161566,4.43491742056853,1.3752683866112418,Iris-versicolor
+25,5.4524548155653925,4.199998756786782,1.4009240776952279,0.21439588085311145,Iris-setosa
+26,6.69626799650531,3.166416134976003,5.63883175575709,2.261896268948135,Iris-virginica
+27,4.989449257868165,2.362700233242431,2.9626018362994184,1.046251601539317,Iris-versicolor
+28,5.779034165765942,2.7114167884546316,5.045918741991494,1.916091727995055,Iris-virginica
+29,7.735561204803177,2.591785582813904,6.899997224270065,2.307200640677587,Iris-virginica
+30,6.749361084466161,3.0,5.607230915351977,2.0989775296411057,Iris-virginica
+31,5.362867080743773,4.018021763665743,1.239751388494869,0.5930865705817621,Iris-setosa
+32,6.554323700590716,3.19248263904251,4.927075733618512,1.7156165996953472,Iris-versicolor
+33,7.7273404181742125,2.587744230986522,6.8999989241960415,2.2826874260196424,Iris-virginica
+34,6.234993920633868,3.2851655514961844,5.205787001189087,2.0320771089752236,Iris-virginica
+35,4.883922280324837,3.0,1.433097499875894,0.24618432581853522,Iris-setosa
+36,4.9119007511841275,3.1137847709134707,1.5053579511756972,0.1,Iris-setosa
+37,5.965076098771571,2.8660993646950024,5.106894070367974,1.7428929633700079,Iris-virginica
+38,6.141014818806843,3.332116734413938,4.58991173287916,1.6435961300643338,Iris-versicolor
+39,5.752127954796548,2.7549308783896285,5.159164232577292,1.8809678217247605,Iris-virginica
+40,4.828908977705774,3.0,1.3523160336942683,0.23980448434866525,Iris-setosa
+41,5.147216180179232,3.6502173095735855,1.4394129155132327,0.2558737208306265,Iris-setosa
+42,4.9411856466552395,3.0,1.4691509609152278,0.20876807694553015,Iris-setosa
+43,5.722631243786182,2.7406899056494938,4.462444712272172,1.2608033217240868,Iris-versicolor
+44,4.4849606209716235,2.360653849139579,1.2668414696767258,0.34368573484042403,Iris-setosa
+45,4.400007942021416,3.1668059503848065,1.2865512968993407,0.21303193919369395,Iris-setosa
+46,7.729856892940397,2.4819577841350458,6.9,2.3056343068031238,Iris-virginica
+47,4.799436732096873,3.0,1.4039528738369094,0.1,Iris-setosa
+48,7.723144269254253,2.5744629701217625,6.9,2.3285059727658646,Iris-virginica
+49,4.70163295044122,3.3891891573553647,1.5107458561577256,0.19662632510010877,Iris-setosa
+50,5.525324568801963,4.2,1.4086836030506449,0.2098436795120659,Iris-setosa
+51,6.400591052214596,3.2787303356664523,5.247719313669892,2.082626275217647,Iris-virginica
+52,4.924804166779739,2.0,3.614114397176195,0.8816560302093619,Iris-versicolor
+53,5.584998363015089,3.6612941277066353,1.8934116013181221,0.24693292154175928,Iris-setosa
+54,6.951542718062647,3.0,5.951131141678002,2.1174277836744113,Iris-virginica
+55,6.625732402246659,3.2940481421818104,5.493679886613315,2.120451546914439,Iris-virginica
+56,5.872909391743518,2.851307714633538,4.3618752888007934,1.3246216931097838,Iris-versicolor
+57,7.636046986656584,2.5505264105087764,6.899997075128599,2.2978830167668396,Iris-virginica
+58,6.762933505710354,3.0911886460380495,5.645415335163877,1.9780882761676246,Iris-virginica
+59,5.055433053828552,3.01024800966317,2.295611892636133,0.21019743075713548,Iris-setosa
+60,5.769848957262292,2.7009153076310843,5.091011897795685,1.912776374654737,Iris-virginica
+61,6.666855055820326,3.283460099209524,5.394262228765621,2.2011426917357007,Iris-virginica
+62,6.576025329752399,2.9853078344634016,5.59585925978458,1.842116235795807,Iris-virginica
+63,5.09328012679512,3.8012478672505607,1.400793443521774,0.26133929282350676,Iris-setosa
+64,7.703560801342361,2.7540511007164006,6.761598929945758,2.0206163691907384,Iris-virginica
+65,5.382622508472041,3.745769334891112,1.4942913663183388,0.22273725964419197,Iris-setosa
+66,6.790231185139735,3.3633410241977004,5.76778241498588,2.5,Iris-virginica
+67,4.400001217980529,3.1862575859037547,1.2803774437370565,0.18747039528357384,Iris-setosa
+68,5.540596488166276,4.2,1.419838842604177,0.2228947756585569,Iris-setosa
+69,5.664734307671469,2.8734815751193272,4.30227049859684,1.35646668191368,Iris-versicolor
+70,4.5292705035089,2.4907739475927193,1.3157706734792103,0.43729426689530454,Iris-setosa
+71,4.845797225687204,2.0,3.2289184421654786,0.823608248542834,Iris-versicolor
+72,4.903923663596274,3.3748492935760765,1.508311567409911,0.20663266617273718,Iris-setosa
+73,6.039594228017768,3.1493376667672286,4.458025679481524,1.4120720074319497,Iris-versicolor
+74,4.777704435293138,3.0,1.3969982492301483,0.10000013681322192,Iris-setosa
+75,7.6868007525194955,2.9634496697170225,6.559508728412918,2.070689129478851,Iris-virginica
+76,4.590561112801861,3.0,1.291093490543913,0.226833504601403,Iris-setosa
+77,4.483365383395777,3.075193616386201,1.3482461458130486,0.23521430848587063,Iris-setosa
+78,6.491106184071027,2.649221330034742,4.738844103442165,1.3467455339299617,Iris-versicolor
+79,6.447879483438208,3.414762196398601,5.5007109137278105,2.220530165978997,Iris-virginica
+80,6.054735314501697,2.7274496361270075,5.085218264033121,1.883334536537668,Iris-virginica
+81,5.0475912518658586,3.0,1.5416681236915641,0.19632107689795592,Iris-setosa
+82,4.716433836390879,2.9931382352882583,1.323321232038071,0.2918006568017948,Iris-setosa
+83,5.209945935751721,2.4419546622708768,3.835891048412393,1.0728189795077718,Iris-versicolor
+84,6.805388302329547,3.1065568732166344,5.650174113214932,2.1108014199609157,Iris-virginica
+85,6.92721014446267,3.0686972676538913,5.403956375912877,2.2858340670639357,Iris-virginica
+86,4.920053900123032,3.1539323278465243,1.482928965771776,0.2190898246707317,Iris-setosa
+87,7.225528893626226,2.979629240007057,6.303907220196548,1.8380250238659672,Iris-virginica
+88,7.658835237406275,2.490814878944648,6.9,2.340658076386309,Iris-virginica
+89,6.06926942352866,2.8916762966597163,5.278623401077803,2.4668439614995012,Iris-virginica
+90,6.181220316421984,2.911604968225631,4.722185654625423,1.2986489380879767,Iris-versicolor
+91,6.323888661382599,2.622246036369159,4.981734368455236,1.804823655265984,Iris-virginica
+92,7.633362823950592,2.6219420476530426,6.899997115763345,2.301755916016126,Iris-virginica
+93,7.751896973999109,2.5520771419155652,6.9,2.354747788363836,Iris-virginica
+94,4.890313317143955,3.159733404252366,1.4620291316154501,0.1,Iris-setosa
+95,7.70327510327523,2.526465406772069,6.9,2.341846059165157,Iris-virginica
+96,7.760337980977102,2.583267907284038,6.9,2.3417359842527277,Iris-virginica
+97,7.367741751244193,3.0537073027065778,6.364546687506584,2.1606290278717823,Iris-virginica
+98,4.940765941661302,2.453720187209095,3.3440854715688886,1.0415594809655442,Iris-versicolor
+99,7.76336788323099,2.5897946132528364,6.9,2.3571706286166254,Iris-virginica
+100,7.9,3.8414481356399515,6.4413587439034385,2.003392500465862,Iris-virginica
+101,5.949395385124124,3.359308247944425,4.59797194480974,1.6041572401029653,Iris-versicolor
+102,7.531825563933579,3.012245209368161,6.516687786540529,2.1829682806766804,Iris-virginica
+103,5.92834239489265,3.4106547789811965,4.430397201006472,1.5742338802279185,Iris-versicolor
+104,7.9,3.96368599299653,6.383737214347714,1.9951931396920632,Iris-virginica
+105,4.920007522570239,3.114863253940986,1.4421378770736726,0.3184221635272464,Iris-setosa
+106,7.2304701258815385,3.0290513816132956,6.019924332280481,2.2358645306312575,Iris-virginica
+107,5.584015793072199,2.70035327043812,4.252092167547505,1.2656951158473133,Iris-versicolor
+108,7.49065212314354,2.734376761237876,6.534594033564483,1.8297241751405176,Iris-virginica
+109,6.053070679297573,2.880522923581579,4.33701564849053,1.4160007641758705,Iris-versicolor
+110,6.108809962571646,2.871915125340603,5.630146064226729,2.3027735933096936,Iris-virginica
+111,7.774890367105643,2.5992313967418266,6.9,2.3398006265234494,Iris-virginica
+112,5.667248804218295,3.0,3.9743937090294073,1.3090568780599126,Iris-versicolor
+113,5.70571536560298,2.8471224250064044,3.965483188465482,0.9597671560872014,Iris-versicolor
+114,5.66454727683882,3.0,4.5492470565702865,1.4318325221139028,Iris-versicolor
+115,5.233274337929142,3.4821216942535074,1.4586352243598084,0.279554959501859,Iris-setosa
+116,5.397885951170572,3.410529941426034,2.001785765464572,0.2032311760355351,Iris-setosa
+117,7.9,3.8926639375231633,6.490246467970934,1.868176431769166,Iris-virginica
+118,4.99049878180103,3.4538039912445444,1.5649299772463905,0.27856059753507617,Iris-setosa
+119,6.747613156692231,2.9979517680492163,5.687942674381727,1.7853987596465837,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/13/test.csv b/iris/tab_ddpm/0_4/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/13/train.csv b/iris/tab_ddpm/0_4/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/13/val.csv b/iris/tab_ddpm/0_4/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/14/synth.csv b/iris/tab_ddpm/0_4/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bd5865ba692abb13dadd986fbea2db733ed8c87a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.73889127910869,2.3923229614446435,3.8179823141019416,0.8463700850896243,Iris-versicolor
+1,6.306327955134076,2.8288432653992435,4.275787525107538,1.1687366694961,Iris-versicolor
+2,5.8589017271758905,2.7708470999199175,4.487511035099885,1.1241700240517958,Iris-versicolor
+3,4.977547029128802,2.000000456990533,2.555225744833322,0.9029533639634963,Iris-versicolor
+4,5.5062509071106085,2.9633332590301302,3.7839350004285177,1.3734555579377643,Iris-versicolor
+5,4.610872258162091,3.7124133669639994,1.0,0.202899205866712,Iris-setosa
+6,6.701756634767282,3.0,5.793051708385959,1.896423388845181,Iris-virginica
+7,6.459243094199114,3.0,5.340344673057904,1.8042763285119252,Iris-virginica
+8,4.662587232853701,3.064324324695443,1.4189980409870742,0.19691303926028736,Iris-setosa
+9,5.000536382500245,3.328848109497312,1.4886342338279843,0.2177465516974219,Iris-setosa
+10,5.704038067763618,2.8835989646658895,4.40085128246018,1.3097735581082828,Iris-versicolor
+11,6.780900488113297,3.0,5.738962902077707,1.8024593603900203,Iris-virginica
+12,5.804458775149936,2.9933445121616926,4.2259782121601335,1.2069961520318049,Iris-versicolor
+13,5.343607408753651,3.4031854351517032,1.7723509310522614,0.20721533309579931,Iris-setosa
+14,5.454669624510885,2.500004985156009,3.9066311203211113,1.013236363814362,Iris-versicolor
+15,4.644372492865587,3.0,1.3464195200238758,0.1988079541736823,Iris-setosa
+16,7.558642553518463,2.9146856221011834,6.524953890398683,1.932170182691257,Iris-virginica
+17,5.704182498639093,3.176290344985649,4.223953010867387,1.371367293258003,Iris-versicolor
+18,6.5265748618024855,3.207279098370383,5.023420090396851,2.0830645441206075,Iris-virginica
+19,7.197822567070375,2.9878044818880305,6.293568973452361,1.8794124035385376,Iris-virginica
+20,6.614384596143754,3.3663045869279435,5.5887679295205395,2.1642628497903047,Iris-virginica
+21,4.864871740825033,2.0,2.95896216697224,0.8312297461418852,Iris-versicolor
+22,6.02780779510976,2.6571978618540704,4.4554063499051955,1.1172438993907352,Iris-versicolor
+23,7.03891392200134,3.001480566231558,4.813829249696698,1.5399403986254403,Iris-versicolor
+24,5.324222158239772,3.427189534432801,1.9229771819434434,0.578091728913365,Iris-setosa
+25,4.97311769803984,2.0,3.502957143768082,1.0066091496979699,Iris-versicolor
+26,6.561293029485844,3.2581742844964827,5.512099155493316,2.1860435875808206,Iris-virginica
+27,5.73877046592035,2.9660002860535215,4.622113422835569,1.4944786657061813,Iris-versicolor
+28,6.751584844592996,3.1893813059944587,5.974471729497253,2.2257337056643873,Iris-virginica
+29,5.861090745990045,2.9028658610458544,4.612213064590351,1.2785543024816761,Iris-versicolor
+30,5.854374029640622,2.8317200105818343,4.418337945297799,1.3896149351279055,Iris-versicolor
+31,6.774294615863339,2.5139365504886086,6.001536769709481,1.8149025916933443,Iris-virginica
+32,6.076199512714463,2.6231798567087234,5.07913088078937,1.8447729116419909,Iris-virginica
+33,5.9743845515869625,2.817007028826527,3.82439692867273,1.224687077563492,Iris-versicolor
+34,4.628894949359791,3.224900873440436,1.4150728077033181,0.2132972831750053,Iris-setosa
+35,6.225265339129334,2.219171000198241,4.215550219967322,1.1690040559949721,Iris-versicolor
+36,6.321348663351911,3.2793932775949637,4.769539871367912,1.638565957367591,Iris-versicolor
+37,6.74220454761929,2.951671356434672,4.830156700911675,1.6241838170342722,Iris-versicolor
+38,7.08498590065915,3.1099282726088315,5.9856163241026366,2.208382447667832,Iris-virginica
+39,6.732286170529488,3.1073118653972784,5.048099268997004,2.391418525093965,Iris-virginica
+40,5.672566868356181,4.2,1.419863016234214,0.2015273628853562,Iris-setosa
+41,7.144186084630641,2.896015772206867,6.303418068979471,1.7645080025023672,Iris-virginica
+42,4.75394765079975,3.334271279879745,2.197003955058999,0.20651388815942676,Iris-setosa
+43,6.248644353771471,2.4968165059019323,5.046379003184362,1.864302349794765,Iris-virginica
+44,5.511795806454901,3.7792738175165064,1.5312951870630127,0.4032238662865177,Iris-setosa
+45,5.589978712392273,2.588367386697897,4.351966790219092,1.0863076865851264,Iris-versicolor
+46,5.640982921738931,2.6641028853601094,4.509914076736245,1.207529964168207,Iris-versicolor
+47,7.722964800199894,2.515082134287598,6.9,2.3127056956601915,Iris-virginica
+48,6.78403888378945,3.371398468015364,5.765705864849697,2.5,Iris-virginica
+49,5.03465704162292,2.000002384409279,3.196331368822804,1.047276071812066,Iris-versicolor
+50,5.028180353501623,3.5296720661427754,1.3733786679158353,0.19641205976240086,Iris-setosa
+51,4.9070690229744525,3.53294031341203,1.4524143788611976,0.24181546196146275,Iris-setosa
+52,4.61198629333675,2.9390756181008224,1.3929294202055051,0.21961002722270417,Iris-setosa
+53,6.207772323000078,2.7895326541704906,4.298570213861905,1.1170808970992199,Iris-versicolor
+54,4.895986677307558,3.498275546428302,1.5045008771389656,0.2075116472290637,Iris-setosa
+55,5.353446256881364,4.19955184264369,1.3918327409275855,0.23312984699560121,Iris-setosa
+56,6.073491548489907,2.5858895466084446,4.442244621197839,1.0221725930479366,Iris-versicolor
+57,7.425071055715847,2.806941988317297,6.506806703175541,1.9637976157124954,Iris-virginica
+58,5.006523703436346,3.38972284377852,1.4327080252684636,0.1896879625974407,Iris-setosa
+59,5.53396069254812,3.469043672063186,2.024160310685307,0.2965307807936761,Iris-setosa
+60,5.97887549684831,2.8979561573901464,4.23688728822836,1.1244116649546119,Iris-versicolor
+61,6.081135135077091,2.9498100275166084,5.134118817632032,1.8115782990627136,Iris-virginica
+62,6.7440170521209994,3.0,4.786139158532656,1.5285765372952653,Iris-versicolor
+63,5.534099009113271,3.0,4.514356800833106,1.5907255196805532,Iris-versicolor
+64,4.987230286250457,2.0,3.0692067299062007,1.0114758741983607,Iris-versicolor
+65,4.988755003864795,2.0,2.902875614238323,0.6742480351077684,Iris-versicolor
+66,6.239661619333571,2.8257069388025537,5.462699375684074,1.8083202854797655,Iris-virginica
+67,6.642550737091441,3.1911252275655064,5.439233711817525,2.1023749165154726,Iris-virginica
+68,5.691791838614358,2.4434879777655194,4.261053579024756,1.2545483622709812,Iris-versicolor
+69,5.876959621027382,2.7829136029326795,4.384045353581784,1.2041511250588968,Iris-versicolor
+70,7.650394196751749,2.583927865437631,6.899998717180204,2.3011580689031153,Iris-virginica
+71,6.058338619949491,2.1736227972218596,4.258536338629315,1.2863979379566408,Iris-versicolor
+72,4.93313036570144,2.0,2.9586768449825827,1.009376373812173,Iris-versicolor
+73,4.829556626244814,3.0,1.4772608318559468,0.10000010349582772,Iris-setosa
+74,7.731120715286602,2.7813746204589007,6.898936391330337,2.2417721969751567,Iris-virginica
+75,5.314002774215902,2.5366658960065736,3.4507422645574577,1.0864270260508782,Iris-versicolor
+76,4.4755980493631915,2.251345302316423,1.3342706812527907,0.28297740266691823,Iris-setosa
+77,5.492606566911603,4.2,1.384651683012454,0.2018453237139116,Iris-setosa
+78,4.756938601099901,3.0,1.4316200208452055,0.10000009276279796,Iris-setosa
+79,7.122197938290385,3.0,6.105052993241695,2.1570980477228203,Iris-virginica
+80,5.063532795476393,3.8123085930923604,1.4159166117428676,0.21767027978598957,Iris-setosa
+81,4.568635283850498,3.648457232079382,1.0,0.20869427876323676,Iris-setosa
+82,5.6011000157179796,2.867312943369662,3.972795756026535,1.273699317297678,Iris-versicolor
+83,6.302461277370213,3.0,5.2369727320218065,1.806080002345063,Iris-virginica
+84,4.906588760692308,3.0923662720435288,1.5467578991183104,0.1000001052848567,Iris-setosa
+85,6.053687767130796,3.389984521566933,4.494783180072947,1.5926737045115829,Iris-versicolor
+86,6.242510561228949,2.8449025956608756,4.561171850230153,1.3475033483695307,Iris-versicolor
+87,4.905845102318043,3.0259154748183095,1.4086006403009161,0.1,Iris-setosa
+88,4.4,3.161607307104813,1.3201608359009007,0.2200897608984604,Iris-setosa
+89,5.792846559794983,3.0,4.562807529825925,1.6096205924208131,Iris-versicolor
+90,6.248891661252802,2.607390430427419,4.8325226028723804,1.8501603906096646,Iris-virginica
+91,6.3277797097172455,3.410065454359698,5.5559725817528385,2.2445206993322784,Iris-virginica
+92,5.672205373431675,2.6152091635849772,4.11067951233078,1.1708442607320004,Iris-versicolor
+93,5.455870961795383,4.2,1.394060754228704,0.19916836119105377,Iris-setosa
+94,6.1820716182865265,3.2250585251179107,4.754956086948221,1.692397334445283,Iris-versicolor
+95,5.141071354867285,3.452465279063886,1.669959599227502,0.24829422439966703,Iris-setosa
+96,6.248524582281418,2.175529021719443,4.442027359983692,1.4369281430363485,Iris-versicolor
+97,5.003078889996206,2.000000555641388,3.525683928350453,1.0638786861835896,Iris-versicolor
+98,5.949501840688198,2.708309520478216,4.697410143565805,1.298807883052544,Iris-versicolor
+99,7.9,3.798848349959245,6.386732185250718,1.9659288307028695,Iris-virginica
+100,4.903270221425618,3.1332322963462955,1.516922430341652,0.1,Iris-setosa
+101,5.126469550760573,3.5002888517342954,1.5288466032223171,0.29766594653964396,Iris-setosa
+102,5.485804729456718,4.199999016877269,1.3888354708552173,0.19247873746477184,Iris-setosa
+103,5.807674328013577,3.176999727946523,4.467763589409861,1.48765844062865,Iris-versicolor
+104,7.89999880413126,3.819732551216059,6.247962747441534,2.026090558176358,Iris-virginica
+105,6.589620722078134,3.0,5.443418442660358,2.0471784471754275,Iris-virginica
+106,4.893163832918342,3.162716885774657,1.3951462532723362,0.20417652032383501,Iris-setosa
+107,4.828324270764692,3.029555819418523,1.4392334489349727,0.10000011129451018,Iris-setosa
+108,5.72411917217623,2.7282451565677888,4.153065762449319,1.2244044353229018,Iris-versicolor
+109,5.805134379654051,3.2112252683967872,4.623515982754357,1.679769126821241,Iris-versicolor
+110,6.255190059640884,2.910903891634326,4.231070651754252,1.186326587114606,Iris-versicolor
+111,6.718378929754931,3.332577115916826,6.012323238574818,2.5,Iris-virginica
+112,6.918764367579547,3.0,5.756354618837782,1.9276762044716167,Iris-virginica
+113,4.8275700450367784,3.441047177164015,1.5554556143663674,0.1992371876016969,Iris-setosa
+114,5.059166383825084,3.645132502780845,1.4066528111056542,0.221403079343124,Iris-setosa
+115,5.1978928641987014,2.7567970830795776,3.6778082805927115,1.241267449781982,Iris-versicolor
+116,4.793692517555497,3.3007899077104037,1.5670064597172009,0.21065050628596182,Iris-setosa
+117,4.794301693842578,3.462091643475801,1.4732013951701937,0.20389066155589733,Iris-setosa
+118,7.741335649506539,2.54642672633797,6.9,2.3481411498114984,Iris-virginica
+119,5.817881171486101,2.7924438641150324,5.063629392397736,2.4187878152018336,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/14/test.csv b/iris/tab_ddpm/0_4/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/14/train.csv b/iris/tab_ddpm/0_4/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/14/val.csv b/iris/tab_ddpm/0_4/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/15/synth.csv b/iris/tab_ddpm/0_4/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fe45ddcfa5e82443ee7123a591140f29aadac45b
--- /dev/null
+++ b/iris/tab_ddpm/0_4/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.679803803077834,2.822036976079464,4.402914865438427,1.2399769794127407,Iris-versicolor
+1,5.760526298948499,2.8775494749536614,4.001466903427156,1.2578375059780167,Iris-versicolor
+2,5.644336639974275,3.0,4.421672977497015,1.3955370363815378,Iris-versicolor
+3,4.966691002935251,2.0,3.558423924106881,0.7644570064407805,Iris-versicolor
+4,4.74921959241855,3.0,1.3459988489108028,0.10000014073596607,Iris-setosa
+5,5.727608799168142,2.6408312376017467,4.393979988553316,1.3340769515655477,Iris-versicolor
+6,6.053384732760368,3.0,4.550509094420168,1.4924672904821379,Iris-versicolor
+7,6.002690492813076,2.1430434670663354,4.308082400988297,1.323911540440717,Iris-versicolor
+8,7.726888680165983,2.5903401960799073,6.9,2.2925358805842637,Iris-virginica
+9,7.7019874553756935,2.5606525617289444,6.9,2.323034465874867,Iris-virginica
+10,4.93779190259026,3.4689502836675716,1.5342056433279474,0.2432242002384244,Iris-setosa
+11,6.566718388210878,3.0,5.4037228384468605,1.9087376822401474,Iris-virginica
+12,4.848259129990725,3.0188110473140877,1.4533653615450368,0.1,Iris-setosa
+13,7.046798754740406,3.077782101432472,6.074283506671916,2.193409279466918,Iris-virginica
+14,7.8999983154927245,3.7020696783530718,6.441369720185788,1.9407320967258397,Iris-virginica
+15,4.991052124989267,3.5793875843378475,1.3533840499537573,0.20874687672851575,Iris-setosa
+16,4.933679596119172,2.0,3.2300123572595334,0.7119456158318076,Iris-versicolor
+17,5.696418184898662,2.8632371221501676,3.6558092918539233,1.2391350636511562,Iris-versicolor
+18,6.787219255425801,3.288426495660828,5.795076038860263,2.5,Iris-virginica
+19,4.865454242106347,3.0,1.4403971214867077,0.10000013190678622,Iris-setosa
+20,5.60386324222271,3.6265121561550386,1.6242832769815434,0.7107412577951899,Iris-setosa
+21,5.725752554198814,3.0,4.5997517089591575,1.5884579974721926,Iris-versicolor
+22,5.917452524370414,2.6741070605945247,3.800550558942349,1.133204687124055,Iris-versicolor
+23,6.641231745581119,3.069592877195015,4.885845785803402,1.6701236109086084,Iris-versicolor
+24,6.070192009459349,2.583989783453549,5.025704226761455,1.8464608807937894,Iris-virginica
+25,6.042743411878113,2.1900072523052754,3.9399763735278173,1.13792885433597,Iris-versicolor
+26,4.7698165984701655,3.3703538060619156,1.7306807486523024,0.18437905415897254,Iris-setosa
+27,5.909782967176269,3.22716234040461,4.7529652153113755,1.7344146107848348,Iris-versicolor
+28,7.597614783272234,3.0,6.2177809120262415,2.1652992370146844,Iris-virginica
+29,5.588684573916228,3.120656038543758,4.56254134666971,1.7624513589178987,Iris-versicolor
+30,6.78439026561122,2.9978838842568947,4.904821045682588,1.5325638959491934,Iris-versicolor
+31,4.5074892279712095,2.344457480388192,1.3236234699499525,0.4870838215824629,Iris-setosa
+32,5.3362991723270365,4.054617129046298,1.2237591543855737,0.42697832346505626,Iris-setosa
+33,4.886702823982506,3.1059787550174054,1.4646512705208805,0.10000030618694378,Iris-setosa
+34,6.481382303664145,2.495648786451292,5.4354192622957385,1.8998588982379465,Iris-virginica
+35,4.598351384954231,3.566969811607694,1.0000006822436296,0.19953787952272728,Iris-setosa
+36,5.040096324522114,3.4696766477528556,1.3637654887359991,0.19687840214891134,Iris-setosa
+37,7.2545949648042765,3.0,6.231714308645057,1.9433056067953696,Iris-virginica
+38,5.334322070897794,2.7546816867533472,4.375338976281703,1.3468767625057014,Iris-versicolor
+39,6.7436962900737765,2.9792301664034224,5.763196344497101,1.8207526164473438,Iris-virginica
+40,4.9115003543560425,3.0,1.4374177032259914,0.2147584456543233,Iris-setosa
+41,4.849883638046935,2.3979796386552783,3.578929822193096,1.008296646598253,Iris-versicolor
+42,5.86019380691552,3.134098376630283,4.597523184582322,1.5202982416901885,Iris-versicolor
+43,7.676671393332869,2.6697984817884652,6.899979275046698,2.2374278843471935,Iris-virginica
+44,6.650943412195961,2.5618353080133263,5.858905646790573,1.8173690172170023,Iris-virginica
+45,6.664204993892329,3.2067532323081855,5.324246763740703,2.222318752511918,Iris-virginica
+46,5.943329241373974,2.829843246885375,3.996003857039887,1.17397007587412,Iris-versicolor
+47,5.855741460980529,3.0,5.383912176724836,2.3906829715822355,Iris-virginica
+48,6.260793452146411,3.274445767606033,4.479657548174917,1.5064348269019185,Iris-versicolor
+49,4.994446884474799,2.0,3.447246408494728,0.871610872850644,Iris-versicolor
+50,7.653811652528203,2.534791382850162,6.9,2.352266855538039,Iris-virginica
+51,5.310696524950243,2.4625111433704356,3.901467094894274,1.1188366847654019,Iris-versicolor
+52,5.465982187023751,3.4549905758576744,1.4501507176196764,0.2205417486594814,Iris-setosa
+53,7.675607458356914,2.6225515988604764,6.899999002174525,2.3284004504727327,Iris-virginica
+54,5.486900956769719,4.2,1.3171739690553137,0.19659411470267205,Iris-setosa
+55,4.9905897086221644,3.3835369781526095,1.5232910624466538,0.22225302066974154,Iris-setosa
+56,6.558757219144692,3.192623573723693,4.745788929804664,1.5619749186732776,Iris-versicolor
+57,4.899823927693247,3.0265057005368248,1.5041645190920956,0.1,Iris-setosa
+58,5.882433428825539,2.414243547988555,4.208447402103709,1.1514588021484387,Iris-versicolor
+59,6.741909739769639,3.093755868227644,5.314631492823119,2.3384358205278133,Iris-virginica
+60,5.871470654011787,2.5042347762042727,4.247354323568135,1.1310409524884322,Iris-versicolor
+61,4.894825089694433,3.0969381353501637,1.5009259727448336,0.1,Iris-setosa
+62,5.82678344533778,2.904922130532608,5.200567052642929,1.8736857855487958,Iris-virginica
+63,6.773810667496971,3.2009087018191247,5.787579673045514,2.2345708587174586,Iris-virginica
+64,5.792002939114146,2.740253068271366,5.178947904353511,2.2916188359102883,Iris-virginica
+65,5.958229929286666,2.8200027619233565,4.958533202626386,1.8232101577292221,Iris-virginica
+66,7.770746267439467,2.9221904677471655,6.7620419698123095,2.069087758564801,Iris-virginica
+67,6.2323165514052,3.2118711525628,5.077736395210906,1.9462842994716627,Iris-virginica
+68,5.49972589345239,3.317049886941878,2.3279200954568187,0.19713153850124282,Iris-setosa
+69,5.799890361414962,3.0,4.422354955500747,1.388360427084987,Iris-versicolor
+70,6.24349902397877,3.012940627972431,4.351276588620241,1.3470362595470262,Iris-versicolor
+71,6.282889582816751,2.8290670521089916,4.752780238899799,1.3623619403547413,Iris-versicolor
+72,6.744432175469492,3.2748932812983,5.751939975711453,2.203488179813432,Iris-virginica
+73,5.8669169211860135,2.336222037059137,4.292258828609736,1.269107499528217,Iris-versicolor
+74,7.733392138860371,2.530365122878629,6.9,2.3763850981002905,Iris-virginica
+75,6.681837744037762,3.0774004852681465,4.873218334087362,1.6558150399678668,Iris-versicolor
+76,4.4,3.2943860860353387,1.3095677410773494,0.20522404141103,Iris-setosa
+77,5.803385440053955,3.288401597710946,4.419772500615287,1.5079692963318814,Iris-versicolor
+78,7.9,3.8651640999939656,6.4065904379610705,2.0445883380416636,Iris-virginica
+79,6.656420622954149,3.0,4.631209977475781,1.5850860571596224,Iris-versicolor
+80,4.589471928738352,3.731746615579276,1.0,0.19655677910721747,Iris-setosa
+81,6.759418349584158,2.5138924397196867,6.0035251137025964,1.8086969773315011,Iris-virginica
+82,6.662495928420735,3.0,5.51914238764391,1.852889840487901,Iris-virginica
+83,6.545474265056797,2.6146468441845365,4.543557200333797,1.374183002750648,Iris-versicolor
+84,5.547400463975422,3.0,4.4926761667856985,1.455554727212124,Iris-versicolor
+85,6.57407901909343,3.3500787735450723,5.649611312851478,2.2273000399488234,Iris-virginica
+86,6.761605817045542,3.3580525344898704,5.71443565144245,2.5,Iris-virginica
+87,5.474022049194629,4.2,1.336087438658938,0.18832724461564032,Iris-setosa
+88,7.554425463559135,2.8527770618405452,6.525547764364003,1.8946638759718515,Iris-virginica
+89,6.333761664250697,3.0,4.791300360368877,1.667005591519686,Iris-versicolor
+90,6.557598011300244,3.060501905623775,4.822218234272489,1.635791661331099,Iris-versicolor
+91,6.663363417044214,3.0373235091990445,5.700167900342739,2.0529975556833673,Iris-virginica
+92,5.486949026248311,3.922554988568042,1.394413805702182,0.3335324533231946,Iris-setosa
+93,6.396174920568844,3.0835516310859252,5.245753813763429,1.9411209349824998,Iris-virginica
+94,4.57663352247645,3.713430294329018,1.0000004545917311,0.19515215054992852,Iris-setosa
+95,5.53312294119306,4.2,1.4157417097792317,0.19760662314161248,Iris-setosa
+96,4.774028145711895,3.3232734735555622,1.432247753061298,0.20429721221810768,Iris-setosa
+97,6.069306591858987,2.314069700112599,4.367348737668262,1.415692498198078,Iris-versicolor
+98,5.546899692758839,4.2,1.3960685016640557,0.21729823220517885,Iris-setosa
+99,4.709179325718149,3.0,1.4301228316740247,0.22109590337743049,Iris-setosa
+100,6.492312152154202,2.6866716608331704,5.096325791001959,1.80751494803199,Iris-virginica
+101,5.9004681246523285,2.5831726083278843,4.07644132158892,1.0918216843328283,Iris-versicolor
+102,6.337419771255678,2.203121671999122,4.529906468855689,1.392696025988871,Iris-versicolor
+103,5.490819488811573,3.0,4.349819340549068,1.3934915512639927,Iris-versicolor
+104,5.494708568217706,4.199999149963542,1.411469609318376,0.183192696440332,Iris-setosa
+105,6.71895523879245,2.935442301207294,4.914349905513884,1.604530853058512,Iris-versicolor
+106,6.6458750995368465,3.3060758690866616,5.715195500943415,2.2933843119421424,Iris-virginica
+107,4.574217503574983,3.7079632690139785,1.0,0.20249478084848468,Iris-setosa
+108,4.870550640103448,3.056357991483754,1.4618676508419106,0.10000013307418382,Iris-setosa
+109,6.6995163907100475,3.1769788204394556,5.725350491942284,2.2813136242794845,Iris-virginica
+110,6.379521140081565,2.78197628972819,4.282939668587057,1.2257590223339878,Iris-versicolor
+111,6.780951708044598,3.4244563429616517,5.8144115515334525,2.5,Iris-virginica
+112,6.1880179441801735,2.3165473728860615,4.5339419834633015,1.5347181423732665,Iris-versicolor
+113,5.069445354739295,2.000004371246884,3.713981894790646,1.046516927066342,Iris-versicolor
+114,5.762082497122358,2.4783855683776523,4.388563584540191,1.0226898632161647,Iris-versicolor
+115,5.841024371934825,2.1398690469475428,3.8763563158777505,0.923577111792282,Iris-versicolor
+116,7.169393652735276,3.0,5.763883349191011,2.2722784543611154,Iris-virginica
+117,6.2843531045183205,2.731263315852114,5.3476375002126275,1.8149012860069391,Iris-virginica
+118,5.151981038867939,3.404001756209582,1.767070180193782,0.8555975010011065,Iris-setosa
+119,4.535071090214983,2.549642623210598,1.365665660401934,0.37548755128677913,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/15/test.csv b/iris/tab_ddpm/0_4/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/15/train.csv b/iris/tab_ddpm/0_4/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/15/val.csv b/iris/tab_ddpm/0_4/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/16/synth.csv b/iris/tab_ddpm/0_4/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..62554dc58966821a56323299e7457404d93b4b65
--- /dev/null
+++ b/iris/tab_ddpm/0_4/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.809307657738868,2.973496287422381,1.3968137187484106,0.19443026530719326,Iris-setosa
+1,5.700360655580364,3.0774118713831773,4.662355673081882,1.6928811612353496,Iris-versicolor
+2,6.768165858189251,3.100831841845016,5.829787325336466,2.309548979287388,Iris-virginica
+3,6.464970005829655,3.1586604705364287,4.522211997628663,1.5244965442641973,Iris-versicolor
+4,6.655405407879507,3.200994945814179,5.621234765558978,2.1248079088572807,Iris-virginica
+5,5.880432698834969,2.7967720260597178,5.088196896652391,1.8546719080475025,Iris-virginica
+6,6.609460228162372,3.127793823084354,4.713109482435178,1.5326431501967859,Iris-versicolor
+7,5.78343721495565,2.1872782069839305,4.068285509541561,1.0904024449872272,Iris-versicolor
+8,4.955417095249912,3.206040470282343,1.4884310793456081,0.7933445287815291,Iris-setosa
+9,5.215283175094206,3.439796406337652,1.4659947356843046,0.20801693593809595,Iris-setosa
+10,5.523406041653875,2.601685668536612,3.830278269868033,1.0786727241911462,Iris-versicolor
+11,6.22982776340169,2.7386163352014585,4.961557383122123,1.7996695576058082,Iris-virginica
+12,5.825706842786195,2.7856807056777244,5.043187401265922,1.8798222804127085,Iris-virginica
+13,5.501233882331463,3.0,4.495493091388007,1.4899869174752733,Iris-versicolor
+14,5.176270433019642,2.309882631653229,3.4992520379776892,0.8756448601470819,Iris-versicolor
+15,4.968498269925839,3.3741576152425807,1.5431788070783163,0.20211004392143594,Iris-setosa
+16,5.550025302648433,2.9934112345330957,3.9497933539965517,1.3312812424271352,Iris-versicolor
+17,5.850924871250047,2.765745388000003,5.107473183143283,1.8324529559312104,Iris-virginica
+18,5.648855245110628,2.841141908306582,3.9149578013171697,1.2623194090512293,Iris-versicolor
+19,4.850487569104462,3.460378020821348,1.5301472646581444,0.1936984504694299,Iris-setosa
+20,5.863374355392469,2.345815273772472,3.790784918618149,1.1295624215698266,Iris-versicolor
+21,5.096500562123189,2.404946256133743,3.7396402358239063,1.0029262179118386,Iris-versicolor
+22,5.114185156621847,3.4606111092042564,1.5541714357445935,0.6376019303528903,Iris-setosa
+23,5.853630279728062,2.6871849023362024,5.095472674138492,1.8762838803457693,Iris-virginica
+24,5.514590408612627,3.5640760165635954,1.5107421899755724,0.20670054120559778,Iris-setosa
+25,5.973114817822185,2.714418407896378,4.262229604331444,1.3390827639816474,Iris-versicolor
+26,4.4,3.2740373273698498,1.269776400741748,0.197454923217726,Iris-setosa
+27,5.0017684272986385,2.0,3.182531547280851,0.9129577909544653,Iris-versicolor
+28,5.612927621876129,4.2,1.401671030439809,0.18512451827671061,Iris-setosa
+29,7.701420538987368,2.522975451533191,6.9,2.3241541845472584,Iris-virginica
+30,6.1348962332582495,3.0,5.326848816404341,1.8394503299680984,Iris-virginica
+31,4.694277397879245,3.397909300295439,1.6278661523848519,0.20969339244072413,Iris-setosa
+32,4.400000472298944,3.266726685132974,1.2801971512868835,0.2020049842285916,Iris-setosa
+33,7.696260437395301,2.5241298427335104,6.9,2.3202823350914703,Iris-virginica
+34,6.246414589989058,3.0146109207649636,5.3027606246080605,1.8848362886242287,Iris-virginica
+35,5.619821194876539,2.8460400510858506,4.286127599944757,1.1422811357701896,Iris-versicolor
+36,6.726182439752071,3.2575526008677733,5.709407903253969,2.4999994932366816,Iris-virginica
+37,4.578829794428928,3.650345028352392,1.0000004920708419,0.20670589064228695,Iris-setosa
+38,4.730352476817198,3.0012463987917375,1.3853858136751158,0.1,Iris-setosa
+39,5.352379143783793,2.4920759368601044,4.25265388155125,1.211126569074102,Iris-versicolor
+40,4.9346218554739725,2.0,3.459057054790857,1.008682716194848,Iris-versicolor
+41,5.733121100869271,2.8841619805232326,3.9357375101401724,1.3132812793252666,Iris-versicolor
+42,6.795769857818023,3.4033741200984116,5.652635570015752,2.5,Iris-virginica
+43,6.589107386269655,3.2868522331595127,5.846627791661509,2.3559208566516254,Iris-virginica
+44,7.760979933834911,2.308715324852471,6.9,2.398210931953361,Iris-virginica
+45,6.060535426494614,3.389587455398317,4.719302116198727,1.7005647898819642,Iris-versicolor
+46,7.899998551485995,3.8171205384768796,6.550339700002332,1.929805099580661,Iris-virginica
+47,4.754762360436235,3.410349957323402,1.6045610946743436,0.2029050110858558,Iris-setosa
+48,5.637289409945005,2.440451917867508,4.328231592836547,1.2078185508348822,Iris-versicolor
+49,5.218763589658313,3.270688824768691,1.615371243958779,0.6042893010044562,Iris-setosa
+50,7.602200093643862,2.4086933164808255,6.9,2.3593830805204674,Iris-virginica
+51,5.051924124925209,2.0000042199641963,3.480116673134891,0.8732079075876136,Iris-versicolor
+52,4.8899127068536385,3.1698452723817305,1.4539403183314645,0.19608974248922842,Iris-setosa
+53,6.083372521223478,2.7499448767136494,4.981937105073117,1.8314077267398075,Iris-virginica
+54,5.61258462203908,2.5768259942244196,3.893878151596954,1.0355097092384427,Iris-versicolor
+55,6.4987872029852625,3.0658414074192835,5.036451091262018,1.7891316252466227,Iris-versicolor
+56,5.8088756525449385,2.869022115992579,4.427940406309173,1.302236293313245,Iris-versicolor
+57,5.021687611680126,2.0000054194497086,3.723143446836206,0.9160059989882545,Iris-versicolor
+58,7.686624741300158,2.906254180098561,6.677042765212998,2.0634114312343472,Iris-virginica
+59,5.88048281128822,3.0,5.1093019661855665,1.7994998220754472,Iris-virginica
+60,6.780633355130967,3.298861338421518,5.815538823910149,2.5,Iris-virginica
+61,5.412854370567356,2.459180046627276,4.0493241619268145,1.0694429032510204,Iris-versicolor
+62,6.154108218113666,3.0,5.126808073629738,1.81825475153176,Iris-virginica
+63,7.697006139303296,2.5324485503669845,6.9,2.3159284635973294,Iris-virginica
+64,6.3286180671773975,3.2503289367487787,5.259238778949651,2.207794529091177,Iris-virginica
+65,4.570787883255233,3.5692592955873423,1.0000004253383359,0.1863971501469454,Iris-setosa
+66,5.040319168373839,3.404642869486022,1.4510604835488197,0.1966837357576285,Iris-setosa
+67,6.403276477772136,3.2466873613903746,4.829356794986595,1.6241496775772053,Iris-versicolor
+68,6.262480858824343,2.724859480682331,4.844582663715313,1.7824788872588437,Iris-virginica
+69,6.958771220284043,2.879236596174981,6.176080689373897,1.7504753632602517,Iris-virginica
+70,4.8453878745762395,3.368110871633862,1.5381422704461056,0.2220883294714262,Iris-setosa
+71,6.393412459673061,3.344081107284472,5.828501816571194,2.377758106728891,Iris-virginica
+72,4.9751422069127,3.4808639436031092,1.4897871440591564,0.19631135059462868,Iris-setosa
+73,5.994809867620119,2.176712507755457,4.328350215289878,1.405222187443221,Iris-versicolor
+74,5.803737742803779,2.4674670632126943,4.086660674295782,1.0795393360073589,Iris-versicolor
+75,4.9388467813971175,3.4045957611406266,1.7105781119664203,0.20735496687207494,Iris-setosa
+76,6.525458844741644,3.0,5.590301797376966,2.485774064707812,Iris-virginica
+77,5.525706597197315,3.470501214045301,1.5187900645838308,0.23459322677961664,Iris-setosa
+78,7.772030181029512,2.536067825369672,6.9,2.3226081581841393,Iris-virginica
+79,7.692778694695389,2.5614425573558752,6.9,2.2542764489950122,Iris-virginica
+80,5.218739226519682,2.5406098809702606,3.9153568806566086,1.09322382727148,Iris-versicolor
+81,6.620189586324549,3.0,4.5323122522781745,1.5406157224223647,Iris-versicolor
+82,7.9,3.946731171703629,6.285105129626883,2.0274124710044825,Iris-virginica
+83,5.009532375304432,3.183087410840495,1.485651030312008,0.22862728590107975,Iris-setosa
+84,5.4874757161634475,3.9314679328185367,1.3148076342705863,0.4910471520280417,Iris-setosa
+85,6.303827863778564,2.9910293282711398,4.629485221143932,1.3464851546525358,Iris-versicolor
+86,5.887831979851613,2.969634230518701,4.554572064207597,1.3711395472012968,Iris-versicolor
+87,5.579336118720293,3.5012892682129007,1.5299867731618362,0.32804861436889776,Iris-setosa
+88,5.874586308604625,2.954476247344822,5.2957477183397375,1.8823943380465329,Iris-virginica
+89,4.658833887737982,3.5176420833434396,1.0000009130146885,0.21071322482882834,Iris-setosa
+90,6.538763431192835,3.194264706291639,4.483617237713965,1.4241092316517332,Iris-versicolor
+91,4.625013061781988,3.134122321494631,1.403846065773046,0.20301777967608634,Iris-setosa
+92,5.438363445664311,4.2,1.4041648526677843,0.17354088385251953,Iris-setosa
+93,5.599090189935513,3.0,4.31114917448625,1.2919804698439559,Iris-versicolor
+94,6.77620567880634,3.394162468718396,5.819378359180651,2.5,Iris-virginica
+95,5.940710198444662,3.400641249342957,4.721861534456679,1.7567737771556153,Iris-versicolor
+96,7.064184653137745,2.6195990762529684,6.237988368601781,1.797187774222852,Iris-virginica
+97,5.705127450618882,2.7425603388674333,4.252341116620185,1.2930414135285848,Iris-versicolor
+98,5.079126218366378,3.0018721685364906,1.5538838700039381,0.1770939910050341,Iris-setosa
+99,4.7969643302001925,3.3750293525213757,1.4803890290543302,0.2004059930453836,Iris-setosa
+100,5.810112467507521,2.6673378690332896,5.075852207565078,1.8959772527960908,Iris-virginica
+101,4.87003874459841,3.0,1.40872874325885,0.1,Iris-setosa
+102,5.620438490176205,2.0019615749989077,3.990755053506245,0.9618135140466391,Iris-versicolor
+103,5.0923802170558385,3.120999957387683,1.9656526282683104,0.2109422603035861,Iris-setosa
+104,4.926112981937374,3.1225276355652403,1.4565284880150307,0.1,Iris-setosa
+105,6.613353027803553,3.0385247826340605,4.860490452573735,1.6538373042226346,Iris-versicolor
+106,5.825063819254288,2.937594158894091,4.549837602947774,1.2625178479545769,Iris-versicolor
+107,5.719776578728982,3.015499178875336,4.518087197177342,1.4976120637500594,Iris-versicolor
+108,4.964957103382559,2.0,2.96696442536389,0.9496288043992014,Iris-versicolor
+109,5.023392408552524,2.0,3.54675372589941,0.9573183984387359,Iris-versicolor
+110,6.390522456565861,3.0,5.550697009836445,1.8512591422924767,Iris-virginica
+111,5.472652377085379,2.8274368998442876,4.366067203644499,1.304710160554956,Iris-versicolor
+112,7.645164466933713,2.574932415250002,6.9,2.319528543355348,Iris-virginica
+113,6.632703882939335,3.4167821073865805,6.031618459602111,2.5,Iris-virginica
+114,4.4,3.1919735879140343,1.3103613138919221,0.19282695720190132,Iris-setosa
+115,5.3751579538649334,3.461200084856043,1.577407147502194,0.4622185613126272,Iris-setosa
+116,4.673761512394494,3.3402688591001324,1.5130976000720193,0.19794673403653457,Iris-setosa
+117,7.0785378489254205,3.1699630608231995,5.949800624727562,2.373434690925702,Iris-virginica
+118,5.471275027474275,3.0,4.042880225804277,1.3584354366258764,Iris-versicolor
+119,6.511980218819864,3.0,4.520069262736088,1.4917552186536949,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/16/test.csv b/iris/tab_ddpm/0_4/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/16/train.csv b/iris/tab_ddpm/0_4/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/16/val.csv b/iris/tab_ddpm/0_4/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/17/synth.csv b/iris/tab_ddpm/0_4/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..625bab8849508b8367ae7390f0708570b7c1f626
--- /dev/null
+++ b/iris/tab_ddpm/0_4/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.217557369696753,2.5259362781644095,3.948064773654241,1.1289616843287056,Iris-versicolor
+1,6.475183010804972,3.0829052977662816,4.7739945736679585,1.493425163163024,Iris-versicolor
+2,5.070592021890579,3.4235662311378023,1.550349804077147,0.30171786858899,Iris-setosa
+3,5.617060599195285,4.199996772089055,1.4257925217431797,0.20801278110495425,Iris-setosa
+4,7.072860252259,3.1571730524144046,5.983317998877726,2.218478981499532,Iris-virginica
+5,4.60485642358727,3.586007981874762,1.0000015834148661,0.20546463958400243,Iris-setosa
+6,5.58200516117643,2.4784941438354915,3.605736159268189,0.9735611502849948,Iris-versicolor
+7,5.897248084189804,2.9290861037641402,5.411684848066896,1.8727238373535453,Iris-virginica
+8,5.069864169821446,3.3339130303164244,1.7749186569281228,0.6317098353826933,Iris-setosa
+9,6.761767546328451,2.85667017339509,6.123830191712528,1.7638133278703163,Iris-virginica
+10,5.990348560197177,2.751007632599316,5.036795777988238,1.8577544308810188,Iris-virginica
+11,7.9,3.740388880982966,6.448915752638053,1.9667148522913553,Iris-virginica
+12,5.060337086985086,2.0,3.5794532116291036,0.998642039915304,Iris-versicolor
+13,5.668912703730222,3.0,4.0987103352754435,1.160058685905252,Iris-versicolor
+14,7.701039245721703,2.5711369724217845,6.9,2.2951766294804528,Iris-virginica
+15,4.8284020749484045,3.1409335020213063,1.4780919011129514,0.2071451872880185,Iris-setosa
+16,6.004859955111756,2.6402074722801974,5.019903346760202,1.8665474201721861,Iris-virginica
+17,5.7325074581049,2.7943362084166026,5.103177117892423,2.446599225971625,Iris-virginica
+18,5.53400707251864,4.2,1.4142854174489097,0.2029238656969508,Iris-setosa
+19,5.438430662272857,2.8032759788820565,4.08604952956053,1.3222658952554618,Iris-versicolor
+20,6.511676543246666,3.1494290814525474,5.067315395409635,1.9588901230319504,Iris-virginica
+21,6.67752810212511,3.2909465313320476,5.692310289201417,2.4999930499774043,Iris-virginica
+22,4.590238919188452,3.5630787739935292,1.0,0.21834183882469782,Iris-setosa
+23,4.586646839473346,3.6552910696537078,1.0000009111310753,0.2057456155196714,Iris-setosa
+24,5.519801409264713,4.1999756386770954,1.413759808509617,0.2126818730298131,Iris-setosa
+25,5.873478200533454,2.952654508256508,5.295243014711323,2.068927098387803,Iris-virginica
+26,5.024035542855611,3.5011531994429754,1.4517228603092622,0.23390967204266083,Iris-setosa
+27,5.349827954705488,3.483748244529495,1.533104399514693,0.1975907885424249,Iris-setosa
+28,5.880601551621394,3.2935848698216357,4.463619278064698,1.460379477468967,Iris-versicolor
+29,5.786672456341277,2.8134608574817865,4.437876496778591,1.3393478977745195,Iris-versicolor
+30,5.586962584191963,4.2,1.4143001421838153,0.20103155881879842,Iris-setosa
+31,6.164389615281603,3.0722253612774337,4.8848114681590245,1.6947649897858508,Iris-versicolor
+32,5.3878507851577275,3.4883223946066253,1.495437223339154,0.21382776428708794,Iris-setosa
+33,4.993726481305204,2.0,2.937016338884792,1.026620118297709,Iris-versicolor
+34,4.981308552512064,3.4030906854733516,1.4893251017013487,0.19950143593759145,Iris-setosa
+35,5.548905651947876,3.0,4.482130927216314,1.4126196163730895,Iris-versicolor
+36,5.523656600361267,3.7997970098982945,1.4907630032363164,0.24542923559755853,Iris-setosa
+37,6.742045874549939,3.0809029083798487,4.656140802839659,1.5371024661869084,Iris-versicolor
+38,6.262359358334169,3.063027998470064,4.311788882156965,1.3516998200587371,Iris-versicolor
+39,4.98541277758269,2.0,3.468973373469352,0.9215193061763407,Iris-versicolor
+40,7.099632206631427,3.127880868610178,5.807514648637572,2.216033700385066,Iris-virginica
+41,5.049442341356923,3.1438888844497574,1.568316825370428,0.23706441129838116,Iris-setosa
+42,6.773034346055594,3.0,4.913782296756958,1.6282228114203943,Iris-versicolor
+43,5.154003220688532,3.5107912884197763,1.4376309182791105,0.20352461943771444,Iris-setosa
+44,5.51567645357478,4.2,1.3917257062489954,0.21518825410211653,Iris-setosa
+45,7.727963361432083,2.403733437613275,6.9,2.2895133949813564,Iris-virginica
+46,4.812797870583224,3.451793258218211,1.495232775196806,0.19392903109258652,Iris-setosa
+47,5.98336449137455,2.6375245682173625,4.395058875679517,1.2090399813371588,Iris-versicolor
+48,4.864377202187398,3.046043870836099,1.4704167895551472,0.1,Iris-setosa
+49,4.590182911016098,3.6361731027879522,1.0,0.20452619765152663,Iris-setosa
+50,6.55513376662211,3.085451158767892,4.758622473626502,1.6299193573952926,Iris-versicolor
+51,6.360015219101354,2.478987145003172,5.0528614561186025,1.89472802621157,Iris-virginica
+52,5.227729475898618,2.438498171564367,3.6125646888220797,1.007990821557439,Iris-versicolor
+53,5.979481675293233,2.3749717773570347,3.8313438042554484,0.7142144406975528,Iris-versicolor
+54,5.572600121371219,4.2,1.4428155177581505,0.19981503427384437,Iris-setosa
+55,5.769897519955679,2.9915274009529758,4.519559355926131,1.4386591676096,Iris-versicolor
+56,4.643925895664371,3.5376907365541483,1.0000012502041344,0.21975653832630299,Iris-setosa
+57,5.256604759419931,3.787094173570645,1.4204163491931188,0.2544729497873002,Iris-setosa
+58,5.566849994557232,3.0,4.353379272284293,1.3402169306344016,Iris-versicolor
+59,4.940990949777761,2.0,3.07132305274182,1.012009799739877,Iris-versicolor
+60,6.426562341583331,3.239992113189183,4.636826059769398,1.6188384620855512,Iris-versicolor
+61,6.312513437254671,2.8895958809369393,4.3695474301717265,1.2835382635070998,Iris-versicolor
+62,5.564471110722919,2.746847078542455,3.8478388879745817,1.1451088726934153,Iris-versicolor
+63,6.554299081809146,3.0,4.8153787394899386,1.6238985150298855,Iris-versicolor
+64,4.5569708475752515,2.759833582247026,1.3383988625220753,0.7025227955125777,Iris-setosa
+65,5.680825044937723,3.477851102111042,1.9608121918005939,0.28449474559420324,Iris-setosa
+66,5.894578466558522,2.219740528802389,4.2164111762303005,1.297151369075867,Iris-versicolor
+67,4.622545542966181,3.6778711069762355,1.000001404995745,0.20380536381258765,Iris-setosa
+68,6.740417088124696,3.425949078421907,5.5806816199042,2.5,Iris-virginica
+69,5.004577924674906,3.318205040874921,1.5231182980319828,0.7571804957403234,Iris-setosa
+70,6.260569119561789,2.953438901544226,5.198524076823917,2.07928519908587,Iris-virginica
+71,5.4772532870457145,3.7617467499720525,1.4324552577445862,0.29747838189988784,Iris-setosa
+72,6.675973679009918,3.3151416749795577,5.9601276243014025,2.5,Iris-virginica
+73,5.706788979206561,3.0897015415402156,4.540609868940157,1.4862435893083197,Iris-versicolor
+74,5.02819899589185,2.0,3.4473419749298606,1.0276212048114604,Iris-versicolor
+75,5.079853288626388,2.0000034508881273,3.6350177123741303,0.8264821775688287,Iris-versicolor
+76,4.990454341113195,3.0,1.47918704546566,0.2246360846607149,Iris-setosa
+77,4.781720034863903,2.870165027812876,1.4023978335598093,0.23096663873732332,Iris-setosa
+78,7.722988993258642,2.528641835361744,6.9,2.2881324548574367,Iris-virginica
+79,5.580494768226781,2.981686935058618,4.20809345851639,1.3504208536423392,Iris-versicolor
+80,7.332561973423624,2.9059712248464806,6.239963697038749,1.7766545925512696,Iris-virginica
+81,5.473981361348139,3.0,4.4825487025488195,1.4930127985937984,Iris-versicolor
+82,6.183757086914774,2.556919378188672,4.900760447545262,1.8473727183779496,Iris-virginica
+83,5.852502197880973,3.121679929457241,4.57496243101801,1.5691578668148818,Iris-versicolor
+84,5.088218429314913,3.1974427647662296,1.556281907619827,0.22327847609916346,Iris-setosa
+85,5.778711316044952,2.6474578233957247,5.207272720335935,1.9442654006110325,Iris-virginica
+86,5.47305227211314,2.9555004274650427,4.245304806031348,1.3896806910328507,Iris-versicolor
+87,6.387759278621129,3.0,4.807856750366217,1.473862776739129,Iris-versicolor
+88,7.267730991086572,2.998274162657894,6.293826924897949,1.9452613822934068,Iris-virginica
+89,7.767675733418425,2.836273941004051,6.757501467041271,2.076528795155308,Iris-virginica
+90,4.596743136823107,3.25087871293113,1.4208458093376983,0.20390229712354357,Iris-setosa
+91,4.756242556345805,3.375108532808873,1.556809585379379,0.19623752931531413,Iris-setosa
+92,5.735265193135779,2.9161551573667435,4.0960252017650145,1.2367076840895854,Iris-versicolor
+93,6.784887453204886,3.061876849601228,5.263439839993297,2.2121036902775506,Iris-virginica
+94,5.1342037028557,3.27229038135682,1.6352721873024005,0.2174511201948282,Iris-setosa
+95,4.972627810224412,3.497780458747359,1.4302704987067303,0.192989649129435,Iris-setosa
+96,6.693628387675196,2.818077167515243,5.659593360577924,1.781427549292553,Iris-virginica
+97,6.344426408610186,2.79913118480327,4.38782256386156,1.234422945219792,Iris-versicolor
+98,5.803238721296014,2.0772164590901046,4.309893684806345,1.3470404784281298,Iris-versicolor
+99,6.245467172966032,2.5494265380301475,5.005577747492395,1.9001634594698817,Iris-virginica
+100,5.765466860614011,2.8303977557047024,5.280489251915212,2.2655445228163016,Iris-virginica
+101,6.337190409024278,2.6378335745050645,5.1776733380655156,1.832151606157167,Iris-virginica
+102,5.529459148137721,4.19999438416497,1.3839045016488152,0.21470372394301654,Iris-setosa
+103,7.742264739077144,2.8014435818744605,6.760195783288742,2.03275068065487,Iris-virginica
+104,6.6727005506041905,3.1796335831573375,5.249124878757102,2.2497068633333366,Iris-virginica
+105,6.505485841792635,3.131178291960365,5.426487614632012,2.499924171960604,Iris-virginica
+106,5.511669212716715,3.0,4.533281651527152,1.5700200622065794,Iris-versicolor
+107,6.981840626430573,3.1933106491451873,5.865039025697193,2.2306228074386865,Iris-virginica
+108,5.591244609348145,3.0,4.493440488539935,1.3970875308327209,Iris-versicolor
+109,4.945066663009268,2.4234924883241993,3.6109157922516486,1.0971214650568009,Iris-versicolor
+110,5.785938809421365,2.661106764562258,5.130706844000938,1.9224178277609951,Iris-virginica
+111,4.569397552142286,3.6182597863817434,1.0000009839399426,0.1984479171544467,Iris-setosa
+112,7.729420827635223,2.518630239502782,6.9,2.328688011290283,Iris-virginica
+113,5.505746304594606,3.0014870386500765,4.519063787557273,1.562924515311319,Iris-versicolor
+114,6.068683359089816,3.268525846300623,4.73139446801793,1.6710330200188783,Iris-versicolor
+115,5.426689706904657,3.4484195159852438,1.5374272685948565,0.38085595929539234,Iris-setosa
+116,5.78580036046887,2.786469257779213,5.097411587541627,1.8287306728953998,Iris-virginica
+117,5.02849993727323,2.0,3.407956007240163,1.0247747053302652,Iris-versicolor
+118,7.003787419185447,3.11313831712964,5.997582823683397,2.2960484865811064,Iris-virginica
+119,6.1862704545615355,3.2343872820617445,4.6247493039923535,1.5075762128645724,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/17/test.csv b/iris/tab_ddpm/0_4/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/17/train.csv b/iris/tab_ddpm/0_4/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/17/val.csv b/iris/tab_ddpm/0_4/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/18/synth.csv b/iris/tab_ddpm/0_4/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ecd763ea26cb13c7d4b420b944c0a66de9cb9a84
--- /dev/null
+++ b/iris/tab_ddpm/0_4/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.796334042568038,2.484667827946436,6.9,2.325982347384113,Iris-virginica
+1,4.793947743639936,3.3777397777773257,1.5404418739753285,0.19422029264582125,Iris-setosa
+2,5.598772379445072,2.862349306886469,4.407648908439545,1.2862742665277622,Iris-versicolor
+3,6.722828084483996,3.0684399904954383,4.600011620346997,1.4177798988432155,Iris-versicolor
+4,5.360193131365772,2.4992812097182036,3.840782726779745,1.087830145487567,Iris-versicolor
+5,5.061055548345637,3.2474617159866197,1.4122867145580023,0.20933761228281758,Iris-setosa
+6,4.58054386626746,3.693252070746569,1.0,0.20297295180241268,Iris-setosa
+7,5.182680041783466,3.485525336623837,1.434172496369296,0.2037542685800774,Iris-setosa
+8,4.9759891990447835,3.460198813863818,1.4938123380454584,0.19560527655823126,Iris-setosa
+9,6.7122652738704005,3.199858836040743,5.538971671841082,2.0738562840097625,Iris-virginica
+10,7.164963967039891,3.149991429152689,5.815852719638425,2.2841591455647645,Iris-virginica
+11,5.37416753967085,3.4489854173368006,1.4930575318841384,0.23294850725972455,Iris-setosa
+12,6.381318645279672,3.0,4.26223939281796,1.3487433086217513,Iris-versicolor
+13,5.627639186451956,2.999926064771471,4.20069006264503,1.225616577499267,Iris-versicolor
+14,6.177604206400881,2.1852992493979713,4.417676148016455,1.4034891764120925,Iris-versicolor
+15,6.8084567080990706,3.2311372030260856,5.994781825116976,2.3138178842598665,Iris-virginica
+16,7.745061441955729,2.7262674848418347,6.8968731492334046,2.1095409499539364,Iris-virginica
+17,6.233122516812299,2.698425951662239,4.333076042686525,1.3701307331555315,Iris-versicolor
+18,6.626320575661112,3.31755489731866,5.597015324494302,2.270252677060706,Iris-virginica
+19,7.367759949270359,3.0,6.1042835635489725,2.279209941936413,Iris-virginica
+20,6.31244796514441,2.56168814477212,4.9228891834449975,1.8581987449432817,Iris-virginica
+21,6.6136175644907995,3.3223342347380016,5.529885835746684,2.198762762552062,Iris-virginica
+22,6.718834415763392,3.2834421958449984,5.695903207631101,2.4999995061455387,Iris-virginica
+23,5.444770623964792,3.891062230307844,1.3350066733618233,0.41011988944484223,Iris-setosa
+24,4.8589647685765796,3.0,1.404723452414183,0.20616900034831764,Iris-setosa
+25,6.641589327499266,2.9969047922330865,4.55895078703131,1.3897139767310078,Iris-versicolor
+26,5.133505347009649,3.2657108783312663,1.4777944653965431,0.22738634882454994,Iris-setosa
+27,4.936817025534626,3.447893242352619,1.5230332803311994,0.2049114016801361,Iris-setosa
+28,7.899997374725862,3.749473679473169,6.369140564450667,2.0062727633077997,Iris-virginica
+29,6.789189175390131,3.4183541092339738,5.90259275221439,2.5,Iris-virginica
+30,6.779321258608859,3.236470551665857,5.201392026656469,2.2856968062442258,Iris-virginica
+31,6.673051319161678,3.328610344446645,5.779553444013427,2.5,Iris-virginica
+32,5.769517451682339,3.1766909913480155,4.644614211155346,1.6618447785674948,Iris-versicolor
+33,6.454921349441141,2.3610785572985478,4.672652039033269,1.5009053288143808,Iris-versicolor
+34,5.713477492306401,3.1026534907719454,4.294710039156777,1.3442871403894716,Iris-versicolor
+35,5.46880454130575,2.599028095877088,4.378172259778817,1.1374767989327954,Iris-versicolor
+36,6.51303438722751,3.3459602152615253,5.202634270602366,2.267052328179367,Iris-virginica
+37,5.03191620310576,2.0,3.5039792972708304,0.9749572107758644,Iris-versicolor
+38,4.80162991156723,3.3773991814920707,1.8585465237690246,0.21725929471985053,Iris-setosa
+39,5.409155596978446,2.981864514666331,4.408462215750085,1.3939325120280404,Iris-versicolor
+40,4.847417685761261,3.402399201887517,1.9491785653569738,0.2084064806108464,Iris-setosa
+41,6.293586211154592,2.991344664261586,5.558143857009912,1.9124253028108678,Iris-virginica
+42,6.588035990932321,3.3201225947539323,5.527388023941026,2.25876866947075,Iris-virginica
+43,5.00489416276287,3.430266319898205,1.467805586851873,0.1930206708669983,Iris-setosa
+44,6.757727931689424,3.0102216067251177,5.7828825559800325,1.9696920539698721,Iris-virginica
+45,4.954008422614298,3.460062248605352,1.5702078664140817,0.26093755988873213,Iris-setosa
+46,5.716479310150726,2.931972047141699,4.242132936012286,1.0924959048393632,Iris-versicolor
+47,4.771133879858442,3.0,1.3529987576023734,0.21786814117228004,Iris-setosa
+48,4.757083816198134,3.2935492137370637,1.562423432715248,0.20886414383288562,Iris-setosa
+49,6.550260141254241,3.0781619715488997,4.769501968325786,1.5526138976714419,Iris-versicolor
+50,6.1604656736484245,2.176864890942489,4.3454399747581,1.2863681145248722,Iris-versicolor
+51,4.949440098837229,3.0,1.5368970236798076,0.19521551806439708,Iris-setosa
+52,5.165334933339701,3.497630276516076,1.575175831500239,0.30120046108140736,Iris-setosa
+53,4.663977411734824,3.6035928953482492,1.0000004053575022,0.21439331737376974,Iris-setosa
+54,5.0080557952163804,2.0000099407300045,3.546545062242849,1.0479914920447078,Iris-versicolor
+55,5.54782590629629,3.0,3.9532444340480772,1.3413795261060204,Iris-versicolor
+56,6.863992993788007,2.741373519713801,4.795146995923352,1.4711557240194408,Iris-versicolor
+57,5.767600305204598,2.9362412829472873,3.9087483181069445,1.2804811870696173,Iris-versicolor
+58,4.583888463413805,3.713834364017963,1.0,0.2042606024531134,Iris-setosa
+59,5.060839946818421,3.7597245053321435,1.470696385106712,0.22409770085921885,Iris-setosa
+60,6.903102884834431,3.0,4.922797935095017,1.5683902521489204,Iris-versicolor
+61,5.93113521866159,3.0,4.631689466050624,1.4618938870755416,Iris-versicolor
+62,5.489309695874683,3.4631378785988836,1.4886271004309404,0.2099304465202856,Iris-setosa
+63,7.697811086972662,2.614434443238726,6.899997938412302,2.322129291333974,Iris-virginica
+64,4.927731388857275,3.0,1.4694076008138335,0.2156999082158816,Iris-setosa
+65,4.784636651149027,3.0,1.4023895223930747,0.1,Iris-setosa
+66,4.4,3.202800965036601,1.2925683434493398,0.2075758339663637,Iris-setosa
+67,6.556005231102184,2.9202602046611457,4.538393287734282,1.4954994784710918,Iris-versicolor
+68,6.963857105845148,3.0474258330088264,5.954008253268583,2.2793173580055415,Iris-virginica
+69,5.356484648722054,3.779963364272848,1.443298317918948,0.29617234505652495,Iris-setosa
+70,7.784413444185507,2.557594026304691,6.9,2.29380096377869,Iris-virginica
+71,6.7515038889180135,2.977905973183505,4.996927052061795,1.693186288614552,Iris-versicolor
+72,7.471917013172158,2.7481229596136862,6.569884370751155,1.8306213667351696,Iris-virginica
+73,6.487200361704672,2.9728676270168104,4.545691676173265,1.3571186490325922,Iris-versicolor
+74,5.78282834934058,2.7559502671262197,5.095084711813911,1.9297324730889067,Iris-virginica
+75,7.542207510612096,2.810927072471088,6.623785800561154,1.8599938517500016,Iris-virginica
+76,7.154859671495245,3.0974789466586885,5.923687006756219,2.201342701817111,Iris-virginica
+77,7.6969348182238075,2.860746201723586,6.6972272210420245,2.0267435085582086,Iris-virginica
+78,5.178727449569615,3.397549161598736,1.394317347528029,0.23746639889163088,Iris-setosa
+79,5.8365834862186645,2.9275650554241475,5.058001911585368,1.786027086561483,Iris-virginica
+80,6.206454126556558,2.359048135521278,4.343232530608685,1.0459959881790994,Iris-versicolor
+81,4.400001034975111,3.182193733791059,1.221111684883023,0.2050330554795864,Iris-setosa
+82,6.00565955244052,3.0,5.124409028663604,1.8759487454268848,Iris-virginica
+83,7.635042983285658,2.6154904218659802,6.899997467582644,2.3112861919221275,Iris-virginica
+84,5.531074328150446,2.7729224791088076,4.495440652720394,1.269391968277875,Iris-versicolor
+85,5.478356449879956,2.840643933256104,4.318605231421648,1.2712222415477257,Iris-versicolor
+86,5.1804365034711894,3.8463749479155775,1.2751283533211573,0.2064934360336831,Iris-setosa
+87,7.639606408169584,2.550661941817973,6.9,2.339662126235499,Iris-virginica
+88,6.743689166773852,3.2397050128296994,5.768903616176414,2.1470284514753857,Iris-virginica
+89,4.8051097553158995,3.0,1.4612683750753928,0.10000014762138182,Iris-setosa
+90,5.700366916728666,2.5677191396679575,4.252975575443975,1.1217266109636987,Iris-versicolor
+91,4.940556779213466,2.0,3.262677101145224,1.0271816481819411,Iris-versicolor
+92,5.087318834607567,3.490245111833504,1.4077789158436211,0.1947584467352901,Iris-setosa
+93,4.88980250578683,3.267589689633914,1.5596247968802808,0.19075827249679111,Iris-setosa
+94,5.039687610109097,3.4263722703992743,1.4905278799318395,0.2597934022563834,Iris-setosa
+95,5.585821521764477,2.644288802407791,4.020633308293202,1.1438396511728213,Iris-versicolor
+96,5.864433935963189,2.845976174929198,4.116768445147237,1.0489632315239128,Iris-versicolor
+97,4.823409970259403,3.0,1.3877485212913818,0.10000010908706033,Iris-setosa
+98,5.69270085086651,3.0,4.12647358658292,1.21544285131883,Iris-versicolor
+99,4.462007694280137,2.1860520024721213,1.294497175147021,0.29132863490690913,Iris-setosa
+100,4.868743549971518,3.094356738022034,1.4545100467921261,0.10000010788298332,Iris-setosa
+101,4.971728964243128,2.0,2.6626247601126556,0.9260978446496828,Iris-versicolor
+102,5.768967868314803,2.7494430949064514,5.052012058142217,2.253745635882041,Iris-virginica
+103,7.662468915654729,2.541812483510271,6.9,2.3535101647000394,Iris-virginica
+104,5.979303971231337,3.0,5.33545689537585,1.9060125485541444,Iris-virginica
+105,5.829899613853803,2.627793192948019,4.3257973133907015,1.0247872972823409,Iris-versicolor
+106,5.737413103652998,2.977203170776839,4.158074896135032,1.1770544264452891,Iris-versicolor
+107,5.844848168124138,2.762379547207793,5.183157912624895,1.9230249802492556,Iris-virginica
+108,5.474777784713257,3.546226666660653,1.499053794756935,0.4395006159546736,Iris-setosa
+109,5.003182778485002,2.0,3.4894058637656196,1.072633425628538,Iris-versicolor
+110,4.400000637750789,3.22369723991624,1.285280104951361,0.19829021801657393,Iris-setosa
+111,5.828314089995513,2.6829906090515334,5.1507481801882165,1.8833295499249558,Iris-virginica
+112,5.110870374808457,3.0,1.5401624052264131,0.1874452364297307,Iris-setosa
+113,5.896544224526539,3.0,5.039236284422369,1.8077408165361963,Iris-virginica
+114,7.899998940776088,3.7531780855876957,6.2538398633235905,1.9303828445197568,Iris-virginica
+115,5.880519550764538,2.7330373652494,5.125680680154862,1.9009446323451056,Iris-virginica
+116,5.84321713894281,2.642640354170039,4.318939365787867,1.0770606818900306,Iris-versicolor
+117,4.765440386107973,3.315798062219631,1.5763292381404843,0.23604097539378782,Iris-setosa
+118,5.990763291852679,2.648310205925753,5.370626126034187,1.894409372559143,Iris-virginica
+119,5.014081218278526,3.4606260161140168,1.408816658677659,0.18558594230261277,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/18/test.csv b/iris/tab_ddpm/0_4/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/18/train.csv b/iris/tab_ddpm/0_4/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/18/val.csv b/iris/tab_ddpm/0_4/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/19/synth.csv b/iris/tab_ddpm/0_4/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..702b922bdf8776228941fe961a585d3eeb005b1e
--- /dev/null
+++ b/iris/tab_ddpm/0_4/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.942951806150213,2.8807003861764104,5.203704146820766,1.8044749190838596,Iris-virginica
+1,5.363584294012206,3.7954488121844605,1.2753833205263905,0.29978539997287834,Iris-setosa
+2,7.606421954109441,2.674183889370608,6.602284931572399,1.857786298205286,Iris-virginica
+3,7.9,3.801788913070282,6.453946219462005,2.002526419043346,Iris-virginica
+4,7.621242137479098,2.510307338211438,6.9,2.373647883944029,Iris-virginica
+5,6.737130571300887,2.9180433853277177,5.859604608823132,1.8109996691625516,Iris-virginica
+6,4.933829082872786,3.184830051046355,1.7018507658540007,0.23873315428224123,Iris-setosa
+7,6.635811831375888,2.9358666831107634,5.774632100205172,1.7818378166100608,Iris-virginica
+8,5.012413318610465,2.0,3.5510688034338034,1.0210111506358237,Iris-versicolor
+9,6.380212738915523,2.560400694299335,5.517181445054833,1.861734446807403,Iris-virginica
+10,4.888738547005636,3.0132729563687595,1.4974676989582676,0.1000000929419878,Iris-setosa
+11,5.916104683434265,3.3339146028971536,4.357095007997574,1.518040333997969,Iris-versicolor
+12,4.842415868044599,3.0,1.4144089842382315,0.10000018272388098,Iris-setosa
+13,6.709704285157136,3.0,5.033333051675092,1.7168879787808273,Iris-versicolor
+14,7.726358738290827,2.586817104120117,6.9,2.330582224220859,Iris-virginica
+15,5.335300603967814,3.648050160208751,1.437733697357596,0.22674940922323153,Iris-setosa
+16,6.496512611895338,3.0521784729048345,4.579136056427474,1.4698073100001179,Iris-versicolor
+17,5.76993274734252,2.698993548148966,5.043170086591669,1.9235074717922396,Iris-virginica
+18,6.318970367181854,2.9141595168674415,4.33144035975696,1.3159783353386514,Iris-versicolor
+19,6.716426832545544,3.3222354520540582,5.673131543997108,2.5,Iris-virginica
+20,5.784621449621791,2.7247316942831215,5.141690703347676,1.9120145891732891,Iris-virginica
+21,5.981441092212978,2.9608939123580513,5.422533133737964,1.82153134284963,Iris-virginica
+22,5.542284200940736,4.199998467002938,1.418014280694425,0.20320109655089139,Iris-setosa
+23,4.937700850363084,3.164139580955666,1.4656458272907664,0.19557088584562413,Iris-setosa
+24,6.701481372844588,3.349689907972248,5.8015653906060285,2.5,Iris-virginica
+25,7.2537783275972565,2.8570633507719374,6.137031342782788,1.8099308282495763,Iris-virginica
+26,5.828618545756143,2.879806548480211,5.117261874665662,2.482684720290791,Iris-virginica
+27,5.62400770282384,2.6991624394051725,4.2213500037025815,1.0957573197986272,Iris-versicolor
+28,5.710335239767157,2.7048938745128095,3.9515344645856736,1.0895864038132763,Iris-versicolor
+29,6.730024960998239,3.3665462467849405,5.76045002072809,2.5,Iris-virginica
+30,5.558229253845809,3.090610742696689,4.474552355565574,1.6530139841691551,Iris-versicolor
+31,7.607594549277879,2.5681852692147387,6.9,2.2793204419260524,Iris-virginica
+32,6.333486073446329,2.562279306248907,4.913366102234568,1.8567380859497016,Iris-virginica
+33,4.602444442905909,3.5943698169552003,1.0,0.20298592366274532,Iris-setosa
+34,5.021813815685392,2.0,3.2778741498817277,0.9685362445289039,Iris-versicolor
+35,5.472395710746997,2.487321934417695,3.57941147121441,1.0401930817055927,Iris-versicolor
+36,6.7638067497038445,3.0896922694135487,5.561256812572557,2.2466003273043005,Iris-virginica
+37,5.030473800789806,3.509362594985298,1.3281591217231785,0.20173719420388372,Iris-setosa
+38,6.319709592882877,3.0,5.386434676388745,1.851329597328975,Iris-virginica
+39,5.4965815369231725,4.052448316685755,1.399941608330471,0.38980846526877483,Iris-setosa
+40,5.6303367958259365,2.7256932618928733,4.537332428559329,1.3663193322787923,Iris-versicolor
+41,6.590772980438169,3.2291386100468937,5.802103225973439,2.4999469154354124,Iris-virginica
+42,5.155565092691044,3.4836585432722464,1.456885643042076,0.2624425314505018,Iris-setosa
+43,5.888410615574466,3.2724471377626174,4.577120970565981,1.6403236500873144,Iris-versicolor
+44,5.869892021261205,3.2283530810065955,4.636719976581959,1.640736703904549,Iris-versicolor
+45,5.241485270562366,3.3314964291478004,1.8092909165755198,0.2090818726839973,Iris-setosa
+46,5.082328841180007,3.2374442157566485,1.9551917623229504,0.44420044504584877,Iris-setosa
+47,5.371946160354495,3.4189830587133194,1.4518197602724068,0.20152040795153658,Iris-setosa
+48,4.853532485152891,3.3101707978544077,1.5552889249692954,0.2071349310966226,Iris-setosa
+49,5.896162801249134,2.849270433950689,4.08782344552536,1.1391355627269828,Iris-versicolor
+50,7.205584892164487,3.0,5.898937948650753,2.3029643538585716,Iris-virginica
+51,6.888025696180518,2.8068522067090145,5.7762822421956725,1.8085325729406487,Iris-virginica
+52,5.3884717603204075,3.34119477438091,1.5606568194925658,0.27935132597395174,Iris-setosa
+53,5.623119388156682,3.0,4.500017544956235,1.4819431926818467,Iris-versicolor
+54,4.934534343578893,2.0,3.634856232502496,0.9124464146155553,Iris-versicolor
+55,6.513262665684659,2.5098106186992917,5.393051225545511,1.821232400636309,Iris-virginica
+56,4.509126669566207,2.47642513748236,1.2916812514765723,0.3478207239492716,Iris-setosa
+57,5.875125922452417,3.0,4.578160974734038,1.4913291700291271,Iris-versicolor
+58,5.621783796986092,2.60906877841355,4.373684746947481,1.2649464926101137,Iris-versicolor
+59,4.861176850140398,3.2521535992861574,1.9207287180916361,0.19758048156312863,Iris-setosa
+60,6.126794057248102,2.780028004687784,4.21768490180886,1.09425097844774,Iris-versicolor
+61,7.9,3.946570601956333,6.464491570178023,2.0710057124247068,Iris-virginica
+62,6.297187568061436,3.3574861613845552,4.729001251959065,1.6419747602455799,Iris-versicolor
+63,5.023737521111451,3.436760596833968,1.470806347271213,0.21042845563012624,Iris-setosa
+64,7.27873903699354,2.9004684061871813,6.252019737661454,1.92931990788078,Iris-virginica
+65,7.746937501650731,2.7487241401177736,6.728748308707383,2.0445328225491997,Iris-virginica
+66,5.277420835386583,2.5159676796808697,3.7024217895804874,1.079972802462072,Iris-versicolor
+67,5.0513711224431175,3.4638035052333773,1.3874673581604098,0.20171612958889032,Iris-setosa
+68,6.346220944571421,3.0,4.907081017629689,1.7724585423852084,Iris-versicolor
+69,5.836581992118508,3.0,4.585345990568911,1.4167226275464535,Iris-versicolor
+70,6.737874035461022,3.0,5.110420755172839,2.1534275491074704,Iris-virginica
+71,6.576321068121047,2.488670088012645,5.486291858920054,1.822873938121985,Iris-virginica
+72,4.552072246100628,3.690460297082015,1.0,0.20368717211623566,Iris-setosa
+73,7.9,3.9731236615816714,6.504988940096405,1.9789354616687385,Iris-virginica
+74,7.5710983251681245,2.7277990097060414,6.531710271364332,1.9012500678566366,Iris-virginica
+75,5.457654642357527,2.6424353407573946,4.027096643690396,1.0790820629725706,Iris-versicolor
+76,5.713891484799059,3.0,4.272155284493701,1.3029178320186476,Iris-versicolor
+77,7.166937220980042,2.8993997629927493,6.139579430129901,1.7672784720255068,Iris-virginica
+78,5.525613884317316,3.0243810267863536,4.28359815956566,1.3639894818552802,Iris-versicolor
+79,5.707266521727775,2.9336981148967785,4.140818760668739,1.2517910883383796,Iris-versicolor
+80,5.733034646996072,2.7452282518020046,4.328470866223448,1.3614588209443543,Iris-versicolor
+81,6.270168937446085,3.272018431493841,4.631170492305518,1.551704298039757,Iris-versicolor
+82,4.840395149845044,3.0,1.4371801687615775,0.1000001861029957,Iris-setosa
+83,5.0823910517972735,2.4975933721841126,3.45248562431098,1.0495064946846007,Iris-versicolor
+84,4.989862193212566,2.0,3.62060073253907,0.9485350698920978,Iris-versicolor
+85,4.598171941971151,3.635621989058156,1.0,0.20444561098234013,Iris-setosa
+86,5.422196901977612,3.495646879801959,1.6296911437429218,0.22837502530643763,Iris-setosa
+87,5.537077308644143,3.0,4.46945257920552,1.4605262535450316,Iris-versicolor
+88,6.058953238192907,3.0602555712259853,4.678002366216602,1.7040308621416371,Iris-versicolor
+89,5.782561621594506,2.466973680297417,3.967625124959782,1.008861302611804,Iris-versicolor
+90,6.710318041940169,3.3430368354103006,5.7216021846498695,2.5,Iris-virginica
+91,5.014567239070806,3.4429620651184223,1.5732406991675605,0.48253386269319376,Iris-setosa
+92,5.581983660075504,3.0,4.572305181881383,1.5334576795948345,Iris-versicolor
+93,5.853585489599523,2.5779223593522502,4.317736898111014,1.2553507183982855,Iris-versicolor
+94,6.761885323842998,3.302409698929531,5.4812064975904,2.288292265251964,Iris-virginica
+95,6.5237534657121135,3.2059971536066043,4.673393077923841,1.5166760125252186,Iris-versicolor
+96,7.6058591657133094,2.5829957919207978,6.9,2.304517397111328,Iris-virginica
+97,4.791348829344926,3.0,1.375841091851618,0.210296128886646,Iris-setosa
+98,4.943662252953936,2.0,2.916167120715878,0.9332124910749859,Iris-versicolor
+99,4.856783412693341,3.0218420113328137,1.4612483035131785,0.1,Iris-setosa
+100,5.033357243651429,3.5065806431469495,1.3614878794533185,0.19594839936442268,Iris-setosa
+101,5.71285236922266,2.7883208412143055,4.514962795840067,1.4534093659471181,Iris-versicolor
+102,5.432578031875653,3.715268185657646,1.7340181402758592,0.2173395446617657,Iris-setosa
+103,5.841313022277137,2.3246191137711585,4.056302319375887,0.922713258301296,Iris-versicolor
+104,5.622160054276835,4.199998929255226,1.4127654743558662,0.21441571169503648,Iris-setosa
+105,5.805219147417981,3.317894617303128,4.3485820030489695,1.5623310681499945,Iris-versicolor
+106,5.174239570526988,3.4998780623019434,1.515890203825288,0.48288166085666206,Iris-setosa
+107,7.594253749839413,3.0,6.632396137704091,2.0969749287385975,Iris-virginica
+108,7.096501879456051,2.8646092212915795,6.226288407081339,1.7768705714845736,Iris-virginica
+109,5.697770477545977,2.39737349079146,4.062582699431788,1.1026929112474568,Iris-versicolor
+110,4.400003800776547,3.2402371067569735,1.2688104666131326,0.20494017213863985,Iris-setosa
+111,5.000830570798477,3.4068040675410742,1.5544876711234827,0.20421997577870932,Iris-setosa
+112,7.253331434720155,2.9508902953415777,6.330154564283738,1.9445442888636433,Iris-virginica
+113,6.176787625881827,2.1238718455510677,4.222062123120527,1.256486331968671,Iris-versicolor
+114,5.072746409427924,3.6495482572703737,1.4293178558175326,0.1985110628306203,Iris-setosa
+115,7.899997501262823,3.66711573813326,6.431626931087343,2.0370531370439875,Iris-virginica
+116,5.745648532578441,2.9922852096133843,4.600400351132549,1.4978671393242489,Iris-versicolor
+117,7.525771141611452,2.7461832228985417,6.546314769152843,1.862955708939206,Iris-virginica
+118,4.636637651891077,3.1190657513422435,1.402016736846426,0.20673771601226007,Iris-setosa
+119,4.680235626432936,2.9202343426242687,1.3529878848128964,0.2633370431858187,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/19/test.csv b/iris/tab_ddpm/0_4/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/19/train.csv b/iris/tab_ddpm/0_4/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/19/val.csv b/iris/tab_ddpm/0_4/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/2/synth.csv b/iris/tab_ddpm/0_4/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..04dd5059bbc7bbb590fefabb8c5722e4c8c878f1
--- /dev/null
+++ b/iris/tab_ddpm/0_4/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.1245104216359865,2.747389581132724,4.935056150588738,1.852725137566355,Iris-virginica
+1,4.577919190800039,3.7771877339093662,1.0,0.2017205782619748,Iris-setosa
+2,6.6379374412914816,3.0,5.516162318068349,1.8096247145226356,Iris-virginica
+3,7.0744406798224535,2.8486387545399228,4.878186022725383,1.4577784108934406,Iris-versicolor
+4,6.284217329479165,3.4046994558936463,5.535175650809021,2.2638435965952683,Iris-virginica
+5,5.014368184808019,2.0000006366985548,3.5713514042064896,1.011020336007933,Iris-versicolor
+6,4.575334523894117,3.508920768333221,1.0,0.19543279527595842,Iris-setosa
+7,4.905155137129722,3.2852811043952364,1.519218932326118,0.2028995024304125,Iris-setosa
+8,5.541270983220167,3.0,4.406068191941414,1.418949011365015,Iris-versicolor
+9,5.66741288805101,3.0,4.556390414628935,1.5297332788731413,Iris-versicolor
+10,5.5995759801175735,4.199987995936824,1.4197948167755108,0.22863910112018204,Iris-setosa
+11,5.867617419836227,2.797567425438776,4.2101580527918765,1.0505412388011717,Iris-versicolor
+12,5.836393994728103,3.0147969867392295,4.100216558826427,1.3594543698790829,Iris-versicolor
+13,6.346908449931142,2.9771537544581004,5.35536649410903,1.7675420045661063,Iris-virginica
+14,7.899996973463666,3.70051508804264,6.374431926766679,2.021709377466002,Iris-virginica
+15,5.707584621198883,2.810327512675559,4.262914557108492,1.2930378719228688,Iris-versicolor
+16,6.347878545543327,2.649213768429602,5.319456079258989,1.804322504256292,Iris-virginica
+17,5.400915348724988,3.5060404666140292,1.4402088813270897,0.21227542172299332,Iris-setosa
+18,7.748810129751572,2.6127254575742995,6.9,2.310240625931268,Iris-virginica
+19,5.03748027972051,3.3630830431881367,1.5587083816171459,0.37478329108700015,Iris-setosa
+20,7.9,3.9336772371086592,6.578405801677625,2.012977340133669,Iris-virginica
+21,5.996785148615865,2.7163811780655815,5.004609804383501,1.8745355200935998,Iris-virginica
+22,5.83689937085916,2.6456440585747827,5.079257607796013,1.964549379004712,Iris-virginica
+23,6.145430994550585,3.374228304486195,5.4356732968015695,2.3900409923015022,Iris-virginica
+24,4.921202702439203,2.0,2.9368447684759995,0.9674502079952045,Iris-versicolor
+25,4.9811666087450295,3.562528154381317,1.553956332399722,0.26625558016101,Iris-setosa
+26,7.693891597738876,2.8633780137248466,6.6711051203668985,2.0672520331394004,Iris-virginica
+27,4.571694615466168,3.619844359090073,1.0,0.19600397103982126,Iris-setosa
+28,4.967344842936973,3.4610330405000833,1.5622314051373483,0.21586818643534017,Iris-setosa
+29,5.618748101002665,3.08308287087091,4.399780445307972,1.44711113751901,Iris-versicolor
+30,4.400000950689841,3.2432028907133694,1.260252866847748,0.18248660752613968,Iris-setosa
+31,5.433713897523526,4.2,1.3396500032293241,0.20640694205825627,Iris-setosa
+32,6.029234165309998,2.252813288846046,4.223187435454044,1.0065714384953646,Iris-versicolor
+33,4.998814876119969,2.5400973628401333,3.7528815635774464,1.160744677722591,Iris-versicolor
+34,7.708281416985496,2.5402527460946733,6.9,2.2843252383675887,Iris-virginica
+35,5.806960957275467,3.006998649601614,4.1756618706635695,1.331700298068418,Iris-versicolor
+36,4.916016422936723,2.4140015415655345,3.463543711416563,0.9898132484676077,Iris-versicolor
+37,7.899998401936741,3.767134276223726,6.315978840593364,2.013567004473281,Iris-virginica
+38,6.682348894056132,3.1186589793018373,4.703123806201773,1.4914282549635218,Iris-versicolor
+39,5.135588224638531,3.3661433617291974,1.5366877304032358,0.39374958703315077,Iris-setosa
+40,5.524319049150829,3.0,4.388262252786598,1.4359186822629857,Iris-versicolor
+41,5.503097336857423,4.2,1.412415662958061,0.2053386221749152,Iris-setosa
+42,7.500825536311724,3.0,6.375106143067731,2.0914097394080233,Iris-virginica
+43,4.994211398636487,2.0000006645855133,3.585147584397239,0.8383984725813636,Iris-versicolor
+44,5.706405552673364,2.816872236496691,3.9112665245185028,1.1663163705950939,Iris-versicolor
+45,5.196086001906549,2.519686777306472,3.749811801285713,1.127996745349794,Iris-versicolor
+46,6.096092699487639,2.7819846635927132,4.670531029566134,1.5063106616915636,Iris-versicolor
+47,6.121780056537899,3.3028190664231385,4.800501403216441,1.8213070295846148,Iris-versicolor
+48,6.404323474794057,3.27251396890664,5.417814999480774,2.29271783661034,Iris-virginica
+49,4.933148223578278,3.0413942879003937,1.4936630630777814,0.5003085451933559,Iris-setosa
+50,5.789000712705048,2.678181144088038,4.026846298562297,1.279928490811772,Iris-versicolor
+51,5.488350319136167,3.9424752551235116,1.2605804225197335,0.42237435431431275,Iris-setosa
+52,4.879071236901644,3.432046116000174,1.6017884008659136,0.20760035759015907,Iris-setosa
+53,5.758387279350087,2.918904825597185,4.525607669887051,1.41544042385696,Iris-versicolor
+54,5.084841018530457,3.029547357252624,1.7789642292783279,0.1894618107081796,Iris-setosa
+55,6.52680900926842,3.0,5.706113657161387,2.245102368284538,Iris-virginica
+56,5.627629871605026,4.199997617772645,1.407233510661412,0.19469133886288037,Iris-setosa
+57,5.662357709993159,2.784439120586509,4.267008103644168,1.1457967954182213,Iris-versicolor
+58,5.507687215471131,2.9363223026278877,3.8690589811997187,1.3098726278498767,Iris-versicolor
+59,6.658699688209604,3.3386198611182802,5.767961239696489,2.3482607482980167,Iris-virginica
+60,7.17642500225022,3.0,6.270375900303548,2.1821038272497475,Iris-virginica
+61,5.809511838381383,3.0819683532891284,4.6210590741606,1.6435362418974668,Iris-versicolor
+62,6.304550474281935,3.118546180429791,4.747724192792301,1.6136692384925346,Iris-versicolor
+63,6.76884064169676,3.0,4.921910095092144,1.5641385018936145,Iris-versicolor
+64,5.1344066549452805,3.466288942220695,1.5214410536032208,0.23695602400545857,Iris-setosa
+65,4.400000606019031,3.2187617957728323,1.3088941764885322,0.20143155950246017,Iris-setosa
+66,5.555251785517608,3.0,4.602715858587546,1.498434914818213,Iris-versicolor
+67,4.920324925845098,2.0,3.4956080344158447,1.1029299428395432,Iris-versicolor
+68,5.994647774852302,3.2235288888948497,4.797533998041036,1.7000316941174691,Iris-versicolor
+69,6.799756517647489,3.1667223808409757,5.505040913574816,2.317899048029893,Iris-virginica
+70,5.529568792045249,4.199996109389497,1.4045215752289806,0.19972736696963267,Iris-setosa
+71,6.2224953374402645,3.3487343053990255,4.482765864138421,1.591707900492313,Iris-versicolor
+72,6.02415565920527,2.6204463876172666,5.002971399538245,1.9224404827963388,Iris-virginica
+73,5.580159991883641,2.751535365170838,3.6964118241258856,1.259811664601501,Iris-versicolor
+74,6.785616076977634,3.069876315968224,5.459301569346319,2.088396267081009,Iris-virginica
+75,5.895610042306849,2.691697542421404,5.125793434055355,1.888654063428804,Iris-virginica
+76,5.11675247586698,2.530218508654366,3.798139488934836,1.1208796519217605,Iris-versicolor
+77,5.661281643722943,2.8504197089703647,3.772449016455171,1.239744105642009,Iris-versicolor
+78,4.855078840563025,3.166279746302357,1.4822062732066725,0.21318164671418763,Iris-setosa
+79,6.087908645571228,2.653051926561563,5.048260022247108,1.8740526844114498,Iris-virginica
+80,4.935292177126117,2.0,3.4339446328683785,0.9771670426720138,Iris-versicolor
+81,6.75478788330398,2.9561494920351494,4.972761860079281,1.651846948343324,Iris-versicolor
+82,4.573599289013047,3.5771107391619554,1.0,0.20828370189404266,Iris-setosa
+83,4.930571983191106,2.0,2.967854565717961,1.0392341662507345,Iris-versicolor
+84,4.788367356240763,3.289667083616966,1.3602021360205483,0.2011552096983113,Iris-setosa
+85,6.346202686047519,3.018444428038706,5.3953429620776125,2.0714824956741014,Iris-virginica
+86,5.423143249248048,3.0,4.356004557857791,1.3617347866297604,Iris-versicolor
+87,5.52167371331178,2.7955720662837495,4.1398216638095064,1.27284771716287,Iris-versicolor
+88,6.5209282956895365,2.4156347289504017,4.538445738382977,1.3552951564405589,Iris-versicolor
+89,6.720977781161729,3.2010816855491457,5.546578748074253,2.1362090374649,Iris-virginica
+90,5.5544066268198895,2.780318937891326,3.705452557000793,1.1472261653193652,Iris-versicolor
+91,4.876338770858092,2.387303510065249,3.501023716544509,1.028602638749899,Iris-versicolor
+92,5.122341107313013,3.169651041647559,1.4458069975700845,0.20557721005958166,Iris-setosa
+93,5.618891034376658,2.748229186351308,4.564338473865423,1.2562304177330492,Iris-versicolor
+94,6.465450093951507,2.634730955275084,4.495744164427272,1.2555375544561977,Iris-versicolor
+95,6.5795070056690825,2.9898348275599234,4.716621293581993,1.5195075874362103,Iris-versicolor
+96,6.448661544647159,3.042286509879134,4.809737387427653,1.687485206452176,Iris-versicolor
+97,6.263971588975459,2.5231241653720415,5.02274508808636,1.8821645259989628,Iris-virginica
+98,4.568121044645686,3.607706361705956,1.0,0.17610109694271014,Iris-setosa
+99,5.5596388453637005,2.4590509724950627,4.101576440064852,1.0745318564478321,Iris-versicolor
+100,5.74298835571187,2.9599437135977187,4.397418302037105,1.3562510029471906,Iris-versicolor
+101,5.705757474605046,2.502384017439684,4.173756178882302,1.0641434343284297,Iris-versicolor
+102,5.5225119880958795,3.0,4.5071399661711755,1.5228372687239449,Iris-versicolor
+103,6.747630302414508,3.0,4.6714896830509804,1.4739948938057008,Iris-versicolor
+104,5.853840499550747,2.899247240201074,4.269881156772392,1.153586852394033,Iris-versicolor
+105,7.644952337369829,2.5970927431446658,6.9,2.3537876045463646,Iris-virginica
+106,4.400000699825175,3.2364340334266952,1.3069892463875277,0.19556408182069518,Iris-setosa
+107,5.0225074045361096,3.7065517740245353,1.4539275938846923,0.26855181998257927,Iris-setosa
+108,5.881736509620437,2.503855055318766,3.896061749023075,1.1541403526552727,Iris-versicolor
+109,5.37608028849061,3.4183395036329745,1.5532153733177612,0.28765862023908206,Iris-setosa
+110,5.594453096052887,3.757025484170814,1.5382737475570913,0.30976894506294056,Iris-setosa
+111,6.786603991021444,3.4247459165896794,5.969125923291858,2.5,Iris-virginica
+112,6.00662327112495,3.0,4.578574376172946,1.4960155819030128,Iris-versicolor
+113,4.78799033930389,3.348205372073902,1.9880632236826954,0.20884571770074747,Iris-setosa
+114,4.696779882828497,2.934175589884897,1.3631452502251353,0.2858055835931439,Iris-setosa
+115,4.4,3.1133658597985305,1.3254366677501908,0.20050861585838473,Iris-setosa
+116,5.07165914303829,3.182831515414761,1.4147347232356329,0.20499533653135998,Iris-setosa
+117,6.637754940652894,2.50888596227249,5.473240935083718,1.7833506533845138,Iris-virginica
+118,7.731074215320691,2.5619415895617057,6.9,2.3173760823683986,Iris-virginica
+119,5.277125985824098,3.492896021438691,1.4567302300928038,0.2017917723904607,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/2/test.csv b/iris/tab_ddpm/0_4/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/2/train.csv b/iris/tab_ddpm/0_4/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/2/val.csv b/iris/tab_ddpm/0_4/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/20/synth.csv b/iris/tab_ddpm/0_4/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..922a5c405d676c3d01332e7d4dc5b68b298f11a3
--- /dev/null
+++ b/iris/tab_ddpm/0_4/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.059727091740323,3.1982093876916404,4.84605105844064,1.8643113708953856,Iris-versicolor
+1,5.493084785427505,3.0,4.459926289780406,1.4888631935832064,Iris-versicolor
+2,6.413985370977407,3.1946159572116146,5.526956708083952,2.049697814790877,Iris-virginica
+3,6.736814621619897,3.141620984064232,5.587143474207604,2.155104731705491,Iris-virginica
+4,5.676878560471111,2.783487963200998,4.386803538369644,1.2423975270543164,Iris-versicolor
+5,7.9,3.8805516689114716,6.4514436554623655,2.06134520202185,Iris-virginica
+6,5.8463984651864225,3.2761286317878824,4.403097867143487,1.4858260366164149,Iris-versicolor
+7,6.689448497382609,3.3348507814720603,5.716294515954686,2.5,Iris-virginica
+8,5.650869964296475,3.0,4.08736461549085,1.268358444656121,Iris-versicolor
+9,5.091817156878699,3.2790725839894383,1.659528978006955,0.6168346517071417,Iris-setosa
+10,6.742877304319431,3.3410124528551006,5.664505377187239,2.5,Iris-virginica
+11,6.653711554415472,3.2703744277802476,5.4740245435681345,2.02322158404277,Iris-virginica
+12,4.957369218161497,2.0,2.8603803202502225,1.0540966058844146,Iris-versicolor
+13,5.650734265387378,3.0,4.4478281847994126,1.4538620432264349,Iris-versicolor
+14,7.697465388755464,2.6194928832803788,6.9,2.329987678674967,Iris-virginica
+15,4.5412099247747255,2.5741844191986525,1.3013687789446555,0.2870082847553868,Iris-setosa
+16,6.326303322226931,2.5487875926320545,4.963570673472964,1.8811785897371447,Iris-virginica
+17,5.536324134720236,3.0357188083393996,4.607314107452277,1.6596428542867605,Iris-versicolor
+18,6.7297024540385335,3.3707978612329215,5.795958890146822,2.5,Iris-virginica
+19,6.217587971912908,3.3174770282900705,5.513196030249656,2.3324071798873796,Iris-virginica
+20,5.709944332823966,2.8714677158935555,4.096691024915082,1.323159517392842,Iris-versicolor
+21,5.496883469981037,3.8788813680719336,1.412968322910464,0.5749291284459577,Iris-setosa
+22,6.210582516305908,2.235679839437886,4.1894237465959225,0.9825957539106684,Iris-versicolor
+23,4.89790872671576,3.0326791568091136,1.4486906555596064,0.1,Iris-setosa
+24,5.082247685481316,2.494640222024041,3.5052528262833897,0.9569598254573846,Iris-versicolor
+25,6.4723760784622275,2.6258242547545363,4.518619203400568,1.319123840692077,Iris-versicolor
+26,6.516668997689864,3.0309890857728856,5.3775126931204955,2.1372884135838053,Iris-virginica
+27,4.696410203234418,3.2914685908725794,1.4539787485509859,0.1947561177703223,Iris-setosa
+28,4.857839353716482,3.0277296092402657,1.4464148858355337,0.10000012218966474,Iris-setosa
+29,6.301902994498604,3.1241644150520993,5.315592198156862,2.0619403375094203,Iris-virginica
+30,6.0587893653011085,3.1287759094440184,4.652282751578518,1.5988005358007458,Iris-versicolor
+31,6.298937102272667,2.888938491023412,4.926156838109493,1.8110363229898465,Iris-virginica
+32,4.96334211392473,2.0,3.119208189980752,1.0306337523409388,Iris-versicolor
+33,6.447121464390811,3.3795698225282567,5.394733018716996,2.131898288677875,Iris-virginica
+34,7.7870009885250475,2.4705664267769705,6.9,2.3536566175338396,Iris-virginica
+35,5.071838748809627,3.7303527312660414,1.4563481897303845,0.25778329413449297,Iris-setosa
+36,5.497139277893094,4.199997839980645,1.3581798863681462,0.1965282594003356,Iris-setosa
+37,7.673233146202973,2.5537560316551127,6.8999952428274325,2.3140611648346736,Iris-virginica
+38,6.389688064145921,3.0601087188409593,5.002304558345568,1.7640351318904839,Iris-virginica
+39,6.482996789374493,3.321097086804848,5.281430597951369,2.301841439420623,Iris-virginica
+40,7.701112503275859,2.5347835517452086,6.9,2.3341424888630096,Iris-virginica
+41,5.696892918747585,2.5266643234095842,3.854318196375176,1.0275287760530172,Iris-versicolor
+42,6.250821426106669,3.0,4.591513041646162,1.4710293407639357,Iris-versicolor
+43,6.211744030859778,3.1917654429588924,4.397790526109429,1.4247014547959265,Iris-versicolor
+44,6.490261351454277,2.5018172727103893,4.459295207522941,1.2888058577136476,Iris-versicolor
+45,6.0187846807834395,3.403253323610766,4.744125639052031,1.7428877131168417,Iris-versicolor
+46,4.870482807377649,3.4865722578094545,1.4643094733498645,0.20034507164708293,Iris-setosa
+47,5.898542415651171,2.7086069703790043,5.024279506185931,1.8718656465006394,Iris-virginica
+48,4.400004038151325,3.270755997649768,1.2781420653073006,0.19330825937163001,Iris-setosa
+49,5.0461224380534535,3.160948220674796,1.5283082740297427,0.2858099775312395,Iris-setosa
+50,7.692295343575214,2.5834695506243057,6.9,2.306279358322823,Iris-virginica
+51,7.6919628415582455,2.5909951820469392,6.9,2.3219510174133777,Iris-virginica
+52,6.478331615771896,3.2402767201104123,5.513223892102479,2.30812582928048,Iris-virginica
+53,5.98714344886061,3.0,4.7113266423149485,1.6982831080443836,Iris-versicolor
+54,5.789035444827497,2.772219159141707,5.186944181182678,1.9161303559608633,Iris-virginica
+55,4.719984124837088,3.4078291026178436,1.5512913303031852,0.1935042560242212,Iris-setosa
+56,7.7405910112426355,2.515409353707343,6.9,2.3376532283357165,Iris-virginica
+57,5.501109398770438,3.4067347149427687,1.5677177707400975,0.20216859588438976,Iris-setosa
+58,7.727444609015517,2.8856128488226864,6.670289747547946,1.9619328810066907,Iris-virginica
+59,6.694809625754398,3.310197249934126,5.797488164570006,2.2563181919427495,Iris-virginica
+60,6.69461612765707,2.9669669968494805,4.640768682123036,1.4171539391117618,Iris-versicolor
+61,6.654965932841726,3.3049365502460146,5.7395013219574125,2.499999522662345,Iris-virginica
+62,5.096642418761461,3.2979554453034376,1.624399012378015,0.5522698877754116,Iris-setosa
+63,6.321440991805142,3.211931658035052,4.956083588934507,1.7563744097261842,Iris-versicolor
+64,6.648604052041329,2.9776723464157704,5.690494577902156,1.8048550003098436,Iris-virginica
+65,6.231190001443889,2.8796329759342854,5.625031980308356,1.7974987427906028,Iris-virginica
+66,7.43624366470921,3.0,6.376221207600022,2.067267709027532,Iris-virginica
+67,6.771527661929967,3.0,5.603591789649827,2.2050314664035526,Iris-virginica
+68,4.822178373674695,3.0,1.4192368349045776,0.10000091520563659,Iris-setosa
+69,5.670700361759081,2.3046354186283144,3.9533020522659665,1.025146076196025,Iris-versicolor
+70,7.715947303018333,2.6501187471563497,6.792337273116635,2.0328481272464245,Iris-virginica
+71,5.744204452713292,2.9305658783932746,3.8728656102514543,1.2097737657800516,Iris-versicolor
+72,4.86219576043557,3.0914131228442274,1.4432484641881331,0.1,Iris-setosa
+73,6.062247365703787,2.9708645094578388,4.421956041490475,1.2543616073902817,Iris-versicolor
+74,5.008354546829483,3.0,1.5550291449415725,0.22922518775663137,Iris-setosa
+75,5.785010080357587,2.802063958427327,5.311137936324565,1.9097017544074324,Iris-virginica
+76,7.630945840129691,2.928786225155922,6.657653425505357,2.0710858963211436,Iris-virginica
+77,4.717007468096732,3.0,1.2650053002392208,0.1,Iris-setosa
+78,5.5232076002283454,3.0,4.449732536971126,1.4885513024789356,Iris-versicolor
+79,6.975672365613631,3.120137873514874,5.410496397514678,2.3423567893321318,Iris-virginica
+80,6.585283790532798,3.1486870816652073,4.656133239585494,1.4874866924673018,Iris-versicolor
+81,5.753204269958698,3.184786440279402,4.265225795333823,1.4233712880223177,Iris-versicolor
+82,6.385411606838204,2.5143493565124864,5.046712785855053,1.9321242478820395,Iris-virginica
+83,5.559714946521517,3.5101062062901125,1.5278155183480735,0.2915809343574185,Iris-setosa
+84,5.824834937165149,2.615424261165498,4.589620797112418,1.164526264937528,Iris-versicolor
+85,7.585092800505967,2.735698502724343,6.597264902602623,1.9060548733548965,Iris-virginica
+86,5.5461639892340795,4.2,1.3939558911023537,0.20345948301496686,Iris-setosa
+87,5.597952275681441,3.0,3.929305616636488,1.3090279090336534,Iris-versicolor
+88,4.951734228835308,2.5161043015316213,3.7016871517574796,1.0551120740595874,Iris-versicolor
+89,5.686047460027005,2.602186209301724,3.817488156265863,1.0884698129126804,Iris-versicolor
+90,4.630742731561275,3.569443772563404,1.0000030409776965,0.21788098331628525,Iris-setosa
+91,5.601418410171087,3.492567920203966,1.6301975382136333,0.22158164433918265,Iris-setosa
+92,6.537920178820141,3.1168352619323145,5.689809885180027,2.4999948102584857,Iris-virginica
+93,6.742371503809057,3.360205256603107,5.685751055274113,2.5,Iris-virginica
+94,7.446836998305319,3.1386964197329283,5.4836497032190525,2.3004648728005384,Iris-virginica
+95,7.9,3.855017912649017,6.31843423569114,2.0293416113704774,Iris-virginica
+96,4.939128353873944,3.2567266005522053,1.4537624598658452,0.19355859119581514,Iris-setosa
+97,6.01243977176711,3.2972134170605356,4.700846725169108,1.6976118355038041,Iris-versicolor
+98,5.842540110122415,2.35557813220437,3.944986630058091,1.0643115368563114,Iris-versicolor
+99,6.054020491408008,3.09626106822873,4.561966874184772,1.6205975455737955,Iris-versicolor
+100,5.610709008805963,3.0018155070611097,4.025750549786907,1.3416547596526176,Iris-versicolor
+101,4.987666895615738,3.4236877700957984,1.7382923451163086,0.44637102234774073,Iris-setosa
+102,6.221660640871452,2.778829610134574,5.453180434552814,1.8668390024152233,Iris-virginica
+103,7.9,3.774329268805849,6.311098145110772,2.0229871136428628,Iris-virginica
+104,4.987728657394331,3.1198830012440633,1.5452675244665082,0.26809661872394774,Iris-setosa
+105,7.37115681681998,2.790458238749977,6.381789895496186,1.7929967033651497,Iris-virginica
+106,4.951996818358619,2.0,3.581455178000612,0.9826062312933432,Iris-versicolor
+107,7.141736182492373,2.656384993125501,6.305784119152062,1.8477669712732696,Iris-virginica
+108,5.974787036046919,3.168823590501412,5.060712415077764,1.8635913704397897,Iris-virginica
+109,5.5675862405973175,2.3044172611478753,3.3548791918244087,0.7317581034731824,Iris-versicolor
+110,5.87525223948334,3.1437050095441723,4.722333821007831,1.6867528908910188,Iris-versicolor
+111,5.626903893025298,2.6953229421053178,3.968456272938242,1.2118366375725778,Iris-versicolor
+112,5.513393391914188,2.7306276770734543,4.324435926645205,1.2426030120914024,Iris-versicolor
+113,5.560550016152542,2.87041260597302,4.211012104525529,1.2801341738351744,Iris-versicolor
+114,5.789730027787734,2.822273817458585,4.207060344656899,1.372063855480403,Iris-versicolor
+115,6.057713149355461,3.443694416337088,4.467592426033451,1.438237823887032,Iris-versicolor
+116,5.680083643198402,2.253123755503571,3.712416397271278,0.8697264070890875,Iris-versicolor
+117,5.385059309400824,3.7196787938313505,1.5162358826035625,0.4532849608738011,Iris-setosa
+118,5.787439115604609,2.896823827314848,4.617394684338708,1.3404913015379618,Iris-versicolor
+119,5.702821138252354,3.0,4.222403880033323,1.2861082508574566,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/20/test.csv b/iris/tab_ddpm/0_4/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/20/train.csv b/iris/tab_ddpm/0_4/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/20/val.csv b/iris/tab_ddpm/0_4/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/21/synth.csv b/iris/tab_ddpm/0_4/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7bc53844f64bc81fc43ad223158721a6a21bfd6f
--- /dev/null
+++ b/iris/tab_ddpm/0_4/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.349604138197229,3.0,5.172425519239001,2.050667007312278,Iris-virginica
+1,5.70489746240386,3.5857934674413894,1.5274671291049833,0.29148391943252794,Iris-setosa
+2,6.539067506555868,3.0,4.737844208201051,1.5395487808893646,Iris-versicolor
+3,4.4,3.2174632410131236,1.2985815387395578,0.20073519167352202,Iris-setosa
+4,7.675178108561861,2.80171343283115,6.7263964475026645,2.04495374285043,Iris-virginica
+5,7.546922451539733,2.884411382345794,6.560620435029402,1.9441457631209742,Iris-virginica
+6,4.756538719578708,3.1584108249045717,1.4950185135038243,0.19952461870481092,Iris-setosa
+7,4.910392755524671,2.0,3.16447421099215,1.0441953502779646,Iris-versicolor
+8,5.274866163797794,3.385425761784904,1.416763901402419,0.1988274592630389,Iris-setosa
+9,5.092954273106144,3.3552966036710057,2.0338308512190943,0.49380593360168934,Iris-setosa
+10,5.915900151110201,2.809834572274005,4.35610130711672,1.1926482340293052,Iris-versicolor
+11,5.911379876834934,3.0,4.534708391018036,1.3771551314325334,Iris-versicolor
+12,6.784751892305584,3.1922440806730625,5.549251114552186,2.2487991681774995,Iris-virginica
+13,5.986572050454847,3.0,5.164828140089196,1.7961107779142085,Iris-virginica
+14,6.529586250517684,2.9396048149930576,4.334814702417015,1.3848871535060878,Iris-versicolor
+15,6.745122118157418,2.9959607921892593,5.703604404156049,1.8154366477446728,Iris-virginica
+16,5.5104439747787515,3.498787044441816,1.5469911352273005,0.19822526789328238,Iris-setosa
+17,5.001218013735295,2.416800446078721,3.623156530538553,0.9491414637348701,Iris-versicolor
+18,4.757375035121328,3.0,1.360981401109467,0.1,Iris-setosa
+19,7.899996747947213,3.76403853519101,6.378005313465699,1.9501339950197667,Iris-virginica
+20,4.849885058710512,3.063842210385965,1.4878550619474007,0.10000016742812529,Iris-setosa
+21,6.447719084929185,3.2542633915315733,5.197726415986293,2.2000556884395923,Iris-virginica
+22,5.744972020407362,3.0,4.517736970263638,1.5021636544631167,Iris-versicolor
+23,4.8653023073685455,3.0,1.4013756722506059,0.2389809584835929,Iris-setosa
+24,5.5752752547687585,4.2,1.404760903972691,0.20212782425291986,Iris-setosa
+25,5.14621492174815,3.4870109261774296,1.6522903150791368,0.6340950081775574,Iris-setosa
+26,4.879139998310541,3.1243745340060225,1.4561823549315265,0.1,Iris-setosa
+27,7.707726893185505,2.555831768757975,6.9,2.277493936689411,Iris-virginica
+28,6.345376037244091,3.381717296738759,5.482349425533126,2.2005753317643992,Iris-virginica
+29,5.908078714677528,3.276785993637291,4.740970800968375,1.8212547319165333,Iris-versicolor
+30,4.400000597376328,3.2200509647261053,1.2702159889414806,0.20115152264232153,Iris-setosa
+31,5.378996310325265,3.0,4.4820620978540004,1.5204662157167868,Iris-versicolor
+32,5.992007715172797,3.163174827610634,5.390546843095642,2.388941047191546,Iris-virginica
+33,4.763929028943943,3.370956340162843,2.0780494014532325,0.17739163422158,Iris-setosa
+34,4.994170318174042,3.3207056931894945,1.5636831421578052,0.2242998782645179,Iris-setosa
+35,5.0720179144659445,3.314022940679844,1.4217063405527472,0.20376338277494843,Iris-setosa
+36,6.16097584814252,2.655709860839376,4.483975410485022,1.0353297205864942,Iris-versicolor
+37,5.7922195526773725,2.7483121204810743,5.059191592803212,1.9122045862568127,Iris-virginica
+38,5.306719282662875,3.6923432144921136,1.5174136562328722,0.2236873776447045,Iris-setosa
+39,7.757287441585296,2.55094342240488,6.9,2.3099603560505875,Iris-virginica
+40,4.866540562079936,3.0393078325592673,1.4680434511572746,0.10000013115216747,Iris-setosa
+41,6.284613690151209,2.618640567343867,4.433028913815373,1.1886535005901024,Iris-versicolor
+42,5.536006939922731,3.748940602560112,1.5125859525151037,0.2616904933282593,Iris-setosa
+43,5.641473439464549,2.5499229653417825,4.277285981924462,1.173504864368804,Iris-versicolor
+44,6.0541732279538065,2.685740902438375,5.057739274626417,1.8990466173793312,Iris-virginica
+45,6.386169258845824,2.9789591611454083,4.357162284764704,1.3296242839575534,Iris-versicolor
+46,5.440049943691685,2.3818400407938616,3.659928578746312,0.9901032946373589,Iris-versicolor
+47,5.558439632209118,4.2,1.4096899509111318,0.18740609451077528,Iris-setosa
+48,7.6581026543677,2.8211700299206304,6.6814444887772755,2.0137715132464997,Iris-virginica
+49,5.789020556556797,2.82435511264788,5.128352774757564,2.44371375322283,Iris-virginica
+50,4.846239175826592,3.0,1.4045788502634176,0.1995072203768456,Iris-setosa
+51,5.600486688610653,2.979448954529858,4.4572863100968885,1.3961354137357307,Iris-versicolor
+52,5.485263397270898,2.9751438164233277,4.315710197481076,1.3489813330498919,Iris-versicolor
+53,6.4682501214943295,3.219750104353343,4.618416018740258,1.4897304620608218,Iris-versicolor
+54,4.618189584573561,3.493766883022499,1.0000014517330928,0.21477966849772973,Iris-setosa
+55,7.616820195934177,2.8723315996013548,6.604629888293305,1.893848898170839,Iris-virginica
+56,4.93182121745781,2.3891315155894963,3.3676820351566383,1.0151939025372045,Iris-versicolor
+57,4.503462289536452,2.23747798180604,1.3455317841406806,0.5050870631794753,Iris-setosa
+58,4.475038524939673,2.3643406602870076,1.2880861992008636,0.335089881279259,Iris-setosa
+59,5.470186935606291,4.2,1.3631179116248384,0.21164794610482815,Iris-setosa
+60,5.846938374235533,2.799048842872569,5.083778271621711,2.3689434322478085,Iris-virginica
+61,4.577255205490925,3.6408236916530083,1.0,0.19092772597421168,Iris-setosa
+62,4.949029191397806,2.0,3.651238333602856,0.999004227142243,Iris-versicolor
+63,6.6031762612402805,2.7959603505714794,5.262029140686048,1.7975969758530894,Iris-virginica
+64,5.141763125096275,3.3745705469651996,1.6858443690202494,0.6271273796189648,Iris-setosa
+65,5.698009698865326,2.364407476672883,3.8037742267560923,1.013487891331515,Iris-versicolor
+66,6.7160537657812585,3.2782557526222242,5.738356820593679,2.4999995678131928,Iris-virginica
+67,5.954570041998959,3.270463110800367,4.7348591587942535,1.7445187926709291,Iris-versicolor
+68,5.92946379834992,3.229675190111901,4.793507932808309,1.8244434345271503,Iris-versicolor
+69,4.87028043190012,3.0,1.468752630318563,0.100000092477345,Iris-setosa
+70,4.595780103578272,3.6066676372676856,1.0,0.21901356777813072,Iris-setosa
+71,4.878597303622871,3.3984839627417296,2.441135975076155,0.2144639952590646,Iris-setosa
+72,6.359598959992972,2.3045915431230326,4.544970036994329,1.39928921762122,Iris-versicolor
+73,6.251865502216167,3.2643812944657546,5.234593497723579,2.0782089163243067,Iris-virginica
+74,6.158538295479421,3.3434731086020504,4.67863156614474,1.6565956025783133,Iris-versicolor
+75,4.940209392571899,2.0,3.5760469334177207,0.8220234661954424,Iris-versicolor
+76,7.899998051090377,3.7815037681858263,6.442228658821382,1.9721694374647583,Iris-virginica
+77,7.785893378047009,2.653458141094895,6.9,2.32707975693681,Iris-virginica
+78,7.899998341085124,3.844456113798841,6.230595909311742,1.96987704916967,Iris-virginica
+79,6.672142407073461,3.3145442218198604,5.136624712058025,2.2925273281342045,Iris-virginica
+80,7.6241183331738025,2.910308586366835,6.598226115680102,1.941364826694056,Iris-virginica
+81,5.785421422262041,2.7911323307664215,5.074839967533094,2.4057022090557663,Iris-virginica
+82,6.748416336017539,3.18938779816809,5.394197875998139,2.2626375196274067,Iris-virginica
+83,7.705581919065108,2.6073395130486023,6.9,2.3068939049641255,Iris-virginica
+84,4.897754687061647,2.0,2.455734458247751,0.9676540134644738,Iris-versicolor
+85,5.830355179120182,2.863825523932199,5.131976031917983,2.485821278158948,Iris-virginica
+86,5.64687789161044,3.0,4.247079026618306,1.3004418832891085,Iris-versicolor
+87,5.986313847632383,2.2514039125613983,3.968132958406373,0.9100324487101712,Iris-versicolor
+88,5.788147770191411,2.9491116052124045,3.9410049545974832,1.2437327424561475,Iris-versicolor
+89,7.695134011477719,2.524703135151677,6.9,2.312341385122585,Iris-virginica
+90,6.567630483209029,2.901316683196846,4.381186059208568,1.3069091819644092,Iris-versicolor
+91,4.989172160005415,3.0218078489547264,1.4933977350840832,0.32042260630349007,Iris-setosa
+92,5.7030601945672545,2.753566286508861,4.461874671702618,1.28998318524787,Iris-versicolor
+93,4.88237506202091,3.1316344535583296,1.4566074445856017,0.1,Iris-setosa
+94,5.499321765678031,2.5807173919898707,3.768793403714016,1.0271706138219645,Iris-versicolor
+95,4.89794897878606,3.1044426002070646,1.5183783518186214,0.10000014920531784,Iris-setosa
+96,4.986638404660771,3.4279069997618508,1.5586281586439927,0.2587767148571246,Iris-setosa
+97,7.626262615567951,2.967099245078573,6.744124483950142,2.1509375103816084,Iris-virginica
+98,5.854384935412268,2.163316715038971,4.009276126039227,1.0043063774852459,Iris-versicolor
+99,6.289263955970219,3.072153326602,4.617534172011546,1.450193356781851,Iris-versicolor
+100,4.82052222498776,3.0,1.3326972412386697,0.2882576270836603,Iris-setosa
+101,7.302245445219142,2.591419216799065,6.444672399123775,1.8141957271953362,Iris-virginica
+102,6.682428048930758,3.2707048299823795,5.660392970733902,2.5,Iris-virginica
+103,6.320658000412241,3.421601704890192,5.2239853212448155,2.2324958249160054,Iris-virginica
+104,7.9,3.7401937544414396,6.371477582674274,1.9833746531115262,Iris-virginica
+105,6.28939068886847,2.824359031529229,5.058322111809002,1.7625446741796498,Iris-virginica
+106,7.528789971570388,2.930861820092088,6.563448639149411,1.974563436970452,Iris-virginica
+107,5.427968687099571,3.8956380889440965,1.4504428074817581,0.2672898713408605,Iris-setosa
+108,7.243573072262017,3.0,6.2036573935795225,1.9138222228687927,Iris-virginica
+109,4.991478856323714,2.0,3.5312680822203424,1.0102945931921758,Iris-versicolor
+110,6.429654792124428,2.906116456185391,4.6699317362578,1.460139680290161,Iris-versicolor
+111,6.5034555338651145,2.3531616538378666,4.745570426382703,1.5396007067452027,Iris-versicolor
+112,5.468293660281603,4.2,1.4094543005174207,0.2070442629894185,Iris-setosa
+113,6.038348052766915,2.725977349778099,5.027642069980865,1.8340160839453665,Iris-virginica
+114,5.8460009463024285,2.901006975231699,4.25358222510188,1.3095724367298933,Iris-versicolor
+115,5.413512507359058,3.367632688009407,1.5460627886013683,0.2063681295319163,Iris-setosa
+116,4.890174396353597,3.0,1.3905853748341084,0.2761417405691718,Iris-setosa
+117,5.5126236242824405,3.478518782370452,1.5423557225807931,0.28349056722232147,Iris-setosa
+118,4.400000695793892,3.2243563695035187,1.2420797396875456,0.21249475654237682,Iris-setosa
+119,4.921857362921189,3.0,1.408450034403824,0.20585055156074233,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/21/test.csv b/iris/tab_ddpm/0_4/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/21/train.csv b/iris/tab_ddpm/0_4/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/21/val.csv b/iris/tab_ddpm/0_4/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/22/synth.csv b/iris/tab_ddpm/0_4/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0a5fd3233835cd50d6ca825db01e4ff22f79be0b
--- /dev/null
+++ b/iris/tab_ddpm/0_4/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.305847300134594,2.7334111935520466,4.96106964928071,1.8065700850055197,Iris-virginica
+1,5.6936406023232795,2.933288732034411,4.479556659870408,1.3497568284359613,Iris-versicolor
+2,5.130311133398143,3.2812835652596197,1.5562624476602305,0.8127222241051328,Iris-setosa
+3,5.691785133656859,3.1530194706237484,4.784506295197421,1.7344611600562159,Iris-versicolor
+4,4.904778652329954,2.0,2.5918241012039958,0.7674512007392049,Iris-versicolor
+5,7.200359897822088,2.8376055050276507,6.301783456783781,1.7904133988624487,Iris-virginica
+6,5.357183650130319,3.8258332169651155,1.4918356697831316,0.534972217950622,Iris-setosa
+7,5.537861191422011,4.197698753871837,1.4464600911536243,0.24425163032813882,Iris-setosa
+8,6.430868142276496,2.626873975612035,4.421055020927132,1.2021717883400265,Iris-versicolor
+9,6.645234361250285,3.201008258278321,5.5954110753763215,2.0954020435206284,Iris-virginica
+10,5.9168739476620855,2.924669803972467,4.5717815857111335,1.440665987662161,Iris-versicolor
+11,6.0141323018819275,3.162350424790583,4.752324996754628,1.7219763376238173,Iris-versicolor
+12,5.522775152573716,3.0,4.475070937082302,1.4447211817643255,Iris-versicolor
+13,6.536587338785706,2.9391674453561296,5.755124537283764,1.772875513499434,Iris-virginica
+14,4.589119479822028,3.6601172882884976,1.0,0.21832081575697324,Iris-setosa
+15,5.870908121062904,2.9123209452018393,4.798507135122772,1.3337371466667232,Iris-versicolor
+16,4.815324067892232,3.003490035488367,1.4377083686711662,0.1,Iris-setosa
+17,6.645630288196626,3.130424754470505,4.658708562565988,1.5380133337100252,Iris-versicolor
+18,6.62111500209293,2.991084909107373,4.451711623462389,1.445120928958271,Iris-versicolor
+19,6.024694372813476,2.5204406709469387,4.25206351023456,1.1243141035316222,Iris-versicolor
+20,6.57518137964808,3.0,5.4456386513183315,1.8152989497700953,Iris-virginica
+21,5.494588700053176,2.8927375633005714,4.5011868153058865,1.368300450948606,Iris-versicolor
+22,7.638007656227621,2.96032919175939,6.644097345822401,2.111033020312862,Iris-virginica
+23,6.425535410068433,3.2927352541633774,5.320506857608512,2.164817576364078,Iris-virginica
+24,5.696375224981135,2.3580557631051575,3.743512508387882,1.0800609717258738,Iris-versicolor
+25,5.963444167468612,3.0,4.596145717269751,1.365320017587924,Iris-versicolor
+26,7.61365450523272,2.8315591607175814,6.6339142894155,1.9585007460232982,Iris-virginica
+27,4.775681370911821,3.0,1.37036647706862,0.1000002976406119,Iris-setosa
+28,6.742620133466816,3.3515726496913976,5.974904536059354,2.5,Iris-virginica
+29,4.786768300217,3.048535734136821,1.4169648815865281,0.10000213015734463,Iris-setosa
+30,6.576136410752977,3.1598653777204313,4.653460605258357,1.5696912482260832,Iris-versicolor
+31,5.569606323876457,2.9821404077601548,4.521753635405516,1.5316586895319013,Iris-versicolor
+32,6.559170743116572,2.7920450315199257,4.873373219078513,1.6356016850585406,Iris-versicolor
+33,5.0805826682454756,3.0878550708830916,1.7831936685491867,0.20616445504380845,Iris-setosa
+34,7.358423869847556,3.0884013321856862,6.374219941418483,2.1122414406967764,Iris-virginica
+35,5.590283984764331,3.0,4.15373752948578,1.2174237259072478,Iris-versicolor
+36,4.941688174614384,2.0,2.5701906816092666,1.0680213865121893,Iris-versicolor
+37,7.565211951196719,2.890587925282593,6.539080539355506,2.055447987695437,Iris-virginica
+38,7.743476200201824,2.5435122680060926,6.9,2.2956955136298927,Iris-virginica
+39,4.5932361740926755,3.6584892169870855,1.0,0.1934221731613862,Iris-setosa
+40,5.700593895455588,2.6058084114753153,4.216376063208078,1.0912475930915604,Iris-versicolor
+41,5.566053046238444,2.9956416015561906,4.47574404672075,1.429316943339496,Iris-versicolor
+42,6.646764825500538,3.0530390872622193,4.91636129620418,1.6896982184840939,Iris-versicolor
+43,5.8919038163074875,3.0,4.5140139625661835,1.3943008335639675,Iris-versicolor
+44,5.86608771646256,2.7550148787004787,4.626226415361237,1.2655638352055556,Iris-versicolor
+45,5.56389395693357,2.995947350177491,4.2979789717459695,1.3878996507038708,Iris-versicolor
+46,5.283525007339644,3.4436894494772536,1.4705810861187927,0.20432350032631014,Iris-setosa
+47,5.817301556970665,2.3127229607867195,3.9578621103690255,0.9861172490261232,Iris-versicolor
+48,6.6449923144598015,2.530240816451656,4.727300616836991,1.4625301702778684,Iris-versicolor
+49,7.728406434174016,2.5539567939918357,6.9,2.2909002140567507,Iris-virginica
+50,5.035546032432771,2.0000018393769015,3.689688939342766,0.9829463397372755,Iris-versicolor
+51,6.17347180579011,3.3522356767082386,5.636410259718795,2.2841131347180754,Iris-virginica
+52,5.811941970456139,2.6540957479515153,5.1071808196113615,1.879112976146311,Iris-virginica
+53,5.357607296940259,4.19999880215152,1.4593652051523291,0.2068806486018195,Iris-setosa
+54,4.876946259323485,3.0,1.375390817980139,0.10000139369956246,Iris-setosa
+55,6.061010275062303,2.666610393571726,4.995054580537576,1.8753106083906634,Iris-virginica
+56,7.686017251346177,2.584333386177952,6.9,2.3146571104122953,Iris-virginica
+57,5.531902231547714,4.199998710557032,1.4102568463855407,0.19209655222678973,Iris-setosa
+58,6.077562846378309,2.8972788725565257,4.306730912128835,1.2773433253746915,Iris-versicolor
+59,6.663464558806553,3.3767644743663836,5.682261750695948,2.5,Iris-virginica
+60,6.339947760382644,2.780680448577896,5.0431826665924095,1.8142386887786925,Iris-virginica
+61,5.652972750716771,3.0,4.112480810805047,1.3603251219928532,Iris-versicolor
+62,4.972021931300281,3.4870813721023675,1.4331983454881618,0.1983645408668446,Iris-setosa
+63,7.648542498734486,2.544817679223139,6.9,2.3099631762308186,Iris-virginica
+64,6.029881474060508,3.0546679336400215,4.401492833166801,1.3158634556605955,Iris-versicolor
+65,6.707587962732799,3.324792420485006,5.617360813638165,2.5,Iris-virginica
+66,6.767926228179814,2.514036877658079,5.998540380473563,1.7683385071951605,Iris-virginica
+67,5.699438366156,2.920831829340169,4.5725115268029715,1.4643333338872355,Iris-versicolor
+68,5.0434429398931915,3.3726993064146042,1.8506918376351593,0.2647830225646952,Iris-setosa
+69,5.5107678846618,3.646028777095663,1.539412260411604,0.23513748511639232,Iris-setosa
+70,6.013602213637322,2.6898009535493133,4.7019084591203,1.3122474518002571,Iris-versicolor
+71,4.527136311055569,2.3558950443978217,1.3115968220651255,0.3379087430528755,Iris-setosa
+72,6.2282449637503525,3.1391038813840075,5.750345011345411,2.277856260949444,Iris-virginica
+73,4.783738983570504,3.0,1.3150874040028269,0.258428953263979,Iris-setosa
+74,5.591246301967765,2.4710782696576064,3.7255254851011834,1.0257181210529345,Iris-versicolor
+75,4.841297402559955,3.0,1.4092530802790852,0.1,Iris-setosa
+76,6.7106657360554856,2.948183476027879,4.837266009474605,1.4865296661786473,Iris-versicolor
+77,7.371934514505952,3.0321833431722425,6.317535493910929,2.2115315942500544,Iris-virginica
+78,5.291897525107629,3.3869760917329783,2.1543507980671146,0.23369805886882444,Iris-setosa
+79,4.4,3.1773797401121757,1.2199266242718843,0.192759016811098,Iris-setosa
+80,5.021219490089702,3.511229339886157,1.4153769864782983,0.20732778767113322,Iris-setosa
+81,5.497959693357471,2.9275332863037242,4.363111852867533,1.3476831216188199,Iris-versicolor
+82,6.7351081932640655,3.3693358803791846,5.785367776880081,2.5,Iris-virginica
+83,4.598317644082295,3.1769516900208705,1.4056785854117748,0.1928483495774766,Iris-setosa
+84,6.7291052151177135,2.740510093322385,4.621325829771421,1.348658313876666,Iris-versicolor
+85,7.8999969399927386,3.7036326112492874,6.40027944480203,1.9829263633243823,Iris-virginica
+86,5.8715838691900215,2.7998863605256963,4.225746006227226,1.0611434721826134,Iris-versicolor
+87,6.968385520951174,3.1546190071805715,5.687957495851202,2.2061908604600484,Iris-virginica
+88,7.650575861473144,2.6657393422160367,6.669572166786908,1.8903460141879085,Iris-virginica
+89,5.602771886826933,2.9352076217833414,4.210608251766056,1.3142856347638399,Iris-versicolor
+90,4.847251754397289,3.0,1.3877940963385222,0.1,Iris-setosa
+91,6.586344472510576,3.249756120341699,4.619088541252281,1.4801028090231827,Iris-versicolor
+92,5.803856263669048,3.0,4.291621056352274,1.367872918323477,Iris-versicolor
+93,4.824042626834494,3.0,1.4013067355870494,0.4443831989085748,Iris-setosa
+94,6.558115752615637,3.147348855740351,5.416175602328537,1.9115256332377233,Iris-virginica
+95,5.768298450705688,2.653968114746211,3.899935903729107,1.121203147338689,Iris-versicolor
+96,4.872595994489922,3.0,1.411294917584402,0.20633634875093643,Iris-setosa
+97,4.974876681987491,3.486938754585767,1.434413453212073,0.21021483314607187,Iris-setosa
+98,5.739063829935421,2.8453683013175888,4.066157551308872,1.141069196401049,Iris-versicolor
+99,6.154929435298987,3.0,4.455237637689154,1.3349993447470845,Iris-versicolor
+100,6.6874868544187684,2.801814976001512,4.517160525250036,1.3183817963223463,Iris-versicolor
+101,4.82060280487161,3.0,1.410801671094353,0.1,Iris-setosa
+102,4.584894117014241,3.4874252994611004,1.000001748415955,0.21228788372528876,Iris-setosa
+103,5.718232051780579,3.0319289711963124,4.423973721843744,1.4216713745627072,Iris-versicolor
+104,4.92722997495784,3.4769013807476625,1.5316777271827906,0.19299919826303913,Iris-setosa
+105,5.741709047467732,3.0,4.589758605804466,1.4164332492855953,Iris-versicolor
+106,6.71388939012379,2.5603500065692093,4.807292431888353,1.4596282810168337,Iris-versicolor
+107,7.728198059102727,2.3862919475005926,6.9,2.3639510954411507,Iris-virginica
+108,5.518870742465026,3.0,3.9604356540799874,1.3119707477187097,Iris-versicolor
+109,5.173633442568039,2.3592005700805085,3.527570157899785,1.0272486130738898,Iris-versicolor
+110,6.632243316324316,3.004245497886244,5.769971237972916,2.233802591939967,Iris-virginica
+111,4.57882979499722,3.623340688485941,1.0,0.20218534225186194,Iris-setosa
+112,7.2288296937005425,2.9977500121210348,6.236801027508718,1.9660083172808502,Iris-virginica
+113,6.470188875743194,3.0104385837439898,4.685126773116484,1.489354153441181,Iris-versicolor
+114,7.899994365606098,3.81189692075242,6.248904200575503,2.067021153456773,Iris-virginica
+115,6.7234597150562285,3.2832644969170044,5.647335022954951,2.4999996298070344,Iris-virginica
+116,6.569912581290387,3.389793334329738,5.754434562591808,2.2298635980009593,Iris-virginica
+117,5.598438548865113,2.638515508733062,4.3784619738603014,1.221259440040879,Iris-versicolor
+118,5.778284861081899,2.8048168161174907,5.175686703973428,1.878442032432706,Iris-virginica
+119,4.843783711066322,3.008834125254786,1.4444707032968562,0.10000010699536808,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/22/test.csv b/iris/tab_ddpm/0_4/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/22/train.csv b/iris/tab_ddpm/0_4/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/22/val.csv b/iris/tab_ddpm/0_4/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/23/synth.csv b/iris/tab_ddpm/0_4/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4256673a39bab045bcc46957d08ea94c55d5d707
--- /dev/null
+++ b/iris/tab_ddpm/0_4/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.846870714738212,2.5929384435553313,4.454255740430448,1.268948928029491,Iris-versicolor
+1,6.489705223869164,3.1000294893517313,4.5030981735453,1.4850702392994732,Iris-versicolor
+2,6.4010249039957285,3.3060774980292122,4.570388534719903,1.564774652849963,Iris-versicolor
+3,5.641943269296948,2.850810478698315,4.323775004678814,1.3580939220134096,Iris-versicolor
+4,7.624489347378931,2.9953243659787816,6.623801196181748,2.0384338752185673,Iris-virginica
+5,6.224687509796297,3.2711754137363793,4.7484668144608015,1.773074483275898,Iris-versicolor
+6,5.464642132940746,3.889992084910732,1.4389459345502258,0.27405154304974294,Iris-setosa
+7,6.409014283970314,3.301958271719005,5.321126260433253,2.1997585104888278,Iris-virginica
+8,5.81949877574099,2.6454939009416254,5.222531216440519,1.920089797175919,Iris-virginica
+9,4.8979267996593485,2.0,3.4789028678773075,0.7402496648615233,Iris-versicolor
+10,5.140253952438516,3.2882972587340555,1.5439307829640698,0.5837415744487653,Iris-setosa
+11,5.527254624473515,3.0339409525403056,4.564553393808916,1.5095874363025115,Iris-versicolor
+12,6.055305949726301,2.2444114594719,4.083297133598506,1.0022097291913066,Iris-versicolor
+13,5.0661460395387925,3.4647121361713156,1.544055132256049,0.20236510245823253,Iris-setosa
+14,6.800494637075393,2.861207123997972,4.865856938070061,1.4804089661516517,Iris-versicolor
+15,7.23250307650279,2.576485549121883,6.319485885110643,1.8495801019491118,Iris-virginica
+16,6.572791806969226,3.206627664201922,5.417850863234153,2.025469119352061,Iris-virginica
+17,4.808933717304416,3.4241996146504365,1.4167679402411355,0.19425759953793642,Iris-setosa
+18,6.770307093276524,3.0,5.02065252365596,1.7164213177024072,Iris-versicolor
+19,6.061529675459351,2.3233269157866108,3.992710518116425,1.0349157049305613,Iris-versicolor
+20,6.762243047241491,2.803693439122846,4.758306835128622,1.4074974531790394,Iris-versicolor
+21,5.857393991689924,2.775737793907945,4.4259419693482,1.3766447588339044,Iris-versicolor
+22,4.903118543784066,2.9958068483390212,1.4745114358651814,0.21702546004956777,Iris-setosa
+23,5.151446984909128,3.485687916486182,1.4129001606450118,0.1835938939608009,Iris-setosa
+24,5.339577530273863,2.543506593747498,3.8238939420111593,1.1160921000750164,Iris-versicolor
+25,6.634819929454337,3.2253276721177477,5.546665091130896,2.0912974403405475,Iris-virginica
+26,6.605877521349007,3.176947816601742,4.6000947137220365,1.5005512131270737,Iris-versicolor
+27,6.760988309084976,2.8826325627403615,4.746325055498974,1.391254708766065,Iris-versicolor
+28,6.333026195148534,2.714186473923878,4.422786619673675,1.2792899057080296,Iris-versicolor
+29,6.652041699669039,3.17882117418332,5.602278641497058,2.0578017086167417,Iris-virginica
+30,4.4,3.197201130177918,1.2393142941776543,0.21564136413121884,Iris-setosa
+31,5.191715293379518,3.475819419554028,1.3545652816574116,0.21344546940901632,Iris-setosa
+32,4.807631683933433,3.4441859306470954,1.933953942031345,0.22439851487406715,Iris-setosa
+33,6.672086506012453,3.1165722865312637,4.554288484533715,1.433503555422997,Iris-versicolor
+34,7.709387026330379,2.5986100054468237,6.899998253019193,2.2952289063500255,Iris-virginica
+35,6.873847816241323,3.1379766234157995,5.238795886537506,2.2819390334735825,Iris-virginica
+36,4.944034819328564,3.4655225874257227,1.5547436565268185,0.2979014577979142,Iris-setosa
+37,4.606946107132087,3.5019713878171377,1.000003873333465,0.19927976247595658,Iris-setosa
+38,7.899972944839663,3.5058328643249363,6.313589596115346,2.037539456958381,Iris-virginica
+39,4.839804707763748,3.010666975644973,1.4594443584013417,0.1,Iris-setosa
+40,5.49574742538777,4.2,1.3613486398938413,0.1862654843491171,Iris-setosa
+41,5.81331260042394,2.845118289447077,4.4366285381633395,1.2910752547749587,Iris-versicolor
+42,5.294762211664168,3.629185804341199,1.4190247504375146,0.2902109684736864,Iris-setosa
+43,4.776675178730159,3.389938866494342,1.5548701108599978,0.19876562950286525,Iris-setosa
+44,4.833739586628413,3.4239924562595223,1.5735195492422187,0.20389818377203567,Iris-setosa
+45,7.89999875285952,3.6974506823149245,6.4413877668924036,1.955232764670977,Iris-virginica
+46,5.894316858583548,3.1648814474703046,4.822006134099175,1.8552215733959112,Iris-versicolor
+47,5.572353934278788,2.65520725129276,3.5545956539056207,1.1276362741526638,Iris-versicolor
+48,4.500704604074422,2.3637864891602733,1.294489951747678,0.29795684398482014,Iris-setosa
+49,6.683089175928843,3.0673502184795285,4.552628250868668,1.453522939424409,Iris-versicolor
+50,5.800757351539475,2.8252519159404805,4.203935446847023,1.2939242637404316,Iris-versicolor
+51,6.454927254399336,3.291902579132664,5.280807983411338,2.2161956014876836,Iris-virginica
+52,6.2582177659901745,2.6036571544352385,5.026122830767989,1.8830387144789924,Iris-virginica
+53,4.481634871978826,2.233714956638477,1.2757890169850596,0.2997245685488885,Iris-setosa
+54,6.7060722016351395,2.3671221487725633,5.9791466557689645,1.8191156846707417,Iris-virginica
+55,5.925257091464287,3.230611705489471,5.070743268054978,2.0124932909022295,Iris-virginica
+56,6.168573745562671,2.63882681233484,5.057552020358473,1.8309463169148203,Iris-virginica
+57,4.67245263011602,3.2297008717222595,1.3903747288782695,0.2170952999777179,Iris-setosa
+58,4.563004940588698,2.5661247999465973,1.3294248982222068,0.2510331236293314,Iris-setosa
+59,5.816452602748049,2.2893097199705825,4.257762537295285,1.370693076305231,Iris-versicolor
+60,6.716243847392803,3.350191444759461,5.5003693548765975,2.5,Iris-virginica
+61,6.736345974058593,3.0,4.875666769681171,1.6104962680518151,Iris-versicolor
+62,7.133076789139278,2.9556914638079,5.993917878129191,1.7503999500865315,Iris-virginica
+63,7.89999895685067,3.7318466653309956,6.251144609695189,2.019162115375454,Iris-virginica
+64,6.606747910032913,2.613868486611924,4.634619784551781,1.5630054483665068,Iris-versicolor
+65,6.387342313777577,3.0,5.087537381529619,1.8066778839484408,Iris-virginica
+66,5.488677091687078,2.418721214550868,3.5449908566154735,1.003229631489628,Iris-versicolor
+67,5.005225020488315,3.5033756688660644,1.4855883625673476,0.19943309068512377,Iris-setosa
+68,7.66976255642859,2.7551208626766055,6.899964554980266,2.248617476814108,Iris-virginica
+69,5.461036248987096,4.2,1.3506847638682196,0.1996000528619284,Iris-setosa
+70,7.7676566810875025,2.8382029514994502,6.755987930294722,2.051247137497734,Iris-virginica
+71,5.768795451052564,2.7316095484272505,5.114936422929993,1.9077014630649447,Iris-virginica
+72,6.046328422741196,2.9253715342703157,4.6051163545851335,1.4362583607214456,Iris-versicolor
+73,6.107735864963129,3.0,4.4332257209725885,1.3850010042797032,Iris-versicolor
+74,4.7826496670075205,2.3162052313708776,3.000098801563426,1.0413716955308299,Iris-versicolor
+75,4.943678836501508,2.0,3.276604451668263,1.0771676508464756,Iris-versicolor
+76,6.754329053983554,3.079806438449948,5.911718171889165,2.333822662263047,Iris-virginica
+77,4.551371298338645,2.5507936668000326,1.2782996787987284,0.3976417886120779,Iris-setosa
+78,6.5411895573106245,2.9836293424763904,4.328549400748103,1.3475180464447198,Iris-versicolor
+79,5.565892914485763,2.9803171772788604,4.510563939434036,1.40111694565205,Iris-versicolor
+80,6.419973712709689,3.1148804140967723,4.886038375710236,1.690750035557416,Iris-versicolor
+81,5.860301589043548,2.7112452049457505,5.098651236684365,1.892322765231296,Iris-virginica
+82,7.3482635983426094,2.9375722095651087,6.442210194783911,1.8796164678446496,Iris-virginica
+83,5.6482457027338695,2.6486472826281693,4.350698779084915,1.2669145745687291,Iris-versicolor
+84,5.561730537861022,3.0215542920882186,4.324787347558295,1.3511323251768834,Iris-versicolor
+85,6.691542927522982,3.2662742166992187,5.422187833909445,2.230813215925743,Iris-virginica
+86,4.6187051893647695,2.840984048871988,1.3347320292271345,0.266771906009043,Iris-setosa
+87,4.723170211227764,3.3134014799617173,1.524203682019148,0.1955271012674103,Iris-setosa
+88,6.039455246973992,3.1595204524539935,4.910424542923184,1.871857651697873,Iris-versicolor
+89,7.735874494485643,2.899876724302251,6.740810281814658,2.0291296258550933,Iris-virginica
+90,6.528320478096852,2.513465295514945,5.394410492727092,1.8565832043827777,Iris-virginica
+91,6.753182598138938,3.005317895019215,5.750917092677977,1.9769569826688562,Iris-virginica
+92,5.738242807423272,2.8875679910721517,4.331423031969718,1.375299652579311,Iris-versicolor
+93,6.088854035476345,2.5804391818495858,5.262498481838402,1.8777863850586762,Iris-virginica
+94,5.152666220606978,3.7373240491905495,1.5132385746478314,0.7157918285930106,Iris-setosa
+95,4.621262520712059,3.174536989238535,1.4073687814315337,0.20108377240888572,Iris-setosa
+96,5.867652815565629,2.9770153338882914,4.265152666818049,1.174002384162217,Iris-versicolor
+97,5.800925984898656,2.7820777276546513,4.461029776375292,1.281624282026774,Iris-versicolor
+98,4.947145235185978,2.0,2.961619839198857,1.0386925298945346,Iris-versicolor
+99,7.9,3.859562204635727,6.347770199963087,1.9371828485986142,Iris-virginica
+100,7.786581527202817,2.6084799196175,6.9,2.3008330166739075,Iris-virginica
+101,7.504385788121116,3.0,6.178941165148604,2.22813890896776,Iris-virginica
+102,7.0109885126385345,2.846623128261369,6.032139389089155,1.824140087028253,Iris-virginica
+103,6.37505995167883,3.0007485886302443,4.869553311820017,1.6746155961934186,Iris-versicolor
+104,5.5156821005384105,3.8156185120627764,1.4756333769007839,0.2597805769024969,Iris-setosa
+105,6.493842409328975,3.2879362516438806,5.600149021724962,2.2209710216787433,Iris-virginica
+106,6.797187487693585,3.409652772787937,5.733530947250357,2.5,Iris-virginica
+107,4.400001499691581,3.23635348756326,1.313488281836821,0.21086758041806447,Iris-setosa
+108,7.738294987592356,2.741161984379725,6.725748278806536,2.0106513991776604,Iris-virginica
+109,6.473219083768084,2.672678507613847,5.013544035515558,1.817997850201471,Iris-virginica
+110,4.931075194444623,3.116354591844462,1.4258501953389617,0.24478395604705505,Iris-setosa
+111,6.284936810822278,3.319115453396756,4.855044702715588,1.712368703612242,Iris-versicolor
+112,5.420325877937064,3.445691993455542,1.4676951333994896,0.23434441892576421,Iris-setosa
+113,6.390536859343465,3.0,4.802387816882106,1.506671629508058,Iris-versicolor
+114,6.670947735635136,3.1615123542905037,5.474860545999018,2.164024528280434,Iris-virginica
+115,4.963952828700343,3.233635722307372,1.6844947663561238,0.2051657431540268,Iris-setosa
+116,5.738791097400006,2.7810750400289086,4.998752947554095,2.3085527917884554,Iris-virginica
+117,5.662319119814567,3.8153132953900584,1.6235295727997863,0.27386134903048764,Iris-setosa
+118,5.062699807477413,2.6968790305790247,4.049622077101275,1.2858060783207632,Iris-versicolor
+119,5.573358473233017,3.0,4.402331500789577,1.4117416736349588,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/23/test.csv b/iris/tab_ddpm/0_4/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/23/train.csv b/iris/tab_ddpm/0_4/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/23/val.csv b/iris/tab_ddpm/0_4/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/24/synth.csv b/iris/tab_ddpm/0_4/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..88c1568d3bf96eda4b72cd6ebbb47812bedc19e3
--- /dev/null
+++ b/iris/tab_ddpm/0_4/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.831160002643861,3.4429222766460765,1.5403469368197982,0.20948007499525356,Iris-setosa
+1,5.519621901154988,2.9920222768729254,4.42147792520487,1.3617455043824649,Iris-versicolor
+2,6.7483947412811665,3.064098540676622,5.488386301437992,2.239484508037778,Iris-virginica
+3,7.899995918279491,3.6410391964244844,6.26959442999626,1.9911380870374225,Iris-virginica
+4,5.370703245491046,3.0,4.534785931131853,1.598976299262238,Iris-versicolor
+5,4.840166804983847,3.409885243391912,1.5020259889685308,0.20104976897938195,Iris-setosa
+6,6.050441626699654,2.6410343007217323,5.0466040952458835,1.847334928023762,Iris-virginica
+7,7.899998445886604,3.8337767311492854,6.4057025932455005,2.0210376017740828,Iris-virginica
+8,6.783447557707444,2.9510919350504805,4.766808231597062,1.5824884858239538,Iris-versicolor
+9,5.862340514711523,2.953901052280647,4.360197747014776,1.3155049558795322,Iris-versicolor
+10,5.533326433616924,2.481215287823273,3.6861873568590027,1.034765013909407,Iris-versicolor
+11,5.604277339623887,2.975683509508994,3.931178795159085,1.2223030372085348,Iris-versicolor
+12,6.499898441804861,2.6155988262674796,4.74939708152089,1.298116046228951,Iris-versicolor
+13,5.787212699959118,3.0,4.2191839519070164,1.2766446329029655,Iris-versicolor
+14,7.206571804942739,3.0659236054859513,6.283970370140461,2.173273016786497,Iris-virginica
+15,5.788537838768403,3.010812422721701,4.425045031467014,1.4095221929747295,Iris-versicolor
+16,7.371228910874579,2.9881989559904674,6.405129374934993,1.9619980248389677,Iris-virginica
+17,4.939227441491394,2.0,2.9515328048290517,0.8346982402421321,Iris-versicolor
+18,5.22904133176024,3.4651642485615537,1.542447533106322,0.20661289304642483,Iris-setosa
+19,6.005211335408369,2.9594468461284067,5.195941115020971,1.7629087331165003,Iris-virginica
+20,4.583000928551814,3.6571829849444857,1.0,0.19994017282516785,Iris-setosa
+21,5.831985752226904,2.836856702028446,5.082724559734936,2.468431021863471,Iris-virginica
+22,6.447257598342247,3.2285920340206173,4.590787894574425,1.4974516758366323,Iris-versicolor
+23,4.400000663398116,3.054787004612042,1.3507820050996804,0.21673448685347346,Iris-setosa
+24,5.4651217940128936,2.3228214976641954,3.689098972868555,1.021532420692293,Iris-versicolor
+25,5.414242730589499,3.502449685514503,1.4402328854178286,0.23999671323208022,Iris-setosa
+26,4.936029439243541,3.0,1.384779872525657,0.23030199671150506,Iris-setosa
+27,4.945434385930808,3.396253408605006,1.5933997936093294,0.19798566007205182,Iris-setosa
+28,6.71975342064853,3.2495518925600066,5.848356560611486,2.260256319442475,Iris-virginica
+29,4.4,3.2353177943935902,1.2555962103021954,0.21130128578501012,Iris-setosa
+30,5.4916419348636705,2.802649965214875,3.545498263320929,1.2453757275742212,Iris-versicolor
+31,4.869013368754288,3.0518441930095443,1.443790784202465,0.1,Iris-setosa
+32,6.688645190694174,3.0,5.66737923922684,1.9062159821649165,Iris-virginica
+33,4.920654480271195,3.532272136262304,1.4350505026108076,0.20473311806517394,Iris-setosa
+34,6.769312683226203,3.308355526074497,5.818676764611541,2.499999017589328,Iris-virginica
+35,5.585762846266005,3.0,4.11307549909435,1.2698889528311585,Iris-versicolor
+36,5.641302299952259,2.570981681630607,3.9378683903389584,1.0814476626250127,Iris-versicolor
+37,5.40869891978154,4.199998920979326,1.3928301324518317,0.21030739137701748,Iris-setosa
+38,6.33068833702361,3.087298125333293,4.650655201216416,1.682582902874301,Iris-versicolor
+39,6.094830508428978,2.9114509647958307,4.687821479666609,1.6772627291238948,Iris-versicolor
+40,7.473049907057237,3.0,6.443750601208742,1.9770962458375942,Iris-virginica
+41,5.976321933478444,2.772737609174937,5.08280138463963,1.8687457711244995,Iris-virginica
+42,5.956870937038851,2.8198239164158574,5.006702510614876,1.8323195378361923,Iris-virginica
+43,5.821218911684207,2.3175353438000457,3.835397322054816,0.7723709924355493,Iris-versicolor
+44,6.1837144138235445,2.1350290566273924,4.338573871913419,1.3978411678032518,Iris-versicolor
+45,6.3298308220085,3.0,4.319909804405046,1.4451723800629452,Iris-versicolor
+46,4.889770391214933,3.027834665278227,1.4900566589716093,0.10000033021669129,Iris-setosa
+47,4.901937516750807,3.0,1.432771345899076,0.2192993312033708,Iris-setosa
+48,6.162351238171281,2.799919759303678,5.28016248940798,1.8214196445057727,Iris-virginica
+49,6.594931271429547,3.0478005107074306,4.681750825766925,1.4693109978331127,Iris-versicolor
+50,6.439340150557433,2.734850501812973,4.667640014700768,1.3936268138603065,Iris-versicolor
+51,5.373567014931475,3.479781054522161,1.4451372523578063,0.4031728399322012,Iris-setosa
+52,5.008947129859688,3.417446285634136,1.4410793205376533,0.25969303334750377,Iris-setosa
+53,6.668246987348711,3.276071229794184,5.282577202838553,2.2869089451959654,Iris-virginica
+54,6.043608859333636,3.1562734072574363,4.746133661380168,1.7416021601526612,Iris-versicolor
+55,6.699026918284627,3.1789373225413287,5.592234995138361,2.1791068890958285,Iris-virginica
+56,5.603850297034472,2.4334095607797246,3.9287221104935197,1.0250677410895352,Iris-versicolor
+57,5.6332802149766845,2.994968940317697,4.370381869664137,1.2975652225000067,Iris-versicolor
+58,6.001286571481497,2.764664277849504,5.017800628938859,1.8572229575704804,Iris-virginica
+59,5.84422932446331,3.0248802875306935,4.730240499197288,1.7163875559140997,Iris-versicolor
+60,5.115616854826457,3.4909144189375843,1.341283849917323,0.20962161275029184,Iris-setosa
+61,6.483069329232965,3.2303620914073963,4.651169858352433,1.5957521742583547,Iris-versicolor
+62,5.5085545202216535,2.434541514370033,3.6290575734383386,1.0559061745268767,Iris-versicolor
+63,6.4698969104008786,3.280469100819282,4.817942178381151,1.6461137904567975,Iris-versicolor
+64,4.780660998856362,2.478303986483374,2.8387836605210035,1.0152019650114181,Iris-versicolor
+65,5.024981380489749,2.0,3.452267539379577,1.0010966008009583,Iris-versicolor
+66,5.103344813333167,3.1846378883175217,1.5729653329116344,0.26805738470837986,Iris-setosa
+67,5.749082028697936,2.5430459223972712,4.108921116737737,1.2034456018577924,Iris-versicolor
+68,6.674476088419654,3.0569535260228053,4.827944719361389,1.6147571504440317,Iris-versicolor
+69,4.912019352700434,3.0,1.3876783149082317,0.19726539918319688,Iris-setosa
+70,5.8826192924281155,2.3481336418101337,4.204139644718883,0.8735657826903438,Iris-versicolor
+71,4.903666224578924,3.0,1.4719461957818039,0.28811617701290615,Iris-setosa
+72,5.422532475899371,3.7519607539723943,1.4018883915351357,0.6345263777113459,Iris-setosa
+73,7.720597130892635,2.4667784311090997,6.9,2.3700587983018013,Iris-virginica
+74,7.73828656645061,2.4779333299958193,6.9,2.3477015531749332,Iris-virginica
+75,6.651612912632779,3.3427924022614466,5.791200175175036,2.5,Iris-virginica
+76,6.105839823605151,3.3043390946251097,5.261986767289238,2.181654294531211,Iris-virginica
+77,6.059722826433582,3.376561069150249,4.6909115496150475,1.7051842684518363,Iris-versicolor
+78,5.259932802969192,3.405834294027237,1.51069330750147,0.29274725864947426,Iris-setosa
+79,7.678112538847588,2.5303592875198,6.9,2.320248431619904,Iris-virginica
+80,4.55207340703064,2.6269820932651413,1.3243478398154653,0.2516969822826266,Iris-setosa
+81,6.844158776463713,3.201227989271011,5.9755057375157286,2.288570304223703,Iris-virginica
+82,4.971243090052779,3.4376904658452925,1.7937641304297607,0.29738682534000577,Iris-setosa
+83,5.711555225303897,2.5207659675121414,3.7013040426500066,1.135921126429531,Iris-versicolor
+84,5.865572479873279,2.644688268979151,5.0605242728655915,1.9121837892887288,Iris-virginica
+85,5.776489966400439,2.37298493004203,3.8813751105763292,1.042217168492328,Iris-versicolor
+86,4.631937387022425,3.3815667267100524,1.4780324882019948,0.1857868982654165,Iris-setosa
+87,5.525758529966924,2.9271090495615715,4.437693602052677,1.3667363428375507,Iris-versicolor
+88,5.517839498540158,3.0,4.306672121194633,1.391449292368809,Iris-versicolor
+89,6.139593980715048,2.1576288513956947,4.277106345320458,1.3110915335195699,Iris-versicolor
+90,6.494679793351758,2.9031612840712215,4.83629068569297,1.4556116798651275,Iris-versicolor
+91,5.427295268080316,3.487770143426479,1.4439219061977697,0.2574900235052124,Iris-setosa
+92,7.753937870970447,2.5694500404142344,6.9,2.3030075373101013,Iris-virginica
+93,5.169630857845217,3.31349898884713,1.5657420296471445,0.25221307389473846,Iris-setosa
+94,6.131988679527964,3.0,5.389353294564662,1.9304445924530846,Iris-virginica
+95,5.608280308223763,2.881497092758033,3.258478178415837,1.3085502626058583,Iris-versicolor
+96,6.5379477468887846,3.0996908680148723,5.147152322342951,2.1019875420294563,Iris-virginica
+97,5.061815435291997,3.21895839251361,1.5775102802798424,0.26162791605832847,Iris-setosa
+98,4.957550903875082,2.0,3.1076705619504352,0.8653945604158395,Iris-versicolor
+99,6.6242513014708235,3.203140384224296,5.61836927859017,2.499997130221534,Iris-virginica
+100,5.253291979264728,3.3016790045300297,1.7597772767507924,0.2431322101294442,Iris-setosa
+101,7.608604215868434,2.834285961341053,6.710923904112012,1.9461204431156032,Iris-virginica
+102,4.851499573623666,3.3311969656526084,1.631798472614661,0.20515534250918976,Iris-setosa
+103,6.767220849387343,3.2852028164123626,5.638304099979585,2.5,Iris-virginica
+104,6.67210113599358,3.21697324310374,5.704266634819571,2.4999944556346763,Iris-virginica
+105,6.512128490666868,3.0,4.3632080493185885,1.3547282938229193,Iris-versicolor
+106,5.842446927472997,2.8704284969176195,5.170729524970042,2.4818745656448304,Iris-virginica
+107,4.910740749672539,2.0,2.857746911407052,0.8158275318290933,Iris-versicolor
+108,6.755078133070357,2.481236852304495,5.796281490842685,1.8853033531076246,Iris-virginica
+109,4.875074333714503,3.422820072066854,1.5732270847228425,0.22512611552784534,Iris-setosa
+110,4.993991299077015,2.0,3.301459483589006,0.6997477556189374,Iris-versicolor
+111,5.635056888038282,2.99626477638127,4.290243049879253,1.3468992848995713,Iris-versicolor
+112,6.49518691251125,2.9522103443434604,4.705923232942443,1.5186410712906517,Iris-versicolor
+113,5.161483009384301,2.5641158855266855,4.056585858746175,1.1906600558308953,Iris-versicolor
+114,4.4,3.2165080006900095,1.3542943938215677,0.2094461889827141,Iris-setosa
+115,5.682321010529818,2.7415096084985566,4.429060389368065,1.2731244674591444,Iris-versicolor
+116,6.119476125294285,3.4229578478574125,4.579145664565081,1.580145463152797,Iris-versicolor
+117,4.4,3.216055153141203,1.3436139768040012,0.21170309054685296,Iris-setosa
+118,5.479564689812419,2.4809425922025548,3.7018803805823186,1.1175229780492177,Iris-versicolor
+119,5.716510062867452,2.787431227357732,4.327170692186429,1.1809777988348649,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/24/test.csv b/iris/tab_ddpm/0_4/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/24/train.csv b/iris/tab_ddpm/0_4/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/24/val.csv b/iris/tab_ddpm/0_4/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/25/synth.csv b/iris/tab_ddpm/0_4/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f054431584f26c0f5397fedd333bebc06a7f76e6
--- /dev/null
+++ b/iris/tab_ddpm/0_4/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.488891134330159,3.4623643558057613,1.5605783501254475,0.18141002144991122,Iris-setosa
+1,5.976248814753623,2.0278204178828307,4.2609412488044605,1.215368709818352,Iris-versicolor
+2,4.550708886668196,3.651605534122592,1.0,0.19993387990865646,Iris-setosa
+3,7.766208713768477,2.5396856306715376,6.9,2.332598592352594,Iris-virginica
+4,7.9,3.756953450433334,6.403170863968112,1.9862246013777412,Iris-virginica
+5,6.436140184057187,3.0,4.6894957048061965,1.4363985601693976,Iris-versicolor
+6,7.635987709651129,2.6290055587471013,6.899994720961247,2.2761848023883715,Iris-virginica
+7,5.025441153090041,3.0,1.4845653944646213,0.19550017212429932,Iris-setosa
+8,5.152282917740155,3.503403367314137,1.5675469971873262,0.3783345708728105,Iris-setosa
+9,6.79604274388971,3.4140587024983104,5.684920738203326,2.5,Iris-virginica
+10,5.418587383857004,3.5063989960923987,1.4667151274790307,0.2193851577016283,Iris-setosa
+11,5.714476261056971,2.0070442373241555,4.0296971779434765,1.0543808186781476,Iris-versicolor
+12,6.695053685023708,2.947492059864626,4.410177299495139,1.3523563768346394,Iris-versicolor
+13,6.753237770006103,3.3339594702684714,5.803213760012232,2.5,Iris-virginica
+14,6.69992111592634,3.1678846308735777,5.79898482140597,2.2959602918743576,Iris-virginica
+15,6.603557054511057,3.0997934695334846,4.799762242866633,1.6569415563496277,Iris-versicolor
+16,6.832615860742845,3.225714848114163,5.806226690396301,2.3079895925937115,Iris-virginica
+17,7.468762735482279,3.0,6.374350338369028,2.222946015795091,Iris-virginica
+18,6.916085671934511,2.8147244124753206,4.78743668431835,1.3591064240532995,Iris-versicolor
+19,6.937207351819993,3.1451869611837413,5.30255642077364,2.2484413138855746,Iris-virginica
+20,7.899789429724918,3.4553405214965514,6.41957790497105,2.0021450615321856,Iris-virginica
+21,6.734961296767637,3.2354758161494312,5.608063852479437,2.2047134103186443,Iris-virginica
+22,5.614651400929104,2.873296909501493,4.2704885021394805,1.2626263195581546,Iris-versicolor
+23,6.69923266613507,3.2911053145231537,5.830019925927744,2.5,Iris-virginica
+24,4.409504189081589,3.056627004925767,1.2987246258242582,0.20578262436389172,Iris-setosa
+25,7.74437476327411,2.6842580009751695,6.899985905657326,2.2732285638998504,Iris-virginica
+26,4.928184862461274,2.0,3.563021126696948,1.0129901257235012,Iris-versicolor
+27,5.625118429503255,2.367224208575779,3.9467820298303415,1.0433171121952836,Iris-versicolor
+28,4.540997802773369,3.611352413388585,1.0,0.19572042838149434,Iris-setosa
+29,6.769774336871415,3.3947496480141743,5.627094290705156,2.5,Iris-virginica
+30,7.694893517169075,2.735088296659788,6.666226640951686,1.9913005998260562,Iris-virginica
+31,6.378757326771272,3.0,5.319654801829025,1.8051150510162062,Iris-virginica
+32,6.576407892758371,2.9871988753895713,4.627535680815473,1.4952002170105423,Iris-versicolor
+33,4.928262667799793,3.4107006881961808,1.47610418404724,0.2130375512883134,Iris-setosa
+34,5.85674797737991,2.2359043950894097,4.142656616415059,1.0688196242652654,Iris-versicolor
+35,6.718371287221193,3.3995647599782304,5.760547632665071,2.5,Iris-virginica
+36,6.473526344980082,3.0344182313115233,4.588738639639112,1.4290722746339029,Iris-versicolor
+37,6.400294136959555,2.461722671140861,4.623299732497164,1.3720959407048658,Iris-versicolor
+38,6.392874270542548,2.243779580221131,4.4715469378788795,1.3957149422519755,Iris-versicolor
+39,5.852763801113369,2.782696002119852,5.015390945103554,1.8372710124740652,Iris-virginica
+40,7.684396431667862,2.487674349690741,6.9,2.3396768428920964,Iris-virginica
+41,5.9973070532526975,3.0342902840785415,4.281681211298015,1.3643878247658698,Iris-versicolor
+42,5.763744202730664,2.9079171963914243,4.493690461991824,1.3023900266020976,Iris-versicolor
+43,6.812443995396133,2.7409798965450003,4.809415231360148,1.4461720696549722,Iris-versicolor
+44,5.195871759438224,3.5058605476648346,1.4208538463015503,0.19068251017871046,Iris-setosa
+45,5.81130713357963,2.7749001178702843,5.0741311940569584,1.9031887169156523,Iris-virginica
+46,4.803339716140836,3.0885638669749356,1.5381149394537244,0.10000020227456184,Iris-setosa
+47,5.8478569502327735,2.541294844296299,4.2910852885384605,1.0532766391076973,Iris-versicolor
+48,5.3709951341111974,2.7031693246290702,4.06175739806201,1.2159708877201316,Iris-versicolor
+49,5.6191451862490105,3.507961105887685,1.6637735386968289,0.29154381596983436,Iris-setosa
+50,4.862002999863659,3.414309127719699,1.6710351193041073,0.21320384806676318,Iris-setosa
+51,6.546456992253643,2.553236261924893,5.467180514420649,1.8561839780282217,Iris-virginica
+52,4.888371221297297,3.0902336689854226,1.4980498217819778,0.10000010098781538,Iris-setosa
+53,7.899796871902627,3.495269520583119,6.20294010604334,1.9901629499760147,Iris-virginica
+54,5.655411593213206,2.583521063134631,4.256280158971828,1.064832813272464,Iris-versicolor
+55,7.29961140699311,3.0,6.092768090342976,2.143444132229304,Iris-virginica
+56,7.89980459315343,3.4206182081689,6.482435195955512,1.9877388817873916,Iris-virginica
+57,5.349621760206304,3.9318386726103536,1.3970841230814806,0.2483392955046785,Iris-setosa
+58,6.66422121238113,3.0,4.573225024653968,1.4774095987647127,Iris-versicolor
+59,6.644909820248721,3.0799897885190157,4.598491048206348,1.5046121854376995,Iris-versicolor
+60,5.035815348503984,3.3381573034318617,1.5550331486478526,0.4534521569750404,Iris-setosa
+61,7.703500616276273,2.5470411660455547,6.9,2.2891030561097088,Iris-virginica
+62,5.4588748722170735,3.552062868368588,1.4166602713625664,0.2632393101228225,Iris-setosa
+63,6.333621112986322,3.07349358399201,4.794971590939965,1.6839092397443736,Iris-versicolor
+64,6.792603959114572,2.889456902701028,5.965317929150952,1.7693760705462662,Iris-virginica
+65,6.646366075426726,3.2927653019425884,5.7704731227723896,2.4999927935073463,Iris-virginica
+66,6.583801700637554,3.3310050808099922,5.566887333082456,2.1768130957134733,Iris-virginica
+67,4.842421979486289,3.0,1.3643088647506145,0.10000011492283722,Iris-setosa
+68,7.613814489641826,2.962020640178299,6.53351128775822,2.04544905917819,Iris-virginica
+69,6.690640491488881,2.800769847486376,5.839555843920509,1.7692310426608484,Iris-virginica
+70,5.356799908032251,3.80386394377224,1.4500118245177394,0.23760319860552953,Iris-setosa
+71,6.736230071278157,3.052295886695201,4.680645862820612,1.515763755196809,Iris-versicolor
+72,4.91065988082206,3.0,1.4921486944451865,0.10000026968704334,Iris-setosa
+73,5.455413767228819,3.430651395677204,1.568506511205292,0.4632675065150291,Iris-setosa
+74,4.817928574718146,3.0,1.4284577135131242,0.10000015082228556,Iris-setosa
+75,6.466648695340306,2.5662476894756883,4.667783911903342,1.4906462542859176,Iris-versicolor
+76,5.380327058719531,3.514578363376258,1.4118901303291487,0.21894529977283472,Iris-setosa
+77,6.590805223683282,3.253991949748951,5.471781217096086,1.9985479744688255,Iris-virginica
+78,6.378513371420248,2.8989859047226614,5.354646031606985,1.7673447885893534,Iris-virginica
+79,6.351576678806052,3.1569686317221337,4.65014311216247,1.4543897184593693,Iris-versicolor
+80,6.323087737651377,2.335234167643743,4.603524527140012,1.4748019809498016,Iris-versicolor
+81,6.705437009703486,3.2882015024118125,5.721818226633401,2.5,Iris-virginica
+82,6.3910944620255945,2.5195476762553723,4.926178361749768,1.9082025992411449,Iris-virginica
+83,5.349340926380233,2.4012616696519924,3.7497804663273877,1.0117023582994173,Iris-versicolor
+84,5.862500792117028,2.8007545296259826,5.285343327145841,1.8268647688459214,Iris-virginica
+85,6.673581766480579,3.0,4.654450630348217,1.4828826552832113,Iris-versicolor
+86,5.864946741081824,3.0755197612759777,4.414851423178534,1.3899881370510934,Iris-versicolor
+87,4.9981574055362845,3.1077333640344578,1.5100708004777403,0.2492066530637479,Iris-setosa
+88,6.711387946582029,3.1501644038714183,5.6719158475849145,2.158680738042489,Iris-virginica
+89,7.187523621452302,3.105231912981821,5.240692238288877,2.3235841058759266,Iris-virginica
+90,6.089419068954628,3.2566750851287574,4.762340926367539,1.6921186274089006,Iris-versicolor
+91,4.922796864635144,3.3890170349972766,1.811663120436717,0.2617851323397147,Iris-setosa
+92,6.702486135147216,3.0,6.0384944481157286,2.291624677328923,Iris-virginica
+93,5.594618956137739,3.4800480688562256,1.5874353131023506,0.25257490024826246,Iris-setosa
+94,7.703272876329538,2.6038218789224223,6.899998451064239,2.291816301867449,Iris-virginica
+95,4.613852243901671,3.835561722053531,1.0,0.17986646135758894,Iris-setosa
+96,6.67162125845479,3.0,5.025856416118541,1.657986319515514,Iris-versicolor
+97,4.556931552437855,2.6197571640460784,1.3053161844089285,0.3459204677191007,Iris-setosa
+98,5.78415087916937,2.909380538296012,5.209732303152025,1.8592293916891298,Iris-virginica
+99,5.157137258278515,3.4576581998779887,1.4879170549454948,0.2050857429132788,Iris-setosa
+100,7.0214614838571645,3.06825824630084,5.47324209123643,2.1389425192691887,Iris-virginica
+101,5.52052334578303,3.0,4.24891663792149,1.4112041999189717,Iris-versicolor
+102,5.7144356728316925,2.6694912627677336,3.942772432786846,1.1187160416304056,Iris-versicolor
+103,6.716561621466549,2.9854593759054264,4.968754948040101,1.5479745896175907,Iris-versicolor
+104,5.460179556068913,3.8554934686530515,1.4567540345674677,0.2753266286239947,Iris-setosa
+105,6.685233400410701,3.394598698637092,5.719766337028774,2.5,Iris-virginica
+106,4.954795483850317,3.4354376818525196,1.5769052769919667,0.23498569455080331,Iris-setosa
+107,4.922480567277402,3.0,1.4724222634297568,0.2938172159660611,Iris-setosa
+108,4.98932023257249,3.0,1.5086681649161269,0.18892816023047482,Iris-setosa
+109,5.2192945923153236,3.824321844486569,1.3838530003076197,0.2182768779562237,Iris-setosa
+110,6.161696377303844,2.340941184433662,4.2707380154343495,1.194579407207356,Iris-versicolor
+111,5.445161950367269,3.5330187226884635,1.4259576259589712,0.25117439300232874,Iris-setosa
+112,5.6096573242428205,3.0,4.590465895916006,1.5802738647189007,Iris-versicolor
+113,7.730380962157229,2.4896408167483095,6.9,2.362005477036219,Iris-virginica
+114,7.2528081617856826,2.868470574910682,6.319867880191587,1.7990593149722431,Iris-virginica
+115,6.744744586011292,2.680850591782616,4.890144976951872,1.5822644367017122,Iris-versicolor
+116,5.568963682752683,2.972709870432607,4.235185757530632,1.3095900329934609,Iris-versicolor
+117,5.816500555233567,2.6806627140868176,4.449968746690986,1.2848364001529375,Iris-versicolor
+118,4.979608136158527,2.0,3.4566627395214637,0.8860326538543828,Iris-versicolor
+119,5.882654192269597,2.8869473518181983,5.051503124942946,1.8199028471097916,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/25/test.csv b/iris/tab_ddpm/0_4/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/25/train.csv b/iris/tab_ddpm/0_4/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/25/val.csv b/iris/tab_ddpm/0_4/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/26/synth.csv b/iris/tab_ddpm/0_4/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff9f54c3bb3e33d0f07807a7167612e30ae37b50
--- /dev/null
+++ b/iris/tab_ddpm/0_4/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.498295164629907,2.3656794464623108,3.3054593558491043,1.0100631723773306,Iris-versicolor
+1,6.704459118556654,3.401810865675617,5.746890257100829,2.5,Iris-virginica
+2,5.5067752142894815,2.994250775220793,4.486682690802287,1.4616956265129835,Iris-versicolor
+3,5.391748898983196,2.466352858629328,4.157567568726738,1.1368191021845422,Iris-versicolor
+4,6.652617730781578,3.2993738970867863,5.634724930014052,2.310911138601441,Iris-virginica
+5,6.755166540013332,3.1455055958905986,5.30777013890542,2.2058092629393196,Iris-virginica
+6,7.9,3.8195712160698396,6.415574194488519,2.0253205627565483,Iris-virginica
+7,4.902615284603093,3.4195158851778515,1.925169591925967,0.21453242753888782,Iris-setosa
+8,6.326628552802226,3.40252777884088,5.61465370676159,2.2777465667219334,Iris-virginica
+9,5.048477160954475,3.372299566687063,1.6999511716139422,0.46128933269383815,Iris-setosa
+10,4.8810141891578365,3.2535938119581425,1.5427366025481657,0.23809533057764368,Iris-setosa
+11,6.078093862356068,2.189963113071505,4.33222909176399,1.4277218073659939,Iris-versicolor
+12,4.97810331989546,3.382377763949419,1.684034129970999,0.2976921912988297,Iris-setosa
+13,5.0744690805347075,2.4284715666650736,3.6275314329141435,1.0375340433867117,Iris-versicolor
+14,6.203436523557928,2.8715745855816914,4.222811797267288,1.3115125998076176,Iris-versicolor
+15,5.396587852536918,3.5965651236378906,1.4078355770493847,0.21246349171310525,Iris-setosa
+16,5.088168853383379,3.24964901022702,1.523156737536531,0.6104554152704451,Iris-setosa
+17,4.74812267603662,3.2017328220938785,1.4975037144448895,0.24572598982358015,Iris-setosa
+18,5.60472412247167,3.0,3.803922202323727,1.3343760659050523,Iris-versicolor
+19,4.693757040868128,3.2679524399310997,1.5432592621568708,0.20976503069043378,Iris-setosa
+20,6.46748157828927,3.253941848486274,4.9967497026759515,2.0617924973841157,Iris-virginica
+21,5.449854600374781,4.199996723287113,1.4179265778913843,0.21695345685413628,Iris-setosa
+22,5.181875297349165,3.5328069570108074,1.2894606761386584,0.22283918530435232,Iris-setosa
+23,6.476764790868993,3.3501404242867143,5.255082495275744,2.147578448630822,Iris-virginica
+24,6.096053228277842,3.0,4.375097028426752,1.2719359897454081,Iris-versicolor
+25,7.9,3.907807512318186,6.3590079785880125,2.0479739396598386,Iris-virginica
+26,5.814256249112397,2.2998858425296858,4.044273273170994,1.2278603237742198,Iris-versicolor
+27,4.552493608937293,2.763769772726703,1.3519722470098097,0.24593173842025073,Iris-setosa
+28,5.583841448851621,3.5856782745520888,1.4302740016862527,0.26778864706174177,Iris-setosa
+29,4.590731671475215,3.596133125252269,1.0,0.20549605256084572,Iris-setosa
+30,6.60180734623693,2.9530010806003957,4.694609672949406,1.4556542453262549,Iris-versicolor
+31,6.815233331092204,2.8307411697299893,5.9243259861539,1.8223970193385124,Iris-virginica
+32,5.570702571719868,4.199998830607707,1.403687840722197,0.24070071042288138,Iris-setosa
+33,4.93887275215235,3.0,1.4260900862853447,0.23429730218228767,Iris-setosa
+34,4.934881258089594,2.0,3.377783621780338,0.7438062716905659,Iris-versicolor
+35,6.311760184716085,2.5271835938343465,5.323270204565015,1.8849279522989852,Iris-virginica
+36,4.812220273380676,3.016935737745781,1.3932557184984178,0.2501280864589619,Iris-setosa
+37,5.956828819356268,2.87624714477063,5.298262444555033,2.156214386559754,Iris-virginica
+38,5.4488888126310036,3.615015884716454,1.324945973281781,0.2792926669234242,Iris-setosa
+39,6.574451649262715,3.3992683687201186,5.419305328990271,2.2362457470497,Iris-virginica
+40,6.823068979242704,3.167227322224283,5.54149293621691,2.253720018578831,Iris-virginica
+41,7.174095912785665,3.0,6.169942053842778,2.129294269867558,Iris-virginica
+42,4.88325535674998,3.0981967455166677,1.454316571290812,0.10000031394488533,Iris-setosa
+43,5.925100151634794,2.2244218104417657,3.758661972325652,0.7457345298646479,Iris-versicolor
+44,6.822125493668112,2.9581576350888246,5.895685697780182,1.7925128290321157,Iris-virginica
+45,4.975987250670071,3.6411776301297434,1.3592777157607805,0.20061717302588328,Iris-setosa
+46,5.779645638878463,2.6707637081558375,5.104483573636016,1.8737849663783928,Iris-virginica
+47,6.056508568338414,2.219252788322979,4.071012642332875,1.0655658326869595,Iris-versicolor
+48,6.189672204371216,3.3381080435565145,4.695346040073706,1.690923812533174,Iris-versicolor
+49,5.938106372693085,3.0,5.329532755840738,1.8898181281484434,Iris-virginica
+50,6.748081774666955,3.337411521103318,5.793752133646958,2.5,Iris-virginica
+51,5.493498308268855,2.4636319162314266,3.7786212928918252,1.0846797239205126,Iris-versicolor
+52,6.085022935284652,2.140024867871112,4.414213312501536,1.449368488246474,Iris-versicolor
+53,6.746657929726342,2.976003588106782,4.5379781353474415,1.3467532807302023,Iris-versicolor
+54,5.1551755619552395,2.394142830575975,3.821841798465714,1.1023672773610205,Iris-versicolor
+55,4.643028463390203,3.4119411148517944,1.5502221911056333,0.195489424628635,Iris-setosa
+56,4.7345670565055,3.0,1.4452792301065174,0.10000012702573671,Iris-setosa
+57,5.648143468768589,2.6404288004863545,4.298231476447738,1.2043341764663777,Iris-versicolor
+58,7.727733258052553,2.3778593514883695,6.9,2.373312989974913,Iris-virginica
+59,5.75655277418811,2.231937615518412,3.7015662781400516,0.7972914311973667,Iris-versicolor
+60,4.771287761174508,3.024977848750513,1.4119175612020074,0.1,Iris-setosa
+61,7.9,3.7921097952125913,6.344283206211521,1.9967735684290566,Iris-virginica
+62,6.414811297149264,3.0717879406706925,4.693795722568488,1.583992087853259,Iris-versicolor
+63,7.7459858157863675,2.5390551521191145,6.9,2.3628269134141404,Iris-virginica
+64,4.960728749603368,2.4717360207517594,3.5263443621031243,0.9253417878416192,Iris-versicolor
+65,6.7585398456165455,3.3680609675672937,5.7855819968195,2.5,Iris-virginica
+66,6.439278811094356,3.314226158716337,5.110884618058504,2.168252738220112,Iris-virginica
+67,4.621868477672758,3.0,1.3098150851981916,0.23162361736216514,Iris-setosa
+68,4.703942006028059,2.408426716545864,3.23592760389477,0.9739844592394482,Iris-versicolor
+69,7.116344500196866,3.0,6.209929286902381,2.083161968947605,Iris-virginica
+70,7.9,3.870961903410589,6.410105060716835,1.9885122717021226,Iris-virginica
+71,5.039541244303873,3.2654982987983905,1.5371094232641656,0.8356039642416759,Iris-setosa
+72,6.760658279448649,2.956332937459282,4.967121322986865,1.6889203265934636,Iris-versicolor
+73,6.106351524973221,3.301030937122224,4.724783482964238,1.6437596457633121,Iris-versicolor
+74,4.630106940259724,3.6053333324769894,1.0000068203391228,0.20017857907945227,Iris-setosa
+75,5.130053388872127,3.229075618819807,1.4336543664384294,0.19017784844043886,Iris-setosa
+76,5.501815252397026,4.199998552071443,1.4322041048842125,0.2111727084975195,Iris-setosa
+77,5.665274774433579,2.9613875268961944,4.088108923097185,1.3247170248602735,Iris-versicolor
+78,4.541179229491166,2.836586328554099,1.3082612720027271,0.2562811114044561,Iris-setosa
+79,4.877972236820902,3.125331483283637,1.494769919426901,0.10000009161991986,Iris-setosa
+80,7.690640302381031,2.9917792096030906,6.6990077955440235,2.135249893327066,Iris-virginica
+81,4.591078749472313,3.6140585731439936,1.0000008355196282,0.2025744609762856,Iris-setosa
+82,4.863535314008205,3.02992333622363,1.4406746378447024,0.10000022341760088,Iris-setosa
+83,6.387720910279656,3.0976498016872336,4.779113630269703,1.6905338456882815,Iris-versicolor
+84,5.4931142551915,3.5726577185172537,1.480657950290888,0.22167478970478893,Iris-setosa
+85,6.684935635345496,3.2991451803729333,5.705521294182107,2.4999995043553387,Iris-virginica
+86,6.36052688302258,2.6454759755550397,4.914578223236034,1.815650787852194,Iris-virginica
+87,6.29397830599546,2.429675470209866,4.412938760806604,1.1563400752287403,Iris-versicolor
+88,5.6529592717155746,3.0032198584992122,4.719084758747853,1.6773416723423906,Iris-versicolor
+89,5.751233201905958,2.734582778455556,5.083141398688735,1.8854878069562502,Iris-virginica
+90,6.02463439940746,2.60646443221522,5.132711584331715,1.9784788313153403,Iris-virginica
+91,4.76753314118586,3.0,1.3492973690296903,0.1,Iris-setosa
+92,7.749132340784891,2.519550269987402,6.9,2.3271683147320648,Iris-virginica
+93,5.057216973611008,2.4276921065243244,3.093297014163146,1.0169189774204894,Iris-versicolor
+94,6.749754879109803,3.012130714318638,5.772686809041395,2.0742112804736705,Iris-virginica
+95,6.695882647866747,3.362892498322014,5.655741309800847,2.5,Iris-virginica
+96,6.25933135924066,2.9989385646424345,5.3736896802783205,1.8142589545805168,Iris-virginica
+97,5.7777601987540415,3.0,4.409639354528299,1.3202985015448245,Iris-versicolor
+98,5.570880003378831,2.904109919235502,3.7571481227782413,1.2414356730277263,Iris-versicolor
+99,5.887235940272659,2.7622459655223772,5.394788731327619,1.874873586251406,Iris-virginica
+100,7.8999974088704095,3.8100930227630805,6.29539465268141,1.9768724760759795,Iris-virginica
+101,5.184742218123885,2.000022149387139,3.664704814885324,1.0591774178415445,Iris-versicolor
+102,7.59817554428246,2.370706833608842,6.9,2.3420925689981584,Iris-virginica
+103,6.7869830479421855,3.349184109703115,5.630168037390991,2.5,Iris-virginica
+104,6.235255535893809,2.4230169502440724,4.494094924387882,1.3052357183005145,Iris-versicolor
+105,6.337034219334172,2.6886604504034244,5.148057508106052,1.8170617671777691,Iris-virginica
+106,6.471221756887335,3.0,4.848890881571002,1.6196022063272126,Iris-versicolor
+107,5.776386973615031,2.6675687016639733,4.395930675159416,1.0912661270169033,Iris-versicolor
+108,5.590298958460829,3.0,4.20648569975529,1.3297802555090747,Iris-versicolor
+109,5.4618958151100045,3.411180517548547,1.980764565103965,0.21617783427842596,Iris-setosa
+110,4.929777313875271,3.3206083093740957,2.021067046014936,0.21661990765039082,Iris-setosa
+111,6.349790543700766,3.202391387160214,4.440206259555372,1.4301078229242101,Iris-versicolor
+112,5.897765924956758,2.229171784271908,4.215688629864738,1.06991712149406,Iris-versicolor
+113,6.181273372338058,3.3601392703766586,4.607279518383022,1.6419339266832482,Iris-versicolor
+114,7.731690048242926,2.5299610821031213,6.9,2.3446574991274876,Iris-virginica
+115,5.710544637726945,2.3665449360753747,3.8254028154049715,1.043998077618517,Iris-versicolor
+116,6.681129827754264,3.3717867269401145,5.763283726632611,2.5,Iris-virginica
+117,5.16036056836172,2.3824269165693392,3.63260492439224,1.0635308728809818,Iris-versicolor
+118,5.0981594022059555,2.446334498236366,3.391904998683329,0.932065669278525,Iris-versicolor
+119,4.764834884770664,3.383453433179742,1.7759061000459437,0.20483358338305135,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/26/test.csv b/iris/tab_ddpm/0_4/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/26/train.csv b/iris/tab_ddpm/0_4/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/26/val.csv b/iris/tab_ddpm/0_4/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/27/synth.csv b/iris/tab_ddpm/0_4/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5998d9d7fdb9efbaa8957fa74bfd5178d023e1df
--- /dev/null
+++ b/iris/tab_ddpm/0_4/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899994981662476,3.794698890846115,6.468977816995943,1.9686712995125841,Iris-virginica
+1,4.825474270417089,3.0,1.4819536668814548,0.10000042647673842,Iris-setosa
+2,5.118160016768621,3.4118219624208472,1.5067916332101332,0.1887498812956622,Iris-setosa
+3,5.761727860813188,2.94886489662959,4.266502126022494,1.3306938549547245,Iris-versicolor
+4,4.922578927847199,3.0852813884600234,1.4992905106143048,0.1,Iris-setosa
+5,7.668318368200436,2.7781718466943777,6.897356771328731,2.169715739219647,Iris-virginica
+6,4.762637854116439,2.974148421902621,1.3342573393481751,0.2871935626683785,Iris-setosa
+7,6.3548301900999284,2.3134024619818945,4.545392466158573,1.3567808678482594,Iris-versicolor
+8,4.933111723999862,3.4009891754599457,2.2374974544777926,0.24539617462605445,Iris-setosa
+9,4.873439661349404,3.0706412315383504,1.4891754590488244,0.1,Iris-setosa
+10,4.810667717862235,3.3930285109796796,1.5546212218133846,0.22710731248619395,Iris-setosa
+11,4.617934641250085,3.632991501803116,1.000001669538853,0.19683328120081794,Iris-setosa
+12,5.63557406998717,3.0,4.582386860612609,1.5227915367019507,Iris-versicolor
+13,4.828139423351829,3.4158605398841724,1.5039718520408354,0.1969638715269405,Iris-setosa
+14,6.48440080510694,2.4765331296184585,4.3976650543176,1.2504371221347492,Iris-versicolor
+15,6.650712672742813,3.3067878256737364,5.850717794412698,2.5,Iris-virginica
+16,6.858790311302509,3.3445595771044947,5.550938983791689,2.5,Iris-virginica
+17,5.788763317453315,3.149973760297237,4.38338203003193,1.47630897453412,Iris-versicolor
+18,5.028602262879522,2.5150231848442886,3.7586872786158847,1.0923429961565787,Iris-versicolor
+19,4.933889539880894,3.1793156918211727,1.4984122551374113,0.26948319107841023,Iris-setosa
+20,5.050331855629599,3.619648343395449,1.5240828345234345,0.2039146377990578,Iris-setosa
+21,6.693389348705567,2.506376531101927,5.776554617590181,1.8241198797380997,Iris-virginica
+22,5.109878373378659,3.4012037302785987,1.7780689292883702,0.202914392811218,Iris-setosa
+23,5.9155385539149625,3.2470355656233956,4.557201487155788,1.658162919305654,Iris-versicolor
+24,5.807634231998173,3.301630058903974,4.629762666616676,1.7843867427457978,Iris-versicolor
+25,6.08662024953383,2.6330711302233194,5.04905115208484,1.8539229551237695,Iris-virginica
+26,5.8648723735919805,2.9800206176679893,4.204847046613051,1.2890670526368888,Iris-versicolor
+27,4.901848446366265,2.0,3.4774999742350645,1.011094488384425,Iris-versicolor
+28,5.659184809378672,3.0,4.246168879818889,1.2748477055289948,Iris-versicolor
+29,7.9,3.9044349446186626,6.42099380269341,2.0514220500683416,Iris-virginica
+30,6.349162307047129,3.3979360362966062,5.3670846166132495,2.326449347258321,Iris-virginica
+31,6.8776015421788586,3.1724705254716623,5.568443774523195,2.3159740192002856,Iris-virginica
+32,5.647191584677544,2.9442334516274595,3.5885319637529265,1.2590243054340071,Iris-versicolor
+33,5.414280997467524,3.0,4.415208573359587,1.4389690426155743,Iris-versicolor
+34,4.942052621865349,3.4996683140916205,1.4676937681834936,0.19685487159205073,Iris-setosa
+35,4.889606609821963,3.0450487233178016,1.445722779610367,0.10000010904241431,Iris-setosa
+36,5.512981406079762,2.934753198871093,4.207452640135624,1.3612020697968559,Iris-versicolor
+37,5.7714366756078,2.4287473931023094,4.296102926895628,1.0542264626823046,Iris-versicolor
+38,7.756719096922837,2.631782694158006,6.9,2.319104235492114,Iris-virginica
+39,4.909103227879516,2.0,2.87877765852084,0.9364013228031489,Iris-versicolor
+40,5.836065215646211,2.5497926231352905,4.3156077653215394,1.1286830670013641,Iris-versicolor
+41,5.967937027076471,3.289338095975479,4.725145544683226,1.6895976262666657,Iris-versicolor
+42,4.879102821212982,3.465076857502426,1.4640881851417755,0.2055930495711801,Iris-setosa
+43,6.097294480287913,2.6517130133623614,4.982505456367561,1.8610204490144342,Iris-virginica
+44,4.404598287377134,3.1001769717551153,1.2243298879473452,0.20157757745639815,Iris-setosa
+45,5.981131056097484,3.406711906723902,4.426942888096258,1.5586336502603637,Iris-versicolor
+46,6.560065972907917,3.273636065639559,5.50668651026778,2.2438412943002843,Iris-virginica
+47,6.586488246145786,2.7125753745501986,4.6522633246848075,1.394675225867541,Iris-versicolor
+48,5.059841643271703,3.5659688777382312,1.4106303308096713,0.28164654275130624,Iris-setosa
+49,7.683782491757908,2.5764791414665185,6.899998352856208,2.3006109234631156,Iris-virginica
+50,4.844592202808004,3.0,1.3758521015706742,0.1,Iris-setosa
+51,7.452311247780431,3.0,6.376505481066665,2.130031200048136,Iris-virginica
+52,5.422565459509625,2.8271989651806178,4.169002440885267,1.3112230786210808,Iris-versicolor
+53,7.187513613051619,2.8502328265809185,6.328819744202025,1.8222140069120192,Iris-virginica
+54,4.664113534343722,3.322529396460717,1.4795949311702126,0.2262857524948995,Iris-setosa
+55,5.75474646841793,2.7275587482899923,5.0984511596764,1.9627709753788032,Iris-virginica
+56,4.899940845744859,3.017080734441044,1.471464161890382,0.1000014269132777,Iris-setosa
+57,4.894443773222099,3.0256238853117496,1.4449807892522237,0.10000044076572427,Iris-setosa
+58,4.583513318685168,3.6364971635823675,1.0000004812734387,0.20531981186294532,Iris-setosa
+59,6.635470706018953,3.1912506071536813,5.514835041710397,2.020827976914756,Iris-virginica
+60,6.750585647193807,3.1619726163202273,5.84296135402787,2.2498402708738605,Iris-virginica
+61,7.478346962624036,2.570230276328765,6.5842720848207295,1.8680222391566923,Iris-virginica
+62,6.589555061507698,3.1576824131301096,4.550853662742743,1.4707231410892747,Iris-versicolor
+63,5.4348128485948894,4.2,1.3870366905269238,0.19324586099583166,Iris-setosa
+64,5.324193728374149,3.1071101262937395,2.2088828698372756,0.2014865793202257,Iris-setosa
+65,5.905673285909323,2.89380895251115,5.096603708467944,1.8994894882266156,Iris-virginica
+66,6.6846348188818805,2.5584010596918203,5.699604837000486,1.8281201384892896,Iris-virginica
+67,7.708977104483305,2.5361795915996335,6.9,2.322093440420227,Iris-virginica
+68,4.917060886352249,3.0,1.4103183383037796,0.2392827320869194,Iris-setosa
+69,5.041199951492769,3.4958127485187327,1.4549482016374464,0.265126132051324,Iris-setosa
+70,6.5790751794521345,3.143390609338294,4.81006989039106,1.571754311613605,Iris-versicolor
+71,5.941348531329737,3.1655395905181636,4.711165555963172,1.6990310621106208,Iris-versicolor
+72,5.561176745347738,2.6098512562969405,4.024416046604315,1.2244294865659826,Iris-versicolor
+73,6.681643623422076,3.3498363603938857,5.690946445160468,2.5,Iris-virginica
+74,5.768062613450088,2.724376985858412,5.270195471964942,1.8880002736108485,Iris-virginica
+75,5.997797176266254,3.3470849652454073,4.722903030363355,1.627574155044922,Iris-versicolor
+76,7.899998726317407,3.815421010349538,6.482075940578286,1.967970863238219,Iris-virginica
+77,5.713199296766091,3.883424792304318,2.042489752341076,0.45881097214908,Iris-setosa
+78,6.661983379380755,3.0536496046381414,5.461687623086631,1.960429865965172,Iris-virginica
+79,4.400003518214095,3.1590739825108853,1.3395959208997419,0.2211811086555843,Iris-setosa
+80,5.441906706861648,3.3124689698306886,1.731131761808188,0.29002469161060174,Iris-setosa
+81,5.693400556682463,2.8911954582090345,4.355881194758795,1.10219797043755,Iris-versicolor
+82,5.6467100171858435,2.527373621771308,4.206831511218743,1.16141171739371,Iris-versicolor
+83,5.42067931972467,4.199998367356206,1.3699078852582676,0.20449194010740754,Iris-setosa
+84,6.649120463675491,2.9763442056273623,4.421692235468574,1.3970943007705459,Iris-versicolor
+85,6.049040196303959,2.902350120119582,4.49965916264937,1.271577301714765,Iris-versicolor
+86,5.947594557149108,3.0,5.5349903392695525,1.7984742720754576,Iris-virginica
+87,4.9116273706544336,3.0,1.424289036703052,0.23853125869231345,Iris-setosa
+88,4.400000468673615,3.2892046731935882,1.3321113323283353,0.18679981786237523,Iris-setosa
+89,4.962855496369271,2.0,3.083099948499668,0.8559173691770514,Iris-versicolor
+90,7.202106708231636,3.0842827243993534,5.999867464138013,2.2855113219646546,Iris-virginica
+91,5.764242693945754,2.6010355590589143,4.357125856751186,0.7978437179321917,Iris-versicolor
+92,6.45172993560927,2.6538593089002,4.822488643728793,1.3970169147938931,Iris-versicolor
+93,6.090288092201146,3.2414052503444264,5.121327107858017,2.0194036943857165,Iris-virginica
+94,4.590124069552695,3.490409800942909,1.0000036422300171,0.2063871123726488,Iris-setosa
+95,4.560349126028186,2.634485115948018,1.3143450382659236,0.3676154655547851,Iris-setosa
+96,6.160686023571349,2.1993270278592063,4.328993830273625,1.323987379882893,Iris-versicolor
+97,7.097387883208068,2.6418985624023112,6.1987429034558685,1.7647779802544408,Iris-virginica
+98,6.090416798821921,2.2248894087762836,4.436536146794551,1.45227060925382,Iris-versicolor
+99,5.507085979063263,3.4622102020019927,1.5604778870894165,0.2285653106317749,Iris-setosa
+100,7.749070464676415,2.5633402691206073,6.9,2.299958257678977,Iris-virginica
+101,5.740492569993016,3.0,3.8042848915373364,1.1994076205600412,Iris-versicolor
+102,6.602641897524104,2.875721439739592,4.625074795208593,1.4381026130524128,Iris-versicolor
+103,5.107691979084116,3.578988212528873,1.4245134223186224,0.1956140199449099,Iris-setosa
+104,6.847308601858802,2.9163708677724953,5.69564237881166,1.9129746934338199,Iris-virginica
+105,5.791543519469564,2.8139442876134626,5.180356108543748,2.343047077299212,Iris-virginica
+106,5.336069791022945,3.882582682371682,1.482606017688263,0.28931771413203594,Iris-setosa
+107,6.5594413573609325,3.0,4.420768909441232,1.394894614497793,Iris-versicolor
+108,6.494264475155756,2.5125052076533647,4.671348285371428,1.459421467438484,Iris-versicolor
+109,6.338004556498778,2.4615239315312385,4.660952665476961,1.4923326535418475,Iris-versicolor
+110,7.899996132799872,3.612542350032623,6.4271876162175605,2.038767631179084,Iris-virginica
+111,6.6093452540373745,3.259271002059594,4.6012484939503775,1.5434239184955205,Iris-versicolor
+112,6.7397854279886245,3.217438861397885,5.774363890051198,2.2447811223093876,Iris-virginica
+113,5.4898466142819675,4.2,1.4096788692151574,0.19932917972591163,Iris-setosa
+114,4.587341126090949,3.5087083031239916,1.0000004985682776,0.189643932492013,Iris-setosa
+115,5.008825767846351,2.0,3.4562704131420583,1.0143533197184795,Iris-versicolor
+116,6.071643457612961,2.1942429808398636,4.24663794674922,1.1511774810581936,Iris-versicolor
+117,5.079102120477904,3.02263615859044,1.9754409264344397,0.22810530484837263,Iris-setosa
+118,6.593580075676518,2.608199317480065,4.610189781209913,1.518975877140276,Iris-versicolor
+119,5.517237809327801,3.0,4.530920437879815,1.5519666445779516,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/27/test.csv b/iris/tab_ddpm/0_4/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/27/train.csv b/iris/tab_ddpm/0_4/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/27/val.csv b/iris/tab_ddpm/0_4/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/28/synth.csv b/iris/tab_ddpm/0_4/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0d3a2db8ae31fc204998212c2c46c2c32215cb0d
--- /dev/null
+++ b/iris/tab_ddpm/0_4/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.41246760569261,3.8994004231795074,1.3276538034674152,0.29388083784406577,Iris-setosa
+1,6.585559438432301,3.071775658235178,4.704702798058699,1.5822206465001554,Iris-versicolor
+2,6.117915800070524,3.0,5.0788956988697835,1.7833683470754915,Iris-virginica
+3,5.044733108930779,3.219587446406727,1.5210385158975452,0.22002907528953058,Iris-setosa
+4,5.452252090390266,3.453791678255059,1.4959082393756635,0.2763545213568004,Iris-setosa
+5,6.111502494502775,2.281191239616578,3.9198896452185994,1.042839317067604,Iris-versicolor
+6,5.206347905093462,3.4130615543839053,1.497816234472597,0.19117648752733357,Iris-setosa
+7,7.111286662682074,3.0,6.062317649327272,1.9115553558644809,Iris-virginica
+8,6.157218751927436,3.3195885080115626,4.635477686614948,1.6329453121766768,Iris-versicolor
+9,5.6362028154048645,2.516281358003604,4.090470550637999,1.0427134660504478,Iris-versicolor
+10,5.892712914366626,3.166292233452627,4.878931496866458,1.8130532887258561,Iris-versicolor
+11,5.4947099098877334,3.832720034048079,1.4977561879986696,0.24247777303267726,Iris-setosa
+12,6.343738777071735,3.183864188978703,5.122524057301115,2.0554715329275615,Iris-virginica
+13,7.725825534649516,2.5755512529362137,6.9,2.3462484133562858,Iris-virginica
+14,5.98891582844578,3.2734644065852656,4.525067607245046,1.5535298212459245,Iris-versicolor
+15,5.666936497711807,2.7515022116307444,3.7187837019213017,1.1085038500054754,Iris-versicolor
+16,4.910565001117713,3.1376951726264064,1.4968299531353715,0.1,Iris-setosa
+17,5.497134122926301,2.535363862289926,4.262282385720543,1.1663334614309535,Iris-versicolor
+18,6.204216723777082,2.6145448227299077,4.948630578401685,1.8266947546055932,Iris-virginica
+19,7.502263218816152,2.9467648386605894,6.528181205376879,1.930633373023922,Iris-virginica
+20,6.755423162954562,3.3089471741640097,5.6153928781025275,2.4999996387616887,Iris-virginica
+21,7.768055307040777,2.458536856966861,6.9,2.2716052929119144,Iris-virginica
+22,7.678632100661482,2.890515448988366,6.644925637819787,2.065402901156106,Iris-virginica
+23,7.9,3.7421049198463474,6.444692343545788,2.0070163877545957,Iris-virginica
+24,5.804116892048048,3.0,4.722737082543203,1.4219939583598613,Iris-versicolor
+25,6.729274079642797,3.4021832797025247,5.700497686266891,2.5,Iris-virginica
+26,4.9930827997646166,3.420692442087591,1.4609672955104303,0.21110312953207938,Iris-setosa
+27,5.468743635182768,2.4205730798419163,3.751058200499055,0.8654668275889281,Iris-versicolor
+28,7.9,3.7645568488583225,6.371798610562193,2.007355128637216,Iris-virginica
+29,6.332924946682614,3.37374165822358,5.573510459758685,2.3093773949093843,Iris-virginica
+30,6.442999745143557,2.4162159701229555,4.568846698013049,1.2862593314799162,Iris-versicolor
+31,4.4,3.1580864060520546,1.4127379774381053,0.20522061551796777,Iris-setosa
+32,7.544387272208182,2.932868250197593,6.547592895629306,2.0139959019959113,Iris-virginica
+33,6.967702262505422,3.0,5.880638553639358,1.7749588550425373,Iris-virginica
+34,6.318078681938517,2.301601812301451,4.336541803738086,1.2882933150046914,Iris-versicolor
+35,5.186342256743599,3.5758053795651774,1.5321838653145383,0.4090738507518742,Iris-setosa
+36,4.91958973622145,3.454529198411626,1.5549583760677201,0.23760013094206572,Iris-setosa
+37,5.40264076984113,3.5007699906680494,1.4850290363481014,0.2206673126766357,Iris-setosa
+38,5.607560409993267,2.9846642646648,4.348930912891592,1.2934218957337562,Iris-versicolor
+39,6.3920940925119165,3.0,5.240893926985201,1.823871513264476,Iris-virginica
+40,6.207131605184982,2.4282420826889664,4.667081732762726,1.6481828117201998,Iris-versicolor
+41,5.804390542087989,2.8464727679693644,4.324951256999083,1.3850926916923496,Iris-versicolor
+42,6.124626264402522,2.9180255580670296,4.126344854925801,1.3766953205058545,Iris-versicolor
+43,5.447763386657759,3.897304193713289,1.3286703900063601,0.5832646385196,Iris-setosa
+44,5.839231968565114,2.6739714987476018,4.078878944316123,0.7751673587127824,Iris-versicolor
+45,4.6339428062098165,3.6393582348928195,1.0000005809623085,0.18819370994441856,Iris-setosa
+46,4.5680884066732474,3.6331061528726134,1.0,0.2139605960207424,Iris-setosa
+47,5.583869904834435,2.6287434693992826,3.8311957446574283,1.1130925742219437,Iris-versicolor
+48,5.87363943491996,3.1218776934779404,4.782397343885217,1.7398588174634997,Iris-versicolor
+49,5.761846444990744,3.2661399578641808,4.52582544157554,1.7257904701205256,Iris-versicolor
+50,5.1370766989727565,3.240319758766841,1.570221102512355,0.2029476194627324,Iris-setosa
+51,4.4,3.2057295597591176,1.30591687975354,0.1941590781818503,Iris-setosa
+52,4.889148054254873,3.0,1.470811561777372,0.1,Iris-setosa
+53,4.567687327099515,2.678342895322629,1.3426137226927657,0.5857228575002646,Iris-setosa
+54,5.175069268741084,2.0000039940716468,3.7237128033269973,1.021946266683404,Iris-versicolor
+55,4.943430297462158,2.0,3.135956311033931,0.7066476230877079,Iris-versicolor
+56,5.52135527650883,2.9778965037813707,4.466721148522567,1.4725476153211556,Iris-versicolor
+57,7.9,3.819970196579934,6.392181299584024,2.018727538123077,Iris-virginica
+58,6.721633431098814,3.336176529187409,5.628455160897993,2.5,Iris-virginica
+59,6.774601485992678,3.2063528092946676,5.448167306674743,2.159609327933432,Iris-virginica
+60,6.5431884506643865,3.383512618736138,5.700796014061903,2.316437548315631,Iris-virginica
+61,6.393681940749582,3.0612715998560374,5.397712524300514,2.0605959184596165,Iris-virginica
+62,5.108263564321449,3.5857802124926366,1.441399003799074,0.2476208041783437,Iris-setosa
+63,6.1769279886223085,3.0,5.341218568411389,1.8417570534005872,Iris-virginica
+64,6.710506001780248,3.403806460275315,5.70090789025226,2.5,Iris-virginica
+65,5.603870988281124,4.1999991383896775,1.3442446078101822,0.20577200450449898,Iris-setosa
+66,5.063938210363896,2.0000070013979343,3.623520128853726,1.0887432884584072,Iris-versicolor
+67,7.9,3.7910929341926756,6.294083432468994,2.025652679606602,Iris-virginica
+68,7.637772888618652,2.8172187080428404,6.658844877753951,1.9927080183603567,Iris-virginica
+69,4.893235921452891,3.008937658385737,1.4090697384385358,0.1,Iris-setosa
+70,4.4,3.2159915005887063,1.2817205360287125,0.19833924179495926,Iris-setosa
+71,5.371137222044428,3.7563599468532964,1.4970890306779268,0.2979599943039239,Iris-setosa
+72,6.779370490582017,3.2969662603004406,6.111188845579568,2.206581861109263,Iris-virginica
+73,5.214889777633346,3.6975332701996217,1.336702806240147,0.2843811429626967,Iris-setosa
+74,5.2739131831318,3.4494048674146462,1.385225466689546,0.23822171402099898,Iris-setosa
+75,4.583402225410345,2.817157113887925,1.35947018876324,0.34402521474343367,Iris-setosa
+76,5.32945485453315,3.445909074731408,1.5142468531953432,0.18448904776114528,Iris-setosa
+77,5.660746247041737,3.0,4.251122911145071,1.283848300974496,Iris-versicolor
+78,6.089875886722333,3.005412520228885,4.305860251730732,1.3714280603681188,Iris-versicolor
+79,5.139222790259128,3.5581862455551434,1.4127635031335155,0.2427963025897904,Iris-setosa
+80,4.9740476189333265,2.5448057089107765,3.714831787178224,1.0718554784380891,Iris-versicolor
+81,4.718123374181439,3.248368926266405,1.524995417548759,0.20568075691491425,Iris-setosa
+82,5.814392000636373,2.68677214953156,5.091050851620906,1.8761882467348063,Iris-virginica
+83,5.615068961210328,3.0,4.299529182769889,1.306499193489218,Iris-versicolor
+84,5.088885112318064,2.3382570489953287,3.516506288626423,0.9079514843793737,Iris-versicolor
+85,5.707638696403464,2.8520570555388027,4.128047793687869,1.1249598439012194,Iris-versicolor
+86,5.261195702995487,3.5718463005274583,1.4011896092713416,0.22788847840400686,Iris-setosa
+87,4.615630682958742,3.6691287971232187,1.0,0.20262817443007383,Iris-setosa
+88,5.388782553284946,3.4265434102748613,1.5614856588836592,0.2565299100352572,Iris-setosa
+89,4.958712412921873,3.2924557897827693,1.8352020951393957,0.1861471945294934,Iris-setosa
+90,6.123519902085709,3.2977526733030125,4.654048202241081,1.589380860013306,Iris-versicolor
+91,6.598373382767942,3.2824582707003356,5.712038234986135,2.269530993704355,Iris-virginica
+92,5.832098400340824,2.6557863548169376,4.285030203761887,1.1327439455381327,Iris-versicolor
+93,4.40000082895235,3.1507390741011942,1.3128771912317183,0.19714349757029453,Iris-setosa
+94,6.687472065745217,3.2920787325615977,5.586530454060763,2.5,Iris-virginica
+95,7.640151532997388,2.4934232233287252,6.9,2.3047307118031997,Iris-virginica
+96,5.510474970933511,3.0,4.431001060907625,1.493350505516469,Iris-versicolor
+97,4.400001788800695,3.2286650504134555,1.2597313909571413,0.2058207724277287,Iris-setosa
+98,5.529065987828826,3.0,4.137959362725857,1.3382473018819159,Iris-versicolor
+99,5.801722970890995,3.0,4.612634199925981,1.7565931223255287,Iris-versicolor
+100,4.8250263396549125,3.386788821959066,1.5540179601551878,0.20166534104080597,Iris-setosa
+101,6.178893084465276,2.971496543835856,4.471341870407857,1.2911838358538557,Iris-versicolor
+102,6.778675502218077,3.4155560273382033,5.76546264213669,2.5,Iris-virginica
+103,4.527525784450778,2.396443418349207,1.3458302406244411,0.30626062605484905,Iris-setosa
+104,6.748339126628004,2.7995053659865032,4.868608597030699,1.5877434748391341,Iris-versicolor
+105,5.745663313325056,2.707629410971298,5.045577822379346,1.902955338600377,Iris-virginica
+106,4.860650111790157,3.0,1.4385002402847518,0.1916262358006092,Iris-setosa
+107,5.288842848977425,3.181909194416349,1.7282535035862412,0.20151581708024977,Iris-setosa
+108,4.609509651313112,3.6712996679618732,1.0,0.18570953225662434,Iris-setosa
+109,6.741802184537446,2.988569958386704,4.472408638388011,1.4296589942096567,Iris-versicolor
+110,4.558944854152816,3.594897340158986,1.0,0.20803243010652722,Iris-setosa
+111,5.313403273715636,2.3444030083591945,3.4816920405800666,0.9529490570593995,Iris-versicolor
+112,4.8547468700928365,3.0377244668407326,1.4452486268893536,0.1,Iris-setosa
+113,5.987962037085267,3.0,5.116972141949145,1.802066993449175,Iris-virginica
+114,5.915379218369064,2.8932365929099735,5.365046569587025,2.494726252562131,Iris-virginica
+115,7.8999911053579,3.664300166503104,6.3581055609929304,2.029670529792507,Iris-virginica
+116,6.829508786251541,3.2103860097710775,5.868271247590949,2.228796321379065,Iris-virginica
+117,5.291212639652261,2.388878268605925,3.623872262094533,0.9302547175507365,Iris-versicolor
+118,7.55966682465283,2.834190367803968,6.599251230309884,1.9420257078515097,Iris-virginica
+119,6.247414348701914,3.163985553658499,5.181343105873427,1.8707737934661577,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/28/test.csv b/iris/tab_ddpm/0_4/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/28/train.csv b/iris/tab_ddpm/0_4/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/28/val.csv b/iris/tab_ddpm/0_4/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/29/synth.csv b/iris/tab_ddpm/0_4/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2a44f38968e6898cf9b4adb496b900d4abae0e9d
--- /dev/null
+++ b/iris/tab_ddpm/0_4/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.573583166392308,3.0,5.084356129537562,1.9473257621940485,Iris-virginica
+1,5.700401709993633,2.5914744996382533,4.495424219196908,1.2594797553582404,Iris-versicolor
+2,5.121223099828182,3.2047275093933796,1.5514482215242937,0.21749475909418425,Iris-setosa
+3,5.050761111130036,3.334424985213453,1.4199698151795959,0.20011792073754997,Iris-setosa
+4,4.6220586607149565,3.73349987364406,1.0,0.21098250969379162,Iris-setosa
+5,5.7464201243314355,2.739105586600328,4.232092720893285,1.0901045067735966,Iris-versicolor
+6,4.511426394362244,2.370116137153327,1.3173212118027593,0.27170118331105764,Iris-setosa
+7,6.699801573196608,2.861614158116076,4.906328191599214,1.6264088143693924,Iris-versicolor
+8,4.57008496602896,3.7020173045453957,1.0,0.19779219662976016,Iris-setosa
+9,6.4436536888880145,2.4359901522746967,4.497985937910317,1.2526336021041613,Iris-versicolor
+10,5.813069271472535,3.0542693641064997,4.200231377775024,1.2006585876968523,Iris-versicolor
+11,4.768915154455027,3.0,1.4458076451070967,0.10000009713291731,Iris-setosa
+12,5.506984309478528,2.8787735056567274,4.4023789186484885,1.308823368134348,Iris-versicolor
+13,5.662101165915645,4.199999315450627,1.4462455648202353,0.1990305542138241,Iris-setosa
+14,6.581345426112366,2.461826436779205,4.7308223557286695,1.554865667115192,Iris-versicolor
+15,5.017907945463955,3.4939163814117364,1.5055449678142896,0.31545920495519464,Iris-setosa
+16,4.797501108579152,3.0,1.3029796862435634,0.1,Iris-setosa
+17,7.396857652022681,3.0,6.268569586770197,2.2015874832256483,Iris-virginica
+18,4.983209732193579,3.2110605953681794,1.5772378100919309,0.19686299346972178,Iris-setosa
+19,4.400000965653554,3.1440470813003905,1.3480082322545535,0.20523510332386666,Iris-setosa
+20,5.078439183101007,3.4860996445698333,1.3738187820537624,0.1976557406329872,Iris-setosa
+21,5.861849561321556,3.194620783006814,4.824308014406671,1.8505816825622703,Iris-versicolor
+22,5.598783928491964,2.90851880824017,4.414328606438537,1.360981678887945,Iris-versicolor
+23,7.899998848333697,3.835549543438364,6.375445907011197,1.9986929969260538,Iris-virginica
+24,6.6019976771185345,3.2013054774841767,5.418290875559945,2.383270697757877,Iris-virginica
+25,7.563075458947241,3.0,6.515040970056949,2.105334948740075,Iris-virginica
+26,6.292793677669209,2.6066847605845482,4.795154624236205,1.792915964958574,Iris-virginica
+27,5.555529909355964,3.0,4.438877502055026,1.4647947589172903,Iris-versicolor
+28,6.4923756797442636,2.3839378485471716,4.5943573044905435,1.3171700297818814,Iris-versicolor
+29,6.857054832955203,3.065644722516535,5.75039886281079,2.2371694576035375,Iris-virginica
+30,4.752569824896938,3.0,1.3654510808222409,0.1,Iris-setosa
+31,5.622734558816261,4.12821912099138,1.4569786281953443,0.2953705295023864,Iris-setosa
+32,5.0949576076237015,3.4916579806543466,1.2748333053664092,0.1977866786206777,Iris-setosa
+33,7.593397342200126,2.836054011668255,6.624230868172417,1.947403826710435,Iris-virginica
+34,7.644809801419627,3.0,6.643359378871559,2.100551490892499,Iris-virginica
+35,4.8330963623164305,3.0253555355002577,1.4633255183788574,0.1,Iris-setosa
+36,6.165104880022579,3.2254013492937696,4.826139537611344,1.755207179354562,Iris-versicolor
+37,6.738480689196823,3.133226438610905,5.770135348531185,2.2202747877621367,Iris-virginica
+38,4.558377875904294,2.7127646063740145,1.3483968727617375,0.26580924527059374,Iris-setosa
+39,4.9382423683120775,2.0,2.6451534710041407,0.8431395251416434,Iris-versicolor
+40,6.091193990001486,3.0560695230774915,4.2888930727404295,1.3487523644479709,Iris-versicolor
+41,4.561356819223837,3.5099248936843583,1.0,0.21369114030071296,Iris-setosa
+42,7.121012843652849,2.997760193457726,5.959742811110701,2.001488962169223,Iris-virginica
+43,5.180914002628552,3.704291210735733,1.4093403255769932,0.29556267672711956,Iris-setosa
+44,6.486458543617153,3.0,5.643844161857781,1.8206565766543463,Iris-virginica
+45,6.557808391235758,3.0519007305038626,4.59799251083333,1.5256481711905516,Iris-versicolor
+46,5.612149902822493,2.9877618611976287,4.46221959492808,1.5260995159963269,Iris-versicolor
+47,7.593175536488649,2.9075858444512233,6.554785361820852,1.8895986057491776,Iris-virginica
+48,5.5321815159307794,3.0,3.8332634900743945,1.2514786715844217,Iris-versicolor
+49,5.6555249850300084,4.2,1.3902927516816428,0.19914852631248672,Iris-setosa
+50,6.256166317428046,3.301309599237736,4.7010257515482,1.6528856451821976,Iris-versicolor
+51,7.689584058973508,2.5653425355772916,6.9,2.305118388319972,Iris-virginica
+52,4.8238771704380685,3.435255184809872,1.5680207916300284,0.20235157494573736,Iris-setosa
+53,6.463807338037837,2.933942057265486,4.37100662492587,1.312058061255092,Iris-versicolor
+54,5.723453153795127,2.7699993980923407,5.08373218910032,1.8782996068327622,Iris-virginica
+55,4.93076331890285,2.0,3.159026705894113,1.017058561574803,Iris-versicolor
+56,6.224603296152862,2.145864375693617,4.39414698595471,1.4062052333418713,Iris-versicolor
+57,6.688379301885123,3.0,4.965818807395378,1.6452660776265149,Iris-versicolor
+58,5.701829136408322,2.3548366790329522,4.331705587612553,1.1753918055613612,Iris-versicolor
+59,5.308605401397623,3.4843641778462935,1.4485887466982983,0.26713042138257226,Iris-setosa
+60,6.114832556338851,2.828252187480356,4.397134607406349,1.2677897834927432,Iris-versicolor
+61,4.989086582844926,3.3770671807059838,1.5232257925175934,0.23791099232284474,Iris-setosa
+62,4.731752334685549,3.0041890030815668,1.3675863322776545,0.1,Iris-setosa
+63,5.182944878193881,2.3861837197496905,3.7244207988353586,1.0126567020582755,Iris-versicolor
+64,6.788771292773738,2.8186860701508913,4.725426575625089,1.4245055197503347,Iris-versicolor
+65,6.463628696563679,3.256749639953073,5.472956620631286,2.3935888113234602,Iris-virginica
+66,6.6810077093341675,3.074144773305426,5.404359041627696,1.9705019649022835,Iris-virginica
+67,5.41655081637522,3.3604952814855094,1.6937973940862037,0.5022766011064334,Iris-setosa
+68,4.97451977191584,3.1373910692357665,1.5749990608552875,0.5586676426600732,Iris-setosa
+69,6.5102800151553915,3.0,4.835552558126217,1.4720340945224994,Iris-versicolor
+70,5.008229213799252,2.0,3.011935369174796,1.0259170366102535,Iris-versicolor
+71,5.5689028863436985,4.2,1.420059877097404,0.21039872257944947,Iris-setosa
+72,6.765785861444348,3.4201277955777494,5.74144893911191,2.5,Iris-virginica
+73,6.628180489672451,2.847769777678049,4.57727477678226,1.3834599383212205,Iris-versicolor
+74,6.788907527641414,3.3718868522842773,5.8746361867845485,2.5,Iris-virginica
+75,6.6866495143258335,3.3873124529966145,5.772075957641954,2.5,Iris-virginica
+76,5.886862817267124,3.1687204385731,4.7929600825756795,1.7544507963539906,Iris-versicolor
+77,5.547667350864206,3.771746558180894,1.525380951268359,0.26113276648951667,Iris-setosa
+78,6.111134802017254,3.242198169636684,4.728318812087044,1.6836965491181948,Iris-versicolor
+79,5.792703294842168,2.8454618907700597,4.067488076352939,1.0718186070683051,Iris-versicolor
+80,5.834690496444118,3.103233240740751,4.32785635027781,1.3648309837177568,Iris-versicolor
+81,6.247547259025028,2.185188542596993,4.282969959885605,1.2608602902570742,Iris-versicolor
+82,6.928132051227074,3.0944043817417937,5.506733300625975,2.192495900294967,Iris-virginica
+83,4.806355188197899,3.3640104145985195,1.8130681893883513,0.19755363885926291,Iris-setosa
+84,5.529555351369088,2.6640071582876264,4.152109765319526,1.1201294049299466,Iris-versicolor
+85,6.50989936256796,3.0,4.28419770698593,1.3816627119178626,Iris-versicolor
+86,6.000332815542217,2.5176589631398434,4.144692897725182,1.0557804804914563,Iris-versicolor
+87,6.175237277915068,2.171456880327447,4.2804624229292125,1.314076367156783,Iris-versicolor
+88,5.718023886122794,3.2228130367423375,4.608255122202623,1.654903157193277,Iris-versicolor
+89,7.731840494865106,2.5391607668416034,6.9,2.3155525644792303,Iris-virginica
+90,6.3040457036787565,2.1872620268010774,4.494472417555513,1.3943875484495394,Iris-versicolor
+91,5.925005504879887,2.340851195937402,4.302250544729161,1.1276022632136564,Iris-versicolor
+92,5.0829756857655,2.4124125891823693,3.6885054296093056,1.0651965902305975,Iris-versicolor
+93,4.846836689568757,3.4049860528144587,1.5758054424541024,0.19724986069045292,Iris-setosa
+94,5.972820474439426,2.8782355267891453,4.341627262440456,1.2191195728057669,Iris-versicolor
+95,6.921285902352204,3.2625194542850764,5.825502130825475,2.0736290251749803,Iris-virginica
+96,5.5874997561750295,3.716036313356758,1.688893844375691,0.3207322359078365,Iris-setosa
+97,5.880758790564356,2.708950890449509,5.065433469553613,1.8578194642103534,Iris-virginica
+98,5.302305181082482,2.4890605046184286,3.7960694353104523,1.0673150650852314,Iris-versicolor
+99,7.722688900126238,2.5732011676363267,6.9,2.3365364681388465,Iris-virginica
+100,4.747286308946593,3.0078636141218613,1.3569579198865103,0.20237928698912816,Iris-setosa
+101,4.956070586050284,3.0,1.4361939959341983,0.204469503193036,Iris-setosa
+102,5.7815940761277025,2.88977611124528,4.36080743042291,1.2769051832977445,Iris-versicolor
+103,6.379740748113397,3.1129355777038104,5.087362334663327,2.048773045182745,Iris-virginica
+104,5.701282533736299,3.0,3.8697661736569637,1.2935117338296152,Iris-versicolor
+105,7.899978224748256,3.498467038589955,6.463899915057459,1.966570511259607,Iris-virginica
+106,5.6700545704307554,2.0025868091628083,4.2745752687867915,1.2583603809537567,Iris-versicolor
+107,7.688827971815034,2.4655365106644425,6.9,2.3325477027175823,Iris-virginica
+108,5.442681801989699,2.537982585141911,4.223722017702803,1.1526206423636296,Iris-versicolor
+109,6.660211145805192,3.191831861697705,5.823545530756232,2.4999947510747837,Iris-virginica
+110,4.8246851222687255,3.0,1.437027316505672,0.1,Iris-setosa
+111,6.256963858286479,2.147615572502648,4.3875437794543295,1.3641006657350643,Iris-versicolor
+112,5.489707295523875,2.9909995229961313,4.318958450727111,1.3623228943189967,Iris-versicolor
+113,4.938261940298754,3.461303851584532,1.4441579615397564,0.21980356172637636,Iris-setosa
+114,5.956831384179295,2.9063921397214822,4.2405326308835045,1.277044564933812,Iris-versicolor
+115,5.896506574627569,2.2410976093629156,3.786226116083195,0.8744788357935138,Iris-versicolor
+116,6.3327431720765,3.1621014309798294,4.8078681692071665,1.6446104248594613,Iris-versicolor
+117,6.765177748440285,3.3996214639825015,5.660556257161273,2.5,Iris-virginica
+118,5.781718047752098,2.961904239384507,4.299163260858882,1.422885153223755,Iris-versicolor
+119,4.8669087027202655,3.0,1.424868673533135,0.10000012100485618,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/29/test.csv b/iris/tab_ddpm/0_4/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/29/train.csv b/iris/tab_ddpm/0_4/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/29/val.csv b/iris/tab_ddpm/0_4/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/3/synth.csv b/iris/tab_ddpm/0_4/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2300599e9add351bda542b1cda774ed480b67981
--- /dev/null
+++ b/iris/tab_ddpm/0_4/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.866467438877175,3.378715057750623,1.5468622984482554,0.19587969453026166,Iris-setosa
+1,4.5216753169345845,2.4312491047028066,1.3131283487943708,0.2821042680855259,Iris-setosa
+2,6.874870477304879,3.167497454795198,5.443753379237611,2.1880382506165597,Iris-virginica
+3,4.400000632111571,3.1971737870656076,1.2675521431085208,0.19557361293176348,Iris-setosa
+4,6.4878556600657555,3.0,5.723172376113375,1.8037454677933205,Iris-virginica
+5,5.807350495130276,2.504499367043039,4.204692151021516,1.2133090061427445,Iris-versicolor
+6,4.4,3.2735342183821015,1.279080701353653,0.2127784242347206,Iris-setosa
+7,6.270302660070921,3.161433644763303,4.691706048343154,1.6146381693199696,Iris-versicolor
+8,4.962583223972149,2.0,3.5842634580519395,0.8591060590202275,Iris-versicolor
+9,7.899995680740391,3.7061743710030832,6.30960440650999,1.9744377849486632,Iris-virginica
+10,5.517665182145151,4.1999927433227295,1.3863858806028984,0.22296609522494756,Iris-setosa
+11,6.044762507315426,2.887488077584293,4.51266648404513,1.3731577338693923,Iris-versicolor
+12,5.823358189316175,2.5086674815833674,3.939235530917401,0.944753327437653,Iris-versicolor
+13,5.336076547500228,3.0,4.35543617519474,1.4346168146508136,Iris-versicolor
+14,6.000055165165922,2.598292989051657,5.135470090671326,1.9042262960078775,Iris-virginica
+15,5.195215776262694,3.8566286696314647,1.2518164341051008,0.28566815655209127,Iris-setosa
+16,4.580024820605651,3.1313271423747397,1.3652538861808399,0.19953134273292766,Iris-setosa
+17,5.68611434374205,2.932362229482145,3.8544878303126224,1.274889860570931,Iris-versicolor
+18,6.5198959406820824,3.2462590152115878,5.487602546200909,2.2964114506081668,Iris-virginica
+19,5.119853904373117,3.83159677649567,1.4665202107501702,0.20197715732203333,Iris-setosa
+20,6.215829643935148,2.936527461198458,4.5042207857818415,1.2620006371342558,Iris-versicolor
+21,6.3567973986854795,2.340471058455362,4.641738918041947,1.6065216934150643,Iris-versicolor
+22,4.595293626966999,3.616788282681805,1.0,0.2190061420216438,Iris-setosa
+23,5.5061215274702136,3.424113784007204,1.5369600589276722,0.20865693946310082,Iris-setosa
+24,5.48703840153947,2.7960373128138474,4.227003886988715,1.2948076660202614,Iris-versicolor
+25,5.506796201687803,3.4939462945381963,1.8381678391791123,0.6334654801401343,Iris-setosa
+26,6.669081961449304,2.798095109900876,4.500524102679033,1.3454731420225488,Iris-versicolor
+27,5.65128106104771,3.1901679424021205,4.473990607833513,1.5944726793198647,Iris-versicolor
+28,4.9222579350777815,2.0,3.4996712456226717,1.0024782022243524,Iris-versicolor
+29,6.633593930984602,3.2441200409498196,5.246328112034346,2.285140256145367,Iris-virginica
+30,6.406274527291956,3.0699254829649893,5.3661907282631365,2.2071397058841478,Iris-virginica
+31,4.8413475684297484,3.060094989477026,1.4582680102835,0.10000010125682508,Iris-setosa
+32,5.081515489768377,3.5759370033440376,1.4008714236068784,0.2236778586085432,Iris-setosa
+33,5.050140413596421,3.071719043679324,1.4762020666861613,0.2002558613612936,Iris-setosa
+34,5.173846313953633,3.4151815278692146,1.5091779442732918,0.5085782068957997,Iris-setosa
+35,7.466283562614642,2.862680641279406,6.4706841508232,1.887588222444331,Iris-virginica
+36,4.631443594100222,3.6610800865252875,1.0,0.19620508401165107,Iris-setosa
+37,6.021824373861046,2.940172995090341,4.237016196367504,1.2679811565164245,Iris-versicolor
+38,4.921816281374516,2.0,3.4677363489606656,0.9966188425719378,Iris-versicolor
+39,6.993145576290819,3.2156276019809775,6.095487742518606,2.3292357283618776,Iris-virginica
+40,5.741728113839728,3.089019893739413,4.670079127667259,1.7153656588577753,Iris-versicolor
+41,6.074674264230715,3.0,4.584482064051381,1.4516619524714922,Iris-versicolor
+42,5.563888206072,3.0,4.255622626613494,1.378385224706709,Iris-versicolor
+43,5.731632335944129,3.059459007577667,4.228449391953505,1.3094381791044682,Iris-versicolor
+44,4.957627407972806,2.0,3.1267142533309324,1.034384591503569,Iris-versicolor
+45,5.708607202538408,2.8005323804217257,4.244299998978387,1.2997917340509004,Iris-versicolor
+46,5.86361839850348,2.60024410066918,4.239113121398241,1.0352333759671648,Iris-versicolor
+47,5.422322486887333,3.0760881182859516,4.576137988540608,1.568619107056086,Iris-versicolor
+48,5.3641490321884016,3.4303105824407747,1.4998891180828133,0.2846584412067518,Iris-setosa
+49,4.40000071180939,3.1708543475042372,1.2486770452675893,0.2031850931556128,Iris-setosa
+50,6.191170486422221,3.3806731261488823,4.613045151882031,1.6302027992374915,Iris-versicolor
+51,5.872753782767751,2.8387230204507317,4.4735251974734584,1.2408890548636822,Iris-versicolor
+52,6.729460546546071,3.318750814888079,5.773197020943549,2.5,Iris-virginica
+53,6.712053687072434,3.126873270103452,4.697728272607674,1.5000219311111922,Iris-versicolor
+54,6.114597261412533,2.677187062209686,4.455773619775567,1.1545019018459421,Iris-versicolor
+55,6.67143479237339,2.9304782765248887,5.769706131842468,1.8068939559042965,Iris-virginica
+56,6.408932298716851,3.1189893656393264,4.682447141135944,1.5571316031767346,Iris-versicolor
+57,5.739015173372491,2.53800757763347,4.205591465979316,0.9680043929903956,Iris-versicolor
+58,5.581836903964265,3.0,4.369052965675822,1.3978413318826814,Iris-versicolor
+59,6.591225296264438,3.0,4.573732929818327,1.3719747096239332,Iris-versicolor
+60,5.319808868405309,3.3411052032399837,1.5507736424016627,0.2013350013334468,Iris-setosa
+61,6.766138565267047,2.69080290000039,4.768208062087439,1.519771946145432,Iris-versicolor
+62,4.83019256842482,3.3441551582206457,1.5380320247419432,0.1961379028604156,Iris-setosa
+63,5.143801640680546,3.619395679320995,1.4789562488082444,0.4819215902110121,Iris-setosa
+64,5.184415796004215,3.5864847123488284,1.5464659720570721,0.2050907993902312,Iris-setosa
+65,5.717577931759384,2.9030821818301105,4.4604691575150195,1.3318246753048688,Iris-versicolor
+66,5.356802311719784,3.440058052630178,1.5193658869799798,0.21800642690062802,Iris-setosa
+67,6.486844091353642,3.3685608316199516,5.389198888691963,2.190134077265579,Iris-virginica
+68,6.902392439928097,3.0,5.746031165405368,2.0567677712494556,Iris-virginica
+69,5.330378660221047,3.5997784207858157,1.4984111086328062,0.22990851406297128,Iris-setosa
+70,4.53039830159373,3.5019173052620456,1.0000004794555144,0.2132612918069282,Iris-setosa
+71,5.006087487877282,3.3783057630379134,1.5751680535099275,0.5014550039334604,Iris-setosa
+72,6.351145508914649,2.3693835665349825,4.303642768841736,1.3092615671911771,Iris-versicolor
+73,7.715751251761912,2.4737912677724934,6.9,2.351465869703548,Iris-virginica
+74,7.603770051433344,2.771929217293708,6.6555280268305825,1.8848699188374212,Iris-virginica
+75,5.478413954224004,4.199996997885417,1.3724415823547575,0.22900125398070223,Iris-setosa
+76,5.808744476629043,2.910275428159309,4.395568084063595,1.2092883962438397,Iris-versicolor
+77,5.005520718811636,2.0000004662671818,2.87572180024027,1.050780127923537,Iris-versicolor
+78,4.747162068263954,3.422671819361942,1.4575335612091542,0.20328904291078032,Iris-setosa
+79,4.903592148063346,3.3877006675043124,1.4499806044170866,0.21233187792118047,Iris-setosa
+80,6.97953612727897,3.00249408055236,5.806161810523427,2.0767525033144376,Iris-virginica
+81,4.49913934829876,2.2156597902091066,1.2948699854547074,0.3016405816653835,Iris-setosa
+82,6.045783293041846,3.308054449964071,4.573788512582789,1.6116593712409863,Iris-versicolor
+83,6.804418099192394,2.9449047266603947,6.04390926446754,1.7744460701175824,Iris-virginica
+84,7.658311581052335,2.8818836847380687,6.570925691012462,2.018800399335106,Iris-virginica
+85,4.873835863485182,3.045756466520999,1.4367582800543068,0.10000018459328426,Iris-setosa
+86,5.2822236600984835,3.4771571184276553,1.4736760606026484,0.6036792802010047,Iris-setosa
+87,4.937160198093579,2.0,3.436705250773191,0.8042954097542308,Iris-versicolor
+88,7.677360076192996,2.637236783726703,6.89999374610976,2.331760544985537,Iris-virginica
+89,6.01069528477569,2.217174815580694,4.262369011069627,1.0798652626982266,Iris-versicolor
+90,6.08909821698048,2.13719870470311,4.317696432734259,1.3176469631102596,Iris-versicolor
+91,5.763873435741281,2.6550222120015197,4.448757568049187,1.2039948448087907,Iris-versicolor
+92,5.593620192783728,2.7513020885572153,4.298172849104202,1.3059459189816747,Iris-versicolor
+93,4.797027865904052,3.0,1.378358735651906,0.1,Iris-setosa
+94,6.73616874928878,3.1100819792846464,4.732883521366971,1.5554900742841689,Iris-versicolor
+95,5.907520409249278,2.701161770344445,5.086173621261288,1.85125658363249,Iris-virginica
+96,6.867275771877736,3.2419614420956,5.4147958005121914,2.319403593186999,Iris-virginica
+97,6.305792548181615,3.199015379117473,4.493934917506781,1.4587136608490459,Iris-versicolor
+98,4.941521482236989,3.0,1.4380110376235424,0.2042516850364026,Iris-setosa
+99,5.208706158724079,3.1564585694547427,1.761922579590144,0.19553509740061736,Iris-setosa
+100,5.733475428954407,3.1593709080637717,4.531100144324789,1.4514454647875874,Iris-versicolor
+101,5.301228988177063,3.4060297933903523,1.7740315178863701,0.29227938908462137,Iris-setosa
+102,4.900641242863864,2.0,3.4430910953473637,1.0029924777649972,Iris-versicolor
+103,7.535846493558018,3.023518175997202,6.424249287771854,2.0927397807212036,Iris-virginica
+104,7.740134242414375,2.505292078083611,6.9,2.315315617087362,Iris-virginica
+105,4.507082043005144,2.4234065931732207,1.3125826515958179,0.3201404563927417,Iris-setosa
+106,6.417085322532778,2.994881631415866,5.628022954574695,1.785693892845202,Iris-virginica
+107,4.767116677150517,2.94876418486387,1.34329209135227,0.27517009920236607,Iris-setosa
+108,5.705556267259223,2.577063969341507,3.80824168628917,1.2312535019248383,Iris-versicolor
+109,4.761444351198123,3.29531549573698,1.7110046179973117,0.2010098016404602,Iris-setosa
+110,5.477827704256009,2.5689265717180625,4.305955539075504,1.0795960782394702,Iris-versicolor
+111,6.171294409705148,2.150741043934006,4.493782009216821,1.4816562786873804,Iris-versicolor
+112,5.039632006357467,2.0,3.434346297538676,0.8609952511321697,Iris-versicolor
+113,6.5786242778069575,3.2992340579421793,5.56735689832436,2.4999978362906146,Iris-virginica
+114,7.310809468617,3.056631618077912,6.293993647165765,2.185622218198997,Iris-virginica
+115,6.231554136547062,3.0,4.030029661276815,1.2466324629627712,Iris-versicolor
+116,4.848159035742059,3.0076881846131784,1.4413495578764013,0.1,Iris-setosa
+117,4.912177850892862,2.0,2.7697152979353703,0.7857486744552071,Iris-versicolor
+118,4.4,3.2603148760152147,1.2789410441098856,0.21822246726728578,Iris-setosa
+119,5.852371448204471,2.2548873982979605,4.18265935662502,1.131195805470244,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/3/test.csv b/iris/tab_ddpm/0_4/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/3/train.csv b/iris/tab_ddpm/0_4/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/3/val.csv b/iris/tab_ddpm/0_4/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/4/synth.csv b/iris/tab_ddpm/0_4/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0aa7404ebf534a04a4ebec99c2649ec42c48b6fd
--- /dev/null
+++ b/iris/tab_ddpm/0_4/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.704546559815603,3.0715283974607974,4.656995328814687,1.5595584160005322,Iris-versicolor
+1,7.659512565532136,2.824549901433386,6.650589397146879,1.8728567246519248,Iris-virginica
+2,5.688779851424456,4.2,1.4323231440312436,0.2091733769067174,Iris-setosa
+3,7.284309393346032,3.0,6.2234868271205235,2.110833368118961,Iris-virginica
+4,6.158037541891844,3.0,5.314766818376047,1.8055428877356714,Iris-virginica
+5,6.160565861433272,2.594477244568167,4.5837974669196875,1.440399887269715,Iris-versicolor
+6,6.682458057575776,2.751414389791292,4.639170665946673,1.5194727882822996,Iris-versicolor
+7,5.736091771018306,2.689347369796145,5.048398288495747,1.9673503623450765,Iris-virginica
+8,4.67432705722737,3.2454271483136163,1.341835966095164,0.23604064980495193,Iris-setosa
+9,5.8018769403678085,2.9300764619850033,4.402954062884084,1.3407603828652224,Iris-versicolor
+10,5.106943625715786,3.741525828380177,1.4083858125780984,0.20697685116833486,Iris-setosa
+11,7.75722866911622,2.5393818491554643,6.9,2.2489116040926254,Iris-virginica
+12,6.732077767053325,3.148044246378117,4.768582754490749,1.5255192645166276,Iris-versicolor
+13,4.587321520646925,2.677759152298693,1.3268461750446623,0.2776028312294523,Iris-setosa
+14,4.966475229509716,2.0,3.0156373940543064,0.8129851444567688,Iris-versicolor
+15,5.579224051379553,2.8289269282832303,4.262291896715537,1.3640397816570915,Iris-versicolor
+16,5.727054059750085,2.8268396750177556,4.557403275469387,1.392781167952411,Iris-versicolor
+17,7.9,3.8094293583031726,6.4633681326925325,1.99298553078538,Iris-virginica
+18,5.753357440479743,2.8263060544692835,3.893273656555961,1.2219693312047648,Iris-versicolor
+19,4.820996315598722,3.0,1.421782487655773,0.1,Iris-setosa
+20,4.822738276642508,3.051994380878231,1.421796626416528,0.1,Iris-setosa
+21,6.182950042856834,2.2718974027097043,4.330090218395469,1.2220638534539439,Iris-versicolor
+22,6.523547842011889,2.571076276618641,4.633025415437903,1.446389428791978,Iris-versicolor
+23,5.12467806268754,3.2150506329767783,1.5882722693615376,0.296884218993812,Iris-setosa
+24,4.9466302561564985,2.0000005068091387,3.548136547331386,1.1160013507727538,Iris-versicolor
+25,5.8374513263838965,3.259556338956274,4.537118990000606,1.6509712756033335,Iris-versicolor
+26,6.065493656021412,2.438491898289965,4.435416214794085,1.139072471176525,Iris-versicolor
+27,4.577900111700362,3.654407738822162,1.000000476768617,0.20351917518920631,Iris-setosa
+28,7.455940366821828,2.7394136226943617,6.518293632974556,1.915184554740359,Iris-virginica
+29,6.41434267790009,2.3020655257495948,4.573308807700731,1.376276219068412,Iris-versicolor
+30,4.8064560486756,3.023616107927673,1.4175822560504274,0.1,Iris-setosa
+31,4.4920680769980175,2.2581448194848868,1.366850319843304,0.30574430866873403,Iris-setosa
+32,6.5023106831018795,2.967231591419881,4.694352240642693,1.534017957411474,Iris-versicolor
+33,6.192233845931483,2.516308426050193,4.427031087054354,1.1524767096055344,Iris-versicolor
+34,4.937841055976293,3.0,1.4622922651498125,0.21246790947875815,Iris-setosa
+35,5.867714385803382,2.6231245267649155,4.2329069507616515,1.1969214118721436,Iris-versicolor
+36,6.7768430539902464,3.3367871653335985,5.703926883341278,2.5,Iris-virginica
+37,6.267607544178696,3.415219892358369,5.363495712726699,2.2968365296159483,Iris-virginica
+38,4.615320493012365,3.3127064995948543,1.4671544214132488,0.185828360147545,Iris-setosa
+39,6.4275992797745145,2.6419982239604103,5.233237643378654,1.8059031976337026,Iris-virginica
+40,7.418184094699635,3.0,6.400779679672173,2.1158111135417075,Iris-virginica
+41,7.899998946875162,3.833289712195291,6.354526738962861,1.9613736789415648,Iris-virginica
+42,4.9221310276198595,2.0,3.084180464447431,0.9501702155496115,Iris-versicolor
+43,5.627127168431112,2.89476020663138,4.095493840397167,1.2896336959487575,Iris-versicolor
+44,5.106892232135709,3.8348470627449385,1.4125698321713458,0.2424534532145168,Iris-setosa
+45,4.91789256322414,3.4351882495533905,1.538273345451907,0.2228956301340384,Iris-setosa
+46,4.579786369320798,3.0,1.346347083721973,0.2321229613007446,Iris-setosa
+47,6.353521426591039,3.22033775333169,4.436126061452308,1.3552269348988266,Iris-versicolor
+48,5.161151141600173,3.284124119307694,1.574661334323374,0.19563521558146438,Iris-setosa
+49,7.555516035785876,3.0,6.618019764814107,2.0816391261352534,Iris-virginica
+50,6.223103824648245,2.718885483487213,4.970203584186515,1.9060985611674464,Iris-virginica
+51,5.581473262723054,3.8237671691973656,1.509051368259907,0.4183634157135053,Iris-setosa
+52,6.480703657243224,3.1125910159395653,5.138407085432132,2.00680555686465,Iris-virginica
+53,4.899504596045837,3.0280061171384656,1.4850833823324778,0.10000013785587963,Iris-setosa
+54,6.343280154527585,2.284542278614538,4.499945196590523,1.305941383278902,Iris-versicolor
+55,5.008327718288285,2.0,3.3803727393466794,1.055911447297497,Iris-versicolor
+56,6.513258153165534,3.3151998542300483,5.415978371076013,2.1733267669645784,Iris-virginica
+57,4.938798966825062,2.0,3.1471691849215517,1.0100648543492619,Iris-versicolor
+58,4.889590465060211,3.0,1.4493892398114974,0.10000012940591935,Iris-setosa
+59,6.080499882734899,2.2066630732870767,3.7910533831792774,1.0921479795985456,Iris-versicolor
+60,5.804501243294297,2.7229252485030355,5.14175467749967,1.926273124978224,Iris-virginica
+61,5.626605416261202,3.64842605765991,1.5459220695119376,0.2794257219096081,Iris-setosa
+62,4.806049821115317,3.304940442555222,1.4673228855758664,0.20068495448451018,Iris-setosa
+63,7.709682826363073,2.464652991813983,6.9,2.361732565886985,Iris-virginica
+64,5.708976420580058,2.475681166308116,4.002423065574061,1.071514268498421,Iris-versicolor
+65,6.753615813336442,2.5915125020400915,4.960925507029517,1.5725753097216466,Iris-versicolor
+66,7.603608800949948,2.5800485067392818,6.899998329509071,2.2735324951373967,Iris-virginica
+67,6.385274357551374,2.407405980349886,4.509127034775494,1.290746537192836,Iris-versicolor
+68,5.553679521282256,3.47836017358082,1.9785696302801687,0.28313632780929276,Iris-setosa
+69,4.9849655255569765,2.0,3.4095389581230173,0.8968973730768484,Iris-versicolor
+70,6.4922099276636125,3.199317051063608,4.825269330729648,1.587963197762369,Iris-versicolor
+71,5.5708638856582535,3.817596077926348,1.4274027351643825,0.2724953965427771,Iris-setosa
+72,4.922287300802338,3.30425509545415,1.4398383477418653,0.20384242531549013,Iris-setosa
+73,4.583247245566863,3.6379045627599416,1.0,0.20129204874411843,Iris-setosa
+74,5.340365706832507,3.370553442099291,1.5279697149307134,0.2658667837903732,Iris-setosa
+75,5.300473062102247,3.5305557770938023,1.5011167238652545,0.41944727416130484,Iris-setosa
+76,6.645774437947319,2.96872650298031,4.416401342724382,1.3797039816330765,Iris-versicolor
+77,5.49294599185233,2.585997512783613,4.215702679672646,1.167326410182693,Iris-versicolor
+78,7.739499948656826,2.5766903488696404,6.9,2.2668568577256347,Iris-virginica
+79,6.090696495620429,2.317818482766485,4.323875939211481,1.3053818240516186,Iris-versicolor
+80,5.738258749983857,2.9140505463963717,4.514501236453277,1.3401971621721518,Iris-versicolor
+81,6.774078760979825,3.404169482144632,5.798325637693273,2.5,Iris-virginica
+82,6.500493001182553,3.2899269058804244,5.34657761678189,2.2690736952610835,Iris-virginica
+83,5.447187007081752,3.4318041374339017,1.4753741929226838,0.22143269915006453,Iris-setosa
+84,7.122837497984448,3.155941342018937,6.147415045187076,2.2348004416505822,Iris-virginica
+85,7.742403276187316,2.5837352945942307,6.9,2.301411508924982,Iris-virginica
+86,7.686708233270314,2.599204455186565,6.899996856084313,2.291531378264433,Iris-virginica
+87,5.462718208290345,4.2,1.3657779164326287,0.16496923818204123,Iris-setosa
+88,6.6818116333371025,3.1312516106977206,5.805231243302036,2.2987261922273605,Iris-virginica
+89,6.2713132674349525,2.5331703723420826,5.094119936233923,1.9013706826998116,Iris-virginica
+90,5.7664861953103825,2.6906570559408736,5.1733024520308195,1.922734939787999,Iris-virginica
+91,5.585301700463053,2.310713367247209,4.274723616015765,1.1527774308095509,Iris-versicolor
+92,5.94311534312797,2.9267824718704856,4.26433814145417,1.0553756714138784,Iris-versicolor
+93,5.3411425862668045,3.8595443583395226,1.4286299225082688,0.23551797329850732,Iris-setosa
+94,5.806242784638507,2.484015428368731,4.22342003388622,1.1985978026977888,Iris-versicolor
+95,5.0065702815944695,3.2646254809610817,1.5022270975515206,0.2945733934483033,Iris-setosa
+96,7.639311041405573,3.0,6.591147321788292,2.0735552366550656,Iris-virginica
+97,5.70356265919228,3.0,4.58595403237138,1.6487016819940128,Iris-versicolor
+98,5.461813992250065,2.642413079148823,4.33569746327489,1.2129921129820502,Iris-versicolor
+99,5.71473400225779,2.6082764858440237,4.249296996890758,1.1140590203102099,Iris-versicolor
+100,5.614422175844216,2.7881627402911304,4.369917300406716,1.2037382095205242,Iris-versicolor
+101,6.503005761157965,2.6173033042593596,5.713469065360393,1.822788186800639,Iris-virginica
+102,4.58224632662754,3.0,1.3322939336479762,0.22334045627647378,Iris-setosa
+103,4.608752880509719,3.597241071773831,1.000000860345137,0.19178385720064423,Iris-setosa
+104,5.235431449525736,3.888509588930347,1.337232629575315,0.25360273002250955,Iris-setosa
+105,4.4,3.1537313627055035,1.3154241023284712,0.1974434538224804,Iris-setosa
+106,5.833889493065738,2.9078811650856653,4.220891557072946,1.3780574947359001,Iris-versicolor
+107,4.900973747158143,3.4800852620535037,1.490913695222969,0.20919050229943212,Iris-setosa
+108,5.817380977876977,2.670562779644383,5.075780773336408,1.9173283048630592,Iris-virginica
+109,6.612378296240963,3.379386026558253,5.582940648234209,2.2238033741128236,Iris-virginica
+110,6.215686113856194,2.3028644445915143,4.390994960035934,1.2984892785449558,Iris-versicolor
+111,6.716186496646541,2.9610381301715742,4.958175193051341,1.687384564747373,Iris-versicolor
+112,4.955598686718917,3.430935302278798,1.5667598267809526,0.19289380717865384,Iris-setosa
+113,6.369552326117634,3.0231939094422104,5.237591034845438,1.8235619687610383,Iris-virginica
+114,6.689974047863479,3.036907070017981,4.860879826552849,1.6705795959096306,Iris-versicolor
+115,5.946463604188289,2.6341648816779606,5.25831640077882,1.9264656346555642,Iris-virginica
+116,6.66414211775102,3.3299784874691105,5.75628207558922,2.5,Iris-virginica
+117,6.693126037932962,2.884101687523793,5.8166975757040085,1.8022986659418276,Iris-virginica
+118,5.934334241065106,2.921132892749783,5.3116939184120735,2.486636591185679,Iris-virginica
+119,5.583691670821053,2.542407019498267,3.949421506030421,1.0750453127709356,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/4/test.csv b/iris/tab_ddpm/0_4/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/4/train.csv b/iris/tab_ddpm/0_4/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/4/val.csv b/iris/tab_ddpm/0_4/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/5/synth.csv b/iris/tab_ddpm/0_4/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4cf3d503b6bd5e64d1fd9ca48b53fa23db725f4
--- /dev/null
+++ b/iris/tab_ddpm/0_4/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.567957448222731,3.0,3.64159913480586,1.3525401048541463,Iris-versicolor
+1,4.855733334159428,3.0,1.4638090997331816,0.10000045039007716,Iris-setosa
+2,6.33783617452198,2.2972921176154637,4.618330180013404,1.5434342997878467,Iris-versicolor
+3,4.685252485718273,3.317330022018308,1.5209094902867073,0.20602475667705336,Iris-setosa
+4,4.73370462503952,3.352801602215473,1.6454066584006424,0.2038019262772813,Iris-setosa
+5,6.919356525604366,2.512577285759825,6.128113452907974,1.8191284060552644,Iris-virginica
+6,5.696630045465476,2.7531571415022604,4.4116944158172835,1.2272386541494802,Iris-versicolor
+7,6.778140722325754,3.157128172984698,5.473695730394923,2.3487141260072644,Iris-virginica
+8,7.224913480115115,3.0,6.224470181937102,2.161599158204017,Iris-virginica
+9,5.852146276994241,3.435282262929271,4.5706546301031015,1.6960967766222517,Iris-versicolor
+10,5.98757760950561,2.1885693724724145,4.083830914550526,1.0638205304580268,Iris-versicolor
+11,4.975043279392568,2.5368050753129965,3.6079725732390524,1.1482594899806111,Iris-versicolor
+12,6.4932148427326375,2.3655008757923164,5.384175945555042,1.833921143670246,Iris-virginica
+13,5.068373967404048,3.48031614804046,1.559988885211801,0.18857558524846105,Iris-setosa
+14,5.339622348595206,3.481747514160023,1.5419385885777614,0.21941035051649335,Iris-setosa
+15,5.5355063878689394,3.0,4.527043988249581,1.5135762291172883,Iris-versicolor
+16,6.338927969756964,3.342359862304895,4.5017315835860305,1.522583814115343,Iris-versicolor
+17,5.672908817809788,3.0,4.570061183987396,1.4724393488586203,Iris-versicolor
+18,7.033973679144049,2.954421289450937,6.164763927197883,1.8038330288817948,Iris-virginica
+19,6.632434483869921,3.224562002190518,4.726467939068828,1.4913132603601014,Iris-versicolor
+20,6.777191296041524,2.997247482456683,4.872393510954998,1.574650816154697,Iris-versicolor
+21,6.16121607075553,2.594964261972178,4.303726266899595,1.224008397937447,Iris-versicolor
+22,4.4,3.1874547854593285,1.3307354891946348,0.19980710000883217,Iris-setosa
+23,6.159265683183202,2.912514505633663,4.37836305765572,1.3450687628430607,Iris-versicolor
+24,6.523222302824459,3.1203028929523757,5.089479709647892,1.861129545309773,Iris-virginica
+25,4.783058468204619,3.2348761189890896,1.413687146317224,0.23919774128864663,Iris-setosa
+26,5.273465259576967,3.7228898940269857,1.4314671809928734,0.22296823933293905,Iris-setosa
+27,4.80818817638556,3.4796652273071333,1.4490032244642503,0.18023679231408501,Iris-setosa
+28,6.3940655579273304,3.20836071746268,4.524332798972937,1.5235339551237679,Iris-versicolor
+29,6.775142245962797,3.4152552669626863,5.685287778013414,2.5,Iris-virginica
+30,6.189532025216133,3.0,5.1860311400897094,1.7574938888846439,Iris-virginica
+31,6.33794686540616,2.6842207988791493,4.924990529973907,1.8432399608381516,Iris-virginica
+32,4.923115046035662,3.4799637735577296,1.4000295551109265,0.2053996254465847,Iris-setosa
+33,6.0363602304207395,3.3765669632392132,4.385586954049582,1.5286438487063885,Iris-versicolor
+34,6.564813993682777,3.0,5.616827519494757,1.9964381174299426,Iris-virginica
+35,4.4000005236089335,3.1939490650704268,1.368973886724028,0.2118000201499968,Iris-setosa
+36,5.314037060860246,2.587924354774114,4.168335782489146,1.2069336821839713,Iris-versicolor
+37,5.8186600825345245,3.136533763508895,4.727465077288112,1.6867923461364258,Iris-versicolor
+38,4.734107855713598,3.1099810031882957,1.45453097784262,0.213211206278298,Iris-setosa
+39,5.649898940198862,2.3240965256329673,3.880445777933038,1.0680316210640048,Iris-versicolor
+40,5.749455956055323,2.6869270516522406,4.173691386556185,1.0388856097880053,Iris-versicolor
+41,4.987435407245715,2.0,3.547562526901126,1.0098241548630904,Iris-versicolor
+42,6.769201402924419,3.408660548280022,5.804415175063563,2.5,Iris-virginica
+43,6.301835390449473,3.3257163069513336,5.66192559306201,2.331805471289016,Iris-virginica
+44,6.7538636444003135,3.0,5.022046299136635,1.656994544267321,Iris-versicolor
+45,6.5429095841723175,2.906226346382271,4.707827011540551,1.5506880377636123,Iris-versicolor
+46,5.362437407421189,3.3120847402302793,2.0902825252195036,0.224168034396304,Iris-setosa
+47,5.299772124893589,3.2779817656844465,1.4907739525704797,0.1927984615305861,Iris-setosa
+48,5.473758436695616,2.541216133896049,3.910451880536145,1.119704000198045,Iris-versicolor
+49,4.543351379428011,3.5580453216411194,1.0,0.19788333256754026,Iris-setosa
+50,5.861215316803904,2.647727156505807,5.03621799008426,1.8671765417398474,Iris-virginica
+51,5.525745787978286,3.8331726975891414,1.4632966826946907,0.2711221500758836,Iris-setosa
+52,5.5271152121976295,3.0,4.444326798313051,1.5792413887343562,Iris-versicolor
+53,5.516677588584989,3.74101888386445,1.4612996612097349,0.7357898214111196,Iris-setosa
+54,5.625516025212707,3.7388067215417147,1.5709105744746161,0.22594100792751842,Iris-setosa
+55,6.66119495144423,2.84161428997256,4.936272100653919,1.6639153647459115,Iris-versicolor
+56,4.898508485404406,3.3989859288892905,1.7905013199535529,0.21480934905989635,Iris-setosa
+57,7.755517855540078,2.5741387962534605,6.9,2.3478721372443507,Iris-virginica
+58,6.79088640584476,2.8959202896158005,4.956828042093636,1.6243720226320721,Iris-versicolor
+59,5.580169709442119,2.3949357518268775,3.564291943341345,0.9602486421652794,Iris-versicolor
+60,5.0766759423578405,3.1782782427833602,1.4494356973793154,0.21771445956485797,Iris-setosa
+61,7.64403395197341,2.892600837035339,6.681693842656433,1.9897394815540177,Iris-virginica
+62,6.693249605306329,3.162395955864335,5.6970553580117,2.337945680870302,Iris-virginica
+63,4.806580164988962,3.4117075434773136,1.7582795599363812,0.2107873745367506,Iris-setosa
+64,4.611538507229663,2.698969726657029,1.3376140878066147,0.2703038106039732,Iris-setosa
+65,6.175900853970165,2.707642089703316,4.968784164694118,1.7921005499621485,Iris-virginica
+66,6.381797759401887,2.9760156254049708,4.768715275562614,1.5306173330528947,Iris-versicolor
+67,6.144640033462576,3.0704659286020193,5.442119656594762,2.002829019993544,Iris-virginica
+68,7.9,3.863154179899373,6.290324780564425,2.0205647741883146,Iris-virginica
+69,6.547451854824398,2.8893657384524323,4.398107134377604,1.291560246680243,Iris-versicolor
+70,5.861521563253495,2.9529691092917294,5.324014816338552,2.449965443286876,Iris-virginica
+71,5.641579029439282,3.1315960122719373,4.69805554559416,1.7459674834705878,Iris-versicolor
+72,5.984719128963894,2.1552411590052114,4.252334333450497,1.2634976619855658,Iris-versicolor
+73,4.801891708177372,3.0,1.3498009817903789,0.10000010437992361,Iris-setosa
+74,5.025243807232465,2.0,3.0702359418839507,0.8627284611185035,Iris-versicolor
+75,4.400001876616827,3.164872907663678,1.2780819139843762,0.19650096696358682,Iris-setosa
+76,4.939249368501692,2.0,3.518511179303546,1.0132994295113817,Iris-versicolor
+77,6.706756980761382,3.1107258994962343,4.6458227010316495,1.4871967643094939,Iris-versicolor
+78,4.860203944535894,3.4623634576980753,1.5234289874030376,0.20477094358123998,Iris-setosa
+79,5.609637301001227,2.5102701781629215,4.2401336797203895,1.0890892926953002,Iris-versicolor
+80,6.045370101453186,2.4400646216183843,3.7425511065186026,0.9007627852275115,Iris-versicolor
+81,7.567063288871357,2.4697181838363815,6.9,2.3130538578610977,Iris-virginica
+82,5.907561279972188,2.610611086110121,4.5847255241843685,1.2266805881045912,Iris-versicolor
+83,5.596904109057421,3.111443791401247,4.307973838253435,1.4606875375003292,Iris-versicolor
+84,5.712776465782921,2.9732809887861453,4.264056361821388,1.2221474946201327,Iris-versicolor
+85,4.852419136817556,3.144367432127228,1.5631014295173409,0.1853814370041926,Iris-setosa
+86,5.054954376642279,3.1285627787294037,1.5687718723113853,0.350053166729938,Iris-setosa
+87,5.691335238789709,2.9676442222616566,4.218464629495796,1.3258231183587346,Iris-versicolor
+88,7.337690321127243,3.0370215028532592,6.264799694602214,2.191384200005292,Iris-virginica
+89,5.663093892689722,2.852721547368646,4.003606367241719,1.1633671290802767,Iris-versicolor
+90,5.593935600919049,2.5922521304499546,4.362165235566913,1.3405051023544678,Iris-versicolor
+91,6.6054649961237315,3.0,4.547862186176406,1.527134723383356,Iris-versicolor
+92,6.547825057956293,2.813938495362735,4.616871453294751,1.294271276631647,Iris-versicolor
+93,5.780291271005635,2.668504623124104,5.045375763283594,1.8876852675017657,Iris-virginica
+94,4.928953192472984,3.074432646689143,1.47121994881126,0.6531892229162508,Iris-setosa
+95,5.8633440827373855,2.407801337218447,4.288329121304499,1.3381047686924838,Iris-versicolor
+96,5.787565708887835,2.8957652461669077,4.4015247906995,1.3428326789039804,Iris-versicolor
+97,7.899998829316025,3.8216008022302526,6.360525933902382,2.0687333439226263,Iris-virginica
+98,6.895599627642143,3.0397209558176774,5.777469375940038,1.9594831390907228,Iris-virginica
+99,6.071532371516557,2.9823978958683197,4.475605412761211,1.22520049617131,Iris-versicolor
+100,5.616605685873408,2.899823621785104,3.946611713660469,1.2815071237641407,Iris-versicolor
+101,5.243169480786065,3.786022229708942,1.3120852918103976,0.2606904432989494,Iris-setosa
+102,5.60209853939641,2.579158990897733,4.222204374321146,1.0581265355617089,Iris-versicolor
+103,4.92786426350766,3.3513956502792692,2.447756282778454,0.20038455852011403,Iris-setosa
+104,6.389237862948195,2.226525064255875,4.503425884533725,1.4355518663817344,Iris-versicolor
+105,6.786103168203426,2.8970726193829415,4.675822623879813,1.4112532772338278,Iris-versicolor
+106,5.39418500347076,3.91288754100977,1.3878732971187329,0.24993731663999375,Iris-setosa
+107,4.9020309347389155,4.019791450635874,1.0000279079522794,0.21857508572068785,Iris-setosa
+108,4.400003072854373,3.1753815729868453,1.3311292222558526,0.21062353413132567,Iris-setosa
+109,4.986510201109069,3.0,1.5507466122014544,0.19900107890085167,Iris-setosa
+110,6.475522128745844,3.2047914259215293,5.0751619106607455,2.0815970189805744,Iris-virginica
+111,5.073113514269722,3.360299124433871,1.6794158443800307,0.5247799416952046,Iris-setosa
+112,6.673921829699161,3.0,4.490216570680878,1.3988782981525638,Iris-versicolor
+113,6.115170206559677,2.3008461897986128,4.235737891123936,1.140223425234698,Iris-versicolor
+114,6.0542082263054375,3.0,5.515184533105966,1.9984865034577837,Iris-virginica
+115,5.032526548791981,2.000000711667882,3.5563262364293964,1.0674879739884022,Iris-versicolor
+116,7.116857358855059,2.627498446030303,6.2818252212068195,1.812116204163754,Iris-virginica
+117,5.066588573445678,2.0000014553925585,3.118519369801376,0.8375785848818758,Iris-versicolor
+118,7.684091993009621,2.803625043848368,6.662876599913638,1.9823254783551694,Iris-virginica
+119,6.015696125828095,3.25166280371133,4.548975544802161,1.645105683987134,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/5/test.csv b/iris/tab_ddpm/0_4/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/5/train.csv b/iris/tab_ddpm/0_4/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/5/val.csv b/iris/tab_ddpm/0_4/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/6/synth.csv b/iris/tab_ddpm/0_4/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4805097c401e60d425cdb0779ca03f82ec4b8a93
--- /dev/null
+++ b/iris/tab_ddpm/0_4/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7285281327775746,2.6196200533421963,4.109383981129808,1.13456361335632,Iris-versicolor
+1,6.686492055086084,3.224353272683329,5.563050581761858,2.3032803268381508,Iris-virginica
+2,6.064917075903869,2.651589378272922,4.948568232631868,1.7950939936837393,Iris-virginica
+3,5.5367313404924525,3.0,4.447560387125469,1.4621991128114002,Iris-versicolor
+4,5.749096147297704,2.8607314891462874,4.205890832228695,1.117595137832968,Iris-versicolor
+5,6.651213741422574,2.547629386441603,4.706785617548965,1.443068189930859,Iris-versicolor
+6,5.080100961669314,3.597275893130838,1.3551418963572883,0.21630376389953898,Iris-setosa
+7,7.716343198089121,2.5667827165756143,6.9,2.3226054746062763,Iris-virginica
+8,6.57430947231247,3.0,5.652430550431416,1.7906536663424002,Iris-virginica
+9,6.724546914616105,3.294148658588296,5.592502379685201,2.2089896384225036,Iris-virginica
+10,5.324354526379621,3.8530868324719694,1.3663788612200578,0.3411464445345824,Iris-setosa
+11,4.738766683078555,3.0,1.3426268355518125,0.1,Iris-setosa
+12,6.8183853040683235,3.1633979406817763,5.098630682751347,2.3346662991523095,Iris-virginica
+13,6.532222083116355,3.126427525691564,4.866966798603204,1.5804481987666104,Iris-versicolor
+14,6.163539790931679,3.3296454583046375,4.615897520174855,1.5800693480970822,Iris-versicolor
+15,6.376444152933278,2.878579859575514,5.5489875834334805,1.8114202967055002,Iris-virginica
+16,5.134897867246683,3.3587284599299934,1.5396626735616223,0.5198885962574353,Iris-setosa
+17,4.915298899779691,3.1308289799942104,1.4915663357653888,0.10000010080747188,Iris-setosa
+18,6.37113733430425,2.4450111599003517,4.505060468530052,1.3822806848911187,Iris-versicolor
+19,5.657698584695269,3.824994491916176,1.5714330944702826,0.40444253519248696,Iris-setosa
+20,6.634337638662873,3.0,4.855014417564228,1.6161065328600113,Iris-versicolor
+21,7.715937568867513,2.443285514952242,6.9,2.3737803423732347,Iris-virginica
+22,6.751989956980753,3.3959515238504356,5.8810541022820555,2.5,Iris-virginica
+23,4.904820861810846,3.1921986730952394,1.5542196041777359,0.26458821556885004,Iris-setosa
+24,4.9429367542036315,3.0611319863816773,1.4803222209035998,0.37294448607665703,Iris-setosa
+25,7.7324764119901,2.8963429271751044,6.686023816638455,1.8180407436996626,Iris-virginica
+26,6.63342574567723,2.693143109392455,4.829384729674834,1.5763816246854028,Iris-versicolor
+27,4.595668898364388,3.528881489209081,1.0,0.20701888752106393,Iris-setosa
+28,6.524607056350501,3.0424958770700865,5.11385214416009,1.8346563526318957,Iris-virginica
+29,4.909629737391219,3.327366658143327,1.7853851678419064,0.2695796102480227,Iris-setosa
+30,7.374003204942955,2.8561943344923524,6.504965655691884,1.8537706746636258,Iris-virginica
+31,4.595948592758689,3.586397320038807,1.000000573886421,0.2019236649150324,Iris-setosa
+32,5.012496200836548,2.0,3.5762417477528228,1.1634878890286935,Iris-versicolor
+33,6.29557870288976,2.5059177558111103,5.016796434613599,1.8930893937862219,Iris-virginica
+34,7.70782486846473,2.5385335586690245,6.9,2.35487158349436,Iris-virginica
+35,4.941906465974577,3.2262400216454994,1.4304096868303227,0.23903723488657044,Iris-setosa
+36,5.6964343870105605,3.166552812338198,4.380887112180167,1.5096302237055341,Iris-versicolor
+37,6.732060953752974,2.9592003165617577,4.852080788160732,1.4984381771086808,Iris-versicolor
+38,4.997229362599888,2.0,3.395729176363716,0.9364509698314072,Iris-versicolor
+39,4.76808399576908,3.0,1.3473192883079304,0.2749208186554547,Iris-setosa
+40,7.240204045483263,3.0,6.030858409660066,1.983225631681548,Iris-virginica
+41,6.7784343679404095,3.4000972722442673,5.733291327502946,2.5,Iris-virginica
+42,6.118714164262492,2.849712888762893,5.429887257369746,1.852391895990896,Iris-virginica
+43,4.867912016092831,3.143980375466407,1.4533310614657937,0.1,Iris-setosa
+44,6.6984537007384715,3.0,4.743918584298125,1.6379982900359935,Iris-versicolor
+45,5.646921522953529,2.9456176411353843,4.4095900972387065,1.3960433909932168,Iris-versicolor
+46,5.2669436590412335,3.4993463632698933,1.5473774193691854,0.23526696907680128,Iris-setosa
+47,6.313729575061467,2.6129593147926546,4.875469739585262,1.8932953262069074,Iris-virginica
+48,7.899997684910862,3.7768857971491783,6.437300130122036,1.9567026745320042,Iris-virginica
+49,6.349271507515308,3.343271812186971,5.572530627106955,2.3065150491535524,Iris-virginica
+50,4.4,3.2723450117866073,1.315283497313089,0.2066689220505862,Iris-setosa
+51,6.021902379011098,3.152314153455081,4.459190886695412,1.410490339865822,Iris-versicolor
+52,5.131622278455027,3.4722589623422695,1.5453728011620549,0.24956232876728285,Iris-setosa
+53,5.291215132677697,3.507510947784389,1.4621039978255999,0.2051119264528916,Iris-setosa
+54,5.379002920613114,2.8946138673830393,4.426631212623742,1.3302951750573193,Iris-versicolor
+55,6.5909561131255545,3.111870882554129,5.598436450056259,2.4999817784733804,Iris-virginica
+56,5.524033520317626,4.2,1.3741375693235076,0.21051786964177466,Iris-setosa
+57,4.928298432488435,3.4959471855315103,1.5151090347581604,0.23132652621401914,Iris-setosa
+58,6.059795875989259,2.6552772149626596,5.043792569585865,1.8564590125777278,Iris-virginica
+59,5.687632650050948,2.874584554492235,4.231700759368821,1.3344303413826855,Iris-versicolor
+60,5.352492410337063,3.2792830633002694,1.5775932317963646,0.29471673714002455,Iris-setosa
+61,5.990834343432691,2.6871409129663895,5.055207698411082,1.914414359148449,Iris-virginica
+62,6.737085318077643,3.2165733273907824,5.753334240617037,2.2427131246918344,Iris-virginica
+63,5.972663295999093,2.7545582837495624,4.466728890203041,1.2473905332047845,Iris-versicolor
+64,6.141068406687164,3.1975399140805965,4.872330143946628,1.7880463530253365,Iris-versicolor
+65,4.4,3.1770598846685165,1.3407536773308284,0.19473961799510114,Iris-setosa
+66,6.560033644252797,3.067343887098349,5.469141295926852,1.8214383176887339,Iris-virginica
+67,5.53226255559854,3.0,4.067662379623538,1.2690012521522176,Iris-versicolor
+68,4.949423808861258,2.0,3.1344747951349765,0.8055984154341003,Iris-versicolor
+69,5.469902220558163,3.4649779522027533,1.576556814046429,0.6414735161290337,Iris-setosa
+70,5.044847773091679,3.162259803993559,1.4618481945506503,0.18554956138707504,Iris-setosa
+71,6.39530869091516,3.1281509350212833,4.820370703722458,1.7288561031430398,Iris-versicolor
+72,5.533533902380907,3.0,4.448823801015747,1.4113347962538578,Iris-versicolor
+73,5.449238018189428,2.016653312086807,3.612072117804294,0.8361546917215552,Iris-versicolor
+74,7.380955524471816,3.0,6.3467370680371165,2.167252369988444,Iris-virginica
+75,4.761402693974581,2.3335016361907073,2.5385102586160464,0.8784498256451108,Iris-versicolor
+76,6.460995027810628,2.9484423723897653,5.41330621587072,1.8253366616847448,Iris-virginica
+77,6.030627613864753,3.3155324227204,4.9094799199901855,1.8855693225588803,Iris-versicolor
+78,6.4527152237328975,3.0,5.15468975900372,1.9697850896911113,Iris-virginica
+79,6.635391030837436,3.0,4.718360350995869,1.6062671052689852,Iris-versicolor
+80,5.082214334693662,3.28820562091457,1.9083940810633653,0.5430999514080399,Iris-setosa
+81,7.608550903525608,2.8562148570189234,6.622202652973572,2.028681167495864,Iris-virginica
+82,5.471362457263613,2.929813573218592,4.215804650306817,1.375426241742131,Iris-versicolor
+83,6.03640633307864,3.274545913111247,4.531380201662269,1.603302211802497,Iris-versicolor
+84,5.489384314889225,2.6635630409925395,4.34832120866644,1.2251457466740197,Iris-versicolor
+85,5.85032827332967,2.8763346196436137,5.382561105992135,1.9013755618956196,Iris-virginica
+86,7.431179664305257,3.0,6.3724202594213315,2.0764721801920007,Iris-virginica
+87,5.6754029569808795,2.877037929891177,4.4691954905999465,1.3399983991968911,Iris-versicolor
+88,6.898185171148618,3.0,5.931492598451753,2.119925319687733,Iris-virginica
+89,6.010604042717499,3.0,4.627674212422361,1.5446880456416485,Iris-versicolor
+90,5.896661489744649,2.726415471542125,4.116384676591887,1.1745993816616886,Iris-versicolor
+91,5.657096370932254,3.5313778376356266,1.9749363073881483,0.2740216212133246,Iris-setosa
+92,6.614306136469757,3.136755666383241,5.813538674730193,2.4999306387532774,Iris-virginica
+93,4.783915800692128,3.0,1.412639856597513,0.1000000933122714,Iris-setosa
+94,7.049426984648793,3.130658890860482,6.073718359241958,1.9656957756222777,Iris-virginica
+95,6.920888080429445,3.107071990735575,5.6375565164693695,2.3672792257441175,Iris-virginica
+96,4.994571722492392,2.0,3.544436608073102,1.015715620885732,Iris-versicolor
+97,6.709702076829821,3.401667887803616,5.795680767540118,2.5,Iris-virginica
+98,6.166353837018742,2.2078112961139222,4.267155131935105,1.2190321287163435,Iris-versicolor
+99,5.004429272896986,3.0,2.2300000279738486,0.19660440251907213,Iris-setosa
+100,4.980291585170192,3.0,1.506925351912326,0.23177659848220877,Iris-setosa
+101,7.655786047270853,2.753470948284312,6.6886180054038515,1.9698201424902986,Iris-virginica
+102,5.912269249022526,2.381164343503477,4.416596531474673,1.3919265889835684,Iris-versicolor
+103,6.037964599936747,3.0,4.41217719733865,1.3175595287645878,Iris-versicolor
+104,5.788193474443229,3.0,4.43541831559416,1.5475722749740712,Iris-versicolor
+105,5.497378574034101,4.2,1.3607749036090475,0.19094518953342254,Iris-setosa
+106,5.625088211905804,2.553592204393584,3.967373468838187,1.0250388298023403,Iris-versicolor
+107,5.0638790273469345,3.3074105746986464,1.846609519904817,0.2927074032785254,Iris-setosa
+108,5.320025665281321,3.7215801218764657,1.4709628868019027,0.21579120642992794,Iris-setosa
+109,5.865132260776902,2.060457766579468,3.7603313307708457,1.0123618366472498,Iris-versicolor
+110,5.515319190903797,2.9841984880497825,4.245906623157136,1.3326728216800257,Iris-versicolor
+111,6.820259184316878,2.908709094393411,4.899741150693008,1.5649182367809902,Iris-versicolor
+112,7.761749933061063,2.454086629107675,6.9,2.3224257821756153,Iris-virginica
+113,6.861710131294801,2.565253819398123,6.184296024539511,1.7992205662590015,Iris-virginica
+114,7.463636125240211,2.953254245024352,6.393070317358774,1.9306447198532057,Iris-virginica
+115,6.694194419457597,3.177072537130514,5.252244165080761,2.140609755403509,Iris-virginica
+116,5.077825894125076,2.0000014960906225,3.574334101047501,1.0533519825095565,Iris-versicolor
+117,7.633906284857831,2.966984673372531,6.530282990477043,2.0812732274968697,Iris-virginica
+118,7.690946850706003,2.5894767603141235,6.9,2.325217535527416,Iris-virginica
+119,6.511492833010154,3.0,4.944764036085645,1.703013340102491,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/6/test.csv b/iris/tab_ddpm/0_4/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/6/train.csv b/iris/tab_ddpm/0_4/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/6/val.csv b/iris/tab_ddpm/0_4/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/7/synth.csv b/iris/tab_ddpm/0_4/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4733c5774006e8d8502a7906306ae7e525591a8a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.501022118939391,2.2949404392625103,1.302577632277936,0.2856508535456568,Iris-setosa
+1,4.887134084912262,3.0,1.4892348777966427,0.22915326442972997,Iris-setosa
+2,6.877885325466492,3.107911815054164,5.050479976943347,2.2682523404710926,Iris-virginica
+3,5.661976936543364,3.0,3.9898703949734617,1.3486589852131725,Iris-versicolor
+4,6.002878388832857,2.9395087116310434,5.364014169885977,2.4910319354611787,Iris-virginica
+5,6.731400154324761,3.252867088730106,5.740425406940847,2.305723013661319,Iris-virginica
+6,5.038833259273719,3.3674412602242976,1.545917699200973,0.5535898400553901,Iris-setosa
+7,5.793525101006416,2.890748100942944,4.207508912979279,1.222532617371833,Iris-versicolor
+8,6.3255845343150146,3.4238161811328256,5.3987846167722555,2.280689358203666,Iris-virginica
+9,5.890688132397526,3.0,5.096395350947194,1.7801692254990442,Iris-virginica
+10,5.543391824356914,3.916633628100427,1.5316243304045583,0.7267485870371724,Iris-setosa
+11,4.851819525186322,3.1181032943692215,1.4271026495816599,0.1,Iris-setosa
+12,4.896147981312037,3.4412204763126706,1.5652662068609893,0.22565947563134456,Iris-setosa
+13,4.608114364452255,3.7143609056190305,1.0,0.18984424609599637,Iris-setosa
+14,4.9732993265597685,3.3634573702032187,1.5718891998566258,0.30427178710617214,Iris-setosa
+15,7.696972157205442,2.4456792565658323,6.9,2.345151346887839,Iris-virginica
+16,4.400004653357599,3.211475093327907,1.3427689153956353,0.2084456257285584,Iris-setosa
+17,6.2789886345685755,2.419941214905493,5.076787972153449,1.8579580175960067,Iris-virginica
+18,5.605214909679361,4.2,1.371795152008314,0.19051333510555732,Iris-setosa
+19,7.899998033487017,3.8106038733862206,6.4783748248855115,1.9940807589743776,Iris-virginica
+20,7.734521113067773,2.566793195306531,6.9,2.260506112044594,Iris-virginica
+21,7.176621083379691,3.064271651783888,5.41162228357609,2.3706181940927795,Iris-virginica
+22,6.1975303618277895,3.0,4.670574548070419,1.3692694352796861,Iris-versicolor
+23,4.767293736522438,3.0,1.3766152159790597,0.1000000975367764,Iris-setosa
+24,6.643929331080586,2.6311575826060336,5.562883403100949,1.810338322784927,Iris-virginica
+25,5.8599506778753305,2.834394564319486,5.193499504551406,1.8073466548492212,Iris-virginica
+26,7.6903379638226275,2.7891349601723476,6.748186485513988,1.9743429766200078,Iris-virginica
+27,7.69185057335457,2.743117654816329,6.701014028909049,1.9864685090122183,Iris-virginica
+28,5.037491880407256,3.4322702778424485,1.5412005208376287,0.4609510913971897,Iris-setosa
+29,5.9357833415306684,2.8202290018166303,5.174315614601308,1.881127705424075,Iris-virginica
+30,6.327122332326392,3.0791641756339003,4.537501513740666,1.3932909076458506,Iris-versicolor
+31,5.477342579834459,4.199995047717532,1.3739832988880978,0.1967134897521673,Iris-setosa
+32,5.729563478293456,2.3775852576534313,3.8023999068264502,1.0030438891368414,Iris-versicolor
+33,5.911599190850648,2.6693579866264248,5.028935006642749,1.8721995964101923,Iris-virginica
+34,4.999659917445041,2.0000031739240707,3.1242235348619927,1.0201841047835984,Iris-versicolor
+35,4.587600541224348,3.757553507444515,1.0,0.20809391867292482,Iris-setosa
+36,4.772385602680594,2.9553282503013607,1.3935368822539114,0.2161238101538839,Iris-setosa
+37,5.009151901321973,3.3736638510404537,1.6362132691826434,0.20295904576054172,Iris-setosa
+38,6.690451296039974,3.38510977052775,5.695938445842506,2.5,Iris-virginica
+39,6.023504633060197,2.2349543470042135,4.244978575001436,1.2233997431763055,Iris-versicolor
+40,6.760706586844718,3.0,4.808267292021533,1.6115866120478886,Iris-versicolor
+41,6.7942334166789236,3.3851541878103815,5.742928877278336,2.5,Iris-virginica
+42,4.988917726852623,2.0,2.6572114212174807,0.7425557519731365,Iris-versicolor
+43,5.683279119492734,3.0,4.368598932451054,1.360079272219984,Iris-versicolor
+44,5.280337092854424,3.4609003550770914,1.4291765316177325,0.2778264129867713,Iris-setosa
+45,4.93305570846811,3.18551826724695,1.5056550949929195,0.10000009998832775,Iris-setosa
+46,6.330862703574437,2.5274150302989047,4.940802775331052,1.915109689545813,Iris-virginica
+47,6.726236161375618,2.8973395230940606,4.559536562122484,1.4542244525710535,Iris-versicolor
+48,5.016971928103927,2.0000165355780632,3.535039512988003,0.9368599955237389,Iris-versicolor
+49,6.626108458045604,3.0405212217609687,5.80672873532217,2.3564357754840612,Iris-virginica
+50,4.527814747963818,3.6505767389626476,1.0,0.22098156987160997,Iris-setosa
+51,6.279713183138122,2.8936559373791653,4.651057625617274,1.2338333730467559,Iris-versicolor
+52,4.747440429573751,3.351554956144132,1.5367766520522563,0.22499711099938932,Iris-setosa
+53,7.694761848858717,2.630832707165022,6.8999271485421385,2.241842021240085,Iris-virginica
+54,6.488611446308709,2.651056531914649,4.552850923908628,1.1475190915471454,Iris-versicolor
+55,5.798806379802469,2.9898774411464313,5.177277572994285,2.078438170446105,Iris-virginica
+56,6.693985399236892,2.861003124373364,5.809460954781471,1.7578253191848152,Iris-virginica
+57,5.825772611276274,2.779415510635938,5.121246535480359,1.8311438521964738,Iris-virginica
+58,6.356995450669875,2.474801665696841,5.198034680461086,1.9143331074861685,Iris-virginica
+59,5.7390120012652615,2.765876980387718,5.227140529455242,1.9155152284933907,Iris-virginica
+60,7.73825735906887,2.7921389915953645,6.899956017557717,2.279636649990257,Iris-virginica
+61,5.720009309917194,2.497105166241716,4.118761818256507,1.0590447691077138,Iris-versicolor
+62,6.01577964873447,2.79269429360226,5.08010941088401,1.8637919412574486,Iris-virginica
+63,5.799626983427433,2.3581060316341897,4.26520217256274,1.0584419108798864,Iris-versicolor
+64,5.724499556494938,2.883863140449453,3.897177855654778,1.1770191713404352,Iris-versicolor
+65,5.210612301576587,2.568316911511781,3.2166562249434882,1.13010660978528,Iris-versicolor
+66,4.896734783052121,3.044539950941058,1.4915390757196563,0.10000009726392513,Iris-setosa
+67,6.589467217448,2.860777007431412,4.869284734409026,1.598451296338857,Iris-versicolor
+68,5.556065534742543,2.8717208485419423,4.4726335016368095,1.3359179888556414,Iris-versicolor
+69,5.559528150149739,2.9724416852764457,4.027115220405334,1.235671406578264,Iris-versicolor
+70,5.951044788428199,3.2857189608115553,4.411132356222311,1.4917340306604139,Iris-versicolor
+71,6.037855853911329,3.0861658495265827,4.593517067773681,1.5882466640177644,Iris-versicolor
+72,5.549398163788927,3.720074595134387,1.8940494881321626,0.31837685115874514,Iris-setosa
+73,5.6481796238643645,4.199999339805443,1.4515722471950137,0.24315956625256008,Iris-setosa
+74,5.671856683283747,3.694010966274911,1.544591802716698,0.429232518621412,Iris-setosa
+75,6.218333534890333,2.6163058102669075,4.92913969970072,1.802235309589386,Iris-virginica
+76,5.4729296542359265,2.406420297841512,3.7333328262625662,0.9405205246850439,Iris-versicolor
+77,6.120973674296289,2.2384184002321836,4.222035876786682,1.102144153366953,Iris-versicolor
+78,6.352180243288657,3.188097349812152,4.815948443442436,1.6700538891378531,Iris-versicolor
+79,4.822016950046186,3.0,1.4500512074874243,0.1,Iris-setosa
+80,6.344814466136185,2.834712022523675,5.027167963572562,1.7909074369271138,Iris-virginica
+81,6.485461069238288,3.050675522042693,5.463037625727705,2.002260331761055,Iris-virginica
+82,5.855154736126602,2.7871288478230785,5.2138470192454305,1.9526879040690999,Iris-virginica
+83,7.899998486683171,3.692595437078699,6.429090044298025,1.9435747404981178,Iris-virginica
+84,5.758318888536586,3.479525431674506,2.2352390649213305,0.28025273886118024,Iris-setosa
+85,5.793012988028349,2.7695115377952884,5.171304705841678,1.847282628488097,Iris-virginica
+86,5.59397582422885,3.0,4.582376514199312,1.5351171487129855,Iris-versicolor
+87,7.642802680608174,2.8279291119872747,6.608767939857525,2.0156268005234312,Iris-virginica
+88,5.105890031172298,3.8470849844696287,1.4052350869003305,0.1979791155925371,Iris-setosa
+89,4.996565315278677,3.6517556797173927,1.5770439266216145,0.32312338110494715,Iris-setosa
+90,5.950183029879855,3.1126569427903723,4.846990160140251,1.8088346602630259,Iris-versicolor
+91,4.94250944328878,3.16252749528975,1.4165827457994349,0.2127967357490288,Iris-setosa
+92,4.597531192155504,3.6849901691595885,1.0,0.2160320859788853,Iris-setosa
+93,6.180739198913764,2.90346451018796,4.590699272569347,1.2778257850975963,Iris-versicolor
+94,5.740304395640119,2.928385552665298,4.14881463612609,1.2866815683312687,Iris-versicolor
+95,5.966733091044693,3.3050741442735885,4.484467798499059,1.5357644247333118,Iris-versicolor
+96,5.763124641712602,2.923602416868754,5.149422440662334,2.176699328491707,Iris-virginica
+97,6.7259872292962015,3.368756792588706,5.698934332644783,2.5,Iris-virginica
+98,6.197611039813686,2.6884880944766256,4.601518004193141,1.531366590791477,Iris-versicolor
+99,5.354200957379143,3.7082329565837617,1.4701129313301142,0.44640071920924185,Iris-setosa
+100,7.9,3.598660742848537,6.284562364758306,1.940691058719925,Iris-virginica
+101,5.015533135069219,3.0293175429860764,1.6692881663950894,0.2746085997696937,Iris-setosa
+102,5.627165221049773,3.0,4.423951729040756,1.529551415630403,Iris-versicolor
+103,7.749753636562406,2.7970517934077344,6.7402072280401395,2.0270711926804568,Iris-virginica
+104,6.331907265676218,2.4388215737198955,4.568637251146685,1.3297836807116934,Iris-versicolor
+105,4.763030758710525,3.4236952545856947,1.50848993537686,0.2072462995636411,Iris-setosa
+106,7.694788492166157,2.5256251379830017,6.9,2.2892061458527424,Iris-virginica
+107,4.9719130006392955,2.000001162994828,3.4681404918860137,1.0515377239322758,Iris-versicolor
+108,6.084297370317058,2.2159437163229843,4.433834753279441,1.4266958235093905,Iris-versicolor
+109,4.985441416387893,2.0,3.3764664637146278,0.9728205159991712,Iris-versicolor
+110,5.806766279036252,3.206182295294547,4.681643397824196,1.7167550908948943,Iris-versicolor
+111,5.637895981690583,2.6574920504822894,4.1027179703944245,1.1498142128024655,Iris-versicolor
+112,6.701560862342258,3.2645141915040923,5.697003256647662,2.1292929272749865,Iris-virginica
+113,6.768227465424144,3.321762562104145,5.709576466551849,2.5,Iris-virginica
+114,5.815026749399421,3.2404282832831734,4.690179021859601,1.7937554597552716,Iris-versicolor
+115,7.588226122866573,2.7352997093072817,6.62520726043038,1.9491234748709863,Iris-virginica
+116,5.919147827517131,3.39991709847781,4.4458926826532235,1.5832715421724128,Iris-versicolor
+117,7.729248583112718,2.5757500677558864,6.9,2.3218614027470625,Iris-virginica
+118,7.558117995871558,3.0,6.446099576136249,2.0877659021950974,Iris-virginica
+119,5.099322962023259,3.2700450712063875,1.4822399433489817,0.2040643947594901,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/7/test.csv b/iris/tab_ddpm/0_4/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/7/train.csv b/iris/tab_ddpm/0_4/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/7/val.csv b/iris/tab_ddpm/0_4/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/8/synth.csv b/iris/tab_ddpm/0_4/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e4d37547dc751fb1f1af7fb3112f521e82e5a902
--- /dev/null
+++ b/iris/tab_ddpm/0_4/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.701018161688328,3.0328165113195937,5.497394709574527,1.9503209314433079,Iris-virginica
+1,5.5305433989954995,3.0,4.595760773048419,1.4987449387184233,Iris-versicolor
+2,5.3201054116199264,3.4110036531498675,1.5168441665678007,0.2470646403419658,Iris-setosa
+3,5.000537406135648,3.497979384740672,1.5022550247553794,0.19829019930849684,Iris-setosa
+4,6.319926331627949,2.7792213517678026,4.535907764193807,1.2430816451544602,Iris-versicolor
+5,5.988274152732169,2.5642372755512755,4.425050775349467,1.0981263094831446,Iris-versicolor
+6,5.943800924372882,2.25853419269892,4.342353972196594,1.2218018867167526,Iris-versicolor
+7,5.597397611251588,3.549706058195433,1.6773176363901792,0.43980553910176245,Iris-setosa
+8,5.833059724905166,2.8082684325133034,4.4749684993208145,1.3293430817796967,Iris-versicolor
+9,7.004129758976475,3.0614234074259152,5.927873844709385,2.0055212736748365,Iris-virginica
+10,4.85789041960088,2.4230816419185355,3.315762044402058,0.9189214693093049,Iris-versicolor
+11,7.7810910251008405,2.8342348051188107,6.792909606079221,2.090455229562412,Iris-virginica
+12,4.520251815232082,2.285793092019924,1.3137936833938424,0.3110331512082242,Iris-setosa
+13,7.8999984792306455,3.8401350450003893,6.353321073513863,1.9500944792738906,Iris-virginica
+14,4.949259614278246,3.4630610406576827,1.4423130689609325,0.19876434476635532,Iris-setosa
+15,6.209720606841904,2.1654302550425863,4.343933969069656,1.283432762524604,Iris-versicolor
+16,4.94574068461888,3.4206049984826783,1.5773892187508152,0.276944102654466,Iris-setosa
+17,5.440102569170613,2.4585192959273834,3.873285877327859,0.9882719877431594,Iris-versicolor
+18,5.737048054519799,3.2208477818392485,4.518715604305181,1.656609981017045,Iris-versicolor
+19,4.859927551247379,3.1910994459057744,1.2690251461578113,0.19942325209259118,Iris-setosa
+20,6.054975305879685,2.7159320185118645,4.997717968130291,1.9140925913298654,Iris-virginica
+21,6.332199924356304,2.7869097700304875,5.51982684764255,1.8279839105266555,Iris-virginica
+22,5.792453527874695,2.6463730704014834,5.078587856587232,1.8779362265003663,Iris-virginica
+23,6.733160695604067,3.197764892264337,6.043009383324414,2.1629642036699384,Iris-virginica
+24,4.60105654519278,3.7135424406805257,1.0000007634878654,0.19496231352124888,Iris-setosa
+25,5.602621600924005,2.776670596711718,4.350447447557324,1.1927744506856053,Iris-versicolor
+26,5.366994443417071,3.416113044973462,1.5630631302688742,0.23489472834297986,Iris-setosa
+27,4.679819994514095,3.3129570593519184,1.4606649809806065,0.20445329986071872,Iris-setosa
+28,6.763384928235976,2.893389351897123,4.818448084289561,1.548337253792038,Iris-versicolor
+29,6.101657516940855,2.5872167530471883,4.979525067611785,1.8910955637518734,Iris-virginica
+30,7.708557647792103,2.6016269242367462,6.9,2.3343164742430047,Iris-virginica
+31,4.728956311506652,3.0071395976543163,1.3769272777344916,0.23110488917293312,Iris-setosa
+32,4.819309807495053,3.3911710152286,1.6411981661721866,0.20109125230892308,Iris-setosa
+33,6.707997003025455,3.0920143474395685,5.27629111827985,2.212290168210135,Iris-virginica
+34,4.98286572147268,2.4287408076399526,3.191761789054498,1.0820957653319965,Iris-versicolor
+35,7.742522614513532,2.5870060439910083,6.9,2.322292956538748,Iris-virginica
+36,7.7410928540389135,2.802932889178117,6.752259006241313,2.014295694137412,Iris-virginica
+37,5.160937007999979,3.498507507848778,1.3863043702598439,0.19321073824648743,Iris-setosa
+38,6.620631785386105,2.5876577723626166,4.771047294396768,1.4425121597442374,Iris-versicolor
+39,5.0261105365613865,3.053793246779479,1.5602694009268907,0.21141911961960475,Iris-setosa
+40,6.437532861839958,2.8041775505947473,4.6266377041973135,1.357743069505755,Iris-versicolor
+41,5.487149609048807,3.7923342746584545,1.4439869498248643,0.3894988450603596,Iris-setosa
+42,5.324862634285866,3.05742563042459,4.513554056218587,1.6055864379137395,Iris-versicolor
+43,6.529807622418458,2.9380623746460173,4.827457188524183,1.465039121864061,Iris-versicolor
+44,6.1675180487772865,3.147592682079219,5.11151177749545,1.9993635184936667,Iris-virginica
+45,5.467070212245105,3.590581476743069,1.5309262432374242,0.20239289289738602,Iris-setosa
+46,5.110439699296867,2.4563706346527705,3.94316632752849,1.0805104958159135,Iris-versicolor
+47,6.072213723410787,2.827732289426945,5.33114472318732,1.8036509092472026,Iris-virginica
+48,5.709587575535556,2.857672891472853,4.253900322026058,1.1957044317424896,Iris-versicolor
+49,4.400001258169311,3.2237928162266294,1.394858631385506,0.21971895444850337,Iris-setosa
+50,5.710989586521692,3.215600044359195,4.709636643034817,1.8096905906645282,Iris-versicolor
+51,4.815039647076221,3.0,1.4149957702943496,0.10000011299278908,Iris-setosa
+52,6.277573090738999,3.3978636274380403,5.482974672038877,2.196387701579457,Iris-virginica
+53,4.869437610434476,3.393106020611499,1.4996526813203999,0.19651659388383158,Iris-setosa
+54,5.364836144001716,3.504758268392575,1.5618875091403428,0.2480490208449445,Iris-setosa
+55,6.276633984504087,2.352327460670894,4.350566856177577,1.0931009505830063,Iris-versicolor
+56,6.476191555464899,2.959938008855424,4.782603733915149,1.628892378895825,Iris-versicolor
+57,5.499286566860881,2.7475527245737226,4.29097168734144,1.2567655376026734,Iris-versicolor
+58,7.433913981449117,3.029665202652057,6.380388081304171,2.1836777837183035,Iris-virginica
+59,6.0043054979531645,3.2952998830950353,4.83026146375618,1.8316180467109837,Iris-versicolor
+60,5.133146419748394,3.2284661196139925,1.9969291127055526,0.20791648052444545,Iris-setosa
+61,6.513383752432496,3.0,5.769425964972131,2.128180628928504,Iris-virginica
+62,5.063664970855031,2.0000014523253533,2.861859791324786,1.0662235799182613,Iris-versicolor
+63,5.017281745982003,2.0,3.5030762978830348,0.9403748041250617,Iris-versicolor
+64,4.959334697708046,3.332721474683662,1.4263784524464136,0.21823306323533753,Iris-setosa
+65,5.246575984359273,3.2557660094005514,2.050146496327174,0.28737805546032985,Iris-setosa
+66,5.539617453671324,2.970121334350982,4.31211724947344,1.425228239158433,Iris-versicolor
+67,5.968433185752897,3.1016551926802314,5.032829187275479,1.8238780619639,Iris-virginica
+68,6.2558488748017895,2.2038828374873165,4.264678494370247,1.2083904962073864,Iris-versicolor
+69,7.697899131380015,2.538511655087506,6.9,2.282571581618343,Iris-virginica
+70,6.679717063942729,3.3049297390180747,5.121879677238487,2.277701096327079,Iris-virginica
+71,5.748253312237524,3.025536191509568,4.643950916185277,1.6570832206025177,Iris-versicolor
+72,5.05632510499818,2.0000035718338562,3.5769713479703533,0.7945760880331321,Iris-versicolor
+73,4.606725309462009,3.5288129826877546,1.0000006073336472,0.20835496702647002,Iris-setosa
+74,4.93062878289084,3.145063127858715,1.5459273434925247,0.20588797950256302,Iris-setosa
+75,5.69559437003597,2.378614022981866,4.181096797991395,1.1235342548193148,Iris-versicolor
+76,6.5271663046676,3.248340260851706,5.337901226777298,2.1093593493580847,Iris-virginica
+77,5.038679918274254,2.425986766054164,3.828704060550179,1.0915460764528648,Iris-versicolor
+78,5.7773666168682265,2.7511887137706075,5.15337005308935,2.0176375404139386,Iris-virginica
+79,7.031727270791936,3.084899169027511,5.9139120182726055,2.232105916082555,Iris-virginica
+80,4.7062937368540645,3.0,1.3968064669797013,0.23739430200517325,Iris-setosa
+81,5.8277694640868285,2.6355082149211597,4.555292209366605,1.0258632452383725,Iris-versicolor
+82,5.781424134617134,3.2343063314993654,4.6982009694295295,1.696283984319573,Iris-versicolor
+83,5.608830162162704,3.0,4.231474369967526,1.2872256229195203,Iris-versicolor
+84,7.370643820101216,3.0645515780032064,6.4227227534849956,2.2749888332175976,Iris-virginica
+85,6.123415765698188,3.3997144497936933,4.6085005099051095,1.5488516765499478,Iris-versicolor
+86,4.7848297445301275,2.9942569593176427,1.4178181176358784,0.2049572496094586,Iris-setosa
+87,7.7187640062760785,2.800599258849738,6.742458666419637,2.0503245735455797,Iris-virginica
+88,5.918504473345876,2.9917256770373024,4.509777877735973,1.490583042602141,Iris-versicolor
+89,4.978246233610697,2.0,3.616613834450431,0.864788381220555,Iris-versicolor
+90,5.327734689608357,3.3295180206615442,1.6499475855522943,0.3765194203633128,Iris-setosa
+91,4.881246853145951,3.045022203391544,1.36366479940979,0.45236679308928646,Iris-setosa
+92,6.432966163189934,3.014140002067857,4.7886478012941724,1.636033091098383,Iris-versicolor
+93,6.435279601208778,3.1812531184815667,4.466677147461771,1.4088821655899895,Iris-versicolor
+94,4.89193227410209,3.0,1.3593794170517535,0.2092578395409524,Iris-setosa
+95,6.069107693017294,2.261047378632521,4.079102715377849,1.068725818952744,Iris-versicolor
+96,6.1274549147339465,3.2841819136401065,4.707548399116016,1.6929147046503485,Iris-versicolor
+97,5.246790157515288,3.282543670784176,1.7691586804793196,0.22298210208471328,Iris-setosa
+98,4.913825233483484,3.4420690818750272,1.6283101351718186,0.2048674142118937,Iris-setosa
+99,4.988532256021031,3.355503883413867,1.566681927356044,0.2206586278673145,Iris-setosa
+100,4.507444002329775,2.4376315174088914,1.2624910365721216,0.29766244699405414,Iris-setosa
+101,5.393968454944902,3.4841390497749556,1.706291576034053,0.5676480497105724,Iris-setosa
+102,4.640093842544096,2.910495609887341,1.3592960120142998,0.28917351423618376,Iris-setosa
+103,5.394172218810907,4.1939658187295255,1.4730307437819083,0.22290924574332566,Iris-setosa
+104,5.773558722265825,2.7767039212022917,5.035851642940487,2.0295326016732815,Iris-virginica
+105,6.565107708483561,3.0893221122954704,4.678107873890562,1.567997482214646,Iris-versicolor
+106,6.56998391578566,3.0531726123166116,4.9043701213759405,1.7278500604391558,Iris-versicolor
+107,4.833601599551183,3.1035538492616683,1.4695372646094482,0.1,Iris-setosa
+108,4.6496660413198265,3.414319023426005,1.5447013355965928,0.18665688878277803,Iris-setosa
+109,4.802433785877862,3.0,1.410093296359205,0.1,Iris-setosa
+110,6.333643575644738,2.970522218343835,5.531589661035715,1.8695787267329353,Iris-virginica
+111,4.5919345121256745,3.7296944688961573,1.0,0.18118362923038364,Iris-setosa
+112,7.688036214805714,2.9992128436685164,6.676424120433163,2.0243080754933946,Iris-virginica
+113,6.652547891453959,3.0,4.5421585300455165,1.3713721894282134,Iris-versicolor
+114,5.709623270105292,2.860452941272243,4.246717636624708,1.3443811972331263,Iris-versicolor
+115,6.345889565837328,2.3362445280817132,4.579333180802146,1.414990352465541,Iris-versicolor
+116,7.295152821626533,3.0,6.2694539053600975,2.0439060620965974,Iris-virginica
+117,6.807170173143644,3.0,5.156602619352041,2.239993853147955,Iris-virginica
+118,6.395143279976819,2.410984440910598,4.556221392334139,1.4260495383893939,Iris-versicolor
+119,6.369220517265234,2.817396582947252,4.488683717787264,1.291008351779435,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/8/test.csv b/iris/tab_ddpm/0_4/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/8/train.csv b/iris/tab_ddpm/0_4/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/8/val.csv b/iris/tab_ddpm/0_4/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/9/synth.csv b/iris/tab_ddpm/0_4/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..45dd7af4c5d2579725ae37e31603abd5df496a5f
--- /dev/null
+++ b/iris/tab_ddpm/0_4/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.327649320659313,3.311048912591895,1.5012841588519534,0.20938293693569726,Iris-setosa
+1,6.871894453508613,3.0,5.270192376397936,2.1667555635576248,Iris-virginica
+2,5.366707312099965,2.5460470416979333,4.263877921298662,1.1294975167545418,Iris-versicolor
+3,5.038553220424479,3.122431436556228,1.5599194165231476,0.21222253508632924,Iris-setosa
+4,5.507757151638694,3.4721520757500954,2.1158288379158545,0.20905788573560868,Iris-setosa
+5,5.625535725162437,2.9589367757579046,4.012523791453589,1.1318049829367398,Iris-versicolor
+6,4.896657689050433,3.1237217130557986,1.4912379856558646,0.10000011985413311,Iris-setosa
+7,5.139916443135631,3.733341926199756,1.4227149722429795,0.21346552921269735,Iris-setosa
+8,5.437856640312626,3.8946200873725245,1.4448035789273037,0.26576660449056266,Iris-setosa
+9,5.455026833682384,2.848005514707068,4.307394906273774,1.3390820708602709,Iris-versicolor
+10,5.941580231544643,2.234046933448286,4.093321642339631,0.9616424290755008,Iris-versicolor
+11,5.218295531258742,3.4315907399028958,1.4154092548582098,0.2008318711832072,Iris-setosa
+12,5.904761055024587,3.1893913321687313,4.808137502153838,1.7640945565002,Iris-versicolor
+13,5.968275872612038,3.401732782317856,4.4430536388115875,1.526254578404317,Iris-versicolor
+14,7.540759989509814,2.865405945640459,6.5032331677243,1.8120758025798942,Iris-virginica
+15,5.406611118217754,3.886303571280573,1.404124020329493,0.4321206821508084,Iris-setosa
+16,5.402008604738855,4.2,1.3368027234437674,0.1789811913756956,Iris-setosa
+17,6.611798065391758,3.2395506759703983,5.772407253268383,2.285094663363139,Iris-virginica
+18,6.485713052058073,3.3735435495801047,5.471076262908803,2.2302329457037944,Iris-virginica
+19,6.362127420202976,3.0,4.390661681666412,1.3894226507414758,Iris-versicolor
+20,5.6767196137844795,2.8855292104984236,4.528236328729694,1.3614525534661872,Iris-versicolor
+21,4.892981166015895,3.40799982461918,2.0208227657304407,0.23482923516782042,Iris-setosa
+22,6.528361195324297,2.8643627579994475,4.563943732464541,1.4632368639614592,Iris-versicolor
+23,5.659058415605409,2.8601814723607104,3.7806143322670236,1.2476019124729067,Iris-versicolor
+24,4.72891658777146,3.3813619170447664,1.5233441251580668,0.20249401525461933,Iris-setosa
+25,4.894838481242753,3.0884325979172855,1.4905245266877727,0.10000014428942962,Iris-setosa
+26,7.6572553291804955,2.8691525003044416,6.650530047727832,1.9487535327861627,Iris-virginica
+27,6.55595801424153,3.0,5.002705519247406,1.7062162829881908,Iris-versicolor
+28,5.008560958696469,3.417705905812479,1.5526325311797724,0.2680522497932057,Iris-setosa
+29,6.233649460284876,2.775786966654933,4.414635100746362,1.3173184511742528,Iris-versicolor
+30,4.581512536517148,3.5228236287947134,1.0,0.20094170429467242,Iris-setosa
+31,7.7491357076813845,2.572245516695379,6.9,2.363573307402708,Iris-virginica
+32,5.140273715209382,3.418312027105018,1.4218967108341465,0.20747563082439568,Iris-setosa
+33,6.406722447177401,3.3198082437513894,5.442677203875562,2.1180130717465544,Iris-virginica
+34,7.899998504945252,3.8526795563157665,6.326825137968002,2.036999161202163,Iris-virginica
+35,6.258868065586323,3.3422435310009098,5.2523270936790905,2.105844167297972,Iris-virginica
+36,5.376377353652761,4.097840169622493,1.3221413753953395,0.23867436075216125,Iris-setosa
+37,6.656908807160583,3.002422539924623,5.096705300593812,2.0521260781906125,Iris-virginica
+38,5.6656936574462415,2.724688240866562,4.025129129555934,1.193053494663393,Iris-versicolor
+39,5.060306851813086,3.5498443256060463,1.4997200440845142,0.21957719368010517,Iris-setosa
+40,6.532979645585204,2.738198640774513,4.641468602899237,1.2362682631655475,Iris-versicolor
+41,5.8604009138428,3.1806565452814337,4.695887759484052,1.6167478282508416,Iris-versicolor
+42,6.0685811367867935,2.6874178983779338,5.023667583455577,1.8694156313040051,Iris-virginica
+43,4.509631358990092,2.3488054782212773,1.3413586796245696,0.3801160664355912,Iris-setosa
+44,5.576590335630369,3.0,4.36288806345989,1.379453326345031,Iris-versicolor
+45,7.9,3.818871352762836,6.342394207568728,2.025695258026613,Iris-virginica
+46,5.062524308331737,2.0000004994237432,3.689769273671291,1.0877881051192957,Iris-versicolor
+47,7.721068107091619,2.5109133518411824,6.9,2.366916193222332,Iris-virginica
+48,6.369480845058046,3.3598318330422448,5.25553473168341,2.211224238404716,Iris-virginica
+49,7.621661348897681,2.903240115345859,6.637734701921928,2.0301440975450333,Iris-virginica
+50,4.978422056558116,3.5079850893709414,1.4617681869179797,0.13649041956101227,Iris-setosa
+51,7.245191216175579,3.177628234073308,6.107655957190823,2.2786758649946384,Iris-virginica
+52,4.994518626507339,2.0,3.1181456018854288,1.0054930706164997,Iris-versicolor
+53,6.318516816559281,2.501555732242256,4.321586795362374,1.170951518138544,Iris-versicolor
+54,6.436426156896718,3.342379694468232,5.183165876006978,2.250529896142866,Iris-virginica
+55,5.198410399667842,3.3156531787782253,2.3679586082992503,0.24139420590245197,Iris-setosa
+56,5.49809641721825,3.490444535662817,1.4326793622855958,0.22028345091984955,Iris-setosa
+57,4.6630697507570815,3.2390346435756996,1.4660785010433437,0.20652937988716688,Iris-setosa
+58,5.13785517207268,3.4823408142351564,1.496524592667427,0.19655635020661194,Iris-setosa
+59,7.9,3.8209599335464643,6.488674229387195,2.013708563075034,Iris-virginica
+60,5.189304699989841,3.496907823004958,1.499502148115623,0.1896386043743999,Iris-setosa
+61,5.769995111259054,2.6985570433360664,5.165571728185979,1.902295552859955,Iris-virginica
+62,5.90810190791702,2.60939013065366,5.14940938494324,1.9520271660128894,Iris-virginica
+63,5.5544741669134305,2.35291703597954,3.6459040444259534,0.8535731104131168,Iris-versicolor
+64,4.952491701719536,2.0,3.252635538640468,0.8479323393608955,Iris-versicolor
+65,7.9,3.83141434298832,6.335943502639315,1.9853409282200172,Iris-virginica
+66,5.609408332664205,4.2,1.4142093221207426,0.223501174484725,Iris-setosa
+67,6.307637313804522,2.6078536819904823,5.153025713780116,1.8558482031180774,Iris-virginica
+68,4.4,3.1862127354624095,1.3356355940864375,0.20213684015569502,Iris-setosa
+69,5.058365393444635,2.5138583564582917,3.565380345094108,1.1921295632145759,Iris-versicolor
+70,5.3081547588987075,3.490280562222361,1.4844914953071395,0.19081149289720561,Iris-setosa
+71,5.944486300210357,2.565261572785843,4.251182233009248,1.0767159847815435,Iris-versicolor
+72,6.805630977933898,2.985154022127339,6.079548137584608,1.9315747348920078,Iris-virginica
+73,6.225423355230798,3.053083361346532,4.462941046583039,1.3213090250149377,Iris-versicolor
+74,6.676994356146007,3.2457832409203644,5.654365507363048,2.499991270940406,Iris-virginica
+75,5.079847266403292,3.896818390016561,1.3154297881078354,0.2382890312651063,Iris-setosa
+76,6.388082610097644,2.981704362910559,5.2104702133185405,1.8078651749934935,Iris-virginica
+77,5.811328555625721,2.6861822327522322,5.135882338661745,1.9187442168575675,Iris-virginica
+78,4.983537894612917,2.0,3.5324070941608925,0.8957344107028611,Iris-versicolor
+79,6.7510158796531945,3.219241849301232,5.858285981595553,2.3216709139887044,Iris-virginica
+80,7.571481972075538,3.0,6.556603187035267,2.1033657284702545,Iris-virginica
+81,4.837077724111602,3.3837530873334996,1.718320525062948,0.22462404648792425,Iris-setosa
+82,6.479997542120791,2.5459432948829166,5.460330533061008,1.877348729108097,Iris-virginica
+83,4.892933514141388,3.108448988575279,1.4870712425008452,0.1,Iris-setosa
+84,5.7085213461239315,2.7944225433787544,3.8468345250899687,1.2641960142449897,Iris-versicolor
+85,5.173283989561877,3.522816060335153,1.3842582205305243,0.24699305488776335,Iris-setosa
+86,6.461423674668085,3.0,4.295199444270564,1.3204099627745367,Iris-versicolor
+87,4.947807817815951,2.0,3.6651247572781167,0.7740648131565961,Iris-versicolor
+88,4.786189380095784,3.0,1.4536403008648013,0.1,Iris-setosa
+89,7.082708230185169,3.162727281190995,5.588476818708601,2.2874243731848503,Iris-virginica
+90,4.846154418372974,3.0686471114915963,1.466372537964772,0.10000031109557615,Iris-setosa
+91,5.722941199275387,3.0,4.492685216902717,1.5508867326269198,Iris-versicolor
+92,4.593534276900828,3.6067142053597276,1.0000005971139865,0.20880723718962474,Iris-setosa
+93,5.876334514109584,2.682920451406083,5.106997753012597,1.885355029853198,Iris-virginica
+94,6.528522890191743,2.685212143057022,4.656016814378518,1.4729547362060917,Iris-versicolor
+95,7.064425150095159,3.0029834534270843,5.66214123434403,2.12609691294548,Iris-virginica
+96,5.04688017389153,3.6078595645900315,1.3814355268953897,0.19419408258408433,Iris-setosa
+97,4.612797452428994,3.7697998300655047,1.0,0.21077655211532348,Iris-setosa
+98,5.741792072654044,2.3372841904303505,4.1321080138770085,1.1412293667449287,Iris-versicolor
+99,6.414006838383701,3.2254024369759904,4.5283992308943235,1.555044984388808,Iris-versicolor
+100,5.0038111360672115,3.1166425126476396,1.5171645337402928,0.4599539710093412,Iris-setosa
+101,6.142130681023857,3.0943825971943997,4.760734520089321,1.7941508855593067,Iris-versicolor
+102,6.42151204302594,2.661997886695545,4.514892391153611,1.193665116696008,Iris-versicolor
+103,7.7113123630109195,2.6307092959398335,6.899998956198931,2.3183974482320893,Iris-virginica
+104,6.5808892168077415,3.0,4.820133106291939,1.5760236110480095,Iris-versicolor
+105,4.9458941812363095,2.0,3.480063061292259,0.8665218967471211,Iris-versicolor
+106,6.6224980395017985,2.804607213564439,4.7975283465105605,1.5590419902179526,Iris-versicolor
+107,5.738997048457823,2.8299727876525718,4.200399898362492,1.1726260817307788,Iris-versicolor
+108,6.708172723978666,2.9817191405871006,5.014596440115801,1.6878997422168072,Iris-versicolor
+109,4.867577197356697,3.0,1.3437215983435453,0.3162120996263418,Iris-setosa
+110,6.300756895709716,2.4775792660749225,5.0772537710338925,1.948876227514555,Iris-virginica
+111,5.390570249127345,3.238889209916443,2.0189614777492078,0.2383202759907647,Iris-setosa
+112,7.68686116327233,2.5710298459918848,6.9,2.3179625702031603,Iris-virginica
+113,5.777841888125539,2.483341474994716,4.317672749666651,1.1943353696978276,Iris-versicolor
+114,6.89407431829972,3.0,4.753049299457584,1.4954102205546214,Iris-versicolor
+115,6.418882577835352,2.742856039170385,4.492585432219734,1.4586618769976838,Iris-versicolor
+116,6.529899908326427,3.0846801917588884,4.459278546216459,1.437117396205769,Iris-versicolor
+117,5.057968103588491,3.7685766682271398,1.3816957734253699,0.21137917510003418,Iris-setosa
+118,6.292562054660572,2.5533449793072656,4.896934296755422,1.86059614661384,Iris-virginica
+119,5.007164946766825,3.5889881995666206,1.521458823798222,0.24990020681469555,Iris-setosa
diff --git a/iris/tab_ddpm/0_4/9/test.csv b/iris/tab_ddpm/0_4/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/9/train.csv b/iris/tab_ddpm/0_4/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7096e8505fb702260ade366ac01fdf91350a4b3c
--- /dev/null
+++ b/iris/tab_ddpm/0_4/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_4/9/val.csv b/iris/tab_ddpm/0_4/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2a97a89635e5540a095e39bf7dd6580122e884a
--- /dev/null
+++ b/iris/tab_ddpm/0_4/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/0_4/params.json b/iris/tab_ddpm/0_4/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..026a7cc7ab77b4a802e3004f1459a1b24d019cfa
--- /dev/null
+++ b/iris/tab_ddpm/0_4/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bde1f8a574e191399d6a2166bfd7f77e3f967bf207a4a26d03c52505306a502c
+size 330
diff --git a/iris/tab_ddpm/0_4/tab_ddpm_eval.ipynb b/iris/tab_ddpm/0_4/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..81fd1dc2ca5db28172eeb0bdd1996f6ad7162752
--- /dev/null
+++ b/iris/tab_ddpm/0_4/tab_ddpm_eval.ipynb
@@ -0,0 +1,1748 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "85574395",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:39.150603Z",
+     "iopub.status.busy": "2024-07-22T02:38:39.150318Z",
+     "iopub.status.idle": "2024-07-22T02:38:51.936125Z",
+     "shell.execute_reply": "2024-07-22T02:38:51.935045Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.797447,
+     "end_time": "2024-07-22T02:38:51.938428",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:39.140981",
+     "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... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \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": "6e70310f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:51.961664Z",
+     "iopub.status.busy": "2024-07-22T02:38:51.961246Z",
+     "iopub.status.idle": "2024-07-22T02:38:51.969988Z",
+     "shell.execute_reply": "2024-07-22T02:38:51.969178Z"
+    },
+    "papermill": {
+     "duration": 0.022611,
+     "end_time": "2024-07-22T02:38:51.971997",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:51.949386",
+     "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": "da7cc388",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009368,
+     "end_time": "2024-07-22T02:38:51.990724",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:51.981356",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "3de1bb68",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:52.011298Z",
+     "iopub.status.busy": "2024-07-22T02:38:52.010641Z",
+     "iopub.status.idle": "2024-07-22T02:38:52.017811Z",
+     "shell.execute_reply": "2024-07-22T02:38:52.016934Z"
+    },
+    "papermill": {
+     "duration": 0.019544,
+     "end_time": "2024-07-22T02:38:52.019742",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:52.000198",
+     "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": "59ddf6ea",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:52.040055Z",
+     "iopub.status.busy": "2024-07-22T02:38:52.039784Z",
+     "iopub.status.idle": "2024-07-22T02:38:52.044932Z",
+     "shell.execute_reply": "2024-07-22T02:38:52.044078Z"
+    },
+    "papermill": {
+     "duration": 0.017702,
+     "end_time": "2024-07-22T02:38:52.046853",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:52.029151",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 4\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/0_4\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.1\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "07f1d8dc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:52.069592Z",
+     "iopub.status.busy": "2024-07-22T02:38:52.068993Z",
+     "iopub.status.idle": "2024-07-22T02:38:52.074482Z",
+     "shell.execute_reply": "2024-07-22T02:38:52.073677Z"
+    },
+    "papermill": {
+     "duration": 0.019557,
+     "end_time": "2024-07-22T02:38:52.076535",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:52.056978",
+     "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": "f3ac403d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:52.097212Z",
+     "iopub.status.busy": "2024-07-22T02:38:52.096963Z",
+     "iopub.status.idle": "2024-07-22T02:38:53.361006Z",
+     "shell.execute_reply": "2024-07-22T02:38:53.360100Z"
+    },
+    "papermill": {
+     "duration": 1.276845,
+     "end_time": "2024-07-22T02:38:53.363122",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:52.086277",
+     "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": "e5385573",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:53.385330Z",
+     "iopub.status.busy": "2024-07-22T02:38:53.385021Z",
+     "iopub.status.idle": "2024-07-22T02:38:54.373390Z",
+     "shell.execute_reply": "2024-07-22T02:38:54.372319Z"
+    },
+    "papermill": {
+     "duration": 1.002046,
+     "end_time": "2024-07-22T02:38:54.375527",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:53.373481",
+     "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": "20cfebd6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:54.400881Z",
+     "iopub.status.busy": "2024-07-22T02:38:54.400528Z",
+     "iopub.status.idle": "2024-07-22T02:38:54.411063Z",
+     "shell.execute_reply": "2024-07-22T02:38:54.410231Z"
+    },
+    "papermill": {
+     "duration": 0.026056,
+     "end_time": "2024-07-22T02:38:54.412960",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:54.386904",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/0_4\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "c6870c41",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:54.436552Z",
+     "iopub.status.busy": "2024-07-22T02:38:54.436264Z",
+     "iopub.status.idle": "2024-07-22T02:38:54.811496Z",
+     "shell.execute_reply": "2024-07-22T02:38:54.810540Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.389901,
+     "end_time": "2024-07-22T02:38:54.813967",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:54.424066",
+     "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": "1d2f9886",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:54.837159Z",
+     "iopub.status.busy": "2024-07-22T02:38:54.836483Z",
+     "iopub.status.idle": "2024-07-22T02:38:56.446433Z",
+     "shell.execute_reply": "2024-07-22T02:38:56.445658Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.624228,
+     "end_time": "2024-07-22T02:38:56.449033",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:54.824805",
+     "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": "21873512",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:56.474553Z",
+     "iopub.status.busy": "2024-07-22T02:38:56.474143Z",
+     "iopub.status.idle": "2024-07-22T02:38:56.482332Z",
+     "shell.execute_reply": "2024-07-22T02:38:56.481667Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023089,
+     "end_time": "2024-07-22T02:38:56.484201",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:56.461112",
+     "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": "2fa665bb",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:56.506601Z",
+     "iopub.status.busy": "2024-07-22T02:38:56.506312Z",
+     "iopub.status.idle": "2024-07-22T02:38:56.510882Z",
+     "shell.execute_reply": "2024-07-22T02:38:56.510028Z"
+    },
+    "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": 0.017868,
+     "end_time": "2024-07-22T02:38:56.512773",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:56.494905",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "797e1c01",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:56.535122Z",
+     "iopub.status.busy": "2024-07-22T02:38:56.534846Z",
+     "iopub.status.idle": "2024-07-22T02:38:56.650079Z",
+     "shell.execute_reply": "2024-07-22T02:38:56.649239Z"
+    },
+    "papermill": {
+     "duration": 0.12892,
+     "end_time": "2024-07-22T02:38:56.652297",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:56.523377",
+     "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": "b9dec4bc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:38:56.677206Z",
+     "iopub.status.busy": "2024-07-22T02:38:56.676902Z",
+     "iopub.status.idle": "2024-07-22T02:39:00.979452Z",
+     "shell.execute_reply": "2024-07-22T02:39:00.978645Z"
+    },
+    "papermill": {
+     "duration": 4.317719,
+     "end_time": "2024-07-22T02:39:00.981936",
+     "exception": false,
+     "start_time": "2024-07-22T02:38:56.664217",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:38:58.407778: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 02:38:58.407841: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 02:38:58.409411: 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": "5d0c2408",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:01.006509Z",
+     "iopub.status.busy": "2024-07-22T02:39:01.005920Z",
+     "iopub.status.idle": "2024-07-22T02:39:01.011596Z",
+     "shell.execute_reply": "2024-07-22T02:39:01.010803Z"
+    },
+    "papermill": {
+     "duration": 0.019729,
+     "end_time": "2024-07-22T02:39:01.013469",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:00.993740",
+     "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": "2cee9d6b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:01.038401Z",
+     "iopub.status.busy": "2024-07-22T02:39:01.038029Z",
+     "iopub.status.idle": "2024-07-22T02:39:03.706082Z",
+     "shell.execute_reply": "2024-07-22T02:39:03.705065Z"
+    },
+    "papermill": {
+     "duration": 2.683272,
+     "end_time": "2024-07-22T02:39:03.708498",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:01.025226",
+     "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": "26c89d1b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:03.734774Z",
+     "iopub.status.busy": "2024-07-22T02:39:03.734440Z",
+     "iopub.status.idle": "2024-07-22T02:39:03.740523Z",
+     "shell.execute_reply": "2024-07-22T02:39:03.739578Z"
+    },
+    "papermill": {
+     "duration": 0.021112,
+     "end_time": "2024-07-22T02:39:03.742350",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:03.721238",
+     "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": "cc07c325",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:03.766250Z",
+     "iopub.status.busy": "2024-07-22T02:39:03.765960Z",
+     "iopub.status.idle": "2024-07-22T02:39:04.252407Z",
+     "shell.execute_reply": "2024-07-22T02:39:04.251656Z"
+    },
+    "papermill": {
+     "duration": 0.50114,
+     "end_time": "2024-07-22T02:39:04.254783",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:03.753643",
+     "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": "9190a966",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:04.281234Z",
+     "iopub.status.busy": "2024-07-22T02:39:04.280927Z",
+     "iopub.status.idle": "2024-07-22T02:39:04.286824Z",
+     "shell.execute_reply": "2024-07-22T02:39:04.285924Z"
+    },
+    "papermill": {
+     "duration": 0.021288,
+     "end_time": "2024-07-22T02:39:04.288857",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:04.267569",
+     "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": "fefea28a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:04.313194Z",
+     "iopub.status.busy": "2024-07-22T02:39:04.312929Z",
+     "iopub.status.idle": "2024-07-22T02:39:04.359314Z",
+     "shell.execute_reply": "2024-07-22T02:39:04.358645Z"
+    },
+    "papermill": {
+     "duration": 0.060997,
+     "end_time": "2024-07-22T02:39:04.361254",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:04.300257",
+     "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": "77a7b524",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:04.387990Z",
+     "iopub.status.busy": "2024-07-22T02:39:04.387644Z",
+     "iopub.status.idle": "2024-07-22T02:39:04.394758Z",
+     "shell.execute_reply": "2024-07-22T02:39:04.393667Z"
+    },
+    "papermill": {
+     "duration": 0.023505,
+     "end_time": "2024-07-22T02:39:04.396878",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:04.373373",
+     "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": "6a1f50fd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:04.421254Z",
+     "iopub.status.busy": "2024-07-22T02:39:04.420995Z",
+     "iopub.status.idle": "2024-07-22T02:39:04.424930Z",
+     "shell.execute_reply": "2024-07-22T02:39:04.424021Z"
+    },
+    "papermill": {
+     "duration": 0.01817,
+     "end_time": "2024-07-22T02:39:04.426840",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:04.408670",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "84ceea9f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:04.452668Z",
+     "iopub.status.busy": "2024-07-22T02:39:04.452407Z",
+     "iopub.status.idle": "2024-07-22T02:39:04.457883Z",
+     "shell.execute_reply": "2024-07-22T02:39:04.457021Z"
+    },
+    "papermill": {
+     "duration": 0.021213,
+     "end_time": "2024-07-22T02:39:04.459809",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:04.438596",
+     "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": "fbb73a27",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:04.484267Z",
+     "iopub.status.busy": "2024-07-22T02:39:04.483790Z",
+     "iopub.status.idle": "2024-07-22T02:39:04.489916Z",
+     "shell.execute_reply": "2024-07-22T02:39:04.489064Z"
+    },
+    "papermill": {
+     "duration": 0.020567,
+     "end_time": "2024-07-22T02:39:04.491923",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:04.471356",
+     "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": "eea975f2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:04.524495Z",
+     "iopub.status.busy": "2024-07-22T02:39:04.523577Z",
+     "iopub.status.idle": "2024-07-22T02:39:04.535474Z",
+     "shell.execute_reply": "2024-07-22T02:39:04.534362Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.032151,
+     "end_time": "2024-07-22T02:39:04.538219",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:04.506068",
+     "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": "806637cd",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:04.567161Z",
+     "iopub.status.busy": "2024-07-22T02:39:04.566313Z",
+     "iopub.status.idle": "2024-07-22T02:39:43.567887Z",
+     "shell.execute_reply": "2024-07-22T02:39:43.566997Z"
+    },
+    "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": 39.019252,
+     "end_time": "2024-07-22T02:39:43.570220",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:04.550968",
+     "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 1000/8483 MLoss: 0.0 GLoss: 0.348 Sum: 0.348\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/8483 MLoss: 0.0 GLoss: 0.2994 Sum: 0.2994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/8483 MLoss: 0.0 GLoss: 0.2824 Sum: 0.2824\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/8483 MLoss: 0.0 GLoss: 0.2732 Sum: 0.2732\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/8483 MLoss: 0.0 GLoss: 0.2644 Sum: 0.2644\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/8483 MLoss: 0.0 GLoss: 0.2552 Sum: 0.2552\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/8483 MLoss: 0.0 GLoss: 0.2505 Sum: 0.2505\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/8483 MLoss: 0.0 GLoss: 0.2444 Sum: 0.2444\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": "523ea8c8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013514,
+     "end_time": "2024-07-22T02:39:43.599029",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:43.585515",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "b10b5c5b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:43.626440Z",
+     "iopub.status.busy": "2024-07-22T02:39:43.625587Z",
+     "iopub.status.idle": "2024-07-22T02:39:43.633438Z",
+     "shell.execute_reply": "2024-07-22T02:39:43.632699Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.023424,
+     "end_time": "2024-07-22T02:39:43.635318",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:43.611894",
+     "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": "421f8eda",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:39:43.661766Z",
+     "iopub.status.busy": "2024-07-22T02:39:43.661491Z",
+     "iopub.status.idle": "2024-07-22T02:40:00.109991Z",
+     "shell.execute_reply": "2024-07-22T02:40:00.109174Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.464457,
+     "end_time": "2024-07-22T02:40:00.112298",
+     "exception": false,
+     "start_time": "2024-07-22T02:39:43.647841",
+     "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": "7ebcbd7f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013896,
+     "end_time": "2024-07-22T02:40:00.140233",
+     "exception": false,
+     "start_time": "2024-07-22T02:40:00.126337",
+     "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": 85.06851,
+   "end_time": "2024-07-22T02:40:02.816005",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/0_4/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/0_4/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 4,
+    "epoch_scale": 0.1,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/0_4",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:38:37.747495",
+   "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