diff --git a/iris/tab_ddpm/3_1/0/synth.csv b/iris/tab_ddpm/3_1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..854a359e6cab0e02ab3b4870924197654c756b3d
--- /dev/null
+++ b/iris/tab_ddpm/3_1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.699999055323409,2.8564298925996914,6.699998831172239,1.9914757524636781,Iris-virginica
+1,7.699998737294567,2.775014974330798,6.699998873811601,1.9597302865639894,Iris-virginica
+2,6.196545258631416,2.587040571683187,4.962846287796735,1.5315748319379219,Iris-versicolor
+3,5.834115475837876,2.711992809627084,5.102052462400447,1.911300830279458,Iris-virginica
+4,5.397346774565227,2.9957017330505242,4.507912655134951,1.4938884922137732,Iris-versicolor
+5,5.784549224294196,2.715973732459162,5.076069817329994,1.8848190354150645,Iris-virginica
+6,5.073544713361656,3.6038835156193665,1.4382284323253423,0.2,Iris-setosa
+7,5.089112854918336,3.330432508705756,1.3018198865464292,0.2,Iris-setosa
+8,6.6633892952435385,3.014737500540463,4.41723835888448,1.401620721710182,Iris-versicolor
+9,5.021425296006028,3.473255150066792,1.3391378714259285,0.28726076509585163,Iris-setosa
+10,5.32918035494267,2.99560106409509,4.478500047878759,1.5089958055783401,Iris-versicolor
+11,5.514924942123859,4.2122084211566335,1.4004564683508756,0.2,Iris-setosa
+12,4.953821290228883,3.3758497914929904,1.6165279384170332,0.2,Iris-setosa
+13,5.118905085843378,2.5012800602607967,3.149478071296322,1.07008160820876,Iris-versicolor
+14,5.510568158830299,2.3895275496015187,3.4451173775779003,0.9871848305359663,Iris-versicolor
+15,6.550132272948351,3.1535345070986085,4.505871661590511,1.4647269485235084,Iris-versicolor
+16,5.501836535385585,2.5944746204935494,4.273673901928389,1.2708564327299314,Iris-versicolor
+17,5.735753110817358,4.4,1.5401240977541626,0.3951059559023985,Iris-setosa
+18,4.974248153761574,2.4189324414495936,3.1942314035772994,0.9983636946414776,Iris-versicolor
+19,6.860016044982854,3.016448608317606,5.530570182279124,2.134150125607202,Iris-virginica
+20,5.026372238597594,3.4862890117536525,1.302723638305856,0.2985508481553686,Iris-setosa
+21,5.24809548375679,2.7428512905680975,4.0124447564214885,1.4167273797658058,Iris-versicolor
+22,5.01262976199481,3.551261285509927,1.3765762630350937,0.31110561838850825,Iris-setosa
+23,5.417354821574325,2.4364547713716216,3.654891531286527,1.1298887526566028,Iris-versicolor
+24,5.235187699978916,3.471463280947393,1.5467516515124267,0.2,Iris-setosa
+25,5.842776093553862,3.1429360221600207,4.751338517378999,1.7053341888903806,Iris-versicolor
+26,5.851443203555407,3.1627718988210143,4.691061611164736,1.6898835455233123,Iris-versicolor
+27,6.019209689649675,2.9934175844038253,4.898845565889051,1.7993007548212836,Iris-virginica
+28,7.699998058004231,2.7941902024437746,6.699998316247503,2.043788398705259,Iris-virginica
+29,5.161345786796118,3.4475882456795635,1.4923891415058341,0.2,Iris-setosa
+30,7.7,2.850374304980298,6.7,2.017579374290129,Iris-virginica
+31,5.56202591490985,2.6004371228850256,4.2742260294090695,1.2742115105147978,Iris-versicolor
+32,4.957462910676877,3.1254888611016844,1.2199309141713934,0.2,Iris-setosa
+33,5.201226517517631,3.4997062933230687,1.5222312617582174,0.2,Iris-setosa
+34,5.674030565019764,2.3857897413800577,4.042353511016503,0.9593932649547566,Iris-versicolor
+35,7.699997831752192,2.8109384266763127,6.699996746203082,1.980914858233615,Iris-virginica
+36,6.67765198314679,2.9719340003758985,4.975606900607776,1.6599420590974625,Iris-versicolor
+37,6.695174861086345,3.0647032115298423,4.499445321358052,1.4207154684239476,Iris-versicolor
+38,6.399396281009601,3.089774951525489,5.460339944373814,1.8002570100716007,Iris-virginica
+39,5.103061071002743,3.8462614406821354,1.643761236926181,0.4230808476582509,Iris-setosa
+40,4.7729348700040894,3.473467638516858,1.3735473334376678,0.31327765555036813,Iris-setosa
+41,5.319837779897116,3.3936084655599563,1.6628484306765254,0.2,Iris-setosa
+42,6.805992907097625,2.986940365096639,5.514831235461555,2.1023419244129684,Iris-virginica
+43,5.521946050531619,4.226671719898176,1.3775185546362463,0.2,Iris-setosa
+44,6.087710339451345,3.319511933288638,4.506232621049117,1.5710625288629618,Iris-versicolor
+45,6.123576778924149,2.9330778190921336,4.459418547327249,1.3382540846981954,Iris-versicolor
+46,6.289284325117745,2.6884316563335835,4.92860629360304,1.797804995075523,Iris-virginica
+47,4.643425497565224,3.1789042138092634,1.3633760227059615,0.2,Iris-setosa
+48,6.0930963297603284,2.949530091485803,4.9389628004287465,1.7961862261566666,Iris-virginica
+49,6.420491696023726,3.0997031135250332,5.494298267121883,1.797420371542026,Iris-virginica
+50,7.6999984390165235,2.738307124956514,6.7,1.998619383666775,Iris-virginica
+51,4.8572122155959,3.4428880024781643,1.412096612743091,0.30078850179556516,Iris-setosa
+52,4.400000573224455,3.1834822328684633,1.3011337911364926,0.2,Iris-setosa
+53,6.3039251363724516,3.38207471472338,5.588461969087808,2.393491629841628,Iris-virginica
+54,7.239140347993456,2.9199813605148406,6.2502579724828005,1.8045964616064234,Iris-virginica
+55,4.4,3.212796098602041,1.3156900905168731,0.2,Iris-setosa
+56,4.834039705496008,2.3801332035067957,3.411693959498608,1.0071528740513869,Iris-versicolor
+57,6.905255342054117,3.209310919961677,5.688316147877589,2.248301915818992,Iris-virginica
+58,5.104947541658593,3.5965580333038827,1.4523415064999436,0.3788657676745627,Iris-setosa
+59,5.436447129970077,2.968490541049386,4.473402012981596,1.4829528581643139,Iris-versicolor
+60,4.9809392148595695,2.423797961895935,3.0315856786306385,1.130169856485208,Iris-versicolor
+61,5.16449493316793,3.46490694019146,1.5073900343290085,0.2,Iris-setosa
+62,5.103617822251249,3.3178217042356777,1.6918473862480872,0.43110131386643336,Iris-setosa
+63,7.7,2.814680954663628,6.7,1.9999658300199727,Iris-virginica
+64,6.0424453941005405,2.920345286958342,4.3146642519975735,1.3640519955050878,Iris-versicolor
+65,4.774027811867656,3.389528670800143,1.5720376785869168,0.2,Iris-setosa
+66,5.492073235646284,2.403665347406588,3.8131361997184356,1.04111376825483,Iris-versicolor
+67,5.9919838446026,3.016601448946194,5.1994710586043835,1.8028961583354128,Iris-virginica
+68,4.400000506800265,2.9002971844262073,1.400806652258683,0.2,Iris-setosa
+69,6.297310980041912,2.470157572325888,5.006847552253247,1.906302522604262,Iris-virginica
+70,6.400802413417538,3.102030323792859,5.526316640562697,1.8164599657291847,Iris-virginica
+71,6.684805852251325,3.3084793501835117,5.6648340337087655,2.14787712671733,Iris-virginica
+72,5.880276245978849,3.2058073195605084,4.825196441484631,1.817047150682922,Iris-versicolor
+73,6.37617911002948,2.8156670250039277,5.1449850820865075,1.518492529221881,Iris-virginica
+74,4.596146078871396,3.581305237933391,1.0000006778351282,0.2,Iris-setosa
+75,4.941180829024907,3.4729779757272894,1.2903488438229382,0.2938547457844083,Iris-setosa
+76,5.198592683867676,3.5038316252961756,1.4434784458215495,0.2,Iris-setosa
+77,4.489341971134322,2.2918378054054154,1.2845631131375725,0.29284031113340797,Iris-setosa
+78,5.467700688077875,2.393036578059984,3.791917053973024,0.944340677189169,Iris-versicolor
+79,5.09848328225273,3.31199789563082,1.69932310575522,0.5146423645615598,Iris-setosa
+80,4.847465297380557,2.949294286448155,1.40868184113368,0.2,Iris-setosa
+81,5.9462232103125,3.359752904728735,4.623242311389001,1.7024575178274652,Iris-versicolor
+82,4.785327606404334,3.060925973990398,1.413564597526255,0.2,Iris-setosa
+83,5.151502679109665,3.4215351479033096,1.4223623386213522,0.2,Iris-setosa
+84,5.895721414161992,3.153803908093806,4.753161507474387,1.7304594440059062,Iris-versicolor
+85,5.684377471396943,3.0322335071527897,4.2790750101229555,1.3731081117536157,Iris-versicolor
+86,5.09729555723102,2.4906314222568753,2.953172941988302,1.123862494538103,Iris-versicolor
+87,6.017207942359996,2.6953438275760417,5.110852269514201,1.6151139465257371,Iris-versicolor
+88,6.688737719409637,3.094542491799023,4.445870918136773,1.405962731322549,Iris-versicolor
+89,5.402865246955016,3.459006823660018,1.698766306095928,0.2,Iris-setosa
+90,6.031351323450005,3.3521782944445486,4.49641954871458,1.5696138804926754,Iris-versicolor
+91,5.8970497638595365,2.981295291891716,5.090221376085625,1.813244163443191,Iris-virginica
+92,7.02585219096485,3.0190750300720337,5.836150592720008,2.121149742532284,Iris-virginica
+93,5.285830180478998,3.406052783553404,1.6641806891079156,0.2,Iris-setosa
+94,6.386582664378066,2.9766686852851163,5.562107665173673,1.7738428557420263,Iris-virginica
+95,4.400000731243526,2.9450279428795474,1.3865832485877225,0.2,Iris-setosa
+96,4.499932700973234,2.3004098196245995,1.3151987820756288,0.3011021746055772,Iris-setosa
+97,4.9786701598837055,3.5791921529302844,1.3953915246480926,0.2,Iris-setosa
+98,6.255781387243251,2.970587078502677,4.500556513925397,1.3758753104608983,Iris-versicolor
+99,6.00749648318321,2.6977461438184083,5.083294429106011,1.5799122326167612,Iris-versicolor
+100,5.08508831869503,3.7532856168582605,1.528387080542906,0.4602686053952279,Iris-setosa
+101,5.77393964297017,2.630924853364275,5.080085783799148,1.9134486127631516,Iris-virginica
+102,5.604651090377279,3.0019277046530712,4.4914669699348755,1.5061156067321542,Iris-versicolor
+103,4.924247984019403,2.430948457493589,3.263999709026264,1.1131861111181904,Iris-versicolor
+104,6.627744405103361,3.0967491541210186,4.4323337236460905,1.428212011331426,Iris-versicolor
+105,6.018391274679779,2.2,5.004108839364784,1.4954174938027638,Iris-virginica
+106,5.918288092820394,3.220639816102391,4.7721800570407344,1.7675586154735383,Iris-versicolor
+107,7.086433302116128,3.017454944267453,5.81531508569554,2.12249523195039,Iris-virginica
+108,6.337619751545922,2.972248732266828,5.535293698447044,1.768036593731214,Iris-virginica
+109,4.400000837144914,3.1769686511027335,1.3287061104713251,0.2,Iris-setosa
+110,7.699998793444343,2.7776876546173246,6.699998874949424,1.9895190854386906,Iris-virginica
+111,6.042523959365934,2.9829487229388563,4.574029440780383,1.372760788658347,Iris-versicolor
+112,6.374238754395974,3.1939362544646643,4.535186646922194,1.5090603098200155,Iris-versicolor
+113,5.111976028549327,3.835875980651573,1.6088531747580779,0.2,Iris-setosa
+114,6.542412882344578,3.139019795717506,4.485822681137181,1.4551719315566443,Iris-versicolor
+115,5.242733277488508,3.403627373817749,1.5989695137226219,0.2,Iris-setosa
+116,5.320573581006239,2.9444162364565813,4.359437955478252,1.4809779377847634,Iris-versicolor
+117,6.349037195250937,2.7204685021328667,4.9934423886350325,1.629915169590664,Iris-versicolor
+118,7.699997752746424,2.770686510471194,6.699998651552943,1.9722934987352958,Iris-virginica
+119,4.988558028855798,3.5147632418935775,1.2581072398807074,0.31296655765562575,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/0/test.csv b/iris/tab_ddpm/3_1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/0/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/0/train.csv b/iris/tab_ddpm/3_1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/0/val.csv b/iris/tab_ddpm/3_1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/0/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/1/synth.csv b/iris/tab_ddpm/3_1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eaed0e36ee54849b0882141bbde58330766eaa15
--- /dev/null
+++ b/iris/tab_ddpm/3_1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.974397881040496,3.1747291680987137,1.2737855858018583,0.2,Iris-setosa
+1,4.7862637341040335,3.3757800472276114,1.402373317720871,0.24588605020667298,Iris-setosa
+2,5.328660779914244,3.908274055221975,1.4271634393514723,0.477940697474067,Iris-setosa
+3,5.687851783705183,4.3999985429617166,1.4982195701741519,0.39734027654925475,Iris-setosa
+4,5.677436117179227,2.854054561014119,4.217663367914489,1.3585198131274483,Iris-versicolor
+5,5.053969111993322,3.3033407749111503,1.288506029178945,0.2,Iris-setosa
+6,5.427699324501062,2.609901949793204,4.1542415527997525,1.3210091768663643,Iris-versicolor
+7,5.808317780252053,2.708700529119882,5.109309288742308,1.8989962074667468,Iris-virginica
+8,6.034520939514764,3.4093038060178666,4.48810248055064,1.5903044113236695,Iris-versicolor
+9,4.849144164439484,2.409403756644617,3.2658042631770803,0.9262918806975771,Iris-versicolor
+10,6.563486694893832,3.0328349214932615,4.530772386838512,1.424178790883129,Iris-versicolor
+11,4.4,3.2239790315411234,1.282332472629823,0.2,Iris-setosa
+12,6.476516461756367,2.9457970439421644,5.520078353819314,1.8113652248674468,Iris-virginica
+13,6.680888553735307,2.9965954689779317,5.012566065035181,1.7192147829337556,Iris-versicolor
+14,4.7935101193766885,3.0567663159962972,1.377516912047446,0.2,Iris-setosa
+15,4.400000575098625,2.8887097987175054,1.396074516714622,0.2,Iris-setosa
+16,5.100412450893491,2.500643354088352,2.856962035147896,1.1236326857692185,Iris-versicolor
+17,5.3733663433464764,3.428668703165174,1.653895634673128,0.2,Iris-setosa
+18,6.047239266451902,2.722656241422978,5.098347348096789,1.608667096600691,Iris-versicolor
+19,5.983491022765,3.0019107810017753,4.924961824259496,1.8081996567737526,Iris-virginica
+20,6.744212551265273,3.292149034402056,5.6997624839252445,2.1474993222719188,Iris-virginica
+21,6.7785337833547805,3.2641229041426376,5.66165858033109,2.5,Iris-virginica
+22,6.306970026679923,3.3782299141038123,5.590517836331967,2.4064041385707475,Iris-virginica
+23,6.522897224153837,2.970525419790603,5.524715389530877,1.8007582643181417,Iris-virginica
+24,6.918806402904799,3.001850954345344,5.605569405809243,2.1032385742637616,Iris-virginica
+25,4.95740313276834,3.2052562594264042,1.4207142383870135,0.2,Iris-setosa
+26,5.160770078692618,3.444323053282189,1.4068990864870705,0.2,Iris-setosa
+27,7.183325995956681,2.972969459680077,5.995994018300127,1.9851207302486884,Iris-virginica
+28,7.342720088267326,2.9073588786619156,6.370392144371353,1.785354613975545,Iris-virginica
+29,5.876446736828996,3.1898593958305814,4.809686395106955,1.8215618365668995,Iris-versicolor
+30,6.171856449966147,3.00137024839919,4.58504262132355,1.3787330707257273,Iris-versicolor
+31,5.54914025549384,2.649226429456632,4.1994464480315425,1.2762595089012267,Iris-versicolor
+32,6.332183801371711,2.727439344882778,4.9095061347491145,1.7985165184836969,Iris-virginica
+33,7.270839911637892,2.9134570139386855,6.299864106359867,1.7759852868247148,Iris-virginica
+34,6.768834977244472,3.2965116643748757,5.756650489136021,2.1170786983015115,Iris-virginica
+35,5.391384475985995,3.870147885122429,1.3119674863192896,0.3878749965110433,Iris-setosa
+36,7.699998892154046,2.732045787403212,6.699997331224825,1.9959685254992896,Iris-virginica
+37,5.4020297600373235,3.921304631566878,1.2604720496169137,0.5349930241944345,Iris-setosa
+38,6.213199495636278,3.2768361043784218,4.509205161709246,1.524120279968161,Iris-versicolor
+39,4.565425953055639,3.6155179613264217,1.0,0.2,Iris-setosa
+40,5.04105343360729,3.490300202688409,1.308494980287437,0.2629427183837636,Iris-setosa
+41,4.854766630728099,3.0804272806603503,1.4965774589067982,0.1000001802826893,Iris-setosa
+42,5.104666638228904,3.305366087486127,1.7273384187447596,0.4502263416010599,Iris-setosa
+43,6.541789753331395,2.9666408309229517,4.3807687245998554,1.3827490231031976,Iris-versicolor
+44,5.931484447282081,2.987902358608463,4.263897913030359,1.3335010779609164,Iris-versicolor
+45,5.3962914599709775,3.8823834255615624,1.982199095924932,0.4039546073583751,Iris-setosa
+46,6.341915401439544,3.3829062550458615,5.5967727110070955,2.4037139878175573,Iris-virginica
+47,5.108948629953476,3.2830151001025794,1.6908681757303232,0.438384556455951,Iris-setosa
+48,5.478731621484256,4.215162781833054,1.3977290916802967,0.2,Iris-setosa
+49,5.172383760192039,3.4742093916415167,1.4896556097639124,0.2,Iris-setosa
+50,5.8877875970582,3.19502242368166,4.809427357172869,1.7977434764630176,Iris-versicolor
+51,4.9099545820361925,3.0404688603538483,1.393977131215813,0.2,Iris-setosa
+52,5.499584535241032,2.6754036408795514,4.160577451790311,1.3105645137100526,Iris-versicolor
+53,6.30239211162712,2.7997077425363535,5.09161409629243,1.516091676598451,Iris-virginica
+54,5.770869391675751,2.6567663516821627,5.078904494590178,1.9359303057730548,Iris-virginica
+55,5.080814204421308,3.517604234461587,1.3934751975805852,0.30536712291385726,Iris-setosa
+56,6.3865817692738025,3.089465637195786,5.495531976089036,1.8076765007712705,Iris-virginica
+57,5.8467820508884705,2.9845944509217457,4.347805956915415,1.3500265209825404,Iris-versicolor
+58,6.37838291697949,2.9605029838368844,5.532281623779173,1.8104340321856183,Iris-virginica
+59,5.212697710786009,3.4234876366307203,1.4099105613769554,0.2,Iris-setosa
+60,6.000064477696801,3.0062135973338084,4.500518715487108,1.3932659997641585,Iris-versicolor
+61,6.154632952972811,2.865874982841522,4.838828738933167,1.8062794521761598,Iris-virginica
+62,5.099450641808183,3.7707813308806966,1.6320472178623107,0.2,Iris-setosa
+63,4.700584430028989,3.398693561336727,1.46892421801191,0.279943214856651,Iris-setosa
+64,4.4,2.9058262583749728,1.4049256741688367,0.2,Iris-setosa
+65,5.459821258847797,3.0049611959047824,4.556359426953091,1.5061537049813083,Iris-versicolor
+66,5.114594774954251,2.468679325092717,3.2913478980076443,1.0926392747490314,Iris-versicolor
+67,4.831566103651375,2.376259170304231,3.2708675421788445,0.9905114672598662,Iris-versicolor
+68,5.133692899358885,2.4991602571712885,3.008683392969539,1.0213576336690537,Iris-versicolor
+69,4.980882412108742,3.188350788075208,1.2381392042329817,0.2,Iris-setosa
+70,5.205154414315071,3.4080327123452157,1.4314318710612584,0.2,Iris-setosa
+71,5.480837595576178,2.4107515422505585,3.8852804387613196,1.1481597512719341,Iris-versicolor
+72,5.113605891523848,3.2919378624742097,1.6984919260074087,0.49244773489882243,Iris-setosa
+73,5.5118524274043335,3.0172956799474364,4.559990814385222,1.5152292646395937,Iris-versicolor
+74,5.496911864988698,2.3960824440602475,3.6568133111368106,0.9936113685654077,Iris-versicolor
+75,5.509012001613506,2.990194483407171,4.454437207684238,1.4896394780106317,Iris-versicolor
+76,4.911141445678548,2.408387174137124,3.2137911256847396,1.0394726087297022,Iris-versicolor
+77,4.4,3.005617996654638,1.3736042447272392,0.2,Iris-setosa
+78,4.911776623161642,2.4153367075961074,3.1768101898577465,0.9940097794317223,Iris-versicolor
+79,6.311955873836624,2.7036336245571793,4.923176348626554,1.8179932219001755,Iris-virginica
+80,5.045971051036403,3.5092439526758437,1.372195153477538,0.32021127909199587,Iris-setosa
+81,5.094689218832748,3.345163803070489,1.359533019426615,0.2,Iris-setosa
+82,6.089010301842393,2.6064215830715556,5.573411246206889,1.3980095936342416,Iris-virginica
+83,5.995203691737842,3.37483712040211,4.469677096618677,1.54542004083296,Iris-versicolor
+84,6.6811128821142844,2.9419818673278835,5.453158196493404,2.053671346742066,Iris-virginica
+85,7.699997753405594,2.83462247288848,6.69999702672901,1.979960979152059,Iris-virginica
+86,6.334598022305596,3.393481969576535,5.576040656717361,2.3787313743658887,Iris-virginica
+87,7.27012619073957,2.9011000530411595,6.3030847583112175,1.7964278880340503,Iris-virginica
+88,7.699999007429676,2.8175026373435657,6.699998913722533,1.9848745166035895,Iris-virginica
+89,4.4,2.926264881861612,1.3723714522174997,0.2,Iris-setosa
+90,6.099256122858831,2.587398058313847,5.63324594567624,1.3912090035496727,Iris-virginica
+91,6.097231776903084,3.3221181327172506,4.51581234149159,1.5904922138065005,Iris-versicolor
+92,6.253274708372575,2.663092189011922,4.9900266955948025,1.5860156865541601,Iris-versicolor
+93,6.585774440066999,2.975133148892752,4.355704225341642,1.3842295140981464,Iris-versicolor
+94,6.29034791525426,2.508798016887794,5.00084611388804,1.898607404036171,Iris-virginica
+95,5.424358396249754,2.991630744450871,4.498071738028748,1.4914380079869916,Iris-versicolor
+96,5.059022901247468,3.490492439311851,1.3378096628237888,0.2795238984490189,Iris-setosa
+97,5.827754239963941,2.750630948944632,5.128075902745059,1.9058802429089265,Iris-virginica
+98,6.275631944718251,2.784723548653856,5.020684570679869,1.6540468860072908,Iris-virginica
+99,6.3430913758227785,2.8659847164070347,5.568683290072728,1.8115130717045687,Iris-virginica
+100,7.7,2.815052020010248,6.7,1.9961783832457425,Iris-virginica
+101,5.982735340356128,3.3830879932088003,4.561304144413123,1.5962006162179911,Iris-versicolor
+102,5.593676802188824,2.998924734939368,4.492296027532006,1.4899548919694845,Iris-versicolor
+103,6.107507245226645,2.92930212097355,4.825206616322283,1.7889049455156156,Iris-virginica
+104,6.6572375351013715,3.0404365841064407,4.400564578669015,1.4142350195744255,Iris-versicolor
+105,6.002925360513909,3.3408383008243723,4.498271428470484,1.5796215032044298,Iris-versicolor
+106,5.470384263301713,2.9899432426224926,4.36621238923581,1.4442355352347302,Iris-versicolor
+107,5.584681478448251,3.0277986050093775,4.075684235811367,1.316937366795714,Iris-versicolor
+108,6.486754496403149,3.055313426652728,5.485552225924663,1.8187344769918596,Iris-virginica
+109,5.46461315829354,2.517595916260447,4.236556912571686,1.1339886687435063,Iris-versicolor
+110,7.699998270881383,2.784976986904493,6.699998450701543,1.9867816563004852,Iris-virginica
+111,7.7,2.780104914352381,6.7,2.025373302439976,Iris-virginica
+112,7.6999986106521385,2.7804295729794393,6.699998580287669,1.9821147237503467,Iris-virginica
+113,4.580826768343567,3.2055200146478326,1.3631561394356015,0.2,Iris-setosa
+114,4.602617796409926,3.3824765783461572,1.3884682671240272,0.2950180313810217,Iris-setosa
+115,4.883895777477009,3.1042349895913004,1.5157408768407015,0.1,Iris-setosa
+116,6.302741408089943,2.674989475294858,4.944211428910751,1.8071476102334891,Iris-virginica
+117,5.206174306929297,3.409615762159682,1.4017221453731235,0.2,Iris-setosa
+118,5.488854981895369,4.149797172836088,1.4013056252316405,0.2,Iris-setosa
+119,5.977067546109925,3.314675089304916,4.568214505668081,1.623469466845593,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/1/test.csv b/iris/tab_ddpm/3_1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/1/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/1/train.csv b/iris/tab_ddpm/3_1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/1/val.csv b/iris/tab_ddpm/3_1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/1/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/10/synth.csv b/iris/tab_ddpm/3_1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..300230ff7979425be8126df21c1c0392f525d270
--- /dev/null
+++ b/iris/tab_ddpm/3_1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.489955704201697,2.4334134497403235,3.848584322881117,1.118570968104829,Iris-versicolor
+1,6.022068350505247,2.7033165491471154,5.190018011628618,1.6113134115509844,Iris-versicolor
+2,6.001863067453084,2.964976312613144,4.853815855298049,1.8213072865922393,Iris-virginica
+3,6.007560150464911,3.402928321593143,4.461980736167217,1.5877942743538973,Iris-versicolor
+4,6.700978509943366,3.287004411203397,5.701281737539234,2.4999994621825623,Iris-virginica
+5,5.842733583780623,2.97444506952487,4.217854150931577,1.4444049422857796,Iris-versicolor
+6,4.866822581227856,2.4190250132705584,3.109655970053752,0.8945215396900381,Iris-versicolor
+7,6.677489658787385,3.1134879924947994,4.410143301089855,1.4112969521435543,Iris-versicolor
+8,5.264005879862323,3.6379849524387464,1.5780954642048912,0.2477289603169398,Iris-setosa
+9,6.57129110001009,3.1183288761883112,5.550694117664188,1.972616212310325,Iris-virginica
+10,6.324452445370115,2.296408147849677,4.471762037700462,1.2984288777943032,Iris-versicolor
+11,5.942608027121256,3.1857416952131534,4.68550620457267,1.7949823249318515,Iris-versicolor
+12,4.985859318328824,3.2428104092155228,1.4067942680207879,0.2,Iris-setosa
+13,6.381462152402087,2.6198888231452075,5.192615842445716,1.9101311229182454,Iris-virginica
+14,5.061023459340741,3.598691122081506,1.4358795700760476,0.3761558837850035,Iris-setosa
+15,5.5003714229363485,2.392982381311467,3.735667219909387,1.0924119926836247,Iris-versicolor
+16,5.096540640964947,3.7427515549219086,1.610567976168129,0.2,Iris-setosa
+17,6.000190685426029,2.2,5.024964938113465,1.4884430797129102,Iris-virginica
+18,5.773535662560138,2.995650124551057,4.283461568592241,1.488514952116549,Iris-versicolor
+19,6.0057286246748545,3.39213714798786,4.489305814134892,1.5760432014209804,Iris-versicolor
+20,5.123526940666315,3.6032982158936435,1.5613136202123536,0.2,Iris-setosa
+21,5.086477161510572,3.324740923383791,1.6652379899045588,0.2439650024016219,Iris-setosa
+22,6.010844168504647,3.007564582552832,4.56585130022497,1.4539793947062474,Iris-versicolor
+23,5.87632325391037,3.195862842291967,4.81742998884428,1.7837296476778324,Iris-versicolor
+24,6.702321258111413,3.331230892817109,5.66330269941212,2.4999994269540142,Iris-virginica
+25,7.699997918934489,2.7843908383152347,6.69999732653039,1.9973710332708403,Iris-virginica
+26,4.908936923043594,3.0877002315462723,1.4990034323365744,0.10000022735504328,Iris-setosa
+27,7.6999986260036515,2.7666307078575207,6.6999975265963165,1.9545738727748039,Iris-virginica
+28,5.3417834886019016,3.8806485403751725,1.2965751957594933,0.5066651905042154,Iris-setosa
+29,6.006144067573927,2.20000036345953,4.9545907153728255,1.4917665249688872,Iris-virginica
+30,4.490719984362551,2.3024988144503435,1.2998160791977016,0.2942493987318652,Iris-setosa
+31,5.387814034083298,3.9103962921862903,1.7255461328523662,0.38987192969903267,Iris-setosa
+32,7.699998744409575,2.8079538077251995,6.699998702295886,1.968534870678868,Iris-virginica
+33,7.121465970074792,2.9924553494775505,5.8851024593883965,2.1138095457886235,Iris-virginica
+34,5.492020086156927,4.205688596796239,1.397952192327793,0.2,Iris-setosa
+35,6.302519457482015,3.411734811883355,5.627764002342649,2.4085395617513026,Iris-virginica
+36,5.977745223483077,3.411379896689196,4.515610319638037,1.6272077151565152,Iris-versicolor
+37,5.107511922387962,3.7554948497284073,1.8340973138383379,0.42967119120623487,Iris-setosa
+38,5.22916894847911,3.473748901407223,1.5457877806052578,0.2,Iris-setosa
+39,5.998555628672418,2.6915730959363784,5.073578415262315,1.563518360437801,Iris-versicolor
+40,6.0846857901166125,2.9662747507717167,4.52302029239931,1.3518604953262516,Iris-versicolor
+41,6.677120569263184,3.2890131335315917,5.679202357052479,2.0872008437886906,Iris-virginica
+42,6.680835394104266,2.981200638604568,4.9879830711899915,1.7034699201583319,Iris-versicolor
+43,5.775957702521736,2.772992824110433,5.091605872194269,2.3887424691413575,Iris-virginica
+44,5.524976713222684,4.207183855214989,1.409161774251954,0.2,Iris-setosa
+45,5.494714989615517,2.420422261530164,3.6173714100517422,1.0807715900692445,Iris-versicolor
+46,5.105839927428052,3.779623550586267,1.9108643113699173,0.4937510526785449,Iris-setosa
+47,5.345758384420806,3.909802875417939,1.4831237994620974,0.2,Iris-setosa
+48,5.538222469178477,2.5943483285328415,4.31438865991714,1.2550514186365551,Iris-versicolor
+49,6.003979356843429,3.0044440599992166,4.782542467819793,1.801073728012432,Iris-virginica
+50,5.782139716619786,2.6129771179691756,5.078893778294127,1.9341761181102517,Iris-virginica
+51,6.421541488705788,2.6058559506022636,4.903636349388529,1.5541339633628404,Iris-versicolor
+52,5.409399006451217,2.995626688177163,4.448864512251573,1.4752359641921189,Iris-versicolor
+53,6.342130489949596,2.4588300303512463,4.8315418531124115,1.4799573358120022,Iris-versicolor
+54,5.634601218977646,2.763048304976378,4.356928734879327,1.3106638515460427,Iris-versicolor
+55,5.783204810680458,2.63512102275081,5.066902106520644,1.937220620951597,Iris-virginica
+56,5.866775941987564,3.1892759455279283,4.776126007896284,1.7767117424844965,Iris-versicolor
+57,5.9066424061677845,3.214084474798508,4.788714393121133,1.7654174212391922,Iris-versicolor
+58,5.758883561246421,2.616111238629429,5.070402158788511,1.9398540173630854,Iris-virginica
+59,7.6999988674276265,2.8395406437856403,6.699998571627921,1.9980889083744597,Iris-virginica
+60,6.289348724196945,2.488223140536414,4.863166109171228,1.4974037922703167,Iris-versicolor
+61,6.199280244991839,2.531308884832509,5.063913271841692,1.9102989816144864,Iris-virginica
+62,5.882326065739242,2.9986835994228196,5.122219751003287,1.8099050207959684,Iris-virginica
+63,6.259315362297743,2.7870292201068816,4.904093560663692,1.7518383453287478,Iris-virginica
+64,5.500072221311871,3.0208438601903116,4.573282162233118,1.509402893687367,Iris-versicolor
+65,5.129476121444326,2.578561122931314,3.176501945277952,1.3233862889340207,Iris-versicolor
+66,4.400000938884078,3.2252917852261445,1.30524561120908,0.2,Iris-setosa
+67,5.567384979038209,2.4400340973149612,4.1449805504415735,1.1662021655750487,Iris-versicolor
+68,5.074831024467658,3.399772906641582,1.5002186078338464,0.2,Iris-setosa
+69,6.642774967950067,2.958245447191457,5.505966228024399,1.9502084525838157,Iris-virginica
+70,7.235212303519969,2.902119786534151,6.237938973878905,1.82784539144375,Iris-virginica
+71,6.6901991817102004,3.1167723929084934,4.4239864660893256,1.4099133915999793,Iris-versicolor
+72,6.318373591885886,2.8244984487698663,5.599993660410437,1.8184769127337754,Iris-virginica
+73,5.557056830185722,3.001890583840765,4.170312715502809,1.3563654987484695,Iris-versicolor
+74,4.967153835006271,3.5859072987727227,1.4059697008333534,0.2,Iris-setosa
+75,4.894708202907049,3.0383523158477477,1.407317465148824,0.2,Iris-setosa
+76,5.228316855917803,3.533679063857088,1.4864295311405828,0.2,Iris-setosa
+77,4.4,2.9207031343619567,1.414051975455802,0.2,Iris-setosa
+78,5.255821815257238,3.602346695893041,1.510009492007979,0.2,Iris-setosa
+79,4.400000622361011,2.8730087118006584,1.3571142088204815,0.2,Iris-setosa
+80,5.043905664291505,3.4127465081064483,1.4982511305671844,0.2,Iris-setosa
+81,5.743919093380248,3.0085011297993547,4.075174341079662,1.3349036786905772,Iris-versicolor
+82,5.142496499883817,3.847442263169326,1.9956673416839235,0.3911279638023039,Iris-setosa
+83,4.602378324389891,3.324430042679336,1.4024067524890487,0.21769605403711131,Iris-setosa
+84,4.927396599079737,3.0660919584125548,1.3784763658013024,0.2,Iris-setosa
+85,4.996249019436075,3.5968544478015754,1.3580178156757843,0.2,Iris-setosa
+86,6.608340101257427,2.9778294461727413,4.363971514257138,1.4006596963965516,Iris-versicolor
+87,5.910239577222529,3.0177952474926553,5.140002960126385,1.8194390786207315,Iris-virginica
+88,5.902379219523364,2.8316654314679752,5.0148994473790545,1.8377981757313702,Iris-virginica
+89,5.089521460260482,3.699499814767583,1.4743943817505976,0.4222045049366753,Iris-setosa
+90,4.9789184103428905,3.394924757543991,1.394339261622222,0.2,Iris-setosa
+91,6.269101567185229,2.3063464466149397,4.432288988860114,1.3029665702507935,Iris-versicolor
+92,6.009756534766643,2.7024549554879074,5.09481524035805,1.6387254957969417,Iris-versicolor
+93,5.248443272161616,2.824414851954265,4.111332547084492,1.447340395332359,Iris-versicolor
+94,5.818040615739054,2.734173111964592,5.152235235901717,1.8811560961995109,Iris-virginica
+95,7.240441422906088,2.9498962138912512,6.126587468908045,1.9708447834410774,Iris-virginica
+96,5.097377997986561,3.555683915187155,1.5760701408876647,0.2,Iris-setosa
+97,7.7,2.858386588972884,6.7,2.0388182831110293,Iris-virginica
+98,6.736110213195636,2.9979595650882453,5.494820918919379,2.0723050152819478,Iris-virginica
+99,5.49327223200162,2.4088414540118714,3.6299731559290267,1.0829616773201063,Iris-versicolor
+100,5.373558894082951,3.7843478377610023,1.3004051922366422,0.38654799203853124,Iris-setosa
+101,7.064524943726709,3.0053556078104746,5.836615232342497,2.0896918105793336,Iris-virginica
+102,5.991064506166169,3.424495051134342,4.445740412067009,1.5816108150545485,Iris-versicolor
+103,5.379048158540127,3.8666555850346134,1.6626667746118546,0.39413872870964195,Iris-setosa
+104,5.038666118664485,2.485539687130549,3.3190023661339376,1.1591494249454475,Iris-versicolor
+105,5.748558921174465,2.6785936842867515,5.095239201097197,2.3051950353741644,Iris-virginica
+106,4.400000910637078,2.908292214755458,1.4033713507998324,0.2,Iris-setosa
+107,7.1997904654548535,2.9927205269326755,6.015919110346959,2.065388353866719,Iris-virginica
+108,4.574614029230066,3.6380766979186103,1.0000003645420197,0.2,Iris-setosa
+109,5.525680370285866,2.6033686485772454,4.432280016056342,1.2074881258096197,Iris-versicolor
+110,6.494082431267902,2.994817561715313,5.572093969711038,1.7808684368773302,Iris-virginica
+111,4.9955279725138135,3.5046926070025584,1.3292843660348426,0.29304878517710964,Iris-setosa
+112,5.232782148036862,3.490674981028497,1.5407240106905915,0.2,Iris-setosa
+113,5.001658184431321,3.2905382166053605,1.4097363678325612,0.2,Iris-setosa
+114,6.658940137778468,3.069267057448843,4.593834080895661,1.471789296368922,Iris-versicolor
+115,5.79844122532368,2.6918385494889745,5.099264130964906,1.9113812291038654,Iris-virginica
+116,5.233975264972022,3.4081907607693567,1.6131789644563332,0.2,Iris-setosa
+117,6.6898225158132645,3.10358369434421,4.456690006500956,1.430525197040721,Iris-versicolor
+118,5.124982462924896,3.3656390028234093,1.3669630740888166,0.2,Iris-setosa
+119,4.979395076372409,3.352484415715649,1.490985889936934,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/10/test.csv b/iris/tab_ddpm/3_1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/10/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/10/train.csv b/iris/tab_ddpm/3_1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/10/val.csv b/iris/tab_ddpm/3_1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/10/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/11/synth.csv b/iris/tab_ddpm/3_1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..856d86ee241b77d22a58282c388c9eb90a181335
--- /dev/null
+++ b/iris/tab_ddpm/3_1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1108905055500085,3.552637428855448,1.4424355073784014,0.3470060788009255,Iris-setosa
+1,6.297850693102257,3.38526328201936,5.59763110729617,2.3891803011348998,Iris-virginica
+2,6.4848222013123085,2.9443272823966535,4.372398897740686,1.350688512110985,Iris-versicolor
+3,5.5410010643673,2.6890420505988497,4.2511893376156165,1.3163854005032987,Iris-versicolor
+4,5.0357692793301005,2.469473491617239,2.770710098150756,1.135356121639279,Iris-versicolor
+5,4.909515000447691,3.489325747077387,1.6179137169883184,0.2,Iris-setosa
+6,4.851385657211261,3.0696469566394216,1.5185423427802263,0.10000012579021006,Iris-setosa
+7,4.9933235966313525,3.1627442103956858,1.1778646022067651,0.2,Iris-setosa
+8,5.791125160429264,2.72699535244921,5.123013391199387,1.8862541798295602,Iris-virginica
+9,5.437775869863275,3.004112134589208,4.565170331528045,1.50943011290026,Iris-versicolor
+10,6.992234823671646,3.1280484154960337,5.755243931399508,2.2507039048665503,Iris-virginica
+11,5.8146833254388355,2.684940606775866,5.088533669444388,1.903591542082565,Iris-virginica
+12,6.386613966839558,2.718831248592977,5.290553069470446,1.8844652720981157,Iris-virginica
+13,5.098348645029211,2.50127328914366,3.0721303207242414,1.0681005183531598,Iris-versicolor
+14,5.1153744356871975,3.7841791677759415,1.6563745457160177,0.47006926789096687,Iris-setosa
+15,5.296569004634177,3.7706828492523914,1.5401442187506624,0.2,Iris-setosa
+16,6.835207147462925,3.079712399257636,5.577824699102464,2.204888728705038,Iris-virginica
+17,4.875654288174267,3.1040003831949616,1.4923889311276326,0.10000010042115509,Iris-setosa
+18,5.713820544551533,2.536440595660334,5.032623706452538,1.9784713273151575,Iris-virginica
+19,5.9140454711577695,3.2213083915566303,4.530481971696465,1.6371958372499162,Iris-versicolor
+20,6.154439688195259,3.018399567781084,4.438351927976417,1.4101813379938706,Iris-versicolor
+21,6.76222109077319,3.347130950270006,5.6571223326760105,2.5,Iris-virginica
+22,6.689558335386068,3.293287701554541,5.6356354929968635,2.4999992905292956,Iris-virginica
+23,6.386138020291514,3.1157504592416583,5.519393609186716,1.8173095573329658,Iris-virginica
+24,5.783374305905585,2.8157742898148546,5.106154547535498,2.4065814807362456,Iris-virginica
+25,7.075335480377932,3.0412923060294834,5.87124260558931,2.177580502258345,Iris-virginica
+26,5.4818616931195505,2.421245270182282,3.9309604678558028,1.1749892875138461,Iris-versicolor
+27,7.224614266200676,2.927345739007938,6.220601241813271,1.8275926039363581,Iris-virginica
+28,4.924070852440724,3.1024968978407497,1.388298804142547,0.2,Iris-setosa
+29,6.712558520120274,3.0798789270461273,4.454572441536313,1.3889708667346288,Iris-versicolor
+30,6.276282047327379,2.306802899756628,4.434733700179973,1.2911472170910276,Iris-versicolor
+31,5.991929856463901,2.6903393314790454,5.134556727352239,1.6159055491535874,Iris-versicolor
+32,5.4991993206731165,4.207887467066902,1.3613767299530344,0.2,Iris-setosa
+33,5.3521892329571,3.426568955845254,1.6643416392446637,0.2,Iris-setosa
+34,5.078760174644019,3.2975005982496426,1.6941112481882201,0.5196420207656995,Iris-setosa
+35,6.407622746235013,2.9547095875182987,5.3616592629554605,1.7909665376508537,Iris-virginica
+36,6.174308186551163,2.726750473252193,5.357315472736373,1.4853734851492681,Iris-virginica
+37,4.8387535382178655,3.4183107281272775,1.591412676613867,0.2,Iris-setosa
+38,4.994118890353519,3.5322033999895486,1.339294996820437,0.30200152852154505,Iris-setosa
+39,5.109815575384873,3.3855372073711703,1.5052144891557462,0.2,Iris-setosa
+40,5.189132810882535,2.7425057468100715,4.06624103361234,1.4219617523877106,Iris-versicolor
+41,6.68685734659038,3.2984877947216655,5.615881589473461,2.5,Iris-virginica
+42,5.527109297608497,2.5326430369240294,4.2296454197639095,1.1577772999325235,Iris-versicolor
+43,5.003519474511666,3.6107009748577323,1.4027164338854439,0.2,Iris-setosa
+44,5.277010315765217,3.652389324841376,1.4945215464457107,0.2,Iris-setosa
+45,5.420057526767582,2.418225223821601,3.5787694274809905,0.9041378141859838,Iris-versicolor
+46,5.128401275998265,3.7987833137827307,1.5798766373655595,0.23780607296647885,Iris-setosa
+47,4.883277576200515,3.1019905904022296,1.5095573019716524,0.1,Iris-setosa
+48,4.4,3.2098388219410294,1.2985605224375325,0.2,Iris-setosa
+49,5.493947582208482,2.3910664749098998,3.564784032121426,0.9939556195772081,Iris-versicolor
+50,5.968975807434227,3.3372522543354415,4.604499218510478,1.658318973743873,Iris-versicolor
+51,5.050978798560465,3.451311627411214,1.405937152848071,0.25080885238734485,Iris-setosa
+52,6.791776007634708,3.004950662383195,5.470410199378712,2.106072464033085,Iris-virginica
+53,6.288571325850767,2.920490179245406,4.399384117159101,1.3180476125323755,Iris-versicolor
+54,6.671416270943296,3.2862184680671156,5.706438291224158,2.499999477983925,Iris-virginica
+55,6.299192112712232,2.538281899486294,5.055010917183739,1.8993141061237668,Iris-virginica
+56,6.00420851481285,3.4262992764776006,4.484194823446322,1.594832749281228,Iris-versicolor
+57,4.4,2.989546289556864,1.3557416836501122,0.2,Iris-setosa
+58,5.089143157655813,3.8558920352572805,1.636353611040056,0.2,Iris-setosa
+59,6.168129411959989,2.736507266035623,5.319492115755811,1.8373070755976801,Iris-virginica
+60,6.022251138561598,3.382812970752868,4.4659673233759,1.5929919367391256,Iris-versicolor
+61,6.280457756651355,2.3099340559413877,4.4092016658754,1.2929817811948217,Iris-versicolor
+62,6.573282273295769,2.8311580847494855,5.314465832745034,1.9652676926910857,Iris-virginica
+63,4.662903451304538,3.309345851457332,1.4092423259742428,0.2,Iris-setosa
+64,6.423764135474132,2.925906438807066,5.543671151915858,1.8175869365333706,Iris-virginica
+65,5.57060509202593,2.6731055645667303,4.234638658308165,1.278022913970317,Iris-versicolor
+66,6.719752695440586,3.005486920638375,5.007063539546088,1.7039571233118762,Iris-versicolor
+67,6.689656721118496,3.29541505687905,5.656823765834356,2.1047829114290746,Iris-virginica
+68,5.063050382898792,3.5103389906519302,1.3693845536396048,0.30929039418542825,Iris-setosa
+69,5.924008623206868,2.2,5.004691245477778,1.4769584850146935,Iris-virginica
+70,6.332011182120545,2.5310713152155846,5.031239910452487,1.8999764783343434,Iris-virginica
+71,6.324381348483636,2.6197009151294175,4.9100942673359365,1.8097576854144424,Iris-virginica
+72,4.589371471429942,3.188491590438004,1.3829911548145528,0.2,Iris-setosa
+73,6.8136504701947604,3.0634614644702673,5.556841858186969,2.156015198631644,Iris-virginica
+74,6.105754145808674,2.9954198410166746,4.643347219023198,1.3888761343288858,Iris-versicolor
+75,5.807666950172709,2.784529288927307,5.090867051812249,2.4098740519462902,Iris-virginica
+76,5.498671460783556,4.20646781720165,1.3652390645584869,0.2,Iris-setosa
+77,6.517410897743369,2.9562924635688863,4.344413871008736,1.3516131680344814,Iris-versicolor
+78,5.991111234804378,2.6881797851209357,5.094075713699601,1.6085248988952565,Iris-versicolor
+79,7.699998917384813,2.8106200249921174,6.7,2.0003692005024356,Iris-virginica
+80,5.12916323895545,3.3931445904996487,1.5051398719988336,0.2,Iris-setosa
+81,6.6449128780939235,3.0836345880831892,4.471422169404462,1.4348169466089538,Iris-versicolor
+82,5.399445448073072,2.969867698853824,4.427757427848444,1.4995068817788513,Iris-versicolor
+83,6.013618474414892,2.697018249286512,5.100994302415885,1.589359882769582,Iris-versicolor
+84,5.79841281869938,2.717089686497758,5.119460652863518,1.8994344467864814,Iris-virginica
+85,4.9796849528550995,3.2034865207264356,1.251424183144542,0.2,Iris-setosa
+86,6.287186779586911,2.79002889803492,5.081221169984079,1.524677717349114,Iris-virginica
+87,5.09316103631459,3.74709443065732,1.8740349877498252,0.41947725525969703,Iris-setosa
+88,5.4568216986978655,2.4025806010708233,3.5459002737352505,0.9799492641130653,Iris-versicolor
+89,5.901066336446166,3.2169211392287798,4.819702611625993,1.7651431688918482,Iris-versicolor
+90,5.737291236863366,4.4,1.5056006757641034,0.5254044199944968,Iris-setosa
+91,5.659906697655042,2.985828032511047,4.233017339148966,1.3177755801618127,Iris-versicolor
+92,5.061439647394227,3.765182444842121,1.615028431356239,0.2,Iris-setosa
+93,5.0964913196218635,3.797495505180264,1.8522749932226406,0.38593218272960517,Iris-setosa
+94,5.009548202716909,3.511410445607097,1.2859094552818977,0.2843624894267781,Iris-setosa
+95,5.838225858825015,2.816115998068783,5.16647284958607,2.408772022422142,Iris-virginica
+96,5.091206381552011,3.4097672318020957,1.6309646544567862,0.49787907644825313,Iris-setosa
+97,5.815841186403778,2.50406458190632,5.004255202438231,1.9776147126210326,Iris-virginica
+98,5.343304469802847,3.414709966652141,1.619296340896196,0.2,Iris-setosa
+99,5.796669372044004,2.816400660477949,5.187377082611198,2.4051059226749953,Iris-virginica
+100,6.678939331988218,3.003561380807668,4.986180536875877,1.6654344917329018,Iris-versicolor
+101,5.5708832737630285,2.9729879678854196,4.118363207331739,1.2922195958705271,Iris-versicolor
+102,5.047255806500335,2.510557571847945,3.1038179368995182,1.2717572235130608,Iris-versicolor
+103,5.818816702445963,2.74140414252338,5.155943573183042,1.8802557749176902,Iris-virginica
+104,5.481647313577666,2.4737263010133232,3.9157138817041837,1.193564427950243,Iris-versicolor
+105,5.0871435188974425,3.2998209669381118,1.8908197849501927,0.5068632438077474,Iris-setosa
+106,5.914405206534122,3.0175813402832157,4.28255139910173,1.4906685054494964,Iris-versicolor
+107,5.408593619442817,2.989063760415997,4.399266961988526,1.4873551242805085,Iris-versicolor
+108,6.4149322816001915,2.714963190329353,5.332946675950422,1.9044404809725672,Iris-virginica
+109,6.6811828562198,3.0431812522149104,4.428195269668636,1.408783029101692,Iris-versicolor
+110,6.684670729828868,3.2845299382119526,5.700844941633358,2.4999992606196684,Iris-virginica
+111,6.683860255155767,3.0662501062569563,4.453457184222668,1.4104287522372798,Iris-versicolor
+112,5.956626464784744,2.9960807166473837,4.399795194289451,1.4073813358594904,Iris-versicolor
+113,6.27815760702106,2.747185233384208,5.4127783947258115,1.5654954719507967,Iris-virginica
+114,4.579521392706271,3.654683683160316,1.0,0.2,Iris-setosa
+115,6.724196845116854,3.3197000332274444,5.706525855723356,2.5,Iris-virginica
+116,5.192611437598524,3.7384059308909126,1.5843344125805794,0.4408057537980014,Iris-setosa
+117,6.140423013877719,2.6321454948467276,5.548274619286988,1.4385447070755761,Iris-virginica
+118,6.272299970005971,2.5599211401044197,5.033506157008001,1.9002931128390617,Iris-virginica
+119,6.9355508482156365,3.066067515884503,5.590068802620272,2.208724502722252,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/11/test.csv b/iris/tab_ddpm/3_1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/11/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/11/train.csv b/iris/tab_ddpm/3_1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/11/val.csv b/iris/tab_ddpm/3_1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/11/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/12/synth.csv b/iris/tab_ddpm/3_1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..188cdb7bb1075f2a0e82ed50c7471f546f93346c
--- /dev/null
+++ b/iris/tab_ddpm/3_1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.968453946981008,2.9891198970140263,5.014476102969688,1.8119095394363147,Iris-virginica
+1,6.664880993663258,3.0494270583080176,4.437198958322584,1.4005446988057566,Iris-versicolor
+2,5.656094096430213,4.4,1.4958965952305512,0.3980656662024009,Iris-setosa
+3,5.095504198127603,3.3875250231255367,1.4620525547274454,0.2,Iris-setosa
+4,7.699998362346411,2.8542459466791423,6.699997859009361,2.0098594796737053,Iris-virginica
+5,6.202303866210592,2.5756954575842683,4.967204108138439,1.5204123572888932,Iris-versicolor
+6,5.869123320081383,3.0507414837602456,4.398000858618582,1.5512250791000761,Iris-versicolor
+7,6.3003588901265895,2.849885804206395,4.285410031670283,1.2725660890851578,Iris-versicolor
+8,6.263279509834066,3.3398809057272127,5.564819902301521,2.378048839194813,Iris-virginica
+9,4.797203643423003,3.3908050531486573,1.5689898901153396,0.2,Iris-setosa
+10,5.041973847165941,3.365292106359351,1.4919059116509705,0.2,Iris-setosa
+11,5.3845729795699695,3.8745273207325948,1.290655439341041,0.42213635421984064,Iris-setosa
+12,7.299964646920998,2.917879310269135,6.299836655849249,1.8174156493985063,Iris-virginica
+13,5.515216401119458,2.422287474277823,3.947365297621058,1.1882525725431468,Iris-versicolor
+14,5.390233311199692,2.992994660574047,4.472414307924206,1.4851742935189334,Iris-versicolor
+15,5.508448665968379,2.4271286668273664,3.899246842149646,0.9804668861808967,Iris-versicolor
+16,5.91773621342209,3.1812802276869134,4.846205703763329,1.768437306040597,Iris-versicolor
+17,5.104485879616194,3.301416373307761,1.8102729294701547,0.5283494124836484,Iris-setosa
+18,5.179223356258776,3.6729832968215836,1.5595623677946395,0.2,Iris-setosa
+19,5.312758255273447,3.8679242123005246,1.5010726099117593,0.2,Iris-setosa
+20,6.847897600115285,3.056333047031508,5.56374195454688,2.1723242301980514,Iris-virginica
+21,6.361412426748015,3.0873356093968853,4.555994959758314,1.46039921945198,Iris-versicolor
+22,6.326734217530613,2.485884165739746,5.0044869928981175,1.888085222679644,Iris-virginica
+23,5.002335375354694,3.1972364506106863,1.246902107722115,0.2,Iris-setosa
+24,5.50086535963756,2.9546159809138555,4.474335063591462,1.4693513780866538,Iris-versicolor
+25,4.611977249122624,3.2547357429312007,1.3928664529869708,0.2,Iris-setosa
+26,4.571539205091979,3.3957163991169432,1.381883992131045,0.2849909578549714,Iris-setosa
+27,6.619908274131003,3.024916566087354,4.4034491693283755,1.40261645693947,Iris-versicolor
+28,4.400000699496577,3.209792774108128,1.2997455389840993,0.2,Iris-setosa
+29,5.682377318995267,2.757239912699291,4.247142926985073,1.3175841013494216,Iris-versicolor
+30,5.777985636021502,2.646029063537238,5.040603701170081,2.118477038825365,Iris-virginica
+31,6.253489511456424,2.687471866971531,5.026337333014578,1.8051348481955973,Iris-virginica
+32,4.996566985558066,3.5923114667320473,1.393169073882976,0.2,Iris-setosa
+33,5.1107237018511595,3.3204275400119814,1.6725440883170202,0.49996641176732304,Iris-setosa
+34,5.164479138232241,3.3657666212499717,1.3466565661012955,0.2,Iris-setosa
+35,5.395795825708628,3.385885219028336,1.8494730943438187,0.2,Iris-setosa
+36,6.625351327918581,3.2722252010063655,5.648863045364084,1.9863966741330354,Iris-virginica
+37,6.5121727359043815,2.920491366020409,4.311226771636146,1.3240307580122181,Iris-versicolor
+38,7.699998807874149,2.7963408603880184,6.7,1.9940070473826892,Iris-virginica
+39,5.494997055858748,4.149930342992856,1.400534301487878,0.2,Iris-setosa
+40,5.989662861862506,2.695978608534287,5.09468171234595,1.6208679975455245,Iris-versicolor
+41,5.253165026429485,3.6032956699824896,1.5280921870110984,0.2,Iris-setosa
+42,5.696526992788966,2.994743105982156,4.1892787432096785,1.3568604495791605,Iris-versicolor
+43,5.2565867417883165,2.909789853362738,4.201793058295642,1.4630689640788277,Iris-versicolor
+44,6.475985277240629,2.9210959188763352,4.283209577992426,1.347839139178347,Iris-versicolor
+45,5.061498402952692,2.4838489067432272,2.74038263538259,1.1048952497474815,Iris-versicolor
+46,6.553356776733144,2.972350355856082,4.405592683420886,1.3911954831743576,Iris-versicolor
+47,5.601750248824317,2.92571493995341,4.219680276667144,1.3013719898877405,Iris-versicolor
+48,5.028167202667869,3.4338521606004866,1.5545662092242387,0.2,Iris-setosa
+49,5.060320951687333,3.750329414974173,1.5835572148624424,0.3991859046445005,Iris-setosa
+50,5.50641260160188,2.926656489725931,4.0639743145555824,1.2934518578472674,Iris-versicolor
+51,5.05357380499586,3.3138176182579517,1.341198529432689,0.2,Iris-setosa
+52,7.69999782904571,2.7989221579770613,6.699997849244441,2.0106228755525315,Iris-virginica
+53,4.813951626336401,3.403694816203953,1.6008621544334731,0.2,Iris-setosa
+54,7.699997759965076,2.8014080681993607,6.69999848954679,1.9642382361422108,Iris-virginica
+55,5.502365748047546,4.178315388509223,1.4050469727817245,0.2,Iris-setosa
+56,6.831800843128113,3.0141501081098845,5.549314661191398,2.103365145979544,Iris-virginica
+57,6.69169919387248,3.1309829940017915,4.404260116534016,1.4070235186949553,Iris-versicolor
+58,6.306292569301614,3.4216646191671507,5.639815616229342,2.3992060535119983,Iris-virginica
+59,7.0883745417320005,2.960589061474942,5.996486851878921,1.9719434581185633,Iris-virginica
+60,4.917332411824471,3.102125176197302,1.4921278552792727,0.1,Iris-setosa
+61,5.201013425424317,2.533147040888959,3.4484968129483766,1.1721883435843021,Iris-versicolor
+62,6.4218987940315335,2.911658364982325,4.292881495687926,1.295071679133601,Iris-versicolor
+63,5.499269457280523,3.0282543885787345,4.583014019322848,1.5113811780081374,Iris-versicolor
+64,5.027623827956893,3.3909911059372964,1.521754290901239,0.2,Iris-setosa
+65,5.197172046462306,3.465997941132906,1.5132113504044964,0.2,Iris-setosa
+66,6.26230539200183,2.4946609675531652,4.897675298924978,1.4849973361521185,Iris-versicolor
+67,5.0561086518011225,3.5688137105865496,1.4024076261779046,0.2,Iris-setosa
+68,5.6553159338018215,2.730279228606648,4.423564490078755,1.3118115421606327,Iris-versicolor
+69,5.934837728736423,3.21362250295743,4.820362787357548,1.78557791570557,Iris-versicolor
+70,6.750555449695472,3.0090796160980653,5.01166122507855,1.7109996097958329,Iris-versicolor
+71,5.4520643227425,4.1697344702323145,1.3911660381598576,0.2,Iris-setosa
+72,5.493916540447405,4.194516930052443,1.3854426185319522,0.2,Iris-setosa
+73,5.3716858838115895,2.6550796215702883,4.099878405215809,1.3127003348182456,Iris-versicolor
+74,5.178005507598359,3.526977517011787,1.4015080180082642,0.27308138865701603,Iris-setosa
+75,6.136508456885035,3.0053296976831687,4.636590731962973,1.3930920368616144,Iris-versicolor
+76,5.5270929712869155,2.7623707853498614,4.123829537070545,1.3187470185446226,Iris-versicolor
+77,6.324428002948366,2.6833706771746675,4.93267867335693,1.8243009973152629,Iris-virginica
+78,5.770056390042171,2.6222577098676587,5.072311742163946,1.9180060748228225,Iris-virginica
+79,5.382155627004599,2.999505102990569,4.467435197300903,1.499631598975514,Iris-versicolor
+80,5.263292059766286,3.4906763082952588,1.5861402221398122,0.2,Iris-setosa
+81,4.400000832456752,2.928817594293637,1.3594622711475546,0.2,Iris-setosa
+82,4.9010696921601395,2.4006725129667648,3.305633502788184,1.0800315102408515,Iris-versicolor
+83,5.4160614755666945,2.498738807257331,4.117092136472705,1.0371536650401763,Iris-versicolor
+84,5.149479945186329,3.4301222144059555,1.5129275980021584,0.2,Iris-setosa
+85,4.611293224387668,3.230456691521963,1.3894416549112454,0.2,Iris-setosa
+86,5.9606039885539905,3.2850168964479853,4.68973149694649,1.7010236832523538,Iris-versicolor
+87,5.656167963051895,2.3853557669426833,3.806267726235352,1.0503776935109401,Iris-versicolor
+88,5.738261625424278,4.4,1.494215526021132,0.43576397754974555,Iris-setosa
+89,6.399731842195784,2.9561061436273413,5.514731755798251,1.788181099469624,Iris-virginica
+90,6.0101294052698515,2.986787298880409,4.769076883870854,1.8023299862646973,Iris-virginica
+91,5.483753165985083,3.0166516849958858,4.531321923696413,1.5160448593868294,Iris-versicolor
+92,5.56784338161896,2.699503951178098,4.301157252868236,1.2900105933243478,Iris-versicolor
+93,4.915834923234346,2.4146205298188246,3.133279451732067,1.0246682423823028,Iris-versicolor
+94,7.278410532708092,2.945158717573729,6.18790858106643,1.9185577592997483,Iris-virginica
+95,6.725781388688885,3.2617060900545027,5.6560080298573965,2.183013633342839,Iris-virginica
+96,6.695869477538845,3.0241352117346403,4.97620363007821,1.687888837189856,Iris-versicolor
+97,6.305332187485943,3.376259778224701,5.61648522283787,2.3986987180556576,Iris-virginica
+98,4.49356858388196,2.294408782846514,1.2915445553481952,0.29623876134285226,Iris-setosa
+99,5.951847634754636,2.2,4.95685365083962,1.4594803809097463,Iris-virginica
+100,6.383571337181626,3.1075975061539127,5.52245110265918,1.813406672922851,Iris-virginica
+101,4.628762298513767,3.3940083894719835,1.4024662941255386,0.28099524129225123,Iris-setosa
+102,5.80710615793091,2.7667058758682863,5.147609919570341,2.3952924861190272,Iris-virginica
+103,5.223002872114721,3.588958210587301,1.4643714350923782,0.21577333375764055,Iris-setosa
+104,5.130374858320927,2.538034235765708,3.127514847602058,1.2697761479574745,Iris-versicolor
+105,5.4229152810819325,3.91315769172916,1.3068400586703934,0.39878390023797394,Iris-setosa
+106,6.420613422027844,2.922789022036787,5.5111236817540075,1.7944839393334873,Iris-virginica
+107,5.61295950261252,3.0017864544368553,4.51881358876509,1.5023877638691834,Iris-versicolor
+108,7.319028361914601,2.899503640907059,6.328026100920502,1.805132194991056,Iris-virginica
+109,4.988219286801318,3.18991288142689,1.262647605011201,0.2,Iris-setosa
+110,6.647191381808373,3.263206863960458,5.623514326687585,2.499999384014279,Iris-virginica
+111,5.151673769181578,3.539446377888468,1.4035761368162663,0.2587282788535371,Iris-setosa
+112,5.839431319676207,2.834189271936225,5.1931321081475765,2.3517598828045583,Iris-virginica
+113,5.109659928717201,3.3830154866790467,1.521836523323122,0.2,Iris-setosa
+114,4.996706899501423,3.2402760010877056,1.2573040958132704,0.2,Iris-setosa
+115,5.059615254953135,3.6982389938992055,1.4162891188478934,0.2,Iris-setosa
+116,7.28780027147004,2.8971444839996914,6.304750125929856,1.7910335450595776,Iris-virginica
+117,6.088906216530604,2.6109631876727195,5.593675598965565,1.4107407381553736,Iris-virginica
+118,5.273597409394279,3.3932074974758266,1.627171920033791,0.2,Iris-setosa
+119,5.534798271348002,4.221303023628928,1.3996083486276956,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/12/test.csv b/iris/tab_ddpm/3_1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/12/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/12/train.csv b/iris/tab_ddpm/3_1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/12/val.csv b/iris/tab_ddpm/3_1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/12/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/13/synth.csv b/iris/tab_ddpm/3_1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1692720d42fd097d3a30d8de8bb325305e7231cd
--- /dev/null
+++ b/iris/tab_ddpm/3_1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.696847147958931,2.4716664769359156,4.977746493385196,1.9932866398085363,Iris-virginica
+1,5.936463269621257,3.1753810568886722,4.428290535549292,1.5048729410303519,Iris-versicolor
+2,4.709372127665462,3.2774016592940716,1.4633089324952004,0.2,Iris-setosa
+3,5.823567021905319,2.8038246682648245,5.115364430303871,1.8561895741834862,Iris-virginica
+4,5.668125438615258,2.445596327994228,4.998451789091125,2.0404817430983524,Iris-virginica
+5,6.330380570969225,2.398974101576753,4.713513299708098,1.4228092895605227,Iris-versicolor
+6,5.00174231116538,3.6065489776183632,1.3924512721436173,0.2,Iris-setosa
+7,5.442945804181533,3.8894480469028343,1.311025555936673,0.39384819376133995,Iris-setosa
+8,4.504112649542786,2.293135337080974,1.2787334393629188,0.27576036418922545,Iris-setosa
+9,7.699999042039336,2.811045589204935,6.7,1.9899614392080416,Iris-virginica
+10,6.395492703771613,3.0716846194016916,5.488265689410443,1.7928499538777731,Iris-virginica
+11,4.906838902269084,3.0952966424712876,1.5040791123513082,0.10000012251867504,Iris-setosa
+12,7.7,2.7707906039550405,6.7,1.9866927520367752,Iris-virginica
+13,5.243689298146322,3.5841353737022867,1.4990130457778565,0.2,Iris-setosa
+14,6.264449600179282,2.298036730516727,4.365109919012997,1.287645803337398,Iris-versicolor
+15,5.193685973172208,3.4127962749372482,1.4194642005050482,0.2,Iris-setosa
+16,5.6731831444120795,2.514386527273309,4.9998547799826,1.9973155627701609,Iris-virginica
+17,5.9737412019737475,3.0033820233194186,4.815798777683991,1.7899424388616374,Iris-virginica
+18,4.4000004632571015,3.1976513616727353,1.290175482703996,0.2,Iris-setosa
+19,7.699999062809226,2.8110890204723793,6.699998776899674,1.989653926718628,Iris-virginica
+20,6.598590423771789,3.319176469247551,5.606968243233432,2.3158076059955808,Iris-virginica
+21,5.237151920877285,3.460418434414161,1.4061585452976622,0.2,Iris-setosa
+22,4.8293294435559915,3.0325070061725885,1.4000227577894897,0.2,Iris-setosa
+23,6.6722837204236,3.1338201246106183,4.442205299155565,1.410187866467293,Iris-versicolor
+24,5.136921062635825,3.5071844538227284,1.375017597519209,0.2739947466862578,Iris-setosa
+25,5.094760173609102,3.301087782625127,1.6962797914046146,0.5459697154845313,Iris-setosa
+26,5.785200407113265,2.7808554170610553,5.102525834592041,2.386258333243396,Iris-virginica
+27,5.15934793853776,2.646020512626064,3.3442886046588853,1.3814801938939056,Iris-versicolor
+28,5.781490350553862,2.6560881950174786,5.065265549273231,1.9308307409846652,Iris-virginica
+29,7.358597390723397,2.9019863996673165,6.3188271203464055,1.8016643397575811,Iris-virginica
+30,6.253216078861787,2.710835096590393,4.91714452242538,1.807222381875858,Iris-virginica
+31,5.389187714749878,3.9740579164427556,1.2939139643862565,0.49412336427142545,Iris-setosa
+32,6.68571631270465,3.008159243069157,5.007245376861784,1.7215294643694585,Iris-versicolor
+33,7.7,2.78664675058873,6.7,1.9860401006818724,Iris-virginica
+34,5.89867299623384,3.01165292422363,5.112248848086473,1.8114903068933685,Iris-virginica
+35,4.895651977119489,3.0684758711897455,1.397499693530989,0.2,Iris-setosa
+36,5.316975791161003,3.7091844746346134,1.5082509056485187,0.2,Iris-setosa
+37,5.789157013634643,2.7245767017669196,5.095592057643916,1.8741840284494757,Iris-virginica
+38,6.017733179329555,3.3672380292849855,4.522483024097652,1.625887061101846,Iris-versicolor
+39,5.7999223009700795,2.7265359497093478,5.099376872434201,1.893292554497238,Iris-virginica
+40,4.715940445968729,3.427541911035777,1.3632727197324543,0.2597790150307284,Iris-setosa
+41,5.112541516110891,3.7434954728707726,1.5805967163526846,0.42490556849158334,Iris-setosa
+42,5.060930010427839,3.31402669242136,1.4038553559789384,0.2,Iris-setosa
+43,6.314652414556002,2.907817861979249,5.661298458330397,1.7975891638006645,Iris-virginica
+44,4.491143015839514,2.3022144580446917,1.2793144039151898,0.300905879849564,Iris-setosa
+45,4.400000613177473,3.1793057564407583,1.2959828005671494,0.2,Iris-setosa
+46,6.137445717430707,2.6010544251209815,5.625012495941624,1.4092906416086652,Iris-virginica
+47,5.157689448329319,3.372553396848311,1.3699000137376407,0.2,Iris-setosa
+48,6.380762307950921,3.0907524505177246,5.479890570300769,1.8062624353389136,Iris-virginica
+49,4.683973543954993,3.3540838875223593,1.4083024149701868,0.2,Iris-setosa
+50,5.513521889085962,4.213178169603127,1.4006079779959335,0.2,Iris-setosa
+51,5.90628633494141,3.0067930464927084,5.086497552231559,1.7935299758666083,Iris-virginica
+52,4.901400600653488,2.3940306355304823,3.3151857123233244,0.9849110992034155,Iris-versicolor
+53,5.284462833367977,3.4923585259721945,1.6149058031024588,0.2,Iris-setosa
+54,6.3960017624250805,2.7250274220874244,5.363928651285466,1.904772985179683,Iris-virginica
+55,6.732291606486618,3.3184558175471177,5.662412091798539,2.116801626402854,Iris-virginica
+56,5.860940774849757,2.9916476422660847,4.225055858157397,1.4860075921404954,Iris-versicolor
+57,5.779630852538503,2.6523066266878748,5.096943584874709,1.92375478330399,Iris-virginica
+58,6.439987525958702,3.088073385754029,5.484240273866706,1.7992856492616198,Iris-virginica
+59,5.108011323884869,3.3120785484059208,1.8271677802348336,0.5049122583053017,Iris-setosa
+60,5.780683659619545,2.668424332822648,5.087479251831526,1.9145608511804144,Iris-virginica
+61,6.443691175369176,3.0923215545397515,5.511824104704639,1.8065057282044334,Iris-virginica
+62,5.99127154577344,2.200000344628584,4.986121616749027,1.4969758957287205,Iris-virginica
+63,5.11534912551459,3.7493311236071882,1.4122732944155814,0.2,Iris-setosa
+64,7.249233931164571,2.897038014739799,6.270886320229591,1.7842145964666363,Iris-virginica
+65,5.163210193996532,3.7707455595764614,1.5824614832723378,0.2,Iris-setosa
+66,6.882963572097147,2.9955502239180287,5.554129637066546,2.1342013152858,Iris-virginica
+67,4.4,2.901434245992712,1.4012097817145912,0.2,Iris-setosa
+68,5.739526815272391,4.4,1.5323529749450424,0.6475911101732502,Iris-setosa
+69,5.40917276652128,2.6351537736931716,4.121971759270085,1.2985366946898198,Iris-versicolor
+70,4.501750654091151,2.314925719120124,1.305526537500274,0.32065142188222695,Iris-setosa
+71,5.706099963209079,2.493496754955219,4.990402800547225,2.0067935034085864,Iris-virginica
+72,5.016408739700669,3.333179304389938,1.4033688681142487,0.2,Iris-setosa
+73,5.132169408293948,3.832821329990686,1.5831577845055966,0.2,Iris-setosa
+74,4.854290639227842,2.949982181697239,1.3850280714127157,0.2,Iris-setosa
+75,7.7,2.7865544756443743,6.7,2.013053681839314,Iris-virginica
+76,4.567491825821047,3.3940381402579236,1.386163978856238,0.3038518623656708,Iris-setosa
+77,4.596347331746732,3.2137183326126593,1.4026259216625334,0.2,Iris-setosa
+78,6.274076671839332,2.520217305040057,4.953586278588621,1.514508799304246,Iris-versicolor
+79,6.330845189107925,3.429453466396574,5.6024413183123976,2.390196113782585,Iris-virginica
+80,6.045909806406572,2.2000003329896356,4.991784168446013,1.5027180259791748,Iris-virginica
+81,5.174497710935427,3.4361370615029956,1.45439661471956,0.2,Iris-setosa
+82,4.987435252690609,3.1997517442607784,1.1921149870342918,0.2,Iris-setosa
+83,5.10197233460633,2.4981879027735046,3.346651613613828,1.1587349385454484,Iris-versicolor
+84,6.680043787211742,3.293151940864292,5.643457752442334,2.4999992538995532,Iris-virginica
+85,6.877972183114918,3.005550294609887,5.566520897574334,2.1228176787517836,Iris-virginica
+86,5.005057574427158,3.508083658875315,1.3529524836319302,0.243860453185523,Iris-setosa
+87,6.455640464875068,2.978582773902409,5.510745171152258,1.789170653202816,Iris-virginica
+88,6.804921686070357,3.0120586590959397,5.524496393610612,2.1408392641095877,Iris-virginica
+89,5.815872228681488,2.8201992092060864,5.123368428093233,2.4154465488319543,Iris-virginica
+90,6.040589013777206,2.9693236377051964,4.695003505465057,1.3911534362482803,Iris-versicolor
+91,7.699998682171231,2.788398182460389,6.699998712457899,1.9848532365616802,Iris-virginica
+92,6.6414750317568565,2.9831709168755864,5.447147886892102,1.9898330146423886,Iris-virginica
+93,5.834442372905837,2.8231508296761993,5.096663144254766,2.3586738736515858,Iris-virginica
+94,4.902606637883591,3.1355153933848774,1.4923488060249643,0.1,Iris-setosa
+95,7.7,2.807497327687254,6.7,2.025403873834108,Iris-virginica
+96,7.7,2.807469274313593,6.7,2.0610987111282224,Iris-virginica
+97,6.5131965216359715,3.0614404467287346,5.530742896071386,1.8273747275652164,Iris-virginica
+98,4.913905071676762,2.4101557601285624,3.1097570302690776,1.055036513404557,Iris-versicolor
+99,7.6999990180852125,2.8632891228493773,6.699998888953717,1.997864845109052,Iris-virginica
+100,5.803197101616021,2.8327514161777065,5.122577282778599,2.397087684454885,Iris-virginica
+101,5.996125304371309,3.400112015947777,4.524060989677157,1.5882784381598591,Iris-versicolor
+102,6.733939683694439,3.2578182420688813,5.655451593976684,2.302250607528123,Iris-virginica
+103,5.991060321150121,3.4176428776169208,4.480120849609378,1.594662710783357,Iris-versicolor
+104,7.270265361879893,2.925237665246917,6.211903668814413,1.8312528234149674,Iris-virginica
+105,4.993756091247661,3.2164123855044653,1.2341659286807194,0.2,Iris-setosa
+106,7.7,2.8047406590275377,6.7,2.0354298891369695,Iris-virginica
+107,4.6277937696292275,3.3921144697952625,1.4055289827227748,0.3002763199599458,Iris-setosa
+108,6.427067325629709,2.7138320540705485,5.426467330583979,1.889873609845198,Iris-virginica
+109,5.908902052631456,3.0011294721093913,4.1466604782565195,1.5203149093810384,Iris-versicolor
+110,5.766909415947072,2.8049630805379597,5.154500656232707,2.416500839763354,Iris-virginica
+111,6.347701651387783,2.6162375106578786,5.082679283368302,1.8994040867936703,Iris-virginica
+112,5.645930338348829,3.00971630457749,4.091068957605899,1.3230245455062306,Iris-versicolor
+113,5.604938912009075,2.9879678427723446,4.093594893571112,1.264574609927075,Iris-versicolor
+114,4.945691721721425,3.5297955499865195,1.6192601846142958,0.2,Iris-setosa
+115,5.09516548342753,3.519094269372303,1.375851570474847,0.3056618823213749,Iris-setosa
+116,5.423090729696808,3.427638318988455,1.8945071964684033,0.2,Iris-setosa
+117,7.7,2.79034100452722,6.7,1.9812290477841505,Iris-virginica
+118,5.029151797212761,3.517257026461821,1.3524049282069472,0.3011693435358369,Iris-setosa
+119,6.359516947668718,2.781055262990486,5.121486363786105,1.4957396267578364,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/13/test.csv b/iris/tab_ddpm/3_1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/13/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/13/train.csv b/iris/tab_ddpm/3_1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/13/val.csv b/iris/tab_ddpm/3_1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/13/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/14/synth.csv b/iris/tab_ddpm/3_1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2ac83db173d5fb7d42b457468fa53c17e28942aa
--- /dev/null
+++ b/iris/tab_ddpm/3_1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.5013413162685145,2.4020096389912795,3.693285181271965,1.009976884580368,Iris-versicolor
+1,6.466789292343715,2.9354862946611164,4.325037139431354,1.3228122936187685,Iris-versicolor
+2,6.029086682631634,2.620062483749823,5.014807769105523,1.5259369686454969,Iris-versicolor
+3,4.927040188028068,2.406034542408863,2.8849711615859572,1.0052118547254394,Iris-versicolor
+4,4.620911832008301,3.401558969081383,1.3520999692843403,0.30959950265286784,Iris-setosa
+5,4.598396116044398,3.6371814209890676,1.0,0.2,Iris-setosa
+6,6.439830781692796,3.041785842018223,5.511666301423134,1.8016734011536526,Iris-virginica
+7,6.334253290834462,2.803770740936011,5.115393243571486,1.5131128867787664,Iris-virginica
+8,4.726352203641495,3.3834727626696854,1.411525321113859,0.2,Iris-setosa
+9,5.036983350038042,3.366309075987257,1.4024854762988974,0.2,Iris-setosa
+10,5.876742052361446,2.763031474054718,4.954797844835525,1.5089305860178213,Iris-versicolor
+11,6.312917148446669,2.7177520175226957,4.931204567996089,1.7698816361183063,Iris-virginica
+12,5.896563891057383,3.0001385403134786,4.395182159876147,1.3597639756469289,Iris-versicolor
+13,5.151715907468737,3.459206353632935,1.4887481097492743,0.2,Iris-setosa
+14,5.486448387279845,2.516376315610916,4.195166286779557,1.0326365607998529,Iris-versicolor
+15,4.4,2.884195064980299,1.4012785978154003,0.2,Iris-setosa
+16,6.354469228064728,2.92658092592664,5.573760981010456,1.7883314080164954,Iris-virginica
+17,5.98264172144505,3.3950848727951413,4.450844932504138,1.5808845946684495,Iris-versicolor
+18,6.020656040295439,3.005407833547937,4.763164381422227,1.8016093518067031,Iris-virginica
+19,6.3589739469011395,2.92282302383165,5.596709005409038,1.7995625305738223,Iris-virginica
+20,6.689154198376721,3.318833613801304,5.71148649753662,2.07494952428112,Iris-virginica
+21,4.897183217453159,2.3956576882237117,3.177366742577081,0.9906119431084598,Iris-versicolor
+22,5.866347205617689,2.7537704926117628,4.636794168606215,1.3472616795092471,Iris-versicolor
+23,6.802555885373945,3.1173782381645094,4.41168076582308,1.4013761861082055,Iris-versicolor
+24,5.166231185169444,3.782613642229942,2.012844219626916,0.44166530512050967,Iris-setosa
+25,6.292272453974608,2.30865952299889,4.4344297348882655,1.3045870019062982,Iris-versicolor
+26,6.439002539209973,3.0560144838111998,5.484068131685965,1.8027621626764068,Iris-virginica
+27,6.006560507719743,2.711739138421678,5.110125799457035,1.6082746227052813,Iris-versicolor
+28,6.688119320235804,3.2892705141281873,5.766945939606279,2.1276039211513984,Iris-virginica
+29,5.963691972200043,2.975952568491365,4.559333411793574,1.3767026434411287,Iris-versicolor
+30,5.881345094897565,2.992768739676259,4.3402223002542035,1.4850105844855237,Iris-versicolor
+31,6.062263170857466,2.2000002920502006,5.0282601876107815,1.500033280314295,Iris-virginica
+32,5.768548396357435,2.639314626660043,5.076598153315198,1.9214555615519842,Iris-virginica
+33,6.536842986085234,2.9642784776447546,5.387177517909427,1.8081677844008812,Iris-virginica
+34,4.623458260394185,3.2404630806503025,1.401727202761368,0.2,Iris-setosa
+35,6.324195308306343,2.292968282985504,4.3823929527339684,1.297553497396849,Iris-versicolor
+36,6.226679864442055,3.266033789301505,4.526306186590308,1.5347095918747276,Iris-versicolor
+37,5.105578186537232,3.6123410675582566,1.4797883345304301,0.3942891037406695,Iris-setosa
+38,6.870750040678658,3.215707600786843,5.6642690763903945,2.2592862323682064,Iris-virginica
+39,6.228137823248082,2.6914246020206365,4.9351029140363485,1.8544787020795646,Iris-virginica
+40,5.812723542413544,4.4,1.515885545654811,0.393498367609609,Iris-setosa
+41,6.140943339294188,2.6408645500390544,5.581332484690033,1.4467610799478243,Iris-virginica
+42,5.009674116188106,3.4859842951606574,1.6035191442071657,0.2,Iris-setosa
+43,5.964221025985726,2.2,5.01741449306068,1.4865722333242881,Iris-virginica
+44,5.383583409413356,3.8802717527142025,1.7760396635614588,0.38912579223712684,Iris-setosa
+45,5.492870938046898,2.584060415192336,4.41705927439447,1.10307202006805,Iris-versicolor
+46,5.59454895796053,2.700687813852861,4.392869921403799,1.2878185773320467,Iris-versicolor
+47,6.355113018952938,2.923234892808792,5.580848571737513,1.7819610690469982,Iris-virginica
+48,6.289229136084299,2.5013461427138814,5.012519404941365,1.8910412808309471,Iris-virginica
+49,6.273919480059792,2.2998539728964813,4.36172162088546,1.3090438254218557,Iris-versicolor
+50,4.979353253825896,3.5708265289611902,1.3810316700942198,0.2,Iris-setosa
+51,4.687778685072298,3.4759214077594436,1.3819445932572605,0.29900966354457126,Iris-setosa
+52,4.4,2.896278924200373,1.411865546771447,0.2,Iris-setosa
+53,6.642182034015755,3.0243449428443454,4.379199419101792,1.3925076216802978,Iris-versicolor
+54,4.955814886557289,3.565449743418224,1.34587734910414,0.23774137957271613,Iris-setosa
+55,5.005936662199443,3.538685456150395,1.4111802375751938,0.3240620433922482,Iris-setosa
+56,5.497364655960751,2.5919420583380726,4.341154402895269,1.1320494975847284,Iris-versicolor
+57,5.788691286942415,2.7895752452724154,5.109233950155069,2.4007574699137204,Iris-virginica
+58,5.018663242751165,3.326486367875674,1.4013536078704567,0.2,Iris-setosa
+59,5.383382281027974,3.899172529508963,2.057085136310845,0.3961042701757108,Iris-setosa
+60,7.699994756361525,2.786041528932035,6.69999437666185,1.9590352195916698,Iris-virginica
+61,7.6999988199045335,2.7886585070729204,6.699998293866621,2.0142158383609168,Iris-virginica
+62,6.675156277163543,3.102296676342381,4.419420614528281,1.3993169792238311,Iris-versicolor
+63,5.458830127808905,2.9849854146060513,4.466572396477303,1.502385941808329,Iris-versicolor
+64,5.917031936563898,3.2141976775581154,4.744998056325073,1.7947922213964407,Iris-versicolor
+65,5.530091678596096,2.5944915104832407,4.227495327139068,1.2567045955293914,Iris-versicolor
+66,5.810870761918177,2.760597252367581,5.089982322773421,1.885632499461989,Iris-virginica
+67,6.829299817986945,3.1769448000495584,5.679425046401062,2.173639843407968,Iris-virginica
+68,5.481095137383249,2.4033016306513346,3.7406136871700726,1.1135228788472438,Iris-versicolor
+69,5.626839981393435,2.6892815025432792,4.238814785749644,1.3061767782049,Iris-versicolor
+70,6.687788013285307,3.28755691020499,5.653501107352428,2.096622284416338,Iris-virginica
+71,5.506370127899766,2.3882259857924457,3.6758158942485837,1.0783248812561241,Iris-versicolor
+72,4.982910144889486,2.4497651480954388,3.1393533738458945,1.1011689355960492,Iris-versicolor
+73,5.18417429332259,3.478673168785997,1.5222948084998864,0.2,Iris-setosa
+74,6.962139594082477,3.193120017563668,5.679840237094992,2.285989243933722,Iris-virginica
+75,4.599389534147334,3.212327828907705,1.3680982405167428,0.2,Iris-setosa
+76,4.794941636108349,2.911655126733011,1.4056695633457887,0.2,Iris-setosa
+77,4.981881556353631,3.490776365526523,1.3107789522035969,0.30397220681748527,Iris-setosa
+78,4.4,2.902038843015372,1.4043215103379376,0.2,Iris-setosa
+79,7.699998928428822,2.7785200433969486,6.7,1.9956082832470403,Iris-virginica
+80,5.112220950761168,3.858385041010285,1.5878130177948258,0.2,Iris-setosa
+81,4.582962957383228,3.6077836395126552,1.0,0.2,Iris-setosa
+82,5.00181364992592,3.489267790034342,1.3051102924637143,0.29191061332955537,Iris-setosa
+83,5.9200326793234215,2.992023248568652,5.118372547251231,1.8050770339667885,Iris-virginica
+84,5.106743264165024,3.7807957902631193,1.6267139054686348,0.2,Iris-setosa
+85,6.0531976198571495,3.3775425740843885,4.501292587791635,1.6017693624017804,Iris-versicolor
+86,5.992068908550234,2.7001718028908344,5.079120832793305,1.6051858644686812,Iris-versicolor
+87,5.207595052101036,3.436263704511622,1.393958448153397,0.2,Iris-setosa
+88,4.4,2.9139530135204565,1.4069133462922094,0.2,Iris-setosa
+89,5.0712083842446765,3.5065362256042922,1.352636602897784,0.33694204139481726,Iris-setosa
+90,5.794808679778379,2.58982940978435,5.01783139286293,1.9492063996505795,Iris-virginica
+91,6.266157557602715,3.4085235839099366,5.592732959116752,2.394895140660353,Iris-virginica
+92,5.334162901283029,2.4580942799969066,3.16194044437703,1.1221337238704616,Iris-versicolor
+93,4.946102232654973,3.4983350014831966,1.3124687118143614,0.28339661344533074,Iris-setosa
+94,6.052707931777678,3.123905707362551,4.533035855179281,1.561491225093311,Iris-versicolor
+95,5.1520193061121855,3.821971276307852,1.5924682932261383,0.2935002296726066,Iris-setosa
+96,6.32452698255378,2.2970348126924973,4.4114802306197385,1.2917581601102217,Iris-versicolor
+97,5.918278581366928,3.0170344884098115,5.122779849993125,1.8051520702142538,Iris-virginica
+98,5.995522679337911,2.6955528289801505,5.141777263416636,1.6071215343055565,Iris-versicolor
+99,6.314934280643194,2.7867031781088296,5.1173732817473665,1.4891973531170501,Iris-virginica
+100,4.911550892824237,3.119182667198579,1.5227202664886341,0.1,Iris-setosa
+101,5.1139932194664235,3.7843529016346458,2.014303851470374,0.39640602206454395,Iris-setosa
+102,5.169084766323306,3.3908130888833456,1.4134539019717973,0.2,Iris-setosa
+103,6.002741714850622,3.358835077141233,4.524265546419187,1.5922187890658772,Iris-versicolor
+104,6.00116027886948,2.9992919703624383,4.768557335290149,1.8098236650543544,Iris-virginica
+105,6.467214677037709,2.8042968050858303,5.3463076356124155,1.9046266196177661,Iris-virginica
+106,4.6697954850938,3.1352398076249854,1.3557333976633288,0.2,Iris-setosa
+107,5.1212879226117165,3.5022562161969,1.485093634385755,0.2,Iris-setosa
+108,5.290773886036666,2.577795343035032,4.014732448464084,1.287379939104557,Iris-versicolor
+109,5.968965081716185,3.358567393085893,4.522138302118805,1.623539051459515,Iris-versicolor
+110,5.736080445625792,2.944270422687414,4.1404946037289925,1.3120674237149397,Iris-versicolor
+111,6.297482969852851,2.8970144810920178,5.713820939995044,1.8206880159811554,Iris-virginica
+112,6.4187758720228985,2.725920398507341,5.27474218568112,1.8876968894565684,Iris-virginica
+113,4.574410422059266,3.611524122478728,1.0,0.2,Iris-setosa
+114,5.0833602806264295,3.5678912949050905,1.4117006032288086,0.2,Iris-setosa
+115,5.193215552667073,2.729717655580642,4.0308837806873115,1.4256525153033144,Iris-versicolor
+116,4.671668375615677,3.405961510603406,1.4083195758212796,0.2913243786216993,Iris-setosa
+117,4.970497089494587,3.597635201981277,1.3696329587502936,0.2,Iris-setosa
+118,6.202302705796806,3.0030915871740156,5.125339072163554,1.8178991269107083,Iris-virginica
+119,6.655326868666879,3.2523583654507817,5.571539446659919,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/14/test.csv b/iris/tab_ddpm/3_1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/14/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/14/train.csv b/iris/tab_ddpm/3_1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/14/val.csv b/iris/tab_ddpm/3_1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/14/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/15/synth.csv b/iris/tab_ddpm/3_1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3e0b44d90903f43c80f4ad8850e054d155caf7da
--- /dev/null
+++ b/iris/tab_ddpm/3_1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.676991993319317,2.902462925761729,4.2576433425810585,1.3216743331332759,Iris-versicolor
+1,6.28489317922267,2.9183567400681265,4.3028326062952695,1.3138569716842479,Iris-versicolor
+2,4.827388036868396,3.3990738950250305,1.5963809258288184,0.2,Iris-setosa
+3,4.906232250373702,2.4062486537878582,3.481056341757199,0.9241711237404397,Iris-versicolor
+4,4.886635186152644,3.09484282094294,1.489685545278476,0.10000011567627731,Iris-setosa
+5,5.520041679747534,2.618951903750632,4.2494198786785615,1.2800562615415803,Iris-versicolor
+6,5.852407736758553,3.0321627862048257,4.34363474573246,1.5326787036874336,Iris-versicolor
+7,6.270375983638102,2.3006209079788955,4.370415820316915,1.3086929255029693,Iris-versicolor
+8,7.7,2.803112142188588,6.7,1.9901327148143124,Iris-virginica
+9,7.283689390062003,2.90134860501729,6.306984330575947,1.7890462137326741,Iris-virginica
+10,5.105738906157388,3.764996474331788,1.6346628520095294,0.42122857296680655,Iris-setosa
+11,6.262076745023169,2.733373540148735,4.889680544724904,1.7869988180989256,Iris-virginica
+12,4.875063274191658,3.0937306393365187,1.4920418935273787,0.1,Iris-setosa
+13,6.892935755345068,3.1431750922768384,5.713373579065011,2.2260270009553995,Iris-virginica
+14,7.699998375000568,2.7816322683757915,6.6999985799507815,1.9812837961474252,Iris-virginica
+15,4.9936356341525725,3.583776151164661,1.3429233624920514,0.2,Iris-setosa
+16,5.4821739100848355,2.4042095167686734,3.5944322589570232,0.9758786754682611,Iris-versicolor
+17,5.62609499338363,2.967637761865199,4.051804139148155,1.3077686591027324,Iris-versicolor
+18,6.190910245400159,2.6326919474165598,5.545387152137163,1.4623437216404187,Iris-virginica
+19,5.399968551417788,3.8636779708430855,1.3338835503133184,0.34839851171861225,Iris-setosa
+20,5.390104795306158,3.9023944377389124,2.1087041796910864,0.5357908896033768,Iris-setosa
+21,5.981206306811151,2.7024944190229014,5.089217361281438,1.5896631864383066,Iris-versicolor
+22,5.572829003340821,2.543795137402758,4.058351181864208,1.2701320228932687,Iris-versicolor
+23,6.697813341372252,2.995492446793264,5.011255150886521,1.7031584384093583,Iris-versicolor
+24,6.3024923643342685,2.651307150903614,4.934829992744425,1.8017632141259459,Iris-virginica
+25,5.5287594849021575,2.382147191866135,3.4410369000467536,1.1344304042325017,Iris-versicolor
+26,4.7891743541207195,3.3960065245797253,1.6115262148465512,0.2,Iris-setosa
+27,5.919948848369137,3.2495754482703063,4.738153057606484,1.7411135625878673,Iris-versicolor
+28,6.925681813902914,3.1215840899777265,5.6797678599542145,2.247823861084691,Iris-virginica
+29,5.869743591157715,3.198627653760498,4.724748471859574,1.8087514295823934,Iris-versicolor
+30,5.318971687477406,3.74130521363722,1.6107738040768758,0.21053289547734805,Iris-setosa
+31,4.825614020850196,3.028646481225602,1.400939829637145,0.2,Iris-setosa
+32,5.492542012716787,4.221206398986275,1.379492887815983,0.2,Iris-setosa
+33,4.8948267593476285,3.1109332261980627,1.489130878022606,0.10000023232375689,Iris-setosa
+34,6.293455362535436,2.7415794388072263,5.443727250349023,1.8636844560035533,Iris-virginica
+35,4.60159645524657,3.601070288571147,1.0000005403254308,0.2,Iris-setosa
+36,5.038983828601242,3.473246748146084,1.3290375899271079,0.26906621902532346,Iris-setosa
+37,6.526913140093952,3.015478847925366,5.533090429917083,1.7856813249872094,Iris-virginica
+38,5.000248700847532,2.4575718877204964,3.1364314976413814,1.1999352837130755,Iris-versicolor
+39,6.460078134073832,2.9846404378487352,5.462443195698569,1.7961733128930129,Iris-virginica
+40,4.906949880849256,3.0247776280112086,1.3658726810706954,0.2,Iris-setosa
+41,4.887236137691017,2.3937319909585213,3.8832939437256018,1.026505707062256,Iris-versicolor
+42,5.8616088976186225,3.168070911575488,4.711706685865824,1.6706015118915571,Iris-versicolor
+43,5.836346722119729,2.762912665052835,5.114359911218261,1.8842425112542132,Iris-virginica
+44,6.3634198401141315,2.7973312625596134,5.512408495366452,1.862327729409238,Iris-virginica
+45,7.69999875552035,2.776855796699661,6.699998629997543,2.0084850873361577,Iris-virginica
+46,6.52089715339917,2.9583627340999503,4.355685130661238,1.3657400595887748,Iris-versicolor
+47,5.790985196947908,2.8019993573223805,5.118305627827637,2.397166488032362,Iris-virginica
+48,6.30353819185917,3.238181192474691,4.498269096016578,1.520851637937344,Iris-versicolor
+49,5.14617677764256,2.4772014824874287,3.0598858316139834,0.9990432199047192,Iris-versicolor
+50,7.699997646873761,2.827237197400437,6.699997820093199,1.9934779573080568,Iris-virginica
+51,4.617649897312519,3.594129851550226,1.000000538846795,0.2,Iris-setosa
+52,5.252315342230883,3.441323099481145,1.4079196993726597,0.2,Iris-setosa
+53,7.699997918150333,2.8141703973868646,6.69999841100384,2.0088517432535435,Iris-virginica
+54,5.676294681996075,4.4,1.4827925929158339,0.3875802160891444,Iris-setosa
+55,5.01756473804171,3.5016727022379457,1.3131577425350822,0.30649461227416774,Iris-setosa
+56,6.634600380761713,3.1405541570518536,4.4197240341069985,1.4323479367891347,Iris-versicolor
+57,5.416023010842344,3.3899776446144654,1.7337366711669149,0.2,Iris-setosa
+58,5.649955907321274,2.4092160227553143,4.074262686163054,1.161672254866971,Iris-versicolor
+59,5.791723642016136,2.804176713115419,5.096184362957753,2.413775182134501,Iris-virginica
+60,6.286553322277679,2.470799099076803,4.832996766796818,1.4823309904167858,Iris-versicolor
+61,4.965753026716665,3.5511496489977614,1.4045474353784564,0.2,Iris-setosa
+62,5.822053433737124,2.8439423334582115,5.155613740299039,1.8664768437816197,Iris-virginica
+63,6.483791911750867,3.1263455703151415,5.529565793120824,1.8640476578319234,Iris-virginica
+64,5.734378684600477,2.536097170949129,5.038929701357694,1.9846442104996007,Iris-virginica
+65,6.296891269039275,2.7864944828091773,5.077616885101148,1.5093077132286146,Iris-virginica
+66,7.7,2.7973330325928263,6.7,1.996634654146677,Iris-virginica
+67,5.88124687561675,2.9831664401516758,5.085541815396719,1.802164223645956,Iris-virginica
+68,5.467930855203478,3.377433869367622,2.1359649030893366,0.2,Iris-setosa
+69,6.058476028163498,3.19031294290795,4.57752584694051,1.5967684462062488,Iris-versicolor
+70,6.322076004556574,3.0450284034009427,4.506040990333616,1.4282693474678936,Iris-versicolor
+71,6.022528554586273,2.6975857316818344,5.135119622177439,1.6046173764617806,Iris-versicolor
+72,6.7419473875681595,3.2997871315992886,5.729817435239536,2.1401861518611756,Iris-virginica
+73,6.287206031811086,2.4382525539679514,4.801523361138766,1.4725200485981513,Iris-versicolor
+74,6.778610631436353,3.308124120865607,5.6476637634745535,2.5,Iris-virginica
+75,6.77522990163972,3.315680637623366,5.662672166474668,2.5,Iris-virginica
+76,4.4,3.231558665832838,1.2956417871553523,0.2,Iris-setosa
+77,6.010848993657153,3.4037548856626976,4.515913136778357,1.6080574598512247,Iris-versicolor
+78,7.196360559738022,2.897343966534554,6.237235168303801,1.8229811892010381,Iris-virginica
+79,5.670278432843065,4.3999991096339075,1.4895559147327968,0.49612053418007984,Iris-setosa
+80,5.5016465730855915,4.2133440183009965,1.400682272716193,0.2,Iris-setosa
+81,5.963948017719009,2.7289904010346464,5.245894723535651,1.88101428089084,Iris-virginica
+82,6.458055780360673,2.9969728643933147,5.428676354712449,1.8047252173394561,Iris-virginica
+83,6.312297696573834,2.453185350841877,4.8139728660551695,1.480470773114728,Iris-versicolor
+84,5.502722647346521,3.024958758463201,4.565459338704841,1.5157877344806094,Iris-versicolor
+85,6.375918671396047,3.3867336790625484,5.651360913112622,2.3780487514691018,Iris-virginica
+86,7.7,2.783010226801792,6.7,2.014234165630213,Iris-virginica
+87,5.648511325787641,4.3999990959118485,1.4824341876713503,0.3808659706699161,Iris-setosa
+88,6.034646533895444,2.2000003864545072,5.01094560413315,1.5032757075372754,Iris-virginica
+89,6.011339406404078,2.6920280530826832,5.120305833278356,1.6130059555852845,Iris-versicolor
+90,5.105882098254298,3.766660895797992,1.6534240727229452,0.3950541979568739,Iris-setosa
+91,6.477222610338865,2.99367150780808,5.49969440193454,1.7760914278017703,Iris-virginica
+92,5.425038563828166,3.9316027831058165,1.299020648881824,0.4467530262129053,Iris-setosa
+93,6.032629160110524,3.0002879693816915,5.227126471547265,1.8296270722331316,Iris-virginica
+94,4.60156713579399,3.657211213890949,1.0000005705990547,0.2,Iris-setosa
+95,5.727850693300838,4.4,1.5160897265454416,0.3960889194421845,Iris-setosa
+96,4.8183015440674,3.341824112647454,1.3540340078359834,0.2207191916490425,Iris-setosa
+97,5.491523241311255,2.4181647134605795,3.774465949668506,1.1770757322617091,Iris-versicolor
+98,5.511293364694126,4.197254568477179,1.3925437634025177,0.2,Iris-setosa
+99,4.618527927053435,3.1578649590307037,1.4083720634500028,0.2,Iris-setosa
+100,6.328019280190673,2.5379417139898988,5.010906168920748,1.8791277295400475,Iris-virginica
+101,5.563838137215233,2.560091844457295,4.131056895357933,1.2477955790751174,Iris-versicolor
+102,5.3183807603817606,3.374027907258496,1.6894158629631875,0.2,Iris-setosa
+103,5.573966431770369,2.9345318960580915,4.460235805226928,1.462483459581665,Iris-versicolor
+104,5.683024772874981,4.3999990604088035,1.5032882804399956,0.3721547986899397,Iris-setosa
+105,6.703521300852292,2.9939482402619664,5.019273821996556,1.7243533171021055,Iris-versicolor
+106,6.58414210459055,3.3254063431660965,5.648711336362438,2.2791803056095357,Iris-virginica
+107,4.5730118156843895,3.689869636038333,1.0,0.2,Iris-setosa
+108,5.19787831145268,3.5141742849287176,1.496925269318423,0.2,Iris-setosa
+109,7.7,2.7884326698295205,6.7,2.043747166623399,Iris-virginica
+110,6.365546817284709,2.8548121682570278,4.268122434125079,1.2863835552852618,Iris-versicolor
+111,5.803218032376276,2.832292866759036,5.09454953653064,2.405812448815051,Iris-virginica
+112,6.281352927984102,2.487839495804234,4.903044198919896,1.5142819444844002,Iris-versicolor
+113,6.013179804728383,3.431042545644856,4.538012693410965,1.6045464048486286,Iris-versicolor
+114,5.509431491025929,2.4622975682411807,4.19073794946065,1.0042256887212293,Iris-versicolor
+115,5.495287736996339,2.386890243428225,3.652846025891885,1.0144452026285653,Iris-versicolor
+116,7.7,2.7397545805298473,6.7,2.048737789593373,Iris-virginica
+117,6.11277633863224,2.60349951737269,5.652049248663213,1.4018839173009923,Iris-virginica
+118,5.121712717742284,3.818793129770889,1.8059983550515575,0.4540380136120853,Iris-setosa
+119,4.502092752182795,2.311554102965729,1.3126746551233692,0.3021330424868411,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/15/test.csv b/iris/tab_ddpm/3_1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/15/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/15/train.csv b/iris/tab_ddpm/3_1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/15/val.csv b/iris/tab_ddpm/3_1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/15/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/16/synth.csv b/iris/tab_ddpm/3_1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..65794a7c21e5986f470732a3f0a7e1cef8810ca1
--- /dev/null
+++ b/iris/tab_ddpm/3_1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.879682668124872,2.9920701438187134,1.3787934693602995,0.2,Iris-setosa
+1,5.550300360038055,3.0349887870930146,4.581344917303572,1.5635084862988562,Iris-versicolor
+2,6.931395289035707,3.043675774505646,5.579563057312059,2.1825862073561115,Iris-virginica
+3,6.675592411557956,3.093112792047343,4.576493370718394,1.491110097723751,Iris-versicolor
+4,6.391715502894002,3.040549707373612,5.498124571952238,1.795167162155925,Iris-virginica
+5,6.237912153496139,2.7742876612953777,5.210481740799911,1.5111138328099916,Iris-virginica
+6,6.662793636921713,3.1151413699938226,4.4351285814618295,1.4088500366511278,Iris-versicolor
+7,4.867019068936909,3.083309522383386,1.4209765772052947,0.2,Iris-setosa
+8,4.867195472666802,3.481837785326933,1.3369873937439536,0.33466071107121603,Iris-setosa
+9,5.163652169405656,3.450266941627428,1.4838553299795307,0.2,Iris-setosa
+10,4.999105678490107,2.4556324312688633,2.9396807431501686,0.9858416502345949,Iris-versicolor
+11,6.301505764178379,2.709885125343928,4.906354508749447,1.782437593312545,Iris-virginica
+12,6.010618698196986,2.200000335945326,4.968322922428006,1.4978370018198095,Iris-virginica
+13,5.454744706025738,3.0057171844450448,4.499185387166226,1.4989481427763909,Iris-versicolor
+14,5.013486150902173,2.430502262336031,3.0673188946583876,0.9937123665419623,Iris-versicolor
+15,5.055282951958817,3.332012616970798,1.4088744114608316,0.2,Iris-setosa
+16,5.448390295980785,2.972471708638715,4.355503820918215,1.4629671879808333,Iris-versicolor
+17,5.798226606222228,2.728940472439828,5.123921839462722,1.8817982621777025,Iris-virginica
+18,5.55021532664416,2.736788492246123,4.199827960880964,1.3222710795773653,Iris-versicolor
+19,4.4,3.1560800325693696,1.3062910510894197,0.2,Iris-setosa
+20,5.503277198411533,2.402035229563704,3.5143822589437796,1.10628591436101,Iris-versicolor
+21,4.967456799352901,2.4419328227555837,3.329982167171931,0.9929053633984022,Iris-versicolor
+22,5.110531944620669,3.726310623857451,1.647502599625345,0.4048108176073342,Iris-setosa
+23,5.800150250832766,2.659111621951948,5.087726338870684,1.9162147140877108,Iris-virginica
+24,5.316586115457537,3.7252725261255537,1.4995085607845697,0.2,Iris-setosa
+25,5.844380310118816,3.0034883374530614,4.168429777294447,1.495101270930804,Iris-versicolor
+26,4.4,3.2120046303633347,1.285190090876531,0.2,Iris-setosa
+27,6.695875502222751,3.089810842014493,4.398468360740969,1.3989760911363658,Iris-versicolor
+28,4.962469257764905,3.145697761313268,1.3706437499445323,0.2,Iris-setosa
+29,6.689518548917244,3.2708074522589037,5.73431438845527,2.4999995403928,Iris-virginica
+30,5.8380732907688095,2.813298743379698,5.139646847521503,1.8787365353637109,Iris-virginica
+31,5.02981949581645,3.6305418831198937,1.6156828078385574,0.2,Iris-setosa
+32,4.4000004872045695,2.943879289299611,1.3812956977950293,0.2,Iris-setosa
+33,6.677772600537556,3.297804208901015,5.6928888983638215,2.4999994977956996,Iris-virginica
+34,6.368728402813618,2.9958007886012035,5.509198070463319,1.7841001804067855,Iris-virginica
+35,5.499907724485864,2.6295539266255323,4.342720486122405,1.2599537683665853,Iris-versicolor
+36,6.3000199601492195,2.773729358549321,5.116047732253811,1.4729103265151553,Iris-virginica
+37,4.582660964336235,3.6071799491689913,1.0000003960046542,0.2,Iris-setosa
+38,4.8484296275429655,3.1288671263823082,1.486691632936044,0.1000000956002453,Iris-setosa
+39,5.114558140519558,2.4772213222237585,3.366127940399509,1.1873994682161366,Iris-versicolor
+40,5.122501925220136,2.5022611322297315,3.0945739683170173,1.1189491816530426,Iris-versicolor
+41,5.9739660283611595,2.9854073834373627,4.190616169070204,1.4821893816666225,Iris-versicolor
+42,6.721853028014617,2.977161486731392,5.442019807556047,2.02063862943713,Iris-virginica
+43,5.851580434278003,2.845648865239195,5.176481043845218,2.3349016649883474,Iris-virginica
+44,7.7,2.708407587718249,6.7,2.0874039030189584,Iris-virginica
+45,5.9201106914890556,3.2365948937790607,4.784100851366209,1.7778652159559305,Iris-versicolor
+46,7.7,2.818814848343371,6.7,1.9742006309589295,Iris-virginica
+47,4.855596767811691,3.4286243689432685,1.6009176870054678,0.2,Iris-setosa
+48,5.490376963344422,2.4015462246083725,3.8412894271300333,1.0521478296701792,Iris-versicolor
+49,5.115544413159004,3.305056250583977,1.839941628747081,0.5097930985712833,Iris-setosa
+50,7.7,2.801933569783148,6.7,1.9925382385020238,Iris-virginica
+51,5.994326098471794,2.200000377959766,4.988396348299419,1.4756172648354975,Iris-virginica
+52,4.678442464910891,3.247670648452837,1.4101953448127404,0.2,Iris-setosa
+53,5.77421317481929,2.6724207218214633,5.084167332250944,1.9133599621754882,Iris-virginica
+54,4.7275238267073805,3.2744631214307045,1.4068880409985103,0.2,Iris-setosa
+55,6.7108443524967205,2.9887693508308124,5.018647789414154,1.7075578111075251,Iris-versicolor
+56,5.149541349751116,3.3932995768640377,1.429898783361804,0.2,Iris-setosa
+57,5.985492608534941,3.4462872936379614,4.532977725996456,1.5639791773008753,Iris-versicolor
+58,6.010394811343571,2.2,4.993948703405049,1.499687461374269,Iris-virginica
+59,5.885303695461884,2.9820312713204076,5.074301961058244,1.8081595279990323,Iris-virginica
+60,6.263515841822065,2.839332526825926,5.206435477033583,1.7758539870547043,Iris-virginica
+61,5.431941865291972,2.4134675788455136,3.5201980238298645,1.0184513228828944,Iris-versicolor
+62,6.714648487894366,3.2928455493666156,5.656733618594082,2.499999544902834,Iris-virginica
+63,5.772190378639559,2.6816003841955958,5.091316046260352,1.898565761743638,Iris-virginica
+64,5.884540188096557,2.986056701089167,5.096627337199013,1.8236616394474041,Iris-virginica
+65,4.586904608499374,3.6083330894365244,1.0000003703839913,0.2,Iris-setosa
+66,5.097152754417888,3.4452419050616427,1.4011893112052287,0.2,Iris-setosa
+67,6.347768171493664,3.173775662032493,4.586880676631675,1.5005532000684394,Iris-versicolor
+68,6.313915468919381,2.7456900497912664,4.855167830816024,1.7597721564658901,Iris-virginica
+69,6.100053612079917,2.620338162801338,5.588437531849569,1.4049840715571909,Iris-virginica
+70,4.96674889979195,3.387612146875442,1.5234919920984022,0.2,Iris-setosa
+71,6.223828510910708,3.432630403327766,5.659778516635192,2.4039073166465004,Iris-virginica
+72,5.111489859014911,3.77031856503919,1.6178534244362552,0.2,Iris-setosa
+73,5.469974050804031,2.415826070960392,3.531389003261177,1.0966959525316746,Iris-versicolor
+74,5.474611216865325,2.397556249798555,3.8006845190246583,1.0719622708767065,Iris-versicolor
+75,5.115608721492267,3.4076399277792118,1.5091335063809557,0.2,Iris-setosa
+76,5.8932836364759,2.816897830537971,5.120408138138522,2.3985287753838564,Iris-virginica
+77,5.350625108941691,3.581916055548883,1.539995425017087,0.2,Iris-setosa
+78,5.838305768922911,2.8086831772486396,5.121574482896924,2.387165269680157,Iris-virginica
+79,5.806463345124553,2.6932097655242204,5.0772610364538995,1.8809929814908215,Iris-virginica
+80,4.929766826903011,2.433849020937964,3.147558764982931,1.0335456303662443,Iris-versicolor
+81,6.6139084538605255,3.106516900947086,4.425337812595958,1.4364551445968796,Iris-versicolor
+82,7.699995571400734,2.8320054642056474,6.699992861786329,1.9867174686031084,Iris-virginica
+83,5.040534793878553,3.338487283815927,1.3960564514278517,0.2,Iris-setosa
+84,5.43230040781474,3.9377537970224905,1.2779987215266193,0.4766773273137124,Iris-setosa
+85,6.098592029233607,2.9911815218827487,4.5787578907106825,1.3880286854247073,Iris-versicolor
+86,5.1102979549842455,3.803869046528539,1.6021542413499714,0.2,Iris-setosa
+87,5.302767486410348,3.630537312525852,1.4968689004127569,0.2,Iris-setosa
+88,5.886981563750345,2.9972729254539874,5.105917454289545,1.8223185668605373,Iris-virginica
+89,4.640651711374138,3.567234644766661,1.0000005871183484,0.2,Iris-setosa
+90,6.68963897150015,3.1112622230043843,4.3948940135812515,1.3890642110842197,Iris-versicolor
+91,4.586726069435016,3.2064338660517877,1.372477369681288,0.2,Iris-setosa
+92,5.642951115186053,4.4,1.5058207072428966,0.36849280011531615,Iris-setosa
+93,5.596184909164302,2.997784710852717,4.149651798495559,1.298520341753082,Iris-versicolor
+94,7.017355258985348,3.0469795633879047,5.752504825061123,2.1955202057403964,Iris-virginica
+95,5.990746093048558,3.4348809887978815,4.5513465917202245,1.6493052276336224,Iris-versicolor
+96,7.6999988024487305,2.7734659996353446,6.699998680826507,1.996876481283421,Iris-virginica
+97,5.647146888291476,2.9324432153535676,4.236033720749975,1.4481925214196079,Iris-versicolor
+98,4.925371555736874,3.0433625059419933,1.4012869949029856,0.2,Iris-setosa
+99,4.99102802048733,3.307443780187604,1.3957138670601408,0.2,Iris-setosa
+100,5.782119510585109,2.63279350618971,5.066633236389505,1.9215469842782886,Iris-virginica
+101,5.012173550609164,3.3550817290211334,1.4853270100303355,0.2,Iris-setosa
+102,4.495615377655402,2.296667918565029,1.3038364748053526,0.27262973597037204,Iris-setosa
+103,5.3522762865512075,3.4003348814773116,1.6880600247707056,0.2,Iris-setosa
+104,5.38641993744161,3.4579617262125657,1.6110320821442305,0.2,Iris-setosa
+105,6.687324597591869,3.0037741761187595,4.990612466735906,1.6942929212764701,Iris-versicolor
+106,5.710592433085657,2.9397074694642704,4.2953321058707195,1.305525230201294,Iris-versicolor
+107,5.628368108004872,3.014419523686612,4.497474536656718,1.4950633965758247,Iris-versicolor
+108,6.642138485365115,3.041263234817202,4.387862188990511,1.402879559167253,Iris-versicolor
+109,4.400000576634473,3.1967535681217596,1.306026071400708,0.2,Iris-setosa
+110,6.2667213208839145,2.889769274292155,5.614015610432102,1.807518895168802,Iris-virginica
+111,5.348460376347964,2.954501841611302,4.393727701616986,1.4703424297343928,Iris-versicolor
+112,5.764092040495726,2.673279186054055,5.095626228531884,1.9153419146313624,Iris-virginica
+113,6.27111688118846,3.41742943216185,5.677620209474431,2.4055145399404947,Iris-virginica
+114,4.4,2.883170771382697,1.405805606608494,0.2,Iris-setosa
+115,5.127244154481049,3.762060270797755,1.6469107956928646,0.44576262377798986,Iris-setosa
+116,4.624939600558862,3.291095728118008,1.4155277181777797,0.2,Iris-setosa
+117,6.974442087300304,3.1760516749363124,5.767679209607517,2.2812597379918946,Iris-virginica
+118,5.284242288213312,2.942526192186775,4.273914870405954,1.467767023693119,Iris-versicolor
+119,6.538569304628641,3.167520569893447,4.46896426529243,1.4747753216759159,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/16/test.csv b/iris/tab_ddpm/3_1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/16/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/16/train.csv b/iris/tab_ddpm/3_1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/16/val.csv b/iris/tab_ddpm/3_1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/16/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/17/synth.csv b/iris/tab_ddpm/3_1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0158adff5126d8d810a551d9df33bc9c0fc2fd4a
--- /dev/null
+++ b/iris/tab_ddpm/3_1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.058180717971362,2.493291183295088,3.175153449846677,1.1180999849126778,Iris-versicolor
+1,6.473815033093916,3.1531336674391226,4.555836443918536,1.4636296430532711,Iris-versicolor
+2,5.2987544908561794,3.83719424775865,1.6759089141566486,0.39189753428700047,Iris-setosa
+3,5.21740354307638,3.4989556868972755,1.4903954682968283,0.2,Iris-setosa
+4,6.443487986046064,3.080839050729124,5.504607382000255,1.8179890656123612,Iris-virginica
+5,4.6020644626204135,3.5964161080204398,1.0000009656436435,0.2,Iris-setosa
+6,5.373557853217455,2.445377287578237,3.4065142779937827,1.087907259090358,Iris-versicolor
+7,5.880491420338168,2.8612375808693504,5.2606068632062435,1.8584503134594466,Iris-virginica
+8,5.089347323809563,3.7271926257380947,1.607003760416522,0.39791591226454476,Iris-setosa
+9,6.256898461084178,2.8520438418818026,5.631640563669277,1.7701111228763409,Iris-virginica
+10,6.116866305589537,2.61236203604393,5.591014571599012,1.4154256040736986,Iris-virginica
+11,6.301972171804835,2.897159315276238,5.650861373521995,1.810042507429283,Iris-virginica
+12,6.501379447060665,3.1755384303903,4.497998243302555,1.4658300942887708,Iris-versicolor
+13,6.3116799183118255,3.019843340608122,5.392804979427524,1.74912368990221,Iris-virginica
+14,6.445411449602979,3.004985036967275,5.490323146164519,1.7920038215061536,Iris-virginica
+15,4.584318268252378,3.206954422121987,1.394721523664468,0.2,Iris-setosa
+16,6.258324307638431,2.644080664643863,4.972317036559236,1.8383909074805393,Iris-virginica
+17,5.756360115347353,2.797959728655017,5.095567016092112,2.4171937265112673,Iris-virginica
+18,5.709058799924206,4.4,1.5219904897720111,0.508895952861814,Iris-setosa
+19,5.358217665717838,2.9272598097362468,4.271701231331636,1.4680401700850225,Iris-versicolor
+20,7.7,2.809402500124876,6.7,2.032008787646842,Iris-virginica
+21,6.627361427761106,3.291584109280415,5.592410764163645,2.4999924752232254,Iris-virginica
+22,5.0979899863016405,3.747651575222114,1.6255509577554406,0.4674587499605569,Iris-setosa
+23,4.596610780930282,3.610622293388411,1.0000004471969972,0.2,Iris-setosa
+24,5.598305352415768,4.399982900818035,1.4851387662461777,0.34939570599115227,Iris-setosa
+25,5.8327116545289845,2.7578945534895585,5.139113072117295,1.8732913644819535,Iris-virginica
+26,4.984806812572577,3.5341890650689787,1.4004840966383745,0.2,Iris-setosa
+27,5.252723708560565,3.4768317168577187,1.5747436289150563,0.2,Iris-setosa
+28,5.981910877903689,3.3982858599140062,4.4284010878507925,1.5470351246253364,Iris-versicolor
+29,6.169357988712753,2.9776456634940023,4.58341604175158,1.389506822747278,Iris-versicolor
+30,5.356883596868557,3.8921626218139003,1.6580768022737264,0.39346674919350133,Iris-setosa
+31,6.194207293206029,3.0391668093305304,4.982057567050504,1.6898381877920134,Iris-versicolor
+32,5.221393445541462,3.439307940827889,1.4319905014069485,0.2,Iris-setosa
+33,5.898388883459556,3.0057988256517776,4.212493575424582,1.506012111731964,Iris-versicolor
+34,5.099391418698422,3.401043546523232,1.4150286346156886,0.2,Iris-setosa
+35,5.487906149896154,3.01301131923551,4.566965375935996,1.5049753727301072,Iris-versicolor
+36,5.493653556879855,4.195614713784445,1.3901294400958508,0.2,Iris-setosa
+37,6.6940923007486175,3.1141683129009374,4.392071092139441,1.403303159291518,Iris-versicolor
+38,5.7101883343464905,4.39999892426225,1.4834244907828795,0.345706535548344,Iris-setosa
+39,6.00813352493384,2.7345160123099346,5.108844454293713,1.6103795148227518,Iris-versicolor
+40,6.98677679267093,3.0885763307628227,5.72576383128799,2.218303467628953,Iris-virginica
+41,5.100814908644271,3.288781443801272,1.865295497509269,0.39779229463085575,Iris-setosa
+42,7.7,2.7633906091490945,6.7,2.070529449027236,Iris-virginica
+43,5.249401497640875,3.572041295262531,1.496314966903794,0.2,Iris-setosa
+44,5.695745759225273,4.4,1.4959887558677218,0.4702478784016622,Iris-setosa
+45,7.287913155537342,2.904677444839641,6.3138979306900636,1.778517436952114,Iris-virginica
+46,4.771565498652026,3.401632401179172,1.569092929347059,0.2,Iris-setosa
+47,5.148470814423708,3.481348265709538,1.4995813965476164,0.2,Iris-setosa
+48,5.002476236934706,3.596869126853001,1.4046090073693982,0.2,Iris-setosa
+49,4.592849854093473,3.593063102889961,1.0,0.2,Iris-setosa
+50,6.483641367457637,3.1436696339250068,4.449322236403885,1.485029707405012,Iris-versicolor
+51,5.994599334555383,2.2,4.984607368398436,1.5087229807302518,Iris-virginica
+52,4.9622509427449355,2.4435013831545893,3.1101616442688327,1.046963051668952,Iris-versicolor
+53,5.511410550927606,2.4043697805617708,3.428139181859399,0.9112463264581626,Iris-versicolor
+54,5.695266074208406,4.4,1.5161845719899456,0.3851478571704102,Iris-setosa
+55,5.859902994323159,2.993757586150569,4.353822638197522,1.4839077310342583,Iris-versicolor
+56,4.621859992803829,3.5971690159451897,1.0000004852007394,0.2,Iris-setosa
+57,5.503178790724681,4.188793305176484,1.4026795802917262,0.2,Iris-setosa
+58,5.51613426938632,2.9858299854950086,4.460972089724233,1.4547676447917353,Iris-versicolor
+59,5.106821824503124,3.3191270469168206,1.6806498527469322,0.5114390700842388,Iris-setosa
+60,6.486879497135606,3.1986984684501394,4.484286830078843,1.5132153515007871,Iris-versicolor
+61,6.520806568509785,2.9671727444831304,4.360316050015475,1.356866577627005,Iris-versicolor
+62,4.576265608955773,3.672307654531352,1.0,0.2,Iris-setosa
+63,6.581876737704202,3.059472576816678,4.44337184956245,1.4272348944884539,Iris-versicolor
+64,4.497056749433308,2.308758344721728,1.2955683161750686,0.32980801084114053,Iris-setosa
+65,5.4044269431859995,3.3928912495376977,1.6891963874825775,0.2,Iris-setosa
+66,5.513293790085031,2.387273160250058,3.6168690772148455,1.1269217469609638,Iris-versicolor
+67,4.603011779929843,3.6081308174550033,1.0000005332325532,0.2,Iris-setosa
+68,6.748216551524851,3.2747694531572775,5.610220132286618,2.2657462590189037,Iris-virginica
+69,4.853301058270731,3.4874664274833043,1.349134191034464,0.3267264016796486,Iris-setosa
+70,6.6977400799436815,3.3084333504439742,5.737912653532894,2.5,Iris-virginica
+71,5.334017740638774,3.7321663025004788,1.4950700573594478,0.2,Iris-setosa
+72,6.667141912421045,3.2540196678896205,5.729870423192703,2.0735952641496764,Iris-virginica
+73,5.652725110365661,3.0555449530438934,4.585710074892185,1.5283298725560572,Iris-versicolor
+74,6.307260743484179,2.2955673040959916,4.408321683922154,1.2973078064799868,Iris-versicolor
+75,5.523352733724449,2.45642852939039,4.074642591781758,0.9657809582849474,Iris-versicolor
+76,5.020387109615571,3.235801330471275,1.3416238898070487,0.2,Iris-setosa
+77,4.918086544637063,3.009444018797221,1.4008217896459774,0.2,Iris-setosa
+78,6.087919070438487,2.608930848356666,5.586359931399344,1.383996469767677,Iris-virginica
+79,5.520700923938928,2.9722254417135883,4.371006184725662,1.4799470536565724,Iris-versicolor
+80,6.361017302187022,2.9261128852716753,5.544882261851479,1.7883739516640746,Iris-virginica
+81,5.401843287715263,3.006150941807226,4.5095710641299664,1.505222651729485,Iris-versicolor
+82,6.253685968289822,2.506149337858306,4.992504858868333,1.8962681418663667,Iris-virginica
+83,5.358718219797821,3.869086974387025,1.3131344870908421,0.39772973911388493,Iris-setosa
+84,5.104000124048864,3.390523222837025,1.4859491205061397,0.2,Iris-setosa
+85,5.800044795854838,2.6762527512483167,5.190915017070686,1.8978718644567119,Iris-virginica
+86,5.380763903432528,2.9606305805926763,4.376043494270289,1.4862088486329768,Iris-versicolor
+87,5.986480174120377,2.735582862695148,5.104276587928578,1.6156837488710105,Iris-versicolor
+88,6.504192563236886,2.9610929176445486,5.565145949582205,1.8122771585112902,Iris-virginica
+89,7.699995889188356,2.8113520889096377,6.699994727961719,1.9871753007570867,Iris-virginica
+90,4.602253921300382,3.213335868556236,1.4060699102056797,0.2,Iris-setosa
+91,5.014724932633498,3.4950023940283663,1.5076221368846159,0.2,Iris-setosa
+92,5.615224500857666,2.9808059729433496,4.097588126323456,1.3034328766907444,Iris-versicolor
+93,6.286928919958982,2.6379825727436716,4.937888601330395,1.833918417568017,Iris-virginica
+94,5.362310494284268,3.418830219331365,1.6730538658532508,0.2,Iris-setosa
+95,5.149657469338467,3.787515262048987,1.5407931495633056,0.2,Iris-setosa
+96,6.356130294445928,2.792715886036489,5.093685908646598,1.5065123745119993,Iris-virginica
+97,6.369227170466746,2.8903791013682176,4.327756807763159,1.291439200530916,Iris-versicolor
+98,4.4,2.87934287885316,1.401557871797917,0.2,Iris-setosa
+99,7.699998900872378,2.776758331809644,6.699998741579661,2.0096580388743623,Iris-virginica
+100,7.6999985154660955,2.8701989766461082,6.7,2.0252411135173585,Iris-virginica
+101,6.135476723161026,2.601710268842101,5.645417685531931,1.3954872662311484,Iris-virginica
+102,5.672907225519408,4.399997169334294,1.4889025610225501,0.4066090203776979,Iris-setosa
+103,7.367846511831482,2.878174197759256,6.360795874578511,1.805128363417212,Iris-virginica
+104,6.551509284904693,2.976400527516893,5.511277841736204,1.8458441378735284,Iris-virginica
+105,6.663959276131053,3.298050479011321,5.608928104930133,2.4999992702763043,Iris-virginica
+106,5.445613721197899,2.9980134230870643,4.548811484676363,1.5189943721533274,Iris-versicolor
+107,7.69999637617442,2.825646099613108,6.699995634960465,2.011852773743098,Iris-virginica
+108,5.466026240209283,2.990471539461676,4.514590583824329,1.49331817949659,Iris-versicolor
+109,4.907742948988267,2.3905419890977555,3.287180584467623,1.0639679682238832,Iris-versicolor
+110,5.71770895599199,2.505370793069304,5.011372475583263,1.9973593584012947,Iris-virginica
+111,4.601629078943317,3.338922106384038,1.4060340531225575,0.2,Iris-setosa
+112,6.687908697962323,3.2902046110577614,5.709638615411326,2.1371124543158913,Iris-virginica
+113,5.4096297933812965,3.0103517862117566,4.496710097556662,1.5108855022526364,Iris-versicolor
+114,5.367390276688928,3.8652495536459694,1.8772932504181874,0.38962195203338135,Iris-setosa
+115,5.144611877975889,3.7248730781299995,1.5796073646907345,0.394442909853755,Iris-setosa
+116,5.8056834188704185,2.745197438570275,5.098823298294313,1.8727883299526427,Iris-virginica
+117,5.2471571628349665,3.603214147060808,1.4948258926604345,0.2,Iris-setosa
+118,6.768288624446199,3.2971222666930964,5.696909400434768,2.5,Iris-virginica
+119,6.011829161532118,3.367906371637152,4.504326518683628,1.561779328676088,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/17/test.csv b/iris/tab_ddpm/3_1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/17/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/17/train.csv b/iris/tab_ddpm/3_1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/17/val.csv b/iris/tab_ddpm/3_1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/17/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/18/synth.csv b/iris/tab_ddpm/3_1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..64bc817fd0acc48dd9adc5eff09511726fb06e16
--- /dev/null
+++ b/iris/tab_ddpm/3_1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7650930339805004,6.699998882199872,2.0031567719051204,Iris-virginica
+1,4.875582255734176,3.3961537239693085,1.5779086038520507,0.2,Iris-setosa
+2,5.265942704668417,2.7904652037158155,4.12542710708245,1.4097705194944083,Iris-versicolor
+3,6.758492109753686,3.1053533380474385,4.383444855502094,1.3744131316935964,Iris-versicolor
+4,4.599012285730054,3.2103157592090983,1.3971323154646642,0.2,Iris-setosa
+5,5.118734867014392,3.3328637937071868,1.315428726981538,0.2,Iris-setosa
+6,5.474575450797744,4.206709258562686,1.3930742444031181,0.2,Iris-setosa
+7,4.599275562164469,3.598914598852169,1.0000004744018445,0.2,Iris-setosa
+8,5.010780191876964,3.3293839373590792,1.4131856950838444,0.2,Iris-setosa
+9,6.444606219273501,3.0897805327242307,5.5146248568676635,1.7977746924441547,Iris-virginica
+10,6.929159358991081,3.2351658364965354,5.709259697341984,2.320079202190052,Iris-virginica
+11,5.324615924446478,3.756399589450971,1.4836908426484596,0.2,Iris-setosa
+12,7.699996630713783,2.797954832922961,6.699995995570776,1.9864237942511322,Iris-virginica
+13,5.549334862721134,2.9996747452745267,4.099850499934729,1.305455777122283,Iris-versicolor
+14,5.586936964530626,2.373315419910965,3.729842347150596,1.123779759290771,Iris-versicolor
+15,7.7,2.843441313050627,6.7,2.0853860382574307,Iris-virginica
+16,7.297471060316541,2.9131053104914266,6.319035008162511,1.7854781275372873,Iris-virginica
+17,6.192858496588491,2.6616118999002203,4.952995926848621,1.5534614083333524,Iris-versicolor
+18,6.345538749001074,3.3818074795016626,5.598827694695017,2.3725150329240314,Iris-virginica
+19,7.075601851319476,2.9883976330068758,5.693518734781742,2.1491002837656588,Iris-virginica
+20,5.736465866817223,2.5126177238442704,5.000090388623476,1.9850215523924581,Iris-virginica
+21,6.721571672467892,3.3093267760857,5.666383336620219,2.4999993899599717,Iris-virginica
+22,6.709442582876764,3.2732620120559064,5.610320026219419,2.499999066634763,Iris-virginica
+23,5.428039798356226,3.9041737593677595,1.2884033927585437,0.4342386528636002,Iris-setosa
+24,4.99063825699935,3.2073380294052085,1.2213375023311288,0.2,Iris-setosa
+25,6.567826374050069,2.9771746785499964,4.340127622653335,1.371921102560683,Iris-versicolor
+26,5.150686179116246,3.4422323563259862,1.479013185515314,0.2,Iris-setosa
+27,5.180059921724347,3.5013513248072123,1.5032760113153967,0.2,Iris-setosa
+28,6.848407514748483,3.1824072912904477,5.643913114488738,2.2789547356066917,Iris-virginica
+29,7.7,2.8460538568409985,6.7,2.056818803053263,Iris-virginica
+30,6.7813624152414285,3.329565777524692,5.667115321664714,2.5,Iris-virginica
+31,6.665035062292554,3.3144976012910408,5.753630455444811,2.5,Iris-virginica
+32,5.124585910804559,3.8010682576153076,1.9687308028165018,0.41284685302373203,Iris-setosa
+33,6.326028993172383,2.5086290746787063,4.91845756446498,1.5219747744144059,Iris-versicolor
+34,5.828570247980543,3.02725101744551,4.261551941552238,1.4878147341820938,Iris-versicolor
+35,5.213645859146025,2.5403290496373288,4.014367924405386,1.180847157736722,Iris-versicolor
+36,6.692585506133681,3.2627035181676427,5.6386045432965615,2.1046672835223403,Iris-virginica
+37,6.735982145555331,3.02227903634518,4.947111363431666,1.6322840640209861,Iris-versicolor
+38,4.783633152220129,3.3993744257337726,1.6080971838630873,0.2,Iris-setosa
+39,5.260608487006474,2.8646259195066714,4.1916888120442675,1.4413887311992526,Iris-versicolor
+40,4.836173578822592,3.394460849834203,1.6226393409763782,0.2,Iris-setosa
+41,5.841160007598786,2.828881758435438,5.1652565987641585,1.866563399409398,Iris-virginica
+42,6.379279838099073,3.366812848472021,5.599531314112516,2.378661419169186,Iris-virginica
+43,4.923131800161688,3.279975448075082,1.403715622944698,0.2,Iris-setosa
+44,6.448810783573297,3.032302223911648,5.497442140427479,1.7981682817129918,Iris-virginica
+45,5.106218243878021,3.8011572221872574,1.7871826704317129,0.3907665854765978,Iris-setosa
+46,5.560215934517118,2.9696683984994445,4.11163479346862,1.2779821519158607,Iris-versicolor
+47,4.962699538013244,3.152523580434728,1.2270781229701777,0.2,Iris-setosa
+48,4.618565760219326,3.205165542606622,1.4071456687607218,0.2,Iris-setosa
+49,6.65947746221432,3.0714241472536203,4.416599935740035,1.4120555767293248,Iris-versicolor
+50,5.538844902025371,2.4036452706453186,3.910493169326646,0.9846225976313188,Iris-versicolor
+51,4.9798561458992445,3.2877782718400863,1.4917233380153592,0.2,Iris-setosa
+52,5.1287007456282945,3.7938538240709843,2.3517392683771314,0.4061146557255647,Iris-setosa
+53,4.616789434870992,3.599232347464873,1.0,0.2,Iris-setosa
+54,5.320701011274815,2.449552874907236,3.6194296341231045,1.124708467039872,Iris-versicolor
+55,5.241462060240937,2.82155180929364,4.089609926079464,1.4453584730517197,Iris-versicolor
+56,6.598791004031704,2.995753961624832,4.395817046922509,1.4007641433365436,Iris-versicolor
+57,6.436244509264779,2.9213802763360195,4.323231898317634,1.3337987536672469,Iris-versicolor
+58,4.630104999733223,3.6249110711502195,1.0000016614526566,0.2,Iris-setosa
+59,5.104551757064424,3.843847935484788,1.615045048190339,0.2,Iris-setosa
+60,6.720198652569321,3.008226685770794,4.998404467313088,1.6770848622064454,Iris-versicolor
+61,5.980046398473028,2.993915861261036,4.509789195660773,1.4023991564228426,Iris-versicolor
+62,5.305460143138325,3.5700798898704407,1.4970545312163661,0.2,Iris-setosa
+63,7.7,2.804971976204492,6.7,2.0279231723639746,Iris-virginica
+64,5.060757719712845,3.321093609528854,1.3938018548087818,0.2,Iris-setosa
+65,4.400000476017919,2.8741607090430294,1.4061981429305,0.2,Iris-setosa
+66,4.4,2.9078653023433207,1.3923171143779651,0.2,Iris-setosa
+67,6.601106425846037,2.99469316551624,4.431531338353001,1.4130089027795103,Iris-versicolor
+68,6.944328536860528,3.125770886263911,5.7101311085291755,2.2849644324856757,Iris-virginica
+69,5.105754179557991,3.654332884411633,1.4701658666393127,0.3901378840255161,Iris-setosa
+70,6.423749549693546,2.772263211488348,5.38520423471111,1.8761157899031031,Iris-virginica
+71,6.684911454495187,2.99042394625494,5.000136797913908,1.7064078357853056,Iris-versicolor
+72,6.664611976505612,3.2926045296949513,5.738848696786548,2.499999444832915,Iris-virginica
+73,6.54076294503942,2.9615664877999133,4.377347074747219,1.3673960757785673,Iris-versicolor
+74,6.713074205280925,3.3363280311301367,5.685919848202231,2.5,Iris-virginica
+75,6.297122187515165,2.9042117533540854,5.656261248849488,1.799145566578823,Iris-virginica
+76,6.914204985053424,3.152412209624838,5.612006225961718,2.25879591505956,Iris-virginica
+77,7.313476620636234,2.9025674488440223,6.30132063991323,1.8193278692152965,Iris-virginica
+78,5.001223728759749,3.4643320218076976,1.2964216666808324,0.2878597164461151,Iris-setosa
+79,5.806051736904042,2.7189643240957295,5.092590663757174,1.8744794809532448,Iris-virginica
+80,6.294171721372751,2.296441962111322,4.436966486557337,1.291101864288805,Iris-versicolor
+81,4.400000722788407,3.197900653424905,1.256225350120546,0.2,Iris-setosa
+82,5.989107976237033,3.0029079299528463,4.845223955095393,1.8015871636422633,Iris-virginica
+83,5.758771587690323,2.62029522575817,5.09305755660911,1.9509867558254932,Iris-virginica
+84,4.980488324496792,2.444844802076502,3.2198631300176337,1.0784733296026672,Iris-versicolor
+85,4.576029147470125,3.2198359171889286,1.4059862506636014,0.2,Iris-setosa
+86,5.0174509835257055,3.611287510668273,1.3764911233883765,0.2,Iris-setosa
+87,7.6999972211296335,2.7978583629985345,6.6999974694366715,2.0183455034346034,Iris-virginica
+88,6.3235660225023915,3.0032064253375745,5.462646518373499,1.786286553641128,Iris-virginica
+89,4.492345329736619,2.298877769700021,1.302823112857887,0.2971665747056969,Iris-setosa
+90,5.478189365287558,2.586026982885364,4.31434947309935,1.2600335127254463,Iris-versicolor
+91,5.14764563696923,3.3823706118496073,1.3861394861544496,0.2,Iris-setosa
+92,5.191849568359081,3.4405747017143447,1.4468132957357875,0.2,Iris-setosa
+93,4.400000665218727,2.9152887253973643,1.3900405955783741,0.2,Iris-setosa
+94,5.054288839502233,3.4923693963510054,1.3770130855196803,0.2975649968446748,Iris-setosa
+95,5.089073751986834,2.491078749209321,3.039702344642855,1.043126361307428,Iris-versicolor
+96,6.355254744666506,2.884601817647203,4.290047695974218,1.2857480820283096,Iris-versicolor
+97,4.504424005124094,2.2868587930762243,1.292403198319906,0.29792739916626393,Iris-setosa
+98,5.432827953700849,2.8556421204215994,4.082639974413143,1.3146932698259406,Iris-versicolor
+99,4.48369288283169,2.2825614959048783,1.2847489659259717,0.27596141500911886,Iris-setosa
+100,4.666519150948361,3.3195884323459683,1.426201849162277,0.2,Iris-setosa
+101,4.9710093194477265,2.4486732961230486,2.8860749196257216,1.0271519668832039,Iris-versicolor
+102,5.748550122116145,2.773733242943822,5.089514086389469,2.3867985502426707,Iris-virginica
+103,5.781892257946191,2.748313539931743,5.118591572033297,1.8840282576766372,Iris-virginica
+104,7.699999030762816,2.8035245624567158,6.7,2.0067236410107836,Iris-virginica
+105,5.488732243119986,2.6085038304721158,4.366235236559587,1.189322644318272,Iris-versicolor
+106,5.013549711826915,3.593417674992957,1.4084563686700606,0.2,Iris-setosa
+107,5.841474920842661,2.8008078120582733,5.145305896543201,1.8896046076767048,Iris-virginica
+108,5.274935679923332,3.7736253212515,1.401093235961958,0.38780777415929485,Iris-setosa
+109,7.03523719882315,3.0996893930271807,5.749265717545454,2.275286968473145,Iris-virginica
+110,4.400000469469887,2.9227352057266422,1.3932519891421644,0.2,Iris-setosa
+111,5.806758723905833,2.694101104499541,5.1063953127195285,1.89652334631577,Iris-virginica
+112,4.608957708854544,3.5698911726744624,1.0,0.2,Iris-setosa
+113,5.963840902705087,3.014453870375138,4.917128079283419,1.806041895214286,Iris-virginica
+114,6.291937429192522,2.759942509736651,5.117936793961729,1.4831987891823981,Iris-virginica
+115,5.812806950971019,2.712763404598241,5.121097621534977,1.8922473851439459,Iris-virginica
+116,5.597943811204907,2.643712001313454,4.353276353907636,1.2792740509550946,Iris-versicolor
+117,4.580121394430859,3.377268178948418,1.4048400023910654,0.2961834798209566,Iris-setosa
+118,5.764204335534023,2.6584918480060216,5.092825574950063,1.9254869841316764,Iris-virginica
+119,5.103988194728556,3.363376472700492,1.4131293207990216,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/18/test.csv b/iris/tab_ddpm/3_1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/18/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/18/train.csv b/iris/tab_ddpm/3_1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/18/val.csv b/iris/tab_ddpm/3_1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/18/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/19/synth.csv b/iris/tab_ddpm/3_1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..db5544a2dfb865ad6752f8491bc6ea13d3be9241
--- /dev/null
+++ b/iris/tab_ddpm/3_1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.699998534591838,2.80835279533499,6.6999980445850715,1.9821257981332607,Iris-virginica
+1,5.409518615899765,3.9168672130229054,1.2680071462347215,0.4927558363697264,Iris-setosa
+2,6.1050929208179525,2.5813962723438344,5.602414816239473,1.377969076733837,Iris-virginica
+3,5.893194625054151,2.994702027047676,5.09794692902405,1.791512837366897,Iris-virginica
+4,7.699998893729959,2.816457599729595,6.7,2.023626439517134,Iris-virginica
+5,6.290726753556929,2.8156473740772126,5.1025518825484655,1.5240391964006619,Iris-virginica
+6,5.017642485409017,3.3188101157969228,1.4313887162807948,0.2,Iris-setosa
+7,6.290264323707399,2.9004448746867237,5.577159539931503,1.8036743250255431,Iris-virginica
+8,6.609993712042603,3.027159051300963,4.473891132908997,1.410697422928521,Iris-versicolor
+9,6.413580981625348,2.6822642535037073,5.308947498507315,1.8975836691109775,Iris-virginica
+10,4.9054067008796824,3.0933517336472454,1.53303154170665,0.10000009350934175,Iris-setosa
+11,6.022612583762865,3.3880432373239397,4.465215651076828,1.6100399336214168,Iris-versicolor
+12,4.9142706101503455,3.087281631230781,1.4926106855782526,0.10000013821168342,Iris-setosa
+13,6.044351077501373,2.6866645363307535,5.097009190208243,1.580828940652898,Iris-versicolor
+14,6.764840903486553,3.3094260502149755,5.798598708097338,2.5,Iris-virginica
+15,5.1022855828529785,3.5111803502166437,1.3855325723472829,0.29855192533794545,Iris-setosa
+16,6.321037712277196,3.029933360318732,4.582349379126752,1.426369082193123,Iris-versicolor
+17,5.6449331657663055,2.5279277726879155,5.005483987228162,1.9963906436668064,Iris-virginica
+18,6.5754778997018795,2.9776665839865344,4.436200820144829,1.3843056136103056,Iris-versicolor
+19,6.698770396111106,3.2773202803378054,5.68560777958083,2.499999240062847,Iris-virginica
+20,5.736795867159582,2.6708061756163692,5.088580177097029,1.9157923238955006,Iris-virginica
+21,6.070569814668862,2.686119973308931,5.529296905479635,1.5205830831411749,Iris-virginica
+22,5.7317394382569296,4.399998802751433,1.519176633130676,0.39501067435744996,Iris-setosa
+23,4.820823180317603,3.34710762333751,1.4803106062858595,0.2,Iris-setosa
+24,7.699998530036119,2.8000546186754836,6.699998792913387,1.9775124650435545,Iris-virginica
+25,7.7,2.8168981555530044,6.699998141307756,2.0156002048153825,Iris-virginica
+26,5.796627454130821,2.8241654057241496,5.095940331748474,2.4072143851427428,Iris-virginica
+27,4.40000056353755,3.2088730629694115,1.3113917514362574,0.2,Iris-setosa
+28,5.611839931226644,2.6762669122900746,4.187832022975324,1.2879203634013892,Iris-versicolor
+29,6.6938371283861695,3.328598229961406,5.7425976749811625,2.5,Iris-virginica
+30,6.304888882934002,3.0985387000898506,5.431339323967911,1.826605934308632,Iris-virginica
+31,6.6728731214391805,3.056421275886056,5.544379874914045,2.001076948841804,Iris-virginica
+32,6.00747350098148,2.200000364888358,4.986616761308873,1.4869146363975136,Iris-virginica
+33,5.001785689691092,3.589474279864744,1.363402307872252,0.2,Iris-setosa
+34,7.7,2.8096319823688356,6.7,2.012471354838779,Iris-virginica
+35,5.015510642227564,2.4687602626110894,2.968518240899339,1.0412014402123604,Iris-versicolor
+36,6.906019607896613,3.0400630107601403,5.575930008272789,2.1877103827343714,Iris-virginica
+37,4.99682315471766,3.495208978011814,1.3009862809281634,0.2937504684673868,Iris-setosa
+38,6.265952413438258,2.9255561179330507,5.520330690906196,1.8089901825341976,Iris-virginica
+39,5.386782110593108,3.8380995071214197,1.6870446431227049,0.3782664956704248,Iris-setosa
+40,5.436334728336625,2.928270855094677,4.452054821270747,1.4732421689970945,Iris-versicolor
+41,5.830712481377147,2.843600568742124,5.228242666993768,2.3805684544134023,Iris-virginica
+42,5.036757210078174,3.491122124513912,1.3473174953472904,0.29386237330646037,Iris-setosa
+43,5.2669877419811755,3.7240646672475872,1.3150844499432337,0.37156509640675983,Iris-setosa
+44,5.863549336092188,3.1376224667599786,4.676014970251761,1.6608691898314931,Iris-versicolor
+45,5.1796344421341916,3.4815159641515225,1.5253947255626474,0.2,Iris-setosa
+46,5.104543247391162,3.297984361473648,1.9255143967502677,0.4345960736545821,Iris-setosa
+47,5.2356070192942745,3.4302853607194788,1.4081782602289963,0.2,Iris-setosa
+48,4.612163768120114,3.2862997619112826,1.4066169361782455,0.2,Iris-setosa
+49,5.211449273540312,3.3969082420393777,1.386705920064824,0.2,Iris-setosa
+50,5.74904660573651,2.5837193695927976,5.0326313045071664,2.1349653924195517,Iris-virginica
+51,6.393158802554621,2.5779576286785484,5.080516523303968,1.8962788755507851,Iris-virginica
+52,5.228399000728331,3.46143093899436,1.5428137467195975,0.2,Iris-setosa
+53,5.492051520686454,3.0059701008576147,4.461076216668889,1.4960951952891963,Iris-versicolor
+54,6.712642041005547,2.9860906758577705,5.020663930889225,1.6994847914510234,Iris-versicolor
+55,6.3218501284905395,2.525143509748183,5.011374085611551,1.8902939135899808,Iris-virginica
+56,4.598067906297499,3.3591937899255813,1.3941575707975682,0.24151249670487862,Iris-setosa
+57,5.754431828837307,2.9893655592569313,4.455851290268345,1.4767182794816822,Iris-versicolor
+58,5.539902762704193,2.621573820272393,4.3724522382898225,1.2685113311393026,Iris-versicolor
+59,4.781081808332519,3.3707506336765674,1.6117814935567665,0.2,Iris-setosa
+60,6.42146331458648,2.90806104648838,4.315055830149032,1.3117467378587233,Iris-versicolor
+61,7.7,2.7869218377781357,6.7,2.078289191215777,Iris-virginica
+62,6.012216648504744,3.3875571590580074,4.546237829092602,1.6106166579751209,Iris-versicolor
+63,5.0535529562809876,3.4931390699395855,1.3578145612503256,0.28886696039820425,Iris-setosa
+64,6.421558819809413,2.7229007032295787,5.339175789898508,1.9096089675387007,Iris-virginica
+65,7.7,2.6965704375058417,6.7,2.0347367890283383,Iris-virginica
+66,4.4,3.173291714174011,1.2939314029823352,0.2,Iris-setosa
+67,4.998782728026974,3.467535551528686,1.3255632621618887,0.29239630124127763,Iris-setosa
+68,6.357390557140358,2.997238995242675,5.020530821066339,1.74396731337132,Iris-versicolor
+69,6.033397350394224,2.9983855509171597,4.605278083141012,1.417396902640503,Iris-versicolor
+70,6.441553052239046,2.742848885068818,5.287589986414296,1.9193229854760234,Iris-virginica
+71,5.771038022691621,2.525788630812227,5.023369672967306,1.9734646338824338,Iris-virginica
+72,5.699702992042128,4.4,1.5066428517827675,0.3986034524142844,Iris-setosa
+73,7.351699273401197,2.9090620596646803,6.347109235802663,1.7957418738974573,Iris-virginica
+74,6.384760771237039,2.6149577072357144,5.097159868674906,1.8996666788180987,Iris-virginica
+75,4.936247540077846,2.423764081365698,3.072304202314438,0.985951287144974,Iris-versicolor
+76,6.356035134844155,3.2164365553201053,4.536285641433892,1.5070020305656675,Iris-versicolor
+77,6.33763915993094,2.822821944395588,5.599672618152452,1.7067825465686717,Iris-virginica
+78,5.981769931746731,3.38510309049478,4.475616516952603,1.6077891267439042,Iris-versicolor
+79,5.690723851344121,2.9887673391703236,4.145522679653105,1.3380314019462851,Iris-versicolor
+80,5.809790511369486,2.804651766287745,5.097092581491713,2.4054880835293546,Iris-virginica
+81,6.408081525827626,3.1823738025657122,4.51147013765719,1.4938472827604314,Iris-versicolor
+82,4.716672434003524,2.7228093035591177,1.393151726524403,0.2,Iris-setosa
+83,5.1116598703411755,2.5616503549854692,3.0901557067219767,1.2911221765942464,Iris-versicolor
+84,5.714145839225218,2.9904995731770465,4.448252897847738,1.4618401636564262,Iris-versicolor
+85,4.604630634280815,3.600673333014627,1.000000417899004,0.2,Iris-setosa
+86,5.23370879347647,3.855821552262131,1.6982071693415035,0.3768879571552476,Iris-setosa
+87,5.369483847697739,2.979415590495128,4.445800571621015,1.4836553228260614,Iris-versicolor
+88,5.091987325790788,3.777562758100538,1.6446208549284291,0.5674368385704297,Iris-setosa
+89,5.537976490497699,2.394456806605762,3.835852218627857,1.066822143668546,Iris-versicolor
+90,6.724571440303704,3.3164448329145353,5.729943785370582,2.5,Iris-virginica
+91,5.169847951948169,3.5535526950411183,1.5030340911121969,0.2,Iris-setosa
+92,5.575108191866567,3.025353043574324,4.585343808708248,1.5093738352544028,Iris-versicolor
+93,5.544179885372265,2.555078933629956,4.200572409087253,1.1858744546976563,Iris-versicolor
+94,6.3832937598022115,3.4013694342378393,5.586766480101008,2.3920248422932207,Iris-virginica
+95,6.593453529949086,3.1473570303807934,4.400759943296767,1.4318372822591128,Iris-versicolor
+96,5.756961315311439,2.714310089586226,5.112145592772328,1.8978383599355064,Iris-virginica
+97,4.875918235936428,2.991707920112188,1.4003912199240842,0.2,Iris-setosa
+98,5.4860308319196385,2.400789746087029,3.5512372283954727,1.0543699461190368,Iris-versicolor
+99,4.5968530739969236,3.194111122509833,1.4033547083369766,0.2,Iris-setosa
+100,5.011279218900919,3.51671964362951,1.3031029382213024,0.2930820547993026,Iris-setosa
+101,5.454963855964648,2.992963205767368,4.5307780023631175,1.5038163347865159,Iris-versicolor
+102,5.19677939498677,3.85165796817484,1.571743801982169,0.2,Iris-setosa
+103,6.681149815108831,3.2964720106455254,5.66956494665635,2.4999991028464565,Iris-virginica
+104,5.80217480920703,4.4,1.5080836404036018,0.5264351846752351,Iris-setosa
+105,5.9901078974098505,3.3998517061245277,4.437111666881741,1.6024172748854675,Iris-versicolor
+106,5.094314968247513,3.6829385303903974,1.4888053088536597,0.39450905143862336,Iris-setosa
+107,7.291766024945561,2.9213152182761055,6.293210740039406,1.7815550509303382,Iris-virginica
+108,6.291847477763606,2.884359403182853,5.631608108016638,1.7873267839616165,Iris-virginica
+109,5.459217539762796,2.4200371310373194,3.6256610112268515,1.0049388955344565,Iris-versicolor
+110,4.400000762344058,3.2155399920328933,1.284490375301429,0.2,Iris-setosa
+111,5.14093237997409,3.444180051991233,1.4977289889327108,0.2,Iris-setosa
+112,6.42463701799676,2.8874461257796975,5.5483889717069355,1.8456366446624166,Iris-virginica
+113,4.864837522213847,2.951572549602967,1.3851784234751827,0.2,Iris-setosa
+114,5.23342707478405,3.623744894207228,1.5114597148152296,0.2,Iris-setosa
+115,7.7,2.7812996740413523,6.7,2.020174454256068,Iris-virginica
+116,5.610735562550358,2.999991224001362,4.505151558937218,1.5066350870452472,Iris-versicolor
+117,6.338126062601978,2.6853995268785913,5.275922789890328,1.8572972074021392,Iris-virginica
+118,4.603141369326795,3.394013057540113,1.4020600936144523,0.28582887579368255,Iris-setosa
+119,4.900030891423628,3.020838701520467,1.390308310564356,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/19/test.csv b/iris/tab_ddpm/3_1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/19/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/19/train.csv b/iris/tab_ddpm/3_1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/19/val.csv b/iris/tab_ddpm/3_1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/19/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/2/synth.csv b/iris/tab_ddpm/3_1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..016d6f7b9cd1ed49f138fb28abf124a2292649d4
--- /dev/null
+++ b/iris/tab_ddpm/3_1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.99548090243891,2.2000005169591663,4.969082448696628,1.5119549568498591,Iris-virginica
+1,4.593090447137093,3.6519455401940877,1.0000003822616446,0.2,Iris-setosa
+2,6.335724070498637,2.7989999985409537,5.103094373175364,1.5034796639323724,Iris-virginica
+3,6.722555964419183,2.989572023056693,4.993116404748034,1.6770168808327135,Iris-versicolor
+4,6.302432320387866,3.4000203095043426,5.6852043371748815,2.388283693228922,Iris-virginica
+5,6.44642264857863,3.204115822036176,4.499667252652602,1.499843785884053,Iris-versicolor
+6,4.9952658170045305,3.277924695038023,1.3904710678746537,0.2,Iris-setosa
+7,5.080710505817476,3.3756352890233585,1.4811856089945752,0.2,Iris-setosa
+8,7.699999008193716,2.773988177808064,6.699998569238226,1.9895517341381985,Iris-virginica
+9,5.5589936402974205,3.026220274485029,4.563175138120401,1.5414055667023687,Iris-versicolor
+10,5.752072278613513,4.399998337863577,1.512654814683656,0.45841361789157586,Iris-setosa
+11,6.327392259968819,2.8123262574199814,5.1367341174238765,1.4859299448679004,Iris-virginica
+12,5.9011554660039165,3.003258959703528,4.155032920646677,1.501654311850458,Iris-versicolor
+13,6.310217982000195,2.820218216739972,5.086206230760003,1.5240350500565014,Iris-virginica
+14,5.788690026809867,2.696589679664955,5.094922669930184,1.9128892720734234,Iris-virginica
+15,4.600046320426586,3.596780649184973,1.0000003616298212,0.2,Iris-setosa
+16,6.220194277184954,2.704735103508383,5.2976988602149495,1.4686343098481291,Iris-virginica
+17,5.514801617027768,4.15241927406924,1.403781043103135,0.2,Iris-setosa
+18,7.7,2.8067202366417874,6.7,2.004101673125037,Iris-virginica
+19,5.091471982694666,3.6852262246916236,1.4911683392476516,0.39648795591513275,Iris-setosa
+20,7.141109301739016,3.060136418495392,5.997504191961821,2.156188725061064,Iris-virginica
+21,6.020812379897021,2.8458646951350843,5.169849457483465,1.7302192715259874,Iris-virginica
+22,6.016910521750364,2.2,4.991299454476401,1.5131287053147697,Iris-virginica
+23,5.788155396133567,2.7917367441689662,5.101292964862221,2.4147020143990323,Iris-virginica
+24,5.475683512185587,2.623609239750312,4.201541554498599,1.2648665527339256,Iris-versicolor
+25,5.101941254091018,3.8584653235691766,2.052859887849658,0.39136081918418,Iris-setosa
+26,7.312973499348768,2.900694182290827,6.2671478169817005,1.8301633184492765,Iris-virginica
+27,5.097046389398085,3.4053952056554033,1.527512718120268,0.2,Iris-setosa
+28,5.083155877666467,3.7530718717777414,1.6878385102471751,0.3667537924805915,Iris-setosa
+29,5.462264182869427,3.007171270892545,4.517386110974563,1.501651086949745,Iris-versicolor
+30,4.400000560634682,3.191958414899858,1.295270427535617,0.2,Iris-setosa
+31,4.590511399398987,3.237218639911097,1.376767406463589,0.2,Iris-setosa
+32,5.530893127440179,2.3912746219779106,3.872619794317478,1.0245787363900747,Iris-versicolor
+33,4.591379400800812,3.6328116208353265,1.0000004148914217,0.2,Iris-setosa
+34,7.7,2.7524840773302217,6.7,1.9981891929452038,Iris-virginica
+35,4.400001201726926,3.2336001985496106,1.3045955079827865,0.2,Iris-setosa
+36,4.619258891704842,3.202490967828084,1.402179240754548,0.2,Iris-setosa
+37,6.012874474667948,2.9972098148260162,4.803047337493054,1.8185802408544705,Iris-virginica
+38,6.698718925634655,3.119339660307738,4.403949358384405,1.3980040765495743,Iris-versicolor
+39,5.17511903957455,3.820525418890285,1.6653520108022404,0.37934064848284565,Iris-setosa
+40,5.437263502295473,3.0062866232376373,4.527119055002962,1.5086776446905643,Iris-versicolor
+41,5.410307155344501,3.930824154622088,1.305999760341967,0.386078912044999,Iris-setosa
+42,7.089906948526534,2.966466711785395,5.909784153785723,1.9988161026170534,Iris-virginica
+43,6.425964737872929,3.192576546435539,4.501632366844537,1.4835132076297717,Iris-versicolor
+44,5.581528459125039,2.9914652631217407,4.063579087541415,1.3038282084697947,Iris-versicolor
+45,4.956803504656319,2.4316159331591005,3.3370302275392496,1.1212852440696826,Iris-versicolor
+46,6.002594096473669,2.66599429325317,5.136695660484402,1.604848536409567,Iris-versicolor
+47,5.99420834232101,3.3588909961679585,4.5775950374567165,1.6975357414458951,Iris-versicolor
+48,6.840016537375137,3.211136209549117,5.73165996743635,2.2896464122930476,Iris-virginica
+49,5.0582965550388606,3.4563011418507625,1.3880918595547136,0.26575267891333865,Iris-setosa
+50,5.862705982822248,2.9797507224105497,4.122725091926275,1.4876067155394281,Iris-versicolor
+51,5.692984172342429,4.399999015484669,1.4891813651001014,0.3700659162473501,Iris-setosa
+52,4.840233126310067,3.4454677769940956,1.5914431562769638,0.2,Iris-setosa
+53,5.676719895458656,2.987065129863165,4.447372093220019,1.4809806809226347,Iris-versicolor
+54,5.211772405653263,3.3571213554413903,1.6921944847812613,0.22010204184327956,Iris-setosa
+55,6.830114795157789,3.003287050642632,5.537272117826481,2.120582810211291,Iris-virginica
+56,5.445577457146074,3.3964664306235464,1.6958366772453597,0.2,Iris-setosa
+57,5.482764867928457,2.5965342434307654,4.42071577504274,1.258076285757005,Iris-versicolor
+58,5.165330143087803,2.644755636523958,3.488453199896851,1.3678888949248398,Iris-versicolor
+59,6.332379616607801,3.4167119512555533,5.616259223237087,2.4017681310484758,Iris-virginica
+60,6.883972052161682,3.1725494687132834,5.693490817223091,2.2742256598154627,Iris-virginica
+61,5.839570830425391,3.0672251949762668,4.554684270234611,1.5933741124563074,Iris-versicolor
+62,6.087976135698121,3.2345449600974683,4.647981582046727,1.6489912512362643,Iris-versicolor
+63,6.013700062852266,2.7165232342997254,5.110884748629976,1.6172611171561961,Iris-versicolor
+64,5.218256331526224,3.5116674908109604,1.505651924337081,0.2,Iris-setosa
+65,4.4,2.9185016485672026,1.4017365192454472,0.2,Iris-setosa
+66,5.047182169356352,3.669322967864755,1.6568813580715027,0.3590825547939538,Iris-setosa
+67,5.401171020858247,3.0030735341501136,4.505053416126732,1.5114367740316534,Iris-versicolor
+68,5.917849083284082,3.205051134430348,4.835797604490008,1.7638881454196447,Iris-versicolor
+69,6.8802004250286855,3.1868271292274244,5.6397368527871645,2.3006346560409066,Iris-virginica
+70,5.077852441594427,3.319759848002724,1.3346143518246416,0.2,Iris-setosa
+71,5.992734793264415,3.3875114985068304,4.462674855673267,1.606952210886563,Iris-versicolor
+72,5.728578380008773,2.508612209083397,5.0023876699572964,1.999670677904249,Iris-virginica
+73,4.592331862856292,3.602607592307929,1.0,0.2,Iris-setosa
+74,6.504157944170901,2.99447976781298,5.446302786211801,1.8080101846255179,Iris-virginica
+75,5.790124766724893,2.7015250868815577,5.127198978181635,1.8993357072114783,Iris-virginica
+76,5.119773152071994,2.56221887531175,3.3197712305060785,1.302413739582533,Iris-versicolor
+77,5.640423163129737,2.996884323040596,4.072593381807726,1.3064331001772977,Iris-versicolor
+78,4.503810983714832,2.3079064491797676,1.2846942810433624,0.2778765934445212,Iris-setosa
+79,5.776824624618342,2.6494311648718205,5.074219287101707,1.9231288869891818,Iris-virginica
+80,4.4,3.2105278956865604,1.2963326024308526,0.2,Iris-setosa
+81,5.3589364839736575,3.869975042871099,1.818150174685404,0.4011006055730337,Iris-setosa
+82,4.59031043905442,3.6011429323746134,1.0,0.2,Iris-setosa
+83,5.501194200357266,2.3940122956685466,3.695318878138074,1.130560839291808,Iris-versicolor
+84,4.984531602334034,3.4816959474282423,1.2694044271109948,0.30059098825838626,Iris-setosa
+85,5.872737937074882,2.958954693447966,5.099097680118874,1.8269779619515698,Iris-virginica
+86,5.382172975258819,2.9744453452726107,4.3924653364766195,1.4650885587718123,Iris-versicolor
+87,5.237732410187015,2.748773838074909,4.099067486354805,1.4230386495934064,Iris-versicolor
+88,6.342449135748161,2.3044180932027025,4.40738876191678,1.3050364401374803,Iris-versicolor
+89,6.413900028869047,3.0957770010995245,5.477061184909938,1.8004246643701352,Iris-virginica
+90,5.513803147884152,2.709049141258683,4.143391403928714,1.2917865751831092,Iris-versicolor
+91,4.901038588410781,2.391114459113013,3.5921499963370778,1.0014507512882722,Iris-versicolor
+92,5.099950731521558,3.304867253997685,1.2849429326400688,0.2,Iris-setosa
+93,5.877649544030538,2.6962323590526136,5.019675971708257,1.5080091468123733,Iris-versicolor
+94,6.448475918410918,2.911749182331986,4.2883915408350095,1.3088553901848754,Iris-versicolor
+95,6.025594974031022,2.6963980113742965,5.0877455532178155,1.6059730177151665,Iris-versicolor
+96,6.590919895343753,3.086623998206451,4.467835833531642,1.4695856452017013,Iris-versicolor
+97,6.679614531576769,3.297878579471092,5.747306467704684,2.4999994119783073,Iris-virginica
+98,4.591124420427283,3.6009162562997603,1.0,0.2,Iris-setosa
+99,5.112029204894238,2.4836302265658134,3.1092336664197515,1.1127266555470263,Iris-versicolor
+100,5.102986734053484,3.5148654584280035,1.407199598636749,0.2993370674823648,Iris-setosa
+101,4.605893584689067,3.6095204791338835,1.0000006014374547,0.2,Iris-setosa
+102,5.435344695593897,3.0064128747182637,4.512221759318304,1.5032908797981122,Iris-versicolor
+103,6.714407663263157,3.1124822952101296,4.400229794036745,1.4007004702434418,Iris-versicolor
+104,6.30822727627924,2.900874972898022,4.296686691352328,1.3041994626966593,Iris-versicolor
+105,5.764267365666732,2.830937083447015,5.098617797809248,2.39411592518605,Iris-virginica
+106,4.400000530121801,2.9258906836224594,1.4007119707037816,0.2,Iris-setosa
+107,5.073224238280828,3.7774030168305823,1.667058813996058,0.39203276015101096,Iris-setosa
+108,5.686939700085039,2.5411621885879065,4.066573428678253,1.2860584307592187,Iris-versicolor
+109,5.184903033785105,3.474592765440511,1.5075625659573921,0.2,Iris-setosa
+110,5.315221585779814,3.766052708371358,1.523443020607741,0.2,Iris-setosa
+111,7.7,2.7949120457466976,6.7,2.0291938191943633,Iris-virginica
+112,5.7305322089576585,3.017493685019815,4.454528332791736,1.503428058235297,Iris-versicolor
+113,4.7497528314759005,3.363850802927611,1.5708887091282453,0.2,Iris-setosa
+114,4.978315640077267,3.1863042339257386,1.242157775682394,0.2,Iris-setosa
+115,4.4,2.8498840692695584,1.4005881884331013,0.2,Iris-setosa
+116,5.013129100910408,3.2147303626799912,1.1882766664449127,0.2,Iris-setosa
+117,6.313210832989403,2.526110149692922,4.969299849110202,1.8823255483616765,Iris-virginica
+118,6.279015306825704,2.797904769326118,5.104472755095928,1.496205692878358,Iris-virginica
+119,5.270123128557443,3.578836657335547,1.5001879449081466,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/2/test.csv b/iris/tab_ddpm/3_1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/2/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/2/train.csv b/iris/tab_ddpm/3_1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/2/val.csv b/iris/tab_ddpm/3_1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/2/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/20/synth.csv b/iris/tab_ddpm/3_1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d51b14ff2edf8f6f66d5ab4a89738115a6d68497
--- /dev/null
+++ b/iris/tab_ddpm/3_1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.919458724884262,3.1988632949052476,4.812472953578796,1.818630555828149,Iris-versicolor
+1,5.430467007938357,2.9751908614333455,4.460245663857403,1.4901014601577123,Iris-versicolor
+2,6.2953781575423,2.97263858564451,5.560839353985734,1.7909843241644894,Iris-virginica
+3,6.4635546075994705,2.9920744271442534,5.521592831326951,1.79878042686166,Iris-virginica
+4,5.261540338533763,2.7434929018301646,4.058011406970866,1.4053526975005461,Iris-versicolor
+5,7.7,2.8109860117385277,6.7,2.062384838812967,Iris-virginica
+6,5.69779361618644,3.0172578111465116,4.213894278412959,1.3876156564952278,Iris-versicolor
+7,6.667524146205124,3.3040497149375154,5.6856351706033115,2.499999543429398,Iris-virginica
+8,5.6136302713240935,3.0204607163412476,4.0945257960610615,1.3071731087046488,Iris-versicolor
+9,5.111664687682372,3.3102931900999537,1.7289316631965894,0.5559957425452297,Iris-setosa
+10,6.744320239426923,3.2770380841269287,5.686353457340248,2.1884767676719665,Iris-virginica
+11,6.013137876295555,3.00221673110323,4.9000063071203845,1.7806352790337563,Iris-virginica
+12,6.275734690542812,2.309209073718894,4.382872347431658,1.316353534804926,Iris-versicolor
+13,5.561045329554112,3.0068323555238643,4.469140825752149,1.5095429804604255,Iris-versicolor
+14,5.934064300287496,3.0158362568185346,5.052248256167435,1.7981301740537183,Iris-virginica
+15,4.498784585691387,2.3046186543512963,1.2847977608979946,0.30962505983961125,Iris-setosa
+16,6.030766219065794,2.2000002841143256,4.988472961235842,1.4987080068165053,Iris-virginica
+17,5.44089295965976,3.0227556864674945,4.545336919239026,1.5193165282052483,Iris-versicolor
+18,6.912708395553115,3.074755010322571,5.682627111056343,2.172026673670412,Iris-virginica
+19,6.277350342041136,3.3920268066763613,5.613829880133028,2.4046799825542124,Iris-virginica
+20,5.496734934196284,2.9125573113996976,4.177147045996742,1.4493016607025249,Iris-versicolor
+21,5.390109598359759,3.9240804862192613,1.290246148697253,0.4490249631076403,Iris-setosa
+22,5.110799097650748,3.3694002866847845,1.4441376721111234,0.2,Iris-setosa
+23,4.908181605166943,3.0895449327952575,1.4866532153256684,0.1,Iris-setosa
+24,5.080667764963801,2.5127775905107828,3.094882050597397,1.104315534622283,Iris-versicolor
+25,6.281692653875338,2.524529423531035,4.916572436510431,1.5080702499549952,Iris-versicolor
+26,5.8070183457519,2.7118142135747068,5.088871686219516,1.919041542697417,Iris-virginica
+27,4.93521280482856,3.3755353712929863,1.4975419208482912,0.2,Iris-setosa
+28,5.183303006670429,3.3948655757989616,1.3970308456796205,0.2,Iris-setosa
+29,5.890921144908931,2.988903762389192,5.123622464716971,1.8094700784968178,Iris-virginica
+30,5.916986313382577,3.1779425798310856,4.667663666752439,1.6895441255780428,Iris-versicolor
+31,5.998562256718948,3.012780107978209,4.779970561010576,1.8091390646825734,Iris-virginica
+32,6.286905522588938,2.2993702477035067,4.397951262105365,1.3042739831806731,Iris-versicolor
+33,6.324769498202604,3.144943817840623,5.45148130462173,1.8010993862616136,Iris-virginica
+34,7.7,2.7341601820333348,6.7,2.0348921137050517,Iris-virginica
+35,5.088655832294038,3.772040787745899,1.600635347065562,0.2,Iris-setosa
+36,5.504909779425201,4.2171834766759595,1.384866803011184,0.2,Iris-setosa
+37,7.699998363051469,2.783713514049701,6.699998149352943,2.034660733148679,Iris-virginica
+38,7.7,2.7758881891508103,6.699997623759178,1.9665727143989098,Iris-virginica
+39,6.3128725781570765,3.3820072716102305,5.56712435024215,2.406084447593526,Iris-virginica
+40,6.694283937784029,3.295622862843005,5.781926601562231,2.5,Iris-virginica
+41,5.528376371389311,2.403188061864494,3.7267028775173143,1.0434822656976692,Iris-versicolor
+42,6.243180583180578,3.001742798474256,4.516885760602439,1.3939096187441868,Iris-versicolor
+43,6.235884247886821,3.211252900722393,4.420281930902673,1.4861113307230538,Iris-versicolor
+44,5.371205522116847,3.4150448669229934,1.6367477386385194,0.2,Iris-setosa
+45,5.979459968541924,3.3863737623003103,4.598634132100421,1.6651373242969711,Iris-versicolor
+46,4.982925343692812,3.618202057448249,1.402302743477532,0.2,Iris-setosa
+47,5.869052934801555,2.833496590254356,5.06669670636131,1.8609715837970748,Iris-virginica
+48,4.4,3.233168337687194,1.3000208325195381,0.2,Iris-setosa
+49,5.199918236368819,3.416802122304382,1.403691040351462,0.2,Iris-setosa
+50,7.6999987128986165,2.819673675369066,6.7,1.997396846979636,Iris-virginica
+51,7.7,2.813091043392317,6.7,2.0153412432800164,Iris-virginica
+52,5.825778195879061,2.7938307767839095,5.109541096263368,2.4000470160948866,Iris-virginica
+53,6.003155564843941,2.706131699183008,5.0921157837336555,1.612812137462635,Iris-versicolor
+54,5.7888169969789365,2.740735063238255,5.1320824334291295,1.8865387262517914,Iris-virginica
+55,4.597200853139049,3.237771233780839,1.4067534282082388,0.2,Iris-setosa
+56,6.116382573330377,2.60793995364992,5.600979650353963,1.414750443964067,Iris-virginica
+57,5.4210753049296105,3.413492804225815,1.669422920424009,0.2,Iris-setosa
+58,7.351747902333946,2.8929726573893073,6.298169973505288,1.7654166280251171,Iris-virginica
+59,6.737737111918151,3.3008595299096126,5.70800728226386,2.1537797460707524,Iris-virginica
+60,6.560524977527723,2.9661618743441123,4.380176870404495,1.3767719366756668,Iris-versicolor
+61,6.67101457307369,3.2923548298927687,5.718886240828987,2.49999954508379,Iris-virginica
+62,5.091059412974629,3.478884203595645,1.3628816492086968,0.3002907599760936,Iris-setosa
+63,5.92888171798229,3.2196621635188225,4.844396829671428,1.7940585899504828,Iris-versicolor
+64,7.7,2.806503026026803,6.7,2.033755498225888,Iris-virginica
+65,7.6999981568929385,2.811190794698367,6.699998578052455,1.987345724302508,Iris-virginica
+66,6.59131306733113,2.9752073582238285,5.495035744538813,1.898076777097883,Iris-virginica
+67,6.332332374880304,2.617306965430198,5.151590622087475,1.9103305898951186,Iris-virginica
+68,4.940631282654102,3.0787770859281567,1.3484216644016764,0.2,Iris-setosa
+69,4.4912659975644385,2.2885499325905108,1.3054935964865775,0.3048430243021673,Iris-setosa
+70,7.276360619507041,2.8592456735964014,6.323807731518521,1.8051329696696128,Iris-virginica
+71,5.641560296217262,2.9847221357254714,4.126301991114481,1.3084474090093658,Iris-versicolor
+72,4.904483592271613,3.108320025430019,1.4880790653208742,0.1,Iris-setosa
+73,4.624702279787892,3.5925833921676174,1.0000004984560453,0.2,Iris-setosa
+74,5.108128572532001,3.2641535693651194,1.6884814746156669,0.40313645236823203,Iris-setosa
+75,5.77421748577126,2.7417698113620013,5.154801481253129,1.8959245504718498,Iris-virginica
+76,7.130670934886467,2.9820277163938895,5.97882328519977,2.0618723455154027,Iris-virginica
+77,4.860895703834187,3.1027929237151866,1.4770273182118008,0.10000012348414099,Iris-setosa
+78,5.470526389723531,3.0203052040018803,4.505780279975114,1.516918520871715,Iris-versicolor
+79,6.891326057573961,3.205045078886814,5.6857181530406375,2.320740120529639,Iris-virginica
+80,6.551267823004745,3.154490449676949,4.444893711148236,1.445645680885766,Iris-versicolor
+81,6.0004932301102185,3.388578997606211,4.462473920239158,1.5940508614826456,Iris-versicolor
+82,6.298418915445481,2.5044278924160834,4.997204264451564,1.9129593557507074,Iris-virginica
+83,5.275762744095711,3.597843873919823,1.4983986494413228,0.2,Iris-setosa
+84,5.557805891433873,2.632763110174028,4.482846441637978,1.2562902099456668,Iris-versicolor
+85,7.699999056769827,2.7290476337560294,6.7,1.9917478752253162,Iris-virginica
+86,5.120511013006227,3.355390900192686,1.3670945622478803,0.2,Iris-setosa
+87,5.989584745447028,2.999572383139292,4.756073811367143,1.8098266277772523,Iris-virginica
+88,4.901252349467373,2.4133426054836478,3.4826809134801833,0.9750444629053694,Iris-versicolor
+89,5.3220097093993735,2.5258684781664185,3.8119656813815546,1.2040801260159584,Iris-versicolor
+90,4.605055318735474,3.5990316377935603,1.0000004546085592,0.2,Iris-setosa
+91,5.396129061361345,3.5081427050807035,1.6394646892310174,0.2,Iris-setosa
+92,6.625495997541732,3.226676846971513,5.6878694790415825,2.499999155632289,Iris-virginica
+93,6.444409361928139,2.9653991459735742,5.491544861967266,1.7788997843903713,Iris-virginica
+94,6.982714989934827,3.1855741907105686,5.696607782566223,2.264152958813804,Iris-virginica
+95,6.875002692586244,3.2361299786689233,5.684345510420212,2.2507730624392828,Iris-virginica
+96,4.625867978763995,3.2182296838136932,1.3646276019621972,0.2,Iris-setosa
+97,5.949676155408122,3.317484731168692,4.646058127415944,1.7195133358512016,Iris-versicolor
+98,5.849009797485769,2.929181721659585,4.289779651948866,1.3816893489529503,Iris-versicolor
+99,5.956052517641438,3.176003973189818,4.596142696014394,1.7134092153978226,Iris-versicolor
+100,5.772655108126433,3.020156564585282,4.245098829201794,1.481199798208896,Iris-versicolor
+101,5.104069272159512,3.799985811135637,2.036227643085078,0.4684809403984599,Iris-setosa
+102,5.852016266042204,2.7385058609318143,5.134914764608563,1.8929189328241738,Iris-virginica
+103,6.295505444523128,2.711262066284725,5.1864008028365545,1.496666528959454,Iris-virginica
+104,5.094410513876533,3.3044465249241366,1.7676063713814836,0.47871381018836845,Iris-setosa
+105,6.323267474717615,2.7619310514802193,5.1598229832829245,1.4889001107053705,Iris-virginica
+106,5.348261156358083,2.437710476562153,3.550000307210798,1.0864848217325926,Iris-versicolor
+107,7.699996335403366,2.793944506948644,6.699995773361413,2.009509338891957,Iris-virginica
+108,5.9374362627251225,3.02241836152104,4.945742735583654,1.8042266172419565,Iris-virginica
+109,5.494306516812758,2.391769746405894,3.4089570682523167,0.945153281787778,Iris-versicolor
+110,5.733093405574462,3.083146731681578,4.667144416235685,1.6296311640296466,Iris-versicolor
+111,5.15633431117171,2.56079147870142,3.3441027175194087,1.298406384793449,Iris-versicolor
+112,5.243059981371061,2.773685411908986,4.1028029174905285,1.4215143588938535,Iris-versicolor
+113,5.220169199642766,2.7447511975583443,4.0568306292299425,1.4076141809403844,Iris-versicolor
+114,5.170480749105705,2.5981853805205635,3.3806764222635204,1.328696924422166,Iris-versicolor
+115,6.499792706998667,3.392868030461424,5.678106228420524,2.2011512283710757,Iris-virginica
+116,4.756059491316067,2.835850325518473,1.3739905927951035,0.2,Iris-setosa
+117,5.4230682633325555,3.9649071188667477,1.4098452074441041,0.2868938018832469,Iris-setosa
+118,5.114151354876357,3.291501626757502,1.8047508051301393,0.3691247093127939,Iris-setosa
+119,5.651073737345287,3.0353706447935433,4.179928135421459,1.313865564361216,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/20/test.csv b/iris/tab_ddpm/3_1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/20/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/20/train.csv b/iris/tab_ddpm/3_1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/20/val.csv b/iris/tab_ddpm/3_1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/20/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/21/synth.csv b/iris/tab_ddpm/3_1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a161eebe2a74325e1731f663842298581831d897
--- /dev/null
+++ b/iris/tab_ddpm/3_1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.275179141918365,2.857689016616584,4.9747450143287795,1.8375896194223362,Iris-virginica
+1,5.511548156228357,4.04248006880165,1.4362494877659548,0.2,Iris-setosa
+2,6.013092347190377,2.6933979204900917,5.0792704996763085,1.5949157834295038,Iris-versicolor
+3,4.4,2.913253071177565,1.400473417818804,0.2,Iris-setosa
+4,7.250730615241229,2.8882880714148356,6.294580986948933,1.8363300771695212,Iris-virginica
+5,6.240652473873755,2.772499569113682,5.225197772300687,1.4872493452213935,Iris-virginica
+6,4.763676978937395,3.335198180952527,1.5325433695192023,0.2,Iris-setosa
+7,7.7,2.760406490093395,6.7,2.056384899358069,Iris-virginica
+8,5.207405167181132,3.421834947983944,1.373433644907566,0.2,Iris-setosa
+9,5.113729274546272,3.3160388855567122,1.885162190526572,0.5020692913594209,Iris-setosa
+10,6.265043529596891,2.9389653485255325,4.41911068521487,1.3256802756504784,Iris-versicolor
+11,5.732273406525423,2.949375406544239,4.324560253242539,1.3828404758321817,Iris-versicolor
+12,6.822536428553755,3.198758067323776,5.650962488997406,2.2708772735257514,Iris-virginica
+13,6.690759313790992,3.305831972286807,5.77007252699777,2.4999993113208263,Iris-virginica
+14,6.52269104219771,2.9469714750209066,4.350234707910978,1.355978316051319,Iris-versicolor
+15,6.329878192632995,2.7929959974876457,5.149226595231051,1.4995912893615273,Iris-virginica
+16,5.311639768189779,3.6109872529246796,1.5011939027255152,0.2,Iris-setosa
+17,4.949662144633123,2.4316268089711035,3.31788013204228,0.9682871831555996,Iris-versicolor
+18,4.977971483403494,3.1918069861280234,1.1962002824044893,0.2,Iris-setosa
+19,6.747391657553272,3.27278348956044,5.715945568100248,2.131972813623896,Iris-virginica
+20,4.880653949138083,3.1065490413976766,1.516871837367003,0.10000015233621849,Iris-setosa
+21,5.958096170949356,3.0166090870055173,5.093853694927107,1.8054436828240175,Iris-virginica
+22,5.019368570141824,3.5030117700810166,1.339108775542506,0.320211846366325,Iris-setosa
+23,4.610236316467558,3.1974913728014127,1.3788633273980997,0.2,Iris-setosa
+24,5.743554134011913,4.4,1.5071844784225117,0.39653511203938957,Iris-setosa
+25,5.10139863052727,3.6506924119478894,1.484715121642256,0.4101869989918779,Iris-setosa
+26,4.889107125768418,3.5219083898139605,1.3783670649757251,0.2,Iris-setosa
+27,7.699998576562733,2.8060695174283685,6.699998095996603,1.9679375372717844,Iris-virginica
+28,5.934747022149789,3.0076129517824897,5.179589924912758,1.8060344092390879,Iris-virginica
+29,5.8881519104627245,3.2129954183236595,4.738068175072249,1.805389983903583,Iris-versicolor
+30,4.400000515819404,2.9699499141474233,1.361744494502156,0.2,Iris-setosa
+31,4.4,3.127744167672594,1.3170317334331876,0.2,Iris-setosa
+32,5.774393555871672,2.838281028661007,5.095348405234061,2.421749167566994,Iris-virginica
+33,4.787259158946456,3.3956454098298,1.620063433919903,0.2,Iris-setosa
+34,5.10992875620028,3.5058242698022,1.3950699356163487,0.28694720902003534,Iris-setosa
+35,5.033920047809596,3.3049371742818936,1.2927514185618199,0.2,Iris-setosa
+36,5.217229049941954,3.4615642403691087,1.5474698884758373,0.2,Iris-setosa
+37,5.825031247113272,2.8121373897682256,5.092131316305398,1.876666804659481,Iris-virginica
+38,5.323027063213633,3.8384446213564787,1.5083630402323551,0.2,Iris-setosa
+39,6.777832908655952,3.0467761781080194,5.556538549152655,2.0522613425542793,Iris-virginica
+40,5.354885661763091,3.4060495358235916,1.6682355677099174,0.2,Iris-setosa
+41,6.267167163284461,2.781021440110731,4.290605479440623,1.2723298380306032,Iris-versicolor
+42,5.364810755803716,3.863317142025953,1.671791304845999,0.36771948614750744,Iris-setosa
+43,5.158191867196949,2.485407602123982,2.8615800272065455,1.075304727773006,Iris-versicolor
+44,5.773568303764113,2.5794925832719677,5.057848837719283,1.9545465735962373,Iris-virginica
+45,6.436931760659979,2.9185601637167746,4.290547512462396,1.3302237954609037,Iris-versicolor
+46,5.351976565677469,2.4363515537587364,3.2812897803099323,0.9835621159564671,Iris-versicolor
+47,5.114761571386095,3.770531945889,1.6018334006782635,0.2,Iris-setosa
+48,7.7,2.771450290401192,6.7,2.064609909051731,Iris-virginica
+49,5.713082024320108,2.532408854703869,5.011762000346657,2.0548658075222903,Iris-virginica
+50,4.969268606569368,3.181453144857387,1.2410931265626548,0.2,Iris-setosa
+51,5.57817931685787,2.9969945933900095,4.482404099866619,1.4881470514239614,Iris-versicolor
+52,5.382562415783915,2.9732797116709455,4.445767884871639,1.4892450360769132,Iris-versicolor
+53,6.495053158973747,3.1805367292938795,4.466423052404921,1.4646130247117248,Iris-versicolor
+54,4.604922261860356,3.580776891708661,1.0000004995929814,0.2,Iris-setosa
+55,7.296183612131075,2.8945270394928073,6.287624214346924,1.7742191638330378,Iris-virginica
+56,4.903213690700625,2.394333360340114,3.282758234425654,1.050917974218628,Iris-versicolor
+57,4.505028766701962,2.2941302521805844,1.310902853438985,0.32720145236611564,Iris-setosa
+58,4.492618916082899,2.3179843398787794,1.2898428870503558,0.29142177979733874,Iris-setosa
+59,5.097803704806222,3.804510288078312,1.6517289323877857,0.43467926949427727,Iris-setosa
+60,5.779507232898497,2.7665045676295277,5.093897183257162,2.369469928703951,Iris-virginica
+61,4.903966961677444,3.0265768110387974,1.404781461692214,0.2,Iris-setosa
+62,4.744097369827537,3.3929751879116448,1.56584865441643,0.2,Iris-setosa
+63,7.7,2.7658944778513,6.699998553128313,2.0120899158308028,Iris-virginica
+64,5.128377108599864,3.810570259621032,1.801709907942293,0.4641431627685946,Iris-setosa
+65,5.498779406383482,2.3956719764725,3.5558873735750707,1.0782401668555979,Iris-versicolor
+66,6.30893749909272,3.3976756161919894,5.624850556975164,2.4031750148647517,Iris-virginica
+67,5.906451750199895,3.2056617015954503,4.748060991496851,1.7640038959899345,Iris-versicolor
+68,5.91340306420885,3.200861928920079,4.796949281364889,1.8048217209655046,Iris-versicolor
+69,5.263244109232806,3.5835782773886433,1.5195287296613438,0.2,Iris-setosa
+70,5.030643018093112,3.5749907484408894,1.3986656644569937,0.2,Iris-setosa
+71,4.866327193838995,3.425483674281796,1.6397812363848725,0.2,Iris-setosa
+72,6.272853483700107,2.300032761521341,4.406219820028814,1.317725557653775,Iris-versicolor
+73,5.883092826659477,2.98941364375078,5.093322761231202,1.7891055330887162,Iris-virginica
+74,5.156455601266782,3.7748875307594956,1.610176738772509,0.2,Iris-setosa
+75,5.785349657203951,3.0025690512681757,4.377103677447229,1.367725518007903,Iris-versicolor
+76,6.659284992900875,3.28268411973195,5.742466565642425,2.4999991357601083,Iris-virginica
+77,7.028648655388212,3.130481126326925,5.730613253340518,2.2311556646675026,Iris-virginica
+78,6.303071942529349,2.8330276570026207,5.089718032291876,1.5172904873088269,Iris-virginica
+79,7.7,2.8243137711735704,6.7,2.031509241742333,Iris-virginica
+80,6.582210911626752,2.9691391900761643,5.5037129022265185,1.8572096014654542,Iris-virginica
+81,5.7720542008502385,2.7957078453943387,5.083679888142037,2.4166906642327466,Iris-virginica
+82,7.69999901548896,2.812782222896248,6.7,1.9792494150885265,Iris-virginica
+83,7.7,2.7982991077054185,6.7,2.0242809376953117,Iris-virginica
+84,6.629278439072077,3.294541568398999,5.5694421708332325,2.499999364270732,Iris-virginica
+85,5.813858995221087,2.791207452378166,5.093643165204901,2.3913811405699295,Iris-virginica
+86,5.60766342117724,2.9956975600268887,4.424264231935612,1.4678483337643256,Iris-versicolor
+87,6.281692747954927,2.3037330139579018,4.38708786954445,1.2929319544989508,Iris-versicolor
+88,5.719156276860225,3.024677176568127,4.1258401699434755,1.3287641477625574,Iris-versicolor
+89,5.835526134809928,2.573013061737511,5.044564070484723,1.9297059417014242,Iris-virginica
+90,6.551159868265803,2.96748029824126,4.38664415312985,1.3656690917996155,Iris-versicolor
+91,5.111626562596626,3.3044428696686454,1.6958629333610105,0.45959192778263946,Iris-setosa
+92,4.652137193614887,3.408224986604261,1.3986913591233057,0.2905648596985211,Iris-setosa
+93,5.493259237503789,4.206737707147102,1.391519081742285,0.2,Iris-setosa
+94,5.4484581234315215,2.446080676892442,3.828709566704953,1.0972273073932728,Iris-versicolor
+95,5.069034549737032,3.442574754581637,1.5461780004532626,0.2,Iris-setosa
+96,5.079527795241854,3.5286652879902767,1.3906228595270391,0.30930802499250315,Iris-setosa
+97,7.7,2.761698032271115,6.7,2.078516321330147,Iris-virginica
+98,5.4709007916367405,2.3816899427851745,3.728337179050576,1.0851798915066813,Iris-versicolor
+99,6.166384100348474,3.007472841374141,4.620402577081663,1.4095791015283496,Iris-versicolor
+100,4.992133994898733,3.2200141229564734,1.2047325448993735,0.2,Iris-setosa
+101,6.108063423849876,2.5963973595822885,5.654818359846303,1.3979880172690737,Iris-virginica
+102,6.669476218237965,3.265783406639888,5.633979280440121,2.5,Iris-virginica
+103,6.332692780367998,3.4148268021407673,5.57638927925299,2.3902634143818866,Iris-virginica
+104,6.411013881693996,2.7104647088826694,5.3055427525317915,1.890612522340562,Iris-virginica
+105,6.399060728407646,2.8894515408760575,5.2456064522948935,1.6004491923073318,Iris-virginica
+106,6.549804381704883,2.8916721784402766,5.492852184060187,1.9375935786589868,Iris-virginica
+107,5.472258499383515,4.2172926385033245,1.3906088601665108,0.2,Iris-setosa
+108,6.497766231711368,3.0131257151979516,5.508631351597956,1.7949851407847863,Iris-virginica
+109,5.516603420926209,2.404993889666757,3.991531389784429,1.1018006197164556,Iris-versicolor
+110,6.215363851273837,2.7948363664369085,5.064340479722082,1.615422961027141,Iris-versicolor
+111,6.302714151476226,2.5102698660472105,4.954249135050136,1.5123671101461236,Iris-versicolor
+112,5.493451881049224,4.226165159369547,1.4033584353791377,0.2,Iris-setosa
+113,5.814075421070439,2.7411217029209434,5.121641948102249,1.878748460566157,Iris-virginica
+114,6.048978220894872,3.0297005701473703,4.370720180500833,1.459002128916587,Iris-versicolor
+115,5.255325325481321,3.497981088684132,1.5401913965128595,0.2,Iris-setosa
+116,5.036380667279742,3.505758209027271,1.3220456632086932,0.294226902609947,Iris-setosa
+117,5.2526750086380325,3.500967087845987,1.5618379620466385,0.2,Iris-setosa
+118,4.4,2.9200334387916738,1.375112014584957,0.2,Iris-setosa
+119,4.990495767395117,3.224516349201083,1.1960192858190575,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/21/test.csv b/iris/tab_ddpm/3_1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/21/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/21/train.csv b/iris/tab_ddpm/3_1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/21/val.csv b/iris/tab_ddpm/3_1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/21/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/22/synth.csv b/iris/tab_ddpm/3_1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ee8f48c28fee70c99c4acac0e5d8b2c7467ebe54
--- /dev/null
+++ b/iris/tab_ddpm/3_1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.293928287999927,2.806311120127264,5.074368033845188,1.5180975050171737,Iris-virginica
+1,5.60147962945583,2.993679983646896,4.467510821955709,1.4826976827245222,Iris-versicolor
+2,5.109931284778266,3.296010492357354,1.9150263742142026,0.6177015941009465,Iris-setosa
+3,5.840244428044235,3.1796027242364877,4.875333857443301,1.7753502614975387,Iris-versicolor
+4,6.25903016446541,2.310412626711324,4.33327381524999,1.2913212356213135,Iris-versicolor
+5,6.293770739829952,2.8846311126497928,5.587911863897473,1.7943991279933955,Iris-virginica
+6,5.1483000125622755,3.830232423068416,1.7163530962066254,0.4240813949616904,Iris-setosa
+7,5.494775503706013,4.1906167359743485,1.404866755766485,0.2,Iris-setosa
+8,6.291132428078337,2.6144206769966067,4.31266064565378,1.2885080429366345,Iris-versicolor
+9,7.6999989532401205,2.794713043886729,6.7,2.0007705324582714,Iris-virginica
+10,5.778698165196285,2.9847705485298954,4.385477564722144,1.4708070321979838,Iris-versicolor
+11,5.082348278674273,3.752271553092297,1.5570816030527674,0.45508638682313735,Iris-setosa
+12,5.449119357979411,2.999233328831002,4.523448780773017,1.5061320055794967,Iris-versicolor
+13,7.7,2.775329750443138,6.7,1.9937358338447646,Iris-virginica
+14,5.0253532607953595,3.498539870035904,1.304933783404263,0.30173561182181463,Iris-setosa
+15,5.9983303590084205,2.680246232106651,5.199026753559184,1.591673198946996,Iris-versicolor
+16,4.590017883123414,3.5858915095835906,1.0,0.2,Iris-setosa
+17,6.696398079156213,3.1078263586621016,4.388529053896062,1.4097744716720755,Iris-versicolor
+18,6.61553941377658,3.017902921452372,4.415554862644188,1.4042569196185375,Iris-versicolor
+19,5.560601985720404,2.4357220466469256,4.022720545721714,1.1883697585166508,Iris-versicolor
+20,6.410641946396062,2.9104809819540223,5.331875149387745,1.6515140944020268,Iris-virginica
+21,5.1792170741999115,2.6758705471955744,3.9189255205674876,1.3947116875533938,Iris-versicolor
+22,6.975346824634185,3.0192337696820433,5.6818717448302865,2.162912169094769,Iris-virginica
+23,5.920115096977098,2.9928587001123867,5.046869067437701,1.7934470757414809,Iris-virginica
+24,5.529619826745122,2.394761752417163,3.7642762767677134,1.035230180375891,Iris-versicolor
+25,6.004846265586926,2.712159139996873,5.054518871488656,1.5136124476581811,Iris-versicolor
+26,6.439886639645017,2.8295748905042526,5.527560580516136,1.8502977856033755,Iris-virginica
+27,5.660874510186877,4.399998682242838,1.486560540643718,0.6805390911123406,Iris-setosa
+28,7.7,2.793244483201819,6.7,2.018980158596605,Iris-virginica
+29,4.5859824177698885,3.4020396025587862,1.37348688589928,0.29735455915897546,Iris-setosa
+30,5.487407803709492,4.197260560092082,1.3833840974202887,0.2,Iris-setosa
+31,5.571659246201478,3.0114617959723,4.57348914610204,1.544022164469621,Iris-versicolor
+32,5.971890644517745,2.699033402305678,5.120381495426909,1.6124103836493195,Iris-versicolor
+33,5.202857921292269,3.4353522778483496,1.5592183338393715,0.2,Iris-setosa
+34,6.7078595114974515,3.2715424214717994,5.701211428980954,2.034309499296236,Iris-virginica
+35,5.554331076907808,2.995764862989273,4.105977744613154,1.2837422496699857,Iris-versicolor
+36,5.953984456664082,3.002658383509296,4.19912660094888,1.499338405651678,Iris-versicolor
+37,6.343130221270766,2.6447768495135318,5.118269395626779,1.914807716720348,Iris-virginica
+38,6.872227349580401,3.0176834213432295,5.53887279962275,2.1261311715554774,Iris-virginica
+39,5.076241489259149,3.6361315828438405,1.5557263147948341,0.2,Iris-setosa
+40,5.466345751723959,2.431674221759681,3.979879446130921,1.0771143934619585,Iris-versicolor
+41,5.488552881005369,3.0090432806433545,4.534644963449994,1.501374572054464,Iris-versicolor
+42,5.701026116992456,4.4,1.4997706114786147,0.5367408609276816,Iris-setosa
+43,5.171183615465018,3.7386940548372336,1.5439207376496982,0.2,Iris-setosa
+44,5.515335825338885,2.631194442848551,4.406389690952203,1.2206047176289996,Iris-versicolor
+45,5.487537443266691,2.9890950801662126,4.435692933841084,1.4962371278408857,Iris-versicolor
+46,5.201342652389897,3.507772102249064,1.4913677095033717,0.2,Iris-setosa
+47,5.498387128462412,2.4072101471087284,3.8736869897715343,1.0027373917051747,Iris-versicolor
+48,5.399959313440008,3.4030660936403803,1.761978346831435,0.2,Iris-setosa
+49,6.355507954147208,2.9333327444923207,5.546070198071138,1.7796939208981846,Iris-virginica
+50,5.953595020231911,3.3213603743180404,4.6607396971315085,1.6733916013215993,Iris-versicolor
+51,6.681556612637214,3.3099062276069766,5.868858549255086,2.499999503238509,Iris-virginica
+52,5.677668840114684,2.4812653420656736,5.003403246490698,1.9900533948489445,Iris-virginica
+53,5.0548381380351355,3.305726032041964,2.25956979068117,0.3973387182846998,Iris-setosa
+54,5.018795965491358,3.2130818665149796,1.1993654277747043,0.2,Iris-setosa
+55,5.774374264879684,2.623297591759711,5.068058643257769,1.9373052523909278,Iris-virginica
+56,7.699998594126152,2.8035286949866696,6.699998501589812,2.0026953721285516,Iris-virginica
+57,4.690388779118436,3.1466249657907146,1.3940521345753958,0.2,Iris-setosa
+58,6.079241675660745,2.9641630418217613,4.405281104398302,1.403600617341263,Iris-versicolor
+59,6.6585423039838405,3.3168795206441866,5.66654100153654,2.4999994895401985,Iris-virginica
+60,5.822899851847166,2.744880446323027,5.102268205936077,1.8854635700407356,Iris-virginica
+61,5.869298830533722,3.0094278534245835,4.241165400950142,1.512135705360478,Iris-versicolor
+62,5.108406102192847,3.7613131912008133,1.5687039319871885,0.2,Iris-setosa
+63,7.699996323231553,2.798677973029925,6.699996233107796,1.9918946392358199,Iris-virginica
+64,6.714685465167641,3.282961451104594,5.708970836989748,2.016527775912585,Iris-virginica
+65,5.677614538624272,2.4677716389370774,4.98464792203376,2.033633173748157,Iris-virginica
+66,6.283309871469677,2.5164384917733336,5.00184413802715,1.8749858295383561,Iris-virginica
+67,5.4962553230740605,2.9128684150413746,4.3664600598202865,1.437593548518667,Iris-versicolor
+68,5.069691438672332,3.513041386220922,1.3859825692228713,0.32631803305185914,Iris-setosa
+69,5.308301987130503,3.734986580162779,1.507980493515714,0.2,Iris-setosa
+70,6.003749601847031,2.6864272813757952,5.094469357685398,1.5886600401871107,Iris-versicolor
+71,4.508452184829984,2.319870440087123,1.29497353363021,0.299403698502237,Iris-setosa
+72,5.784184647754954,2.8284774971691253,5.1853288627504375,2.3968613100350478,Iris-virginica
+73,4.495693971899854,2.320520032471157,1.2724153284943052,0.2904992710917376,Iris-setosa
+74,4.953015540497804,3.192259951659508,1.2870371003555658,0.2,Iris-setosa
+75,4.91179837743339,3.0744780354961634,1.4966073849797674,0.10000009768153438,Iris-setosa
+76,6.673279268507936,2.993942746401263,4.996660832916922,1.6873650408689875,Iris-versicolor
+77,6.916509143582103,3.160069000003066,5.690605279211528,2.276066037760765,Iris-virginica
+78,5.344648017238729,3.406328106288999,1.8499092204358991,0.2,Iris-setosa
+79,4.4,3.147738816276947,1.2730906562554651,0.2,Iris-setosa
+80,5.022080034062224,3.5177045458396825,1.3251721287690987,0.30982085626986705,Iris-setosa
+81,5.293969624034476,2.941710250178424,4.382338719293502,1.478509813889236,Iris-versicolor
+82,6.83998712462197,3.022731107545499,5.533866521464558,2.170583065128081,Iris-virginica
+83,4.942920965412672,3.1796617412695003,1.2931930519580186,0.2,Iris-setosa
+84,6.445437004001221,2.6666461790818703,4.939027593711081,1.528607858212223,Iris-versicolor
+85,7.699997544082147,2.771419336599076,6.699997925776041,1.9869770792169736,Iris-virginica
+86,5.698832830124098,2.7609463955441838,4.255299696663974,1.3105700386409467,Iris-versicolor
+87,6.803842648487609,3.274462491891794,5.719558134614153,2.242116350781333,Iris-virginica
+88,6.052892064250393,2.2,5.011129580625695,1.4882546086750932,Iris-virginica
+89,4.4,3.18872232131205,1.3100181591374125,0.2,Iris-setosa
+90,4.957610297744071,3.1840338688216687,1.2727774440998991,0.2,Iris-setosa
+91,6.696721281429499,3.135389390661912,4.395501988028739,1.408810318636168,Iris-versicolor
+92,5.865125626526966,2.9932420842923224,4.188975628601314,1.4982778135714032,Iris-versicolor
+93,4.9140205058217115,3.1404697217238224,1.381109368422754,0.2,Iris-setosa
+94,6.281663858626797,2.8722143579304333,5.080300144710791,1.5656891672134312,Iris-virginica
+95,5.511132057528636,2.5083292580792063,4.1034995556901315,1.0890223689619019,Iris-versicolor
+96,4.9754170874200225,3.1883941553183273,1.2228396470641851,0.2,Iris-setosa
+97,5.016521476446766,3.5153786017450965,1.3404467310500554,0.2686505172012843,Iris-setosa
+98,6.287729769925787,2.8033563764561156,5.087668893752806,1.5187752901422915,Iris-virginica
+99,6.612353293657245,3.0158805395793107,4.411446413288479,1.400684881265133,Iris-versicolor
+100,6.890025220663519,3.010479905988974,5.56711951892118,2.0919600014915236,Iris-virginica
+101,4.904085095814425,3.0867115078016476,1.4982466175243665,0.1,Iris-setosa
+102,4.598374345437703,3.5758784334901788,1.00000041737099,0.2,Iris-setosa
+103,5.8325437172476695,3.020169305095715,4.305404274169737,1.5056129431242329,Iris-versicolor
+104,5.10845938857284,3.81906683049125,1.5895319986566048,0.2,Iris-setosa
+105,5.0913671988907385,3.779484805563652,1.5961031611105867,0.2,Iris-setosa
+106,6.313801665044562,2.5095964980509287,4.9238291833227725,1.509349444034641,Iris-versicolor
+107,7.7,2.7175770892668116,6.7,2.064783244726036,Iris-virginica
+108,5.55905969714042,3.010182641857901,4.121873451921462,1.309264506084611,Iris-versicolor
+109,4.987010322000602,2.435284510145675,3.181667099165918,1.1164101075713628,Iris-versicolor
+110,6.829941334485577,3.0036351431855004,5.542833126083346,2.1049445352149894,Iris-virginica
+111,5.689446281465927,4.399999102449903,1.4958767642485857,0.4252554502320946,Iris-setosa
+112,7.699999073443479,2.8101364857376963,6.7,2.0103924745050166,Iris-virginica
+113,6.900761635318107,3.131571228384647,5.721694916326145,2.2275818320721745,Iris-virginica
+114,7.699998586919225,2.8280908831152094,6.699998548226782,2.0614068200397244,Iris-virginica
+115,6.693461855755386,3.2768530904315263,5.643909527216183,2.499999406796727,Iris-virginica
+116,6.51626787916733,3.3872185706861506,5.668391423382699,2.2040962658345458,Iris-virginica
+117,5.533398520090219,2.653244651685257,4.3634791841667955,1.2710625514580531,Iris-versicolor
+118,5.789828515926026,2.730489607977357,5.118473372642345,1.8832494928508967,Iris-virginica
+119,4.892921126075639,3.096958980633704,1.4959174672296893,0.10000010451655451,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/22/test.csv b/iris/tab_ddpm/3_1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/22/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/22/train.csv b/iris/tab_ddpm/3_1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/22/val.csv b/iris/tab_ddpm/3_1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/22/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/23/synth.csv b/iris/tab_ddpm/3_1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c24468e614c15af168e572d1d5b364f4f165edaf
--- /dev/null
+++ b/iris/tab_ddpm/3_1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.024234221345019,2.7014034220102783,5.1002794715948,1.6048579541431656,Iris-versicolor
+1,6.673469757198179,3.1124325666937858,4.382507083718655,1.4115889309001775,Iris-versicolor
+2,6.060902775135766,3.3791482492828586,4.499249467343257,1.601800774864669,Iris-versicolor
+3,4.400003694859134,3.1817211109433057,1.3174799197734868,0.2,Iris-setosa
+4,7.308718679494499,2.899814754066852,6.315382314743997,1.7856950724644056,Iris-virginica
+5,5.926849104785325,3.2246015331838818,4.781899261698399,1.8085870093126863,Iris-versicolor
+6,5.508416314972051,4.194812254046171,1.3989511842132716,0.2,Iris-setosa
+7,6.297622041702926,3.3909940014775604,5.584515114005552,2.3944642608201088,Iris-virginica
+8,5.678238253312767,2.4776391555856994,5.019227101247512,1.9986363565106395,Iris-virginica
+9,5.022395959465371,2.4566880762859427,3.2712813787572976,0.9647801752017799,Iris-versicolor
+10,5.109229359860538,3.6431087577293253,1.5099022165594629,0.4229979595242382,Iris-setosa
+11,5.418552716164443,3.0146825295011883,4.600187538401372,1.4926689648593623,Iris-versicolor
+12,5.091838651386532,3.310316848384146,1.3133245449595785,0.2,Iris-setosa
+13,5.223341790611667,3.534444047004146,1.5371001860961788,0.2,Iris-setosa
+14,6.674557248949348,2.9846594464335343,4.999447310673,1.7006483182599446,Iris-versicolor
+15,6.0541658382184895,2.2,5.006757348433485,1.5041460812158716,Iris-virginica
+16,6.674823969142995,3.275532190763583,5.6798126433921325,2.059245131331689,Iris-virginica
+17,4.969576179560759,3.349104545331363,1.310765154305386,0.2,Iris-setosa
+18,6.693239532699164,3.000519981740782,4.990686928660795,1.7220258192968498,Iris-versicolor
+19,6.3316191735325145,2.6072978849061497,4.944555391391009,1.8480168711507758,Iris-virginica
+20,6.501273210064431,2.952460581653485,4.344601815464737,1.3553895885228353,Iris-versicolor
+21,5.87730604674926,2.9962664043216303,4.217512459740667,1.4997747526098342,Iris-versicolor
+22,4.9135781504326355,3.0335095476604668,1.400851537266622,0.2,Iris-setosa
+23,4.400000724712134,3.2106178846867426,1.2721000784769418,0.2,Iris-setosa
+24,5.231468522568459,2.622200256921536,3.807357122373393,1.3298739387611558,Iris-versicolor
+25,6.672445375065347,3.2909261823642746,5.675489113680535,2.103832422411447,Iris-virginica
+26,6.560615988317817,3.175156975483493,4.427505800438144,1.4557315862554325,Iris-versicolor
+27,6.65402572337061,3.0195456748554514,4.877998467672292,1.5622971935263679,Iris-versicolor
+28,5.103385245822856,3.496438211564205,1.3843190962068874,0.301830692682488,Iris-setosa
+29,5.890376794315842,3.0041526346448366,5.126690101514881,1.7933969191914476,Iris-virginica
+30,4.4,3.191108172250154,1.2895310270029208,0.2,Iris-setosa
+31,5.065303390753246,3.493456801088305,1.3258038899022764,0.30147182367055947,Iris-setosa
+32,4.62553701611888,3.426456301904393,1.4117794212948698,0.314841235246661,Iris-setosa
+33,6.76252409317468,3.1065292647895704,4.333113776283585,1.3895615838391941,Iris-versicolor
+34,6.705117799939032,3.2872256727843183,5.720727646823555,2.499999338856376,Iris-virginica
+35,6.285202177039662,2.730217924952299,4.90271549218654,1.8106929938981315,Iris-virginica
+36,5.018000131167715,3.5244580983767446,1.3210597186209923,0.3099590987166971,Iris-setosa
+37,4.5933666081027775,3.6025178164176466,1.0000004703557743,0.2,Iris-setosa
+38,6.9552630209129696,3.110241701322247,5.628586764411659,2.246113939210336,Iris-virginica
+39,5.11522406091357,3.4138195774180065,1.491397404322699,0.2,Iris-setosa
+40,5.690178379054586,4.4,1.4886806824973315,0.37079944382721686,Iris-setosa
+41,4.400000709022873,3.127829483284278,1.3249756382812534,0.2,Iris-setosa
+42,5.105157384092138,3.5384859866763416,1.4081430430294464,0.3160397776099262,Iris-setosa
+43,5.038815446740422,3.529041524268075,1.562075155656418,0.2,Iris-setosa
+44,4.696856288968715,3.4215111058166636,1.394048373369796,0.3050861810766121,Iris-setosa
+45,6.0196573161748645,2.9496249307561824,4.939994173802729,1.7800294335274995,Iris-virginica
+46,5.895761759334879,3.1953749122699633,4.806770710743173,1.8019753763078872,Iris-versicolor
+47,5.514167609367366,2.840108722950026,4.148381190288251,1.3394658415873795,Iris-versicolor
+48,4.499917987423989,2.3120765242311316,1.3083037293476,0.293953329747631,Iris-setosa
+49,5.521408528520446,4.204299567846414,1.396344134137435,0.2,Iris-setosa
+50,5.848833441343369,2.9705045771335103,4.200898315213296,1.4759634514894737,Iris-versicolor
+51,5.946362115681811,2.996173636362991,5.056117476640588,1.8119227948537582,Iris-virginica
+52,6.3664274229362725,2.686092641302074,5.230266526564104,1.891378214966954,Iris-virginica
+53,4.495682153021913,2.2924750416546895,1.277258671773614,0.2914852393850015,Iris-setosa
+54,6.314113083990676,2.4459361371062878,5.0294432750152565,1.901534464017485,Iris-virginica
+55,5.875344875129616,2.999929398309066,4.9970868581785695,1.7977241959618937,Iris-virginica
+56,6.2799371027066435,2.5806551753894267,5.053912675338317,1.8647752141919096,Iris-virginica
+57,4.60020684909703,3.397104522022662,1.394531600703449,0.3065783860597167,Iris-setosa
+58,4.502807944149151,2.3061116121562657,1.2907181658042775,0.2856428024056826,Iris-setosa
+59,5.960667482166503,2.7000010661840754,5.075019278530256,1.6181084207473115,Iris-versicolor
+60,5.806058642132314,2.8045387815173672,5.094863377836269,2.3984068955622875,Iris-virginica
+61,4.908501199133127,3.1223718302924057,1.5147317952744264,0.10000015479494823,Iris-setosa
+62,6.321504037653029,2.8212365139533526,5.070027281371665,1.4836894973564239,Iris-virginica
+63,6.306502780301777,2.500814447639661,4.979063360008873,1.8969082833396207,Iris-virginica
+64,6.192322994136404,2.6504009136443054,5.020048071359443,1.622382550526306,Iris-versicolor
+65,6.007213666057819,2.999854245937927,4.756730051852852,1.8023622628161395,Iris-virginica
+66,5.233995786206524,2.4677238676565945,3.013432162771795,1.065068724874928,Iris-versicolor
+67,5.097000178988726,3.799017479191834,1.5984268417528242,0.2,Iris-setosa
+68,6.549568925718974,3.2372656838568163,5.568941369659573,1.9153432302176934,Iris-virginica
+69,5.002249287654971,3.596921594805737,1.377436456127384,0.2,Iris-setosa
+70,7.7,2.7508019093894447,6.7,2.0233400731072537,Iris-virginica
+71,5.679475793796124,2.5157183700940884,5.012445297893824,2.0006434913595714,Iris-virginica
+72,6.553034761468924,2.972113010943366,4.425388939809831,1.390843988776368,Iris-versicolor
+73,6.686451926762109,3.1010934832528685,4.414440110101062,1.4208034440064736,Iris-versicolor
+74,4.850164375858669,2.375187147247461,3.4178132119011417,1.10376527536003,Iris-versicolor
+75,6.3830793766870775,2.908386985709421,4.309548634858058,1.346042368392034,Iris-versicolor
+76,6.927197754710817,3.064948894330927,5.730253624894735,2.2401313393937783,Iris-virginica
+77,4.501502926417569,2.2890686431836356,1.284811541669341,0.31217321790653607,Iris-setosa
+78,6.631307056462882,3.016544091790123,4.398999391396746,1.3950589172133725,Iris-versicolor
+79,5.462008902573847,2.9883214171285633,4.553674646790367,1.4789532682857582,Iris-versicolor
+80,5.933543936938782,3.205645515567897,4.836556400095264,1.7795702012475578,Iris-versicolor
+81,6.091113746548738,2.60819598529321,5.589424338806995,1.410369435036483,Iris-virginica
+82,6.433346921254024,2.949406873083334,5.552951130449319,1.8427022511291358,Iris-virginica
+83,5.4597663597187545,2.5596062866504057,4.180990873672059,1.267829937266639,Iris-versicolor
+84,5.5636501335836535,2.9979849815448585,4.238896578958256,1.3355849419896744,Iris-versicolor
+85,6.433966499326845,3.0621182269178377,5.449534441810961,1.8039719378277523,Iris-virginica
+86,4.591304409679796,3.176110753989362,1.4014036183506924,0.2,Iris-setosa
+87,4.770297985274226,3.3832293922874426,1.5783490393643418,0.2,Iris-setosa
+88,5.89885764563002,3.1941431060291046,4.854536317213531,1.811592143307434,Iris-versicolor
+89,7.075673812626437,3.0228626715985945,5.857307626394931,2.1319965263728373,Iris-virginica
+90,6.320851831060352,2.511264241495645,5.0193665443200235,1.9052622767632577,Iris-virginica
+91,6.645297761614395,2.9750317799718755,5.4745791794820216,1.9403466808947158,Iris-virginica
+92,5.781285189015761,3.0034889279141757,4.29539761306564,1.4957589941390494,Iris-versicolor
+93,6.013645445162493,2.2,5.029381825391633,1.4866468971179672,Iris-virginica
+94,5.1152886936698785,3.792001132977979,1.780640471987234,0.5501506698695917,Iris-setosa
+95,4.5904517806450995,3.3581624609597363,1.3886675200974787,0.25594702742359643,Iris-setosa
+96,6.256902303184696,2.9740509868913207,4.506624088826693,1.3560105806478921,Iris-versicolor
+97,5.682317323145264,2.78376079785617,4.291098419362881,1.3227094683352023,Iris-versicolor
+98,6.210184000698526,2.8124167021814697,4.9050659648131285,1.8018057312049245,Iris-virginica
+99,6.33277177316941,2.6878350667578395,4.936264002727304,1.7962583448190526,Iris-virginica
+100,6.284580832089778,3.070335417979102,5.373874301103534,1.7903892638443637,Iris-virginica
+101,7.017207925684852,2.984532258825565,5.7706258606697505,2.1017590101771213,Iris-virginica
+102,6.302120386507973,2.590609461297086,4.931063185564098,1.8480059905908781,Iris-virginica
+103,6.172485336821775,3.0827196007544093,4.65321637479538,1.48694653549022,Iris-versicolor
+104,5.4057752057766075,3.943666953767364,1.31712671073795,0.38024282481040217,Iris-setosa
+105,6.71278681219669,3.267381312490271,5.681146433901647,2.0530474199953574,Iris-virginica
+106,6.846113754596911,3.3608322304728158,5.7611701288744745,2.5,Iris-virginica
+107,4.400000648476291,3.208124187027321,1.3087135721125143,0.2,Iris-setosa
+108,7.361086814534393,2.893506666607198,6.3407422430556055,1.802477619123206,Iris-virginica
+109,6.319883632576798,2.7887900026753654,5.076763645667547,1.5141720667229452,Iris-virginica
+110,5.060707246573226,3.327314513816943,1.3258001983443912,0.2,Iris-setosa
+111,5.444824491998601,3.923369932227244,1.9750845606005982,0.41332714696159284,Iris-setosa
+112,5.246124556030653,3.466987477222304,1.4131039491147692,0.2,Iris-setosa
+113,6.017914062296909,2.711223365384647,5.111651239742098,1.596173199900675,Iris-versicolor
+114,7.699998704027083,2.8328560519291752,6.699998854520536,2.0406933737891446,Iris-virginica
+115,5.010946118215757,3.3522334664254507,1.432884749281341,0.2,Iris-setosa
+116,5.681458762136478,2.520068732076059,4.970062725971074,1.996457556704923,Iris-virginica
+117,5.494989304721335,4.1492258029283375,1.4026975558909434,0.2,Iris-setosa
+118,5.19581279949298,2.707637551252947,3.8101596909336246,1.4043603044172916,Iris-versicolor
+119,5.48889785137927,2.9929256590495297,4.479522389929559,1.4968303829643936,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/23/test.csv b/iris/tab_ddpm/3_1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/23/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/23/train.csv b/iris/tab_ddpm/3_1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/23/val.csv b/iris/tab_ddpm/3_1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/23/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/24/synth.csv b/iris/tab_ddpm/3_1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d8217e849c693b6c4d88083ab0160d1a144895ac
--- /dev/null
+++ b/iris/tab_ddpm/3_1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.695546509071399,3.447328584723395,1.4001999858937062,0.2934179839680001,Iris-setosa
+1,5.391661321251732,2.978625567167596,4.476195535042627,1.4866764364824916,Iris-versicolor
+2,6.8027643630096515,3.011764108069863,5.540369386453652,2.133123673651295,Iris-virginica
+3,7.699997049157851,2.7719765007951334,6.69999530959243,1.9848948858453102,Iris-virginica
+4,5.3820140658658016,2.9980506285468036,4.469845713376837,1.4966725839841448,Iris-versicolor
+5,4.99974638421305,3.5269743654966423,1.3912118722629936,0.2,Iris-setosa
+6,5.72232391469122,2.5247964944400394,5.018940939230165,1.9826936596023688,Iris-virginica
+7,7.083772432517262,2.999138430866166,5.948954456196523,2.086152327655577,Iris-virginica
+8,6.672121788573617,3.074227999382948,4.381956753684814,1.4175747377333165,Iris-versicolor
+9,5.748657311113073,2.985981141029164,4.219750681839861,1.3971322935265256,Iris-versicolor
+10,5.460165126221918,2.4077526698324996,3.6644839815986034,1.035655775948497,Iris-versicolor
+11,5.494870792963968,2.9634533274257175,4.051146100632394,1.283679473458405,Iris-versicolor
+12,5.380776600189273,3.394746244253436,1.7658582412763848,0.2,Iris-setosa
+13,5.774669877251082,3.0281059268809103,4.156434018764932,1.3433050085459755,Iris-versicolor
+14,6.280954613455588,3.4032915077951023,5.597060450791306,2.384109493414983,Iris-virginica
+15,5.777117501185051,2.978744033970569,4.310919198048914,1.4707886177890062,Iris-versicolor
+16,6.522625024823413,2.93959015139,5.583891361835567,1.779109460504861,Iris-virginica
+17,5.451463483089266,2.4343779271656985,3.9741587215849012,1.0936139430690635,Iris-versicolor
+18,5.115688962964159,3.4187224819570785,1.445272904952329,0.2,Iris-setosa
+19,6.02085838604158,2.975349369734986,4.90610140610043,1.7775183867360438,Iris-virginica
+20,4.4,3.2002028927028814,1.295290952617853,0.2,Iris-setosa
+21,5.773308678763144,2.7819483040876687,5.092621891761978,2.3940839858431935,Iris-virginica
+22,6.414637161162873,3.210087667688521,4.519752141682656,1.4961019606042385,Iris-versicolor
+23,4.4,2.817034424142542,1.4062831404345517,0.2,Iris-setosa
+24,5.431534408720353,2.408575640122019,3.5778845892826574,1.1184750088846012,Iris-versicolor
+25,5.336728912362035,3.7999482112843497,1.370369028474587,0.2535294366695357,Iris-setosa
+26,4.9915451736063154,3.1756543494512255,1.188526614170031,0.2,Iris-setosa
+27,5.116149191108153,3.71774829967357,1.6471474355118911,0.37554229605019973,Iris-setosa
+28,6.764923836293139,3.2676986564475343,5.664589724627845,2.23583160291681,Iris-virginica
+29,4.4,3.2214764351516227,1.280495774638122,0.2,Iris-setosa
+30,5.138003853726702,2.584715200951528,3.13319722381839,1.3235331815866735,Iris-versicolor
+31,4.905367027394582,3.099360474674551,1.4916162401329334,0.1,Iris-setosa
+32,6.30073776574309,2.925029343817142,5.520421069571147,1.791595469763371,Iris-virginica
+33,5.074056220049114,3.7798138480501318,1.5589770147042221,0.2,Iris-setosa
+34,6.776206395383092,3.310259727880818,5.81450578470573,2.5,Iris-virginica
+35,4.971798279645464,3.5903160264477307,1.4003911161113958,0.2,Iris-setosa
+36,5.498167719240391,2.3949886396900153,3.654872213823987,1.067494836337934,Iris-versicolor
+37,5.622146443805915,4.399998294794593,1.4948876687717718,0.44211908291298596,Iris-setosa
+38,6.106123364479638,3.1388771414277414,4.367769519686373,1.6343705380447762,Iris-versicolor
+39,6.003649621022221,2.6919768916222035,5.11279532188015,1.6200571714902867,Iris-versicolor
+40,6.4882629254517825,3.045758429750658,5.511222016924501,1.7981147451388773,Iris-virginica
+41,6.32913919550558,2.80320091047558,5.140832745339689,1.5252393741046486,Iris-virginica
+42,6.30001226749622,2.8321606427885406,5.06487395967423,1.5189855100974454,Iris-virginica
+43,5.483344882787818,2.410683738260451,3.7413315308818307,0.947533676155918,Iris-versicolor
+44,6.070594503804346,2.6634622822519267,5.072204642980505,1.6266227525511805,Iris-versicolor
+45,6.227356935886642,2.986267482979713,4.360960706296256,1.4385394867847727,Iris-versicolor
+46,5.162319241307972,3.3487828403671736,1.8433196491258428,0.26793832028214265,Iris-setosa
+47,4.400000728889663,3.072643827126716,1.3410430294277538,0.2,Iris-setosa
+48,6.340665579484303,2.9076613904592308,5.573775781988808,1.7867812444102134,Iris-virginica
+49,7.69999906020429,2.7984947117695467,6.7,1.9918925218266592,Iris-virginica
+50,5.0871380162253015,3.509164099848826,1.404942014381757,0.2970702074962571,Iris-setosa
+51,5.071147524231803,3.48632290976845,1.356078111910609,0.3056497308987013,Iris-setosa
+52,5.073745218798723,3.6068827115481747,1.4601997997425817,0.39081902688020476,Iris-setosa
+53,5.832506537126486,2.7547779417133422,5.0967550308995815,1.8994993942470042,Iris-virginica
+54,5.895396682781593,3.185090734512199,4.791187559538231,1.8080265284281059,Iris-versicolor
+55,6.002796831313143,2.9032011653280927,5.2975853537188815,1.8355583774559845,Iris-virginica
+56,5.494483197307794,2.401599184090947,3.7771535492950923,1.016382220020875,Iris-versicolor
+57,5.46953520763402,2.955058783716394,4.165850225889939,1.3657307138256738,Iris-versicolor
+58,5.999054229753896,2.200000456649607,4.986615173829758,1.4968569028548697,Iris-virginica
+59,5.106102745380646,3.308640105331541,1.7700946978302359,0.4916598895185571,Iris-setosa
+60,5.022406339279488,3.4801646256271064,1.3082123792991274,0.28892886686229563,Iris-setosa
+61,6.611451863037068,3.152178307803379,4.435833845144179,1.4493332317796506,Iris-versicolor
+62,5.394253708125607,2.424080869130499,3.550294895914374,1.0857562057383743,Iris-versicolor
+63,6.401026255855095,3.2185708520039142,4.557009483408173,1.5159991460823408,Iris-versicolor
+64,4.4,3.087213201838992,1.3080968239786124,0.2,Iris-setosa
+65,5.361781419434061,3.809023023378065,1.3224192384871456,0.374428852003174,Iris-setosa
+66,5.103400615627532,3.3164417033109763,1.7005087342686505,0.592218256648438,Iris-setosa
+67,5.5458895467551175,2.540338868838739,4.122670065077324,1.2700329935721457,Iris-versicolor
+68,6.683365514329973,3.100534573497063,4.456924248080266,1.4391137877142806,Iris-versicolor
+69,4.976120091990742,3.1957835088410316,1.229799888191582,0.2,Iris-setosa
+70,5.4940851760830665,2.399577353380363,3.835342386920389,0.9715538919692237,Iris-versicolor
+71,5.089276432078838,3.3082409355000895,1.7387631335752236,0.5465005469975288,Iris-setosa
+72,5.379891524335054,3.871638143243857,1.293739592584712,0.46109272013825325,Iris-setosa
+73,6.707344719263714,3.2982402126223067,5.64740588494477,2.5,Iris-virginica
+74,7.7,2.7753247881101166,6.7,2.018353796314248,Iris-virginica
+75,5.772181034944223,2.704962370075625,5.102628068529056,1.9050862843455765,Iris-virginica
+76,5.990753909824295,3.045596367698199,5.23958440846308,1.816610260849441,Iris-virginica
+77,6.003627079732393,3.4044998753752003,4.505300388473737,1.6018973356726793,Iris-versicolor
+78,5.14048646020776,3.4999568385385156,1.4106373276179995,0.27228451128216136,Iris-setosa
+79,5.835587538276297,2.8836339076792337,5.140215878841397,1.8469363313417009,Iris-virginica
+80,4.400000514941143,2.9097205742357986,1.4000397531793078,0.2,Iris-setosa
+81,7.699998805794614,2.8192182459131745,6.7,2.011057197656071,Iris-virginica
+82,5.094213569289379,3.734488410479227,1.591355966155578,0.393205304182927,Iris-setosa
+83,5.510608745619005,2.4079474166709938,3.4696981504819853,1.1189080604242214,Iris-versicolor
+84,7.699998661410324,2.777099010995987,6.699998719295309,1.9995794123002453,Iris-virginica
+85,5.713320360849482,2.9967699445964007,4.118133413152921,1.3448371653088746,Iris-versicolor
+86,4.768734589079517,3.3851436068228216,1.5461393195572768,0.2,Iris-setosa
+87,5.160511251524875,2.6429387520601577,3.8874694691444853,1.3669566947258815,Iris-versicolor
+88,5.596734366896872,3.02095806216763,4.464053401242946,1.5006912329362672,Iris-versicolor
+89,4.894392365408221,2.983861968145309,1.3864416750846664,0.2,Iris-setosa
+90,6.042471416917173,2.710127534989935,5.114930109570955,1.5925508676021347,Iris-versicolor
+91,5.386412423398403,3.8387984263809694,1.3282306751089166,0.3875884109649576,Iris-setosa
+92,7.699999061709107,2.7849254820845633,6.699998103020123,1.992144108616834,Iris-virginica
+93,5.118387257883466,3.4025026406572705,1.4943762369858375,0.2,Iris-setosa
+94,5.888883266943144,2.974554345529506,5.1314376857234505,1.790579894801366,Iris-virginica
+95,5.198204558106395,2.6979746746226616,3.437232448139568,1.4027284821712507,Iris-versicolor
+96,6.776535560920535,3.005393118406346,5.515121733270904,2.121310726953297,Iris-virginica
+97,5.163277508647925,3.3819590616754285,1.5436390283055754,0.2,Iris-setosa
+98,5.499348502845722,2.993211416708136,4.43419450163983,1.4754717450692891,Iris-versicolor
+99,6.667785508395008,3.2676501282834662,5.63498868787141,2.4999994633406866,Iris-virginica
+100,5.267208155774458,3.4506395325821595,1.6154983272802428,0.2,Iris-setosa
+101,5.950833321217876,2.2000004309024384,5.047215061912864,1.4976548823197982,Iris-virginica
+102,4.7949192722735585,3.3752399843087857,1.5610745613150572,0.2,Iris-setosa
+103,5.712033059239467,2.4722881690896603,4.997348927355139,1.9996009900389846,Iris-virginica
+104,6.717673333232122,3.304265009676897,5.7409499586378265,2.4999994296011363,Iris-virginica
+105,6.675520981798149,3.0878741745913327,4.385593688833648,1.3858652870429267,Iris-versicolor
+106,5.754760955936654,2.8011313757066345,5.087376205258558,2.401001021838911,Iris-virginica
+107,5.492852111996022,2.3996302188207266,3.6679650941508313,0.9982278003343933,Iris-versicolor
+108,6.387223343499609,2.5756352203604345,5.083760983251293,1.9307554641286382,Iris-virginica
+109,4.828226576051869,3.434562188184012,1.591604988025946,0.2,Iris-setosa
+110,5.143783964229382,2.508756064380254,2.9514034676561294,1.011958984331271,Iris-versicolor
+111,4.851480487332184,3.438795474838836,1.3378093868876322,0.28563380677780914,Iris-setosa
+112,7.699998298981309,2.8041194867115835,6.699998234196094,1.9876485928555216,Iris-virginica
+113,4.894877950248129,2.385436533993597,3.2310007052394303,1.0069746607975198,Iris-versicolor
+114,4.4,2.8998286061662117,1.4068627979211923,0.2,Iris-setosa
+115,5.583288798385125,2.6663674436433094,4.390109745637962,1.2836240545375892,Iris-versicolor
+116,5.766748658625931,4.4,1.5160811654012298,0.3885242893830332,Iris-setosa
+117,4.4,3.1893181153923766,1.3198723376530705,0.2,Iris-setosa
+118,5.427049129402967,2.4183508555650772,3.5614886192282134,1.1841828461614345,Iris-versicolor
+119,5.657298454262925,2.8086577086179854,4.234740895845671,1.3206050946584467,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/24/test.csv b/iris/tab_ddpm/3_1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/24/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/24/train.csv b/iris/tab_ddpm/3_1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/24/val.csv b/iris/tab_ddpm/3_1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/24/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/25/synth.csv b/iris/tab_ddpm/3_1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f39b5de7fda4c432ff4d25e648c5d1549de7be3d
--- /dev/null
+++ b/iris/tab_ddpm/3_1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.256161367918192,3.5350422144216256,1.528306511439416,0.2,Iris-setosa
+1,6.317060633622967,2.274815493755974,4.430086057056434,1.3040905548163664,Iris-versicolor
+2,4.5738329012167105,3.6082410905224105,1.0,0.2,Iris-setosa
+3,7.7,2.77098613495485,6.7,2.0211619704425696,Iris-virginica
+4,6.183614431821289,2.9340644310471955,5.260099516877017,1.77514302292857,Iris-virginica
+5,6.466671089982821,2.9474282915324745,4.401003939233228,1.3509952032804737,Iris-versicolor
+6,7.699995738152957,2.8210197045707006,6.699995341780961,1.984247705293579,Iris-virginica
+7,5.139513392488675,3.4168611359330416,1.4612490424682645,0.2,Iris-setosa
+8,5.107560886905587,3.8403917746493192,2.103605125041319,0.4377384352476014,Iris-setosa
+9,6.005839820237382,2.200000327546554,4.979539047047656,1.5127299667824459,Iris-virginica
+10,5.2197067485669075,3.460194089105036,1.4312927926676657,0.2,Iris-setosa
+11,6.285614671277078,2.2979136481664177,4.401091808712714,1.2828493110254715,Iris-versicolor
+12,6.707284612441834,3.104554491438382,4.429365966282905,1.4006728596963722,Iris-versicolor
+13,7.7,2.7671180802271023,6.7,2.038735511708664,Iris-virginica
+14,6.302720702405214,3.383314718719628,5.595925752107289,2.3995438010252963,Iris-virginica
+15,6.675054909208612,3.000966447496686,4.973834255906111,1.7008195178421839,Iris-versicolor
+16,6.817064161028266,3.229824118318142,5.68134717636159,2.2888596293444445,Iris-virginica
+17,7.005553230933216,3.128209165351179,5.827821629116165,2.273945925650934,Iris-virginica
+18,6.334847796064218,2.414753098075605,4.680697957630799,1.3963160393688243,Iris-versicolor
+19,6.849305926966412,3.1467335084340027,5.655115660407526,2.174670541103301,Iris-virginica
+20,6.426579662572662,3.07783755324724,5.514066525258008,1.8204754784860473,Iris-virginica
+21,6.786535614241335,3.2592716431260644,5.680372249122516,2.1675581574314178,Iris-virginica
+22,5.689760929145523,2.9407570337237696,4.217415884352867,1.338388222601276,Iris-versicolor
+23,5.81461552903222,2.7224209577696143,5.160544064346065,1.8976415695609097,Iris-virginica
+24,4.549630529273063,3.3666725968029305,1.3967478945655694,0.3071603675418394,Iris-setosa
+25,7.7,2.821430875502564,6.7,2.003183279255431,Iris-virginica
+26,5.358322405035918,2.9834077701759227,4.481120495891597,1.4939403760222576,Iris-versicolor
+27,5.480830260109975,2.4002836287951848,3.841314219571598,1.0177076394019986,Iris-versicolor
+28,5.457356568726947,4.1695933703104355,1.3979350121454934,0.2,Iris-setosa
+29,7.7,2.8134726149635596,6.699998836233891,2.0008687037007395,Iris-virginica
+30,7.304391210318705,2.890337939136079,6.2779611501258765,1.802822157853979,Iris-virginica
+31,6.368243887091502,2.9371187499031475,5.508912414368055,1.7977078053424964,Iris-virginica
+32,5.0427357847115175,3.517881371496879,1.3437371435680205,0.3031074786304305,Iris-setosa
+33,5.109677506871209,3.4059552737925975,1.4969131775213653,0.2,Iris-setosa
+34,6.283617933319644,2.3009417750854095,4.426774022348604,1.316893027353791,Iris-versicolor
+35,6.8151966288511625,3.0161889628233864,5.5294146724043785,2.124793446034078,Iris-virginica
+36,5.3597053243245405,3.926594281779482,1.3105825995098503,0.3646793844792634,Iris-setosa
+37,5.122731431360198,3.30467812159899,1.8462261384833893,0.46518690346489716,Iris-setosa
+38,6.322585283316095,2.2993766889965688,4.38789488894336,1.2953521948653846,Iris-versicolor
+39,5.819707294155264,2.788729300658976,5.081173095935699,1.8658147052204899,Iris-virginica
+40,7.699998981386328,2.7665083475006647,6.7,2.034323539620812,Iris-virginica
+41,6.373846293438894,3.0936203131344904,4.461141181852262,1.4725843345632925,Iris-versicolor
+42,5.099339909524789,3.5053977126900024,1.5117691049110757,0.2,Iris-setosa
+43,6.308323698813154,2.51017947157348,4.911641273058553,1.5188267032234046,Iris-versicolor
+44,5.281447967714725,3.598408881078568,1.5073938213379037,0.2,Iris-setosa
+45,7.699998552140648,2.819042677128663,6.699998359239325,2.0245521909951703,Iris-virginica
+46,5.0511138466543795,3.742549878712014,1.6323063926479857,0.2,Iris-setosa
+47,4.815211665596779,3.365632213967852,1.5684902235891436,0.2,Iris-setosa
+48,5.213105867784046,2.7445568207337945,4.030167238562458,1.4093428584655752,Iris-versicolor
+49,5.351455597205088,3.4936439412610985,1.6342201276208905,0.2,Iris-setosa
+50,5.084000198658233,3.34355279547228,1.6785410210698457,0.3834515726606647,Iris-setosa
+51,6.2258731456325815,2.684919016030837,5.332810620531405,1.4961963263233877,Iris-virginica
+52,5.090634304056719,3.7404398899036413,1.5881118597909079,0.2,Iris-setosa
+53,6.643725745823431,3.2722693932674294,5.597110990673569,2.499999403621671,Iris-virginica
+54,5.043352857215665,3.336958135053243,1.417639109680719,0.2,Iris-setosa
+55,6.899364482930224,3.034376658009162,5.578781103720085,2.1676048032223636,Iris-virginica
+56,6.369688137450926,2.921659948437945,5.576740583118133,1.8107746537984075,Iris-virginica
+57,5.508928881061468,4.222090084629342,1.3719039299325138,0.2,Iris-setosa
+58,6.596453782245317,3.1259758454742412,4.460061395504736,1.4523854796593922,Iris-versicolor
+59,5.485932346920756,4.17158775982846,1.3933480921885462,0.2,Iris-setosa
+60,5.082000091264769,3.505629236757377,1.3616727463880132,0.30308560679421775,Iris-setosa
+61,6.682044246622696,3.282539356344152,5.63412292598651,2.4999988364625674,Iris-virginica
+62,5.373003761094009,3.887680539162224,1.2793202672922523,0.3989950565048389,Iris-setosa
+63,6.687224705979235,2.9912492958597823,4.9926959119666785,1.709846009421269,Iris-versicolor
+64,6.237249289290067,2.7257300729296876,5.2248665415903375,1.4748628387808378,Iris-virginica
+65,6.699892801629903,3.3098275219439968,5.752754983331981,2.4999991177915706,Iris-virginica
+66,6.395152642065776,3.1019059280697197,5.496500917536238,1.8008754826633093,Iris-virginica
+67,4.628679409247171,3.593382237332519,1.0,0.2,Iris-setosa
+68,6.7635461483338295,3.274545706306614,5.6580392311374315,2.499999145311709,Iris-virginica
+69,6.29437935962497,2.520757802805928,5.008162392263963,1.8800912110472463,Iris-virginica
+70,5.253404193136462,3.6099257151993416,1.5086961628866964,0.2,Iris-setosa
+71,6.697464380959519,3.0965342531560154,4.393693911070511,1.411733808375484,Iris-versicolor
+72,4.912707140710933,3.09624696427702,1.5186630928099074,0.10000030353597955,Iris-setosa
+73,5.355883069753297,3.85878821173442,1.7161754019508244,0.39274785685940916,Iris-setosa
+74,4.589877499263042,3.585750034042625,1.0,0.2,Iris-setosa
+75,6.1730260786570454,2.5650941376834036,5.0047889428532875,1.540300731172358,Iris-versicolor
+76,5.216826797717489,3.4369825540365335,1.4028591919067384,0.2,Iris-setosa
+77,6.69417782484468,3.301272475128958,5.746219718301438,2.499999018181906,Iris-virginica
+78,6.040568791076861,2.9341322696954975,5.325020519699935,1.8094542177288475,Iris-virginica
+79,6.4789579440666,3.1717543162389044,4.526776363403118,1.4846296841645255,Iris-versicolor
+80,6.283439452790366,2.5040985679749195,4.90319639777909,1.5026542176376767,Iris-versicolor
+81,6.69779001035879,3.274823152815605,5.7197273147379635,2.5,Iris-virginica
+82,6.312914302970856,2.528818622458955,4.98118066566074,1.897278555993607,Iris-virginica
+83,4.920752405196535,2.3912247171621024,3.092709549362716,0.9913323343227948,Iris-versicolor
+84,6.11568111753977,2.604343161409924,5.650420154292177,1.3782529598648299,Iris-virginica
+85,6.5169306669332565,2.9775157282189335,4.347247176167316,1.3782914201620402,Iris-versicolor
+86,6.184030112628108,3.2807866814801647,4.545079668792516,1.5720865629058902,Iris-versicolor
+87,4.955606481796809,3.309935041056179,1.463157144972829,0.2,Iris-setosa
+88,6.342376742434243,3.065894501158727,5.465117512271049,1.823004637752483,Iris-virginica
+89,6.9687674445662795,3.030244826128801,5.58204189638784,2.1414070862471686,Iris-virginica
+90,5.987974520644365,3.359693991851687,4.602851415094906,1.636810764745618,Iris-versicolor
+91,5.096056399445763,3.733448712528955,1.6122296257273885,0.5334611917727428,Iris-setosa
+92,6.749206536089826,3.3031467152494036,5.759237445557164,2.5,Iris-virginica
+93,5.411385823223213,3.8850135045641023,1.365632313413281,0.3139523072114572,Iris-setosa
+94,6.32159524140487,3.399349009193103,5.602648866896494,2.392869956806293,Iris-virginica
+95,5.509367065748296,4.214589319913521,1.370489925577112,0.2,Iris-setosa
+96,5.132739358531894,3.7468709678732783,2.1603814655181868,0.37875435092689896,Iris-setosa
+97,4.850722641000857,2.961698019727582,1.3903172983541794,0.2,Iris-setosa
+98,5.871378563881335,2.976253023759751,5.073357376014524,1.822345079571036,Iris-virginica
+99,5.224085739687026,3.5033182229792152,1.501679892301495,0.2,Iris-setosa
+100,6.734841974483401,2.9992129076187934,5.462121070317592,2.0378351157965624,Iris-virginica
+101,5.500669694075801,3.0110710111576253,4.485923791251417,1.5120211549192766,Iris-versicolor
+102,5.498147438673668,2.4139762769793904,3.7351614065761716,1.0741781958145675,Iris-versicolor
+103,5.987142266008212,2.7356497017250967,5.094191019674644,1.5981559234476037,Iris-versicolor
+104,5.250804455605376,3.7959959305601623,1.5777855658895028,0.3469981355818218,Iris-setosa
+105,5.960909511536031,2.200000385757124,4.97829725416577,1.4900049678152552,Iris-virginica
+106,5.0881806305724995,3.786253730034783,1.693101808620725,0.3654192372996322,Iris-setosa
+107,4.98202092266496,3.2634032350017717,1.4013652859499413,0.2,Iris-setosa
+108,4.90631108879247,3.000852655950151,1.397893239557937,0.2,Iris-setosa
+109,5.480091303933647,4.185007953947219,1.4012487597745042,0.2,Iris-setosa
+110,5.166157188036396,3.403859603043205,1.3957992888530355,0.2,Iris-setosa
+111,5.267537232338069,3.5285570973973983,1.4923457364029311,0.2,Iris-setosa
+112,5.664232086066838,3.048759222620308,4.633206744616388,1.5538753639948601,Iris-versicolor
+113,5.727898094343972,2.5659116701642173,5.046602445361135,1.9683916735730644,Iris-virginica
+114,6.26792044722575,2.8552468187970024,5.6346347323996895,1.7906709388524333,Iris-virginica
+115,6.675446842936073,2.969845212503126,5.0072689818208875,1.7220018373496015,Iris-versicolor
+116,5.392567791878224,2.94208175584288,4.368655806255748,1.4658662304354608,Iris-versicolor
+117,5.335718345664811,2.83390739069398,4.1592942825664965,1.4233598612801863,Iris-versicolor
+118,5.491840099902801,2.998773817722628,4.507130863907195,1.501672011368119,Iris-versicolor
+119,5.9039675201553,3.0008916566890083,5.048777639765733,1.811596829148478,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/25/test.csv b/iris/tab_ddpm/3_1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/25/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/25/train.csv b/iris/tab_ddpm/3_1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/25/val.csv b/iris/tab_ddpm/3_1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/25/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/26/synth.csv b/iris/tab_ddpm/3_1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2a8f201de4c68e91dc2eec5a5ada210836ba3e2b
--- /dev/null
+++ b/iris/tab_ddpm/3_1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.453995133372134,2.4186283534748108,3.4998434193934163,1.1191529385389272,Iris-versicolor
+1,6.669353947096034,3.3095901154737364,5.712227133200178,2.1011646673291113,Iris-virginica
+2,5.421947871725215,2.999562642871894,4.517889517152258,1.4976439111189943,Iris-versicolor
+3,4.4,2.881739061865943,1.401392640302636,0.2,Iris-setosa
+4,6.43723089375465,3.3597968554898454,5.615726685480165,2.3910539551935166,Iris-virginica
+5,6.792011575681316,3.0297287402235806,5.54457756682345,2.106167109217995,Iris-virginica
+6,6.6755353999907765,3.2700307875968817,5.662873749411133,2.3301717862686067,Iris-virginica
+7,4.4000005317898445,3.1865450380730937,1.3260080762146493,0.2,Iris-setosa
+8,5.908770893407896,2.9999061224795787,5.1831283099095184,1.7930548832883537,Iris-virginica
+9,5.100577945945952,3.6602823829024116,1.5030746656343248,0.3882976484260039,Iris-setosa
+10,4.400000543676251,3.020728198273969,1.3390694432526822,0.2,Iris-setosa
+11,6.278499363895129,2.2978586503333673,4.380613891866383,1.313175655799259,Iris-versicolor
+12,5.077400739479467,3.5496940390209164,1.522613122858468,0.3566102520756388,Iris-setosa
+13,4.982598327674123,2.4386071856502665,3.282795924252705,1.0782680205361959,Iris-versicolor
+14,5.172759941671104,3.4861685781393366,1.4871312368078362,0.2,Iris-setosa
+15,5.520511761561012,4.175999770804207,1.4006254284987907,0.2,Iris-setosa
+16,5.05171238643932,3.4817966079655456,1.35923127724232,0.29638444414508996,Iris-setosa
+17,4.594020257666651,3.3761800327840596,1.4021096962510167,0.3109309461082599,Iris-setosa
+18,5.252866845046251,2.838197551414403,4.059167035793745,1.4537322740911376,Iris-versicolor
+19,4.710470648907948,3.3238705008715206,1.498460792660463,0.2,Iris-setosa
+20,6.749240145093748,3.302228735359475,5.5619348550534315,2.5,Iris-virginica
+21,5.075377179102639,3.7815108475405603,1.599927085898637,0.2,Iris-setosa
+22,5.046580407273214,3.477143126608291,1.305841792173609,0.2852826208968602,Iris-setosa
+23,6.496316160834582,3.1475218193951804,5.532612241047259,1.8616645962495184,Iris-virginica
+24,6.60593756669677,3.0614894300927586,4.438074294897218,1.3966060897694639,Iris-versicolor
+25,6.829259832009387,3.2191087052889897,5.706751170930141,2.307230649343451,Iris-virginica
+26,5.50008663796404,2.3935461647382636,3.672417339909464,1.100944331038046,Iris-versicolor
+27,4.575346535487404,3.592309417381771,1.0000005622061203,0.2,Iris-setosa
+28,5.433048164511532,3.9008250361552106,1.3030603487863457,0.3723546163596168,Iris-setosa
+29,4.604411107861084,3.602682902021802,1.0,0.2,Iris-setosa
+30,6.186900425494248,2.6580996118561577,5.018413249165868,1.5566666139093235,Iris-versicolor
+31,6.250111352144229,2.656840582060089,5.363235819166824,1.4947648353963952,Iris-virginica
+32,5.7554215903948815,4.4,1.5048542006067722,0.6907076557754426,Iris-setosa
+33,5.02691136448909,3.2620193232249326,1.2717072994480785,0.2,Iris-setosa
+34,6.469286246188154,2.9368085525343135,4.367256518168801,1.33117420931777,Iris-versicolor
+35,6.085477114646987,2.5938293863006243,5.595319875630351,1.398952469625882,Iris-virginica
+36,4.864858918071136,3.2567391995584014,1.36137468494256,0.2,Iris-setosa
+37,5.816340151476144,2.827309454899642,5.116190460055478,2.4117412881450813,Iris-virginica
+38,5.400103805316756,3.872061608877533,1.2838846044816292,0.37964716553672784,Iris-setosa
+39,6.439950339030456,3.1821446704427547,5.5044407963905115,1.8659169437633272,Iris-virginica
+40,6.824537760772127,3.2324712307357006,5.670367399061821,2.2609172105454567,Iris-virginica
+41,5.977595451605333,2.2,4.992796315085544,1.475552955437522,Iris-virginica
+42,4.661171205637925,3.4176572184887184,1.376998403065067,0.31115390219914696,Iris-setosa
+43,7.699999047255625,2.7408903415950903,6.6999982941873695,1.9572019752721668,Iris-virginica
+44,6.2908932075768025,2.8007488817185258,5.087185463186804,1.4995887110108825,Iris-virginica
+45,5.087307975522987,3.7435159956754935,1.5645144046061112,0.2,Iris-setosa
+46,7.7,2.7689797680380828,6.7,1.9628224797563505,Iris-virginica
+47,4.979904735208292,3.167510265339562,1.2315719407718042,0.2,Iris-setosa
+48,6.0038612408956,3.3918307114233013,4.54192942932691,1.617711068631605,Iris-versicolor
+49,5.878104815267436,2.9985710400991654,5.154121026810126,1.8060461066631925,Iris-virginica
+50,6.783704903506766,3.3082195108633226,5.746617441249571,2.5,Iris-virginica
+51,4.994832900150971,2.4519098715029304,3.115802780978682,1.03003028518819,Iris-versicolor
+52,6.279481559233796,2.3878328504301867,4.658614751048897,1.4243438145817935,Iris-versicolor
+53,6.571974281793909,2.9748680127405924,4.370237677109564,1.3601351603357117,Iris-versicolor
+54,4.8745314195821665,2.385418036967902,3.361547316111918,1.0560264679036808,Iris-versicolor
+55,5.0282772913745575,3.745471445724837,1.593778547629062,0.2,Iris-setosa
+56,4.823566873722359,3.098772367607516,1.5153371131246647,0.10000014117635098,Iris-setosa
+57,5.542075082933184,2.645324968728861,4.24611455599395,1.2697533740061717,Iris-versicolor
+58,6.932576009516775,2.9864414040959515,5.624864953605994,2.1413758451241236,Iris-virginica
+59,5.508639113982031,2.3842934899203896,3.5500878366559583,1.0038939975245749,Iris-versicolor
+60,4.873000746890245,3.119115642804825,1.4922789011185629,0.1,Iris-setosa
+61,6.186171318457009,2.879055317594458,4.858852250070123,1.7809689267857811,Iris-virginica
+62,6.468515328642711,3.1647795067994267,4.530768974611011,1.499212313827881,Iris-versicolor
+63,7.7,2.805136168245734,6.699998836351682,2.0520923267820006,Iris-virginica
+64,4.853163439084273,2.396745586737861,3.1876440899332446,0.8870776296508468,Iris-versicolor
+65,6.389443457925317,2.7573421878752766,5.338911660378677,1.8868407993532994,Iris-virginica
+66,6.251757621964743,3.0784095978280295,5.396506128464351,1.818199249138446,Iris-virginica
+67,4.493683683991252,2.306919467117907,1.3103192868119211,0.3113017953741837,Iris-setosa
+68,4.780982025915725,2.382626516461425,3.463405856077442,0.961187243069371,Iris-versicolor
+69,6.359327169041741,3.021655457860775,5.507177787986728,1.7943928978530406,Iris-virginica
+70,7.10046020009091,2.987370968211558,5.924190871726496,2.0314411017158354,Iris-virginica
+71,5.095483239079552,3.292729436548231,1.6856632215440832,0.5932104272662796,Iris-setosa
+72,6.680361230500537,3.0033967365467586,5.006017262118188,1.742881984841197,Iris-versicolor
+73,6.0021402392578675,3.3984279016849195,4.516818655610242,1.6012994725863594,Iris-versicolor
+74,4.617697003742111,3.602157979770275,1.000001188669316,0.2,Iris-setosa
+75,5.00393806454616,3.2120266339429717,1.2110269440839456,0.2,Iris-setosa
+76,5.100411875772371,3.4289454674930466,1.5056209745832143,0.2,Iris-setosa
+77,5.815627616031069,2.982329952391951,4.194863689947624,1.4536002837374598,Iris-versicolor
+78,4.57211776800107,3.18829239261344,1.4030825586640328,0.2,Iris-setosa
+79,4.88726218071954,3.1147866862851084,1.5064528647198319,0.10000010528489164,Iris-setosa
+80,7.7,2.8092334954121925,6.7,2.058456080099447,Iris-virginica
+81,5.016787849409658,3.569137147174175,1.4043334054210506,0.2,Iris-setosa
+82,4.905539909050002,3.09708556969659,1.4933119002576607,0.1000001666478942,Iris-setosa
+83,5.093597910817953,3.6884523295766853,1.4939976840602132,0.4211292277431637,Iris-setosa
+84,5.531806688036272,4.18043731714634,1.4001897096813334,0.2,Iris-setosa
+85,6.1459685506544535,2.6417542721405423,5.47274347121489,1.453197161216751,Iris-virginica
+86,6.329533583590995,2.8025732089294735,5.096790662155995,1.5012515021102935,Iris-virginica
+87,6.295734727499951,2.3038727648414508,4.447722827888048,1.3011970785793403,Iris-versicolor
+88,5.104500015802631,3.7606190317099917,1.6937593430724647,0.43656459149792953,Iris-setosa
+89,5.72606702374308,2.6326338815073838,5.062414473969343,1.9314085275074357,Iris-virginica
+90,5.683383837364712,2.534656719644512,5.030934936133456,1.989839133309826,Iris-virginica
+91,4.907393018169951,3.0816420098303507,1.4962553285820046,0.1,Iris-setosa
+92,7.7,2.7254110492127213,6.7,2.024264053764535,Iris-virginica
+93,4.999789621214951,2.452812142820087,2.929695168767835,1.0607552141632017,Iris-versicolor
+94,6.466879089108512,3.056527842261693,5.532497072736891,1.8104885428022373,Iris-virginica
+95,5.755404927054368,2.7866676785155033,5.113559575123972,2.4086100026297643,Iris-virginica
+96,6.309319015300427,2.8054700415331357,5.095179420391002,1.5336601193045556,Iris-virginica
+97,5.733313623964522,3.018687427338514,4.251616412219635,1.34321891790935,Iris-versicolor
+98,5.35114508175426,2.767931796531886,4.109290474757943,1.324832432707149,Iris-versicolor
+99,6.192360519015775,2.7987212376981923,5.592846269471273,1.8001512989568806,Iris-virginica
+100,6.2761199821919185,2.819783426833182,5.07751884907673,1.5143416436914274,Iris-virginica
+101,4.400000481190158,2.8956270646770457,1.3951502320050133,0.2,Iris-setosa
+102,6.218571830019652,2.8502897781634156,5.663718847274541,1.7915810003746793,Iris-virginica
+103,6.054016566082798,2.480788216008007,4.988134677780382,1.9587351015027648,Iris-virginica
+104,6.0330926364862005,2.6787573641439146,5.085605319836823,1.574263051236547,Iris-versicolor
+105,6.08294011806453,2.6248614442727654,5.573969458290507,1.4078285811930114,Iris-virginica
+106,6.055133724337058,2.696857702760264,5.096828802049387,1.577656172672327,Iris-versicolor
+107,4.9039558012741145,3.0910242876971163,1.4974523940941138,0.1,Iris-setosa
+108,5.910721504239957,2.9989188411572676,5.043677238249543,1.7857086017004415,Iris-virginica
+109,5.221680120810426,3.461430702226037,1.5754179469004104,0.2,Iris-setosa
+110,5.080292613206188,3.3994315484892623,1.5324985288011796,0.2,Iris-setosa
+111,6.416822464707966,3.2027083919143196,4.489207977122019,1.4907078795687627,Iris-versicolor
+112,6.277104074564123,2.308251351218888,4.411493239854598,1.287597212775112,Iris-versicolor
+113,6.0098719360453075,3.398672577439074,4.473535098270397,1.5925461098233116,Iris-versicolor
+114,6.313173137953602,2.9014818381654353,5.65254117206464,1.8122078838530136,Iris-virginica
+115,4.998458449691224,3.2082604865970787,1.2249516403942426,0.2,Iris-setosa
+116,6.247861138865448,2.711431855806308,5.294421172796638,1.8764094790496357,Iris-virginica
+117,5.06937545049767,2.4695926834030635,3.0629450245684247,1.0675981255431068,Iris-versicolor
+118,5.009148798220569,2.468298286585453,2.845292938277672,1.0070126112504711,Iris-versicolor
+119,4.4,3.1431073122631608,1.3240320734473554,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/26/test.csv b/iris/tab_ddpm/3_1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/26/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/26/train.csv b/iris/tab_ddpm/3_1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/26/val.csv b/iris/tab_ddpm/3_1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/26/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/27/synth.csv b/iris/tab_ddpm/3_1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..388be5d1e8c90197aa44d99abe20f1a3399607f9
--- /dev/null
+++ b/iris/tab_ddpm/3_1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.623311637988623,3.296509962242932,5.7280363226435425,2.036031214197188,Iris-virginica
+1,4.866156688537344,2.9965481199415254,1.40642494940436,0.2,Iris-setosa
+2,5.177875262285087,3.4799354440107337,1.5087136877491458,0.2,Iris-setosa
+3,5.72691377490714,2.996865713663909,4.133739273874476,1.374321358219643,Iris-versicolor
+4,4.9196961858135655,3.0886307586671298,1.4949693936498765,0.1,Iris-setosa
+5,7.1104668497590175,2.980360249678171,5.952827930127278,2.0308461779936557,Iris-virginica
+6,4.400000536059729,2.8714888844193096,1.3820332806673539,0.2,Iris-setosa
+7,6.283646786598066,2.298430946121029,4.453998096017485,1.3087329713731046,Iris-versicolor
+8,5.028207768253439,3.5095259151154417,1.4024792974979694,0.29252479329773173,Iris-setosa
+9,4.8860289344486105,3.0990064202037577,1.5001028472156004,0.10000009863088749,Iris-setosa
+10,4.80306927340261,3.4015555974905083,1.5876214970365334,0.2,Iris-setosa
+11,4.596415386519262,3.6345307663093,1.000000455739733,0.2,Iris-setosa
+12,5.520328759634893,3.0121621600536295,4.546520436085776,1.4971506588872991,Iris-versicolor
+13,4.623944740424601,3.233926769610353,1.4088923489666738,0.2,Iris-setosa
+14,6.389962718104091,2.4736132443661307,4.486465622095862,1.3489791931365323,Iris-versicolor
+15,6.302102432786354,2.932071504075986,5.64954362349833,1.8165380338487973,Iris-virginica
+16,6.320633393825969,2.521779808724836,4.9756201610117765,1.898372804320338,Iris-virginica
+17,6.016337626457055,3.4135759000698354,4.485112486929795,1.6275551165428124,Iris-versicolor
+18,4.4,3.164291250016894,1.3204477561778192,0.2,Iris-setosa
+19,5.082823247063946,3.3033386437798344,1.677653055035942,0.3983129932918741,Iris-setosa
+20,5.080125187293729,3.8209671711786886,1.6430566629391115,0.2,Iris-setosa
+21,6.3825300869954935,2.6220217203864857,5.203912154613855,1.91056196060937,Iris-virginica
+22,5.243994233245943,3.5265815149735555,1.5295051870726488,0.2,Iris-setosa
+23,5.938098656357063,3.280376746881828,4.625601170402964,1.6997027121609032,Iris-versicolor
+24,5.91446487866773,3.220883111640258,4.731849114315258,1.7979278224857458,Iris-versicolor
+25,7.7,2.7907620686575045,6.7,1.9862172066986792,Iris-virginica
+26,5.8887511918629345,3.00349944975965,4.215960344763638,1.4348641622831049,Iris-versicolor
+27,4.833515708320247,2.4010429999943903,3.2938914259487584,0.9714138446255393,Iris-versicolor
+28,5.651120767887869,3.00859573315503,4.161954654336549,1.2997896334007393,Iris-versicolor
+29,6.761557057424723,3.29475076199687,5.757460913620477,2.5,Iris-virginica
+30,7.69999888768107,2.8248731050917817,6.699998703017792,2.0033952846782044,Iris-virginica
+31,7.7,2.812382892478256,6.7,2.0606922369942238,Iris-virginica
+32,5.541740768543426,2.9558706561168,4.055304701464135,1.3051463656482594,Iris-versicolor
+33,4.589286520228439,3.4029349217576326,1.4004943135264494,0.3091366587326545,Iris-setosa
+34,5.099531381896924,3.800925033048312,1.6022882790575717,0.2,Iris-setosa
+35,5.43183461391982,3.9605909258291088,1.296472875762864,0.3734121262907746,Iris-setosa
+36,5.400694931718605,2.9659860977511814,4.411021954142236,1.488884146503373,Iris-versicolor
+37,5.486001479367867,2.5635737824376523,4.376613534063699,1.0614518790611205,Iris-versicolor
+38,7.7,2.8517049342078473,6.7,2.0019699480150566,Iris-virginica
+39,6.65631061778763,3.001084885690488,4.967860922308106,1.6967956290148634,Iris-versicolor
+40,5.027795945046075,3.4036600756872786,1.5331413531408429,0.2,Iris-setosa
+41,5.9212260077161645,3.230704684586711,4.78157855125874,1.7644611742860938,Iris-versicolor
+42,4.982324212194195,3.514825240073272,1.319432275087543,0.3017216569377845,Iris-setosa
+43,6.267930883916282,2.6208292466088774,4.96376860630706,1.8468540852966955,Iris-virginica
+44,4.557805900273237,3.207987498197237,1.3536914070815722,0.2,Iris-setosa
+45,5.996086903215295,3.4144132024951976,4.448708702360017,1.574288974695861,Iris-versicolor
+46,7.699997918874891,2.806199813558188,6.6999976868331235,2.010737739764027,Iris-virginica
+47,5.993734789740035,2.705418637815339,5.093202869427294,1.6052146742945568,Iris-versicolor
+48,5.0920333752163245,3.6151674517816135,1.4653566364925796,0.39996050132528865,Iris-setosa
+49,7.699998736781308,2.785483863050134,6.699998698519219,1.995860644650356,Iris-virginica
+50,5.488437336153933,4.143119777462475,1.3878367297157057,0.2,Iris-setosa
+51,7.7,2.7796533879742324,6.7,2.003634141786205,Iris-virginica
+52,4.9391775744755595,2.423254432931748,3.0091051846672716,1.016812888911113,Iris-versicolor
+53,6.11209238038744,2.6131518610226325,5.633420387541104,1.4284973687340292,Iris-virginica
+54,4.60110661735887,3.370752519372916,1.4024410804016052,0.290311300515826,Iris-setosa
+55,6.668017188304769,3.328442152935681,5.703825353254452,2.5,Iris-virginica
+56,4.991665721343769,3.192729638833781,1.2756608375533136,0.2,Iris-setosa
+57,5.148057741005985,3.427962776733187,1.364971047769167,0.2346115564469275,Iris-setosa
+58,4.5876517963403405,3.643863193104079,1.0,0.2,Iris-setosa
+59,6.4275387541666875,3.0838295160464857,5.486963149946552,1.815666146167073,Iris-virginica
+60,6.475796423710298,3.0338968643035202,5.50580064766587,1.8065001863821968,Iris-virginica
+61,6.677695699070433,3.2642144670256306,5.684812820449086,2.4999994173506592,Iris-virginica
+62,6.6754440600400775,3.1075251333054297,4.367150345764296,1.4069704086535797,Iris-versicolor
+63,5.615943235382713,4.4,1.4978368776109714,0.37295583266778354,Iris-setosa
+64,5.436715756548707,3.37508645841248,1.9628051054044455,0.2,Iris-setosa
+65,5.751560240270972,2.6411528903923647,5.076859466762966,1.9491312538687395,Iris-virginica
+66,6.395026018441278,2.683443907708234,5.226326125076523,1.906715132247193,Iris-virginica
+67,7.260125591299313,2.9029624637707627,6.268144915901287,1.798194462356531,Iris-virginica
+68,5.674526981945955,4.3999988237468335,1.4951835643594118,0.45744883007580245,Iris-setosa
+69,5.1067940372241845,3.5523040524346805,1.3919987013178763,0.3080025234964679,Iris-setosa
+70,6.69165145914081,3.0123351776382226,5.0028486495283,1.6932525404042722,Iris-versicolor
+71,5.103054552128741,3.7788083027616213,1.633527052903778,0.3532818083047032,Iris-setosa
+72,5.138628219218736,2.612741170703438,3.397483009919341,1.3466534054794594,Iris-versicolor
+73,6.680710469410979,3.3100292814450025,5.689453516724031,2.5,Iris-virginica
+74,5.813774662725994,2.7040476395354176,5.194847830742966,1.8875322756098396,Iris-virginica
+75,6.295235440843735,3.4118970990951833,5.6146745498210375,2.3694213896421163,Iris-virginica
+76,6.354834474520794,2.955122679704924,5.584769260077854,1.7857313756965678,Iris-virginica
+77,5.401077164453065,3.905855189052627,2.1157819190550344,0.42647270254341035,Iris-setosa
+78,6.451969394312567,2.915365984485783,5.474810516281646,1.7946140877562613,Iris-virginica
+79,4.400001059695499,2.9060235080034063,1.4065805710197743,0.2,Iris-setosa
+80,5.818165544847549,4.3999992186452435,1.510729054828806,0.39014721825053567,Iris-setosa
+81,5.973474447009399,2.98420555111848,4.522185684755673,1.3422047945644644,Iris-versicolor
+82,5.50149570260739,2.548544024922953,4.257659151135284,1.1913361084509546,Iris-versicolor
+83,5.660919090803727,4.399998896691539,1.4909253480202262,0.3906134365794768,Iris-setosa
+84,5.5077370988457375,4.210178820715582,1.3907028210536072,0.2,Iris-setosa
+85,5.958781020309579,2.9924187340916313,4.412198879332839,1.3668234590815003,Iris-versicolor
+86,6.185897806436658,2.976672420125407,5.535724479624336,1.7761842732363862,Iris-virginica
+87,4.9285187143034666,3.0752326962090017,1.3434713139457943,0.2,Iris-setosa
+88,4.400000475217578,2.9857075667038737,1.3747108302716553,0.2,Iris-setosa
+89,6.135036406658632,2.3838715011115257,4.3159168910334325,1.2945790575884855,Iris-versicolor
+90,6.941482776610023,3.1837190547148113,5.696755769575001,2.305318257359315,Iris-virginica
+91,6.662751329644659,3.297746154649913,5.640430960393763,2.49999596361917,Iris-virginica
+92,6.2255363328432916,2.800284742899589,5.053342763427382,1.605910045372253,Iris-versicolor
+93,5.887422689166181,3.005231034455728,5.081905836363214,1.7992334241354553,Iris-virginica
+94,4.602513819856904,3.559700483399509,1.000001209363986,0.2,Iris-setosa
+95,4.507938266150896,2.3012376327494515,1.305929423304942,0.30705488598890895,Iris-setosa
+96,6.281294788432861,2.302473908111633,4.374961187729966,1.3060976813046665,Iris-versicolor
+97,6.3629243900076125,2.908701741008576,5.506230001130527,1.7624309494490902,Iris-virginica
+98,4.4,2.867808380874258,1.397545683224594,0.2,Iris-setosa
+99,5.366264313738036,3.5130597269103196,1.6198626813021801,0.2,Iris-setosa
+100,7.7,2.783311336228114,6.7,1.992911499261008,Iris-virginica
+101,6.170989142038541,2.9670486450987053,4.319193883983601,1.355276637900816,Iris-versicolor
+102,6.460852165332209,2.9446443972667833,4.323952446489863,1.3429894351106026,Iris-versicolor
+103,5.0415770800775,3.5694159053418435,1.3872134014134159,0.2,Iris-setosa
+104,6.331214315173943,2.4869757225128497,5.007833241491669,1.8912507300371892,Iris-virginica
+105,5.790623612782943,2.640074741672972,5.061682326595232,2.193148391624927,Iris-virginica
+106,5.1013117398042995,3.8008046248641345,1.9627855632676174,0.41756829628027203,Iris-setosa
+107,5.184981600058759,3.44550640315958,1.4018738852442119,0.2,Iris-setosa
+108,6.299362875389992,2.539488052069327,4.927792326445632,1.5133967660271024,Iris-versicolor
+109,5.0951864063341885,3.293522241502034,1.87401381385387,0.4956186914810884,Iris-setosa
+110,6.338610897500547,2.7943318492911877,5.505975308263927,1.8538608204429072,Iris-virginica
+111,5.436468547803459,4.007183126636315,1.297445320408272,0.39550187221551003,Iris-setosa
+112,6.4723577597208095,3.0361911558154593,5.531096760239082,1.800265575204377,Iris-virginica
+113,5.7143248589976166,4.4,1.5030203839370937,0.3958348666807292,Iris-setosa
+114,4.612490385137373,3.185270396818311,1.4065335431123773,0.2,Iris-setosa
+115,4.973156371082777,2.4321608857812045,3.241679671486337,1.0574134091570846,Iris-versicolor
+116,6.283038900540804,2.303847343330878,4.426727360428666,1.2997593463532155,Iris-versicolor
+117,5.42171200169405,3.3983551651240615,1.917347278649762,0.2,Iris-setosa
+118,6.317599298754451,2.5520914923579965,4.93042066046316,1.544313731420639,Iris-versicolor
+119,4.842746423925793,3.455246686010953,1.3575065910634891,0.3290921103732719,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/27/test.csv b/iris/tab_ddpm/3_1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/27/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/27/train.csv b/iris/tab_ddpm/3_1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/27/val.csv b/iris/tab_ddpm/3_1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/27/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/28/synth.csv b/iris/tab_ddpm/3_1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9b7cef040352641506cec59727941ab248e23fb3
--- /dev/null
+++ b/iris/tab_ddpm/3_1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.494829161713888,4.152886973585318,1.3938090380090924,0.2,Iris-setosa
+1,6.288739643059178,3.03298101793933,4.569863278683166,1.4364990304755039,Iris-versicolor
+2,5.9452915725544635,3.0067731683020495,4.965242621714679,1.790450149507544,Iris-virginica
+3,5.004929563839832,3.314400466667831,1.4024339573454987,0.2,Iris-setosa
+4,5.2954388942538015,3.465928825323554,1.5785924642043083,0.2,Iris-setosa
+5,6.322051642698792,2.3068769860494913,4.341446651213957,1.3053036925715618,Iris-versicolor
+6,5.137373804730326,3.3686967671617993,1.4432567335457485,0.2,Iris-setosa
+7,6.510255576114605,3.0267575656073133,5.500410195991522,1.797166389555027,Iris-virginica
+8,6.014347992163941,3.3739665260653804,4.517072632237747,1.6027499472258815,Iris-versicolor
+9,5.499606395979003,2.4089748598446543,3.863122278874414,1.0540175240102707,Iris-versicolor
+10,5.920987927753625,3.1873429897023184,4.872789675878931,1.7944427594681722,Iris-versicolor
+11,5.493692294482578,4.19596552790228,1.4010479810922891,0.2,Iris-setosa
+12,6.845001956907987,3.304814926916814,5.63980124950825,2.4999995163156545,Iris-virginica
+13,6.729924207187384,3.335523953665666,5.6813035102903555,2.5,Iris-virginica
+14,6.016428605750207,3.389065710099783,4.516951866579992,1.6265774527437415,Iris-versicolor
+15,6.020833870270755,2.993736812337923,4.874049545005629,1.8001751671320791,Iris-virginica
+16,4.620138384887714,3.607946364171029,1.0000004821530948,0.2,Iris-setosa
+17,5.0539008475311595,2.4775790379788685,3.3726207329961175,1.1268292320854119,Iris-versicolor
+18,6.1722668230751445,2.6744674713779766,5.46004953111514,1.419806771309865,Iris-virginica
+19,6.490404952929132,3.024230356980971,5.529581245685281,1.801119368136613,Iris-virginica
+20,6.033866144714355,2.2,4.9728142132816755,1.4619329309448075,Iris-virginica
+21,7.330158221466567,2.9040113964829097,6.298055855335766,1.7838448464654237,Iris-virginica
+22,7.1896021381484365,2.951867646352568,6.088005980316379,1.9544851450209655,Iris-virginica
+23,6.905025458981677,3.1226551415633597,5.737869462757309,2.238609362632711,Iris-virginica
+24,5.659573237896163,3.0775169943851166,4.710661872640291,1.5966583164930692,Iris-versicolor
+25,5.753766504914268,2.6360879056661,5.060464491418824,1.9231450002775476,Iris-virginica
+26,5.090321268316129,3.377317863236557,1.4130053526419346,0.2,Iris-setosa
+27,5.481928408984212,2.406581917999852,3.7981497599923992,0.9749590146553234,Iris-versicolor
+28,5.766043184447276,2.503909346880068,5.006983891098251,1.9966299932419926,Iris-virginica
+29,6.294666413483702,3.408546021992981,5.642143533047454,2.3959606498736203,Iris-virginica
+30,6.3133581024560685,2.519071639248846,4.929283867048296,1.512664959802334,Iris-versicolor
+31,4.631080404030735,3.5848934971196567,1.0000012684358779,0.2,Iris-setosa
+32,7.302982757068587,2.9125682758048876,6.290080004607004,1.8466911742767722,Iris-virginica
+33,6.474751451684498,2.999897195858232,5.427515976990358,1.7437184784100161,Iris-virginica
+34,5.556058429555076,2.4037029135946226,3.622641001960081,1.0044278876558699,Iris-versicolor
+35,5.088866659597635,3.7857511516979927,1.6730175851277802,0.4264525910257751,Iris-setosa
+36,5.12194277967321,3.804513943514177,1.6020787662986036,0.2,Iris-setosa
+37,5.263660422391015,3.559797342586787,1.5124086829899035,0.2,Iris-setosa
+38,5.53481120341789,2.9939595401267205,4.171886522674504,1.3209362915849225,Iris-versicolor
+39,6.005355203334237,2.998231560528282,4.811080226834965,1.8021243251293528,Iris-virginica
+40,5.997146892785746,2.706114343472715,5.167659164697289,1.6392533150770032,Iris-versicolor
+41,5.724379360175494,2.989393996936052,4.269864221861334,1.5008940643763298,Iris-versicolor
+42,6.545914238524395,2.963754576152183,4.357950349347493,1.3978497370655156,Iris-versicolor
+43,5.4194425914045725,3.933751131644207,1.2777259543806776,0.4397743534574406,Iris-setosa
+44,5.150990723989558,3.3508476364325968,1.3460807976419353,0.2,Iris-setosa
+45,4.623823834606502,3.6000038554586005,1.0000005145776674,0.2,Iris-setosa
+46,4.995402932710563,3.4768668892225523,1.3123061692465119,0.2996964388337596,Iris-setosa
+47,5.434394527614008,2.482469526192252,3.9625331377867523,1.1073613899947705,Iris-versicolor
+48,5.961889380859823,2.699256993270243,5.094607722678653,1.5825117644453588,Iris-versicolor
+49,5.973768007589538,3.380183812751825,4.456027634925956,1.6557286786096834,Iris-versicolor
+50,5.373633610816269,3.402201724638353,1.6524523957959416,0.2,Iris-setosa
+51,4.4,3.172898679561301,1.3108213993088127,0.2,Iris-setosa
+52,4.905885313974936,3.081829251958739,1.4993869949396528,0.1,Iris-setosa
+53,4.4,2.8917579987812565,1.3973462445867786,0.2,Iris-setosa
+54,6.321487151342443,2.2953834040762344,4.415670515774056,1.297647995065585,Iris-versicolor
+55,6.624226142855109,3.027831691638944,4.409051574568043,1.3803827007789402,Iris-versicolor
+56,5.332812046324124,2.9387331179170406,4.293043633895374,1.4736738768912416,Iris-versicolor
+57,6.311101943006205,3.38184434052034,5.582773191689108,2.3928341065408416,Iris-virginica
+58,5.696637960385977,2.520096550653608,5.013055842305885,1.9855634088090572,Iris-virginica
+59,7.69999593438966,2.8085105508024033,6.699995249697121,1.9693322220684888,Iris-virginica
+60,6.315454419110763,3.40992136685823,5.614819089364597,2.401710780721821,Iris-virginica
+61,6.720440313954826,3.272272097884474,5.643361274761965,2.4999993807546415,Iris-virginica
+62,5.045500586832683,3.495075843342754,1.3438932794220686,0.28710666603128426,Iris-setosa
+63,6.060503668887842,3.019557456286922,5.26781922670046,1.8076653076451925,Iris-virginica
+64,6.678251949233504,3.315518730350235,5.691760455716144,2.5,Iris-virginica
+65,5.770230394799119,4.399999107564712,1.485922443928051,0.4238821190505788,Iris-setosa
+66,4.503992749474504,2.3107178414314125,1.2912332965141533,0.30173219762853715,Iris-setosa
+67,7.7,2.7761276633984404,6.699998775358212,2.0383893898297254,Iris-virginica
+68,7.258386594524924,2.907333743677987,6.275059719009853,1.8135168466418545,Iris-virginica
+69,4.915055931983647,3.1027626388910736,1.4802714654653426,0.1,Iris-setosa
+70,4.4,3.1985008498177754,1.3014340073133042,0.2,Iris-setosa
+71,5.107960672096354,3.6581660303020995,1.5159524022516802,0.3946593792486014,Iris-setosa
+72,6.314518492177803,3.412939463089805,5.676076333404093,2.3840027313738004,Iris-virginica
+73,5.285020584230621,3.7235045654280494,1.319228184781366,0.4273138996842132,Iris-setosa
+74,5.355069072673114,3.8035501439222528,1.308062491388851,0.34785460075900754,Iris-setosa
+75,4.877509201975777,3.0103779187625257,1.4045338633095374,0.2,Iris-setosa
+76,5.326922611249399,3.4264537903044756,1.6280390878980049,0.2,Iris-setosa
+77,5.640718519042417,2.9914900821585286,4.442905481710906,1.447463513530383,Iris-versicolor
+78,6.049436092065054,3.06038520626947,4.2796955950883815,1.5148870203276608,Iris-versicolor
+79,5.370442220857885,3.8455067480388347,1.306493950972037,0.41432292490645356,Iris-setosa
+80,4.604993154020783,3.2406235088206468,1.4074036792154068,0.2,Iris-setosa
+81,4.761634731110374,3.3658906199727925,1.589247271128393,0.2,Iris-setosa
+82,5.774397908739862,2.6400235383158646,5.0755792873161205,1.9184814929079261,Iris-virginica
+83,4.976128238063345,3.4678207341423293,1.5367860732989405,0.2,Iris-setosa
+84,4.865411075762003,2.389230766083842,3.2461145495918347,0.9835768234229236,Iris-versicolor
+85,5.6116988088075175,2.8746644167961586,4.17946057436061,1.2918123814882816,Iris-versicolor
+86,5.483639567254152,4.150451619211477,1.4030212163389022,0.2,Iris-setosa
+87,5.223890634304018,3.4670643617008365,1.4168415038003819,0.2,Iris-setosa
+88,5.296929632288907,3.5726158438221365,1.522670184502607,0.2,Iris-setosa
+89,5.063289229149886,3.3757778011138626,1.5193728087961478,0.2,Iris-setosa
+90,6.01759743205001,3.3717903255399064,4.51525438892463,1.5634381793929604,Iris-versicolor
+91,6.746823467417228,3.153621205816181,5.592984416818671,2.154789705261117,Iris-virginica
+92,5.525352790706608,2.5379495427699,4.196866743727535,1.1442314087370513,Iris-versicolor
+93,4.400000566460008,2.884725118453185,1.4055423393474369,0.2,Iris-setosa
+94,6.668381944206818,3.2708284906483613,5.599049624954764,2.499999453496641,Iris-virginica
+95,6.058583828289014,2.5923190155426536,5.583563973739562,1.3936488285458277,Iris-virginica
+96,5.188876599407966,2.6924632137160907,3.6300623196374024,1.3987111285583238,Iris-versicolor
+97,4.4,3.1438558872013442,1.2995174178040858,0.2,Iris-setosa
+98,5.468890422739387,2.978278467761469,4.414977796491856,1.4834190844462711,Iris-versicolor
+99,6.006026512194522,2.661933440121748,5.0763844354249406,1.614962280932797,Iris-versicolor
+100,4.696242802533522,3.368756453549591,1.415879442359136,0.218588540388919,Iris-setosa
+101,6.395125635452537,2.9245705116710323,4.344382051741348,1.3203353747064046,Iris-versicolor
+102,6.6808258017777105,3.3205392853241147,5.668085399401882,2.1947634444259365,Iris-virginica
+103,4.400000883395424,2.9554996421313544,1.4005031500009508,0.2,Iris-setosa
+104,6.001248854325151,2.675191511533315,5.097617662323988,1.6488398459944256,Iris-versicolor
+105,5.633436378398475,2.5010320976068714,4.977485411203531,2.000111692421159,Iris-virginica
+106,5.049637869948022,3.3472940009363996,1.4103526797451256,0.2,Iris-setosa
+107,5.220394792542031,3.4623825111269166,1.5352284934495515,0.2,Iris-setosa
+108,4.603320368218234,3.617033947176359,1.0000004913387202,0.2,Iris-setosa
+109,6.716956701274053,3.080301292374351,4.384135229528897,1.4112720279537065,Iris-versicolor
+110,4.4,3.1971723997268615,1.277603095016362,0.2,Iris-setosa
+111,4.978400664058857,3.157356924278881,1.1952109803293502,0.2,Iris-setosa
+112,4.909693646987041,3.104359340920744,1.506481408262782,0.1,Iris-setosa
+113,5.9558134075866285,2.9904575967741147,5.000949532833866,1.8034083152483398,Iris-virginica
+114,5.773351596196731,2.797146099352116,5.154581311332209,2.414688322304092,Iris-virginica
+115,6.718008819615484,3.2939783449276754,5.681777132632955,2.137490759346651,Iris-virginica
+116,6.891984184006611,3.064519785839901,5.593617873271856,2.175541136393235,Iris-virginica
+117,5.1972007461394725,2.5040521021051267,3.1631084751162266,1.0945220141914223,Iris-versicolor
+118,6.974967507408608,2.987206708039331,5.8069184427444185,2.0683479748878875,Iris-virginica
+119,5.905560309138108,3.0028613978523993,5.129774928268529,1.7930589655577267,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/28/test.csv b/iris/tab_ddpm/3_1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/28/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/28/train.csv b/iris/tab_ddpm/3_1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/28/val.csv b/iris/tab_ddpm/3_1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/28/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/29/synth.csv b/iris/tab_ddpm/3_1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c409fc356807fd47ed495fdb1a0183196f27c65b
--- /dev/null
+++ b/iris/tab_ddpm/3_1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.502582047756061,2.958180277931614,5.437873459631516,1.8261873283761365,Iris-virginica
+1,5.4996215489109535,2.591350431752894,4.413194067911728,1.1649556449667777,Iris-versicolor
+2,5.080936997242351,3.403344211432479,1.4667873924601564,0.2,Iris-setosa
+3,5.109337835096446,3.347725055343481,1.3398697255621372,0.2,Iris-setosa
+4,5.774815035489729,4.4,1.4995654714860587,0.4748428779770927,Iris-setosa
+5,5.779666131674366,2.9546096200332843,4.247867755295817,1.3306731035490795,Iris-versicolor
+6,4.4951920083985675,2.310060406804325,1.291320569601225,0.2649162598256514,Iris-setosa
+7,6.639636947310747,2.964568991799278,5.009403018469083,1.699219736434968,Iris-versicolor
+8,4.578908511376839,3.6360961056731553,1.0,0.2,Iris-setosa
+9,6.311524289679562,2.3187840087713316,4.456937947240032,1.3130842094118484,Iris-versicolor
+10,5.733060714438843,3.034104069890039,4.160716570793358,1.3110641519946613,Iris-versicolor
+11,5.097614207489176,3.408883777518092,1.5206211644597027,0.2,Iris-setosa
+12,5.3459656447234005,2.8941262530439587,4.275650498820687,1.4328285313610203,Iris-versicolor
+13,5.825037282515591,4.4,1.5406278355460075,0.4266673245244282,Iris-setosa
+14,6.318507515218999,2.5172923878900595,4.924024634664363,1.526459712420183,Iris-versicolor
+15,5.091797332162219,3.750869495615643,1.6291314564233066,0.42915566539798766,Iris-setosa
+16,4.914430950959558,3.090319016891068,1.479399420691499,0.1,Iris-setosa
+17,7.7,2.790418254067817,6.7,2.02225869756192,Iris-virginica
+18,4.992722011730963,3.391115553306497,1.5423753216884617,0.2,Iris-setosa
+19,4.400000471506356,3.164725468047501,1.341112140214869,0.2,Iris-setosa
+20,5.179461642406872,3.531931503796266,1.449183239814535,0.2,Iris-setosa
+21,5.898218724545469,3.1990315036466406,4.811857656267656,1.8024276074704781,Iris-versicolor
+22,5.6748664989196325,3.009637587876084,4.536154365371732,1.5105605024265565,Iris-versicolor
+23,5.910240237459271,2.9975461172057924,5.083306167744646,1.7905471228020664,Iris-virginica
+24,5.803809036583421,2.8022637036437708,5.127591817979797,2.407330767688281,Iris-virginica
+25,6.871274296198459,3.0379925326249317,5.5355356970395375,2.165373460278637,Iris-virginica
+26,7.699998891074921,2.7517882468950123,6.699997510135809,1.9767334927733784,Iris-virginica
+27,5.431095794950241,3.001606022370741,4.468491496596426,1.4961721740203715,Iris-versicolor
+28,6.310446824102257,2.293327139483921,4.409711736559713,1.304849232219575,Iris-versicolor
+29,6.514404780152979,3.0055435259518144,5.488516673875015,1.7939644818582183,Iris-virginica
+30,5.006537067127785,3.4123001665582233,1.3918622154411555,0.2,Iris-setosa
+31,5.449269585632781,4.112123788095158,1.375809072476292,0.20227064261116037,Iris-setosa
+32,5.470570212473878,4.144234779005568,1.3373673837821383,0.2,Iris-setosa
+33,6.781976573895245,2.9717503418268425,5.758325694953703,1.9159130026039222,Iris-virginica
+34,6.887308853140857,3.212921972419696,5.711210695329661,2.2905296811286857,Iris-virginica
+35,4.8860186102072465,3.099743926416032,1.5115662100983065,0.1,Iris-setosa
+36,6.015373840585639,3.2612902574718716,4.661638088579194,1.6999485362670068,Iris-versicolor
+37,6.482445301767623,2.9929277869811783,5.483858950940056,1.805455553599579,Iris-virginica
+38,4.8434352386378166,2.991702869585089,1.4007118160554803,0.2,Iris-setosa
+39,6.288733954129085,2.299207926311321,4.366503445006123,1.3023820840909461,Iris-versicolor
+40,5.641766886995,4.399998804866584,1.4781115826551685,0.3567505734432867,Iris-setosa
+41,5.05170418208507,3.511112177523878,1.3322520837387477,0.32613868373837956,Iris-setosa
+42,6.367933633006651,2.615955376817893,5.0906987272222155,1.904611509871998,Iris-virginica
+43,5.055563325417713,3.509513891818229,1.306426038362854,0.2991863573231625,Iris-setosa
+44,6.279009023257195,2.9006785189681263,5.626455935047252,1.7910642227768276,Iris-virginica
+45,6.659036875392702,3.096184744796367,4.4350070597876545,1.4252735990970269,Iris-versicolor
+46,5.486172807865991,2.9926605847816736,4.461765368176518,1.499844960717647,Iris-versicolor
+47,7.312994013204972,2.924136694541745,6.327957930002313,1.8004753937154803,Iris-virginica
+48,5.424351414278755,2.963011629758246,4.0898151330668675,1.2955297296366275,Iris-versicolor
+49,5.8018997345922925,4.4,1.4963344723858676,0.4517164213847131,Iris-setosa
+50,6.295278034482019,3.2368149833603983,4.527394845226209,1.5234041298156076,Iris-versicolor
+51,5.868205047736471,2.9306107730522877,5.167335871375195,1.818551028249736,Iris-virginica
+52,4.912750736170394,3.457182608917818,1.542234599763235,0.2,Iris-setosa
+53,6.645143205372084,3.0396789496273153,4.4229825020663105,1.3992284261366192,Iris-versicolor
+54,5.815762765638017,2.787394216079324,5.128979339546293,1.863873605090525,Iris-virginica
+55,5.552223320192341,2.3797037871966813,3.8533786173582536,1.1139032864952418,Iris-versicolor
+56,6.31443268960615,2.3043649357234157,4.409763517842571,1.3105486355916534,Iris-versicolor
+57,6.689677454103095,3.0011274675396336,5.006649871891123,1.677943371402827,Iris-versicolor
+58,5.432297716001593,2.410285205275365,4.053353363412601,1.160718525948519,Iris-versicolor
+59,5.1756242067331595,3.473783373705953,1.428915556372942,0.2,Iris-setosa
+60,6.014565164683158,2.983164779066617,4.501461479266891,1.3810954232100259,Iris-versicolor
+61,5.171801840040425,3.485959826512959,1.4858159279778689,0.2,Iris-setosa
+62,4.828800605365471,3.1158552803406123,1.486223708834132,0.1,Iris-setosa
+63,5.097810863425337,2.469952765671315,3.1468237926621576,1.0501459813133591,Iris-versicolor
+64,6.684727470072737,2.9877161372472925,4.979206270088993,1.6671040820848773,Iris-versicolor
+65,7.7,2.7991761668006263,6.6999988780665545,2.039703452791756,Iris-virginica
+66,6.513379863125781,2.9749195045256127,5.456196184843284,1.811671840221954,Iris-virginica
+67,4.6250756793993295,3.5861282417092775,1.0000006306492104,0.2,Iris-setosa
+68,5.104567725864644,3.30228123430976,1.9950783924522066,0.564897464242099,Iris-setosa
+69,6.005211498137153,2.702843059329523,5.097561740241832,1.5882084776617045,Iris-versicolor
+70,6.734784199724666,3.1041687281668366,4.368278019764077,1.422268879177399,Iris-versicolor
+71,5.724140816064226,4.4,1.5311819646194669,0.4888043667580872,Iris-setosa
+72,6.693346590606654,3.3215116301651824,5.708079447107001,2.5,Iris-virginica
+73,5.107569588674036,3.311182829296305,1.7601616216173677,0.46362745009397544,Iris-setosa
+74,5.831040667810581,2.7431954044515066,5.154252169540921,1.8946327068714302,Iris-virginica
+75,6.308214687834482,2.9357880189035686,5.6109338659895736,1.8036244212029804,Iris-virginica
+76,5.088683249786058,3.773132996395981,2.0375476392846763,0.39885922928037604,Iris-setosa
+77,5.42644242618838,3.9087216633249846,1.696473845975964,0.4114620483145463,Iris-setosa
+78,5.636752923989907,4.4,1.493946084638205,0.3857725685596612,Iris-setosa
+79,6.36240719281663,2.8981475222423914,4.298602494953788,1.290882831489243,Iris-versicolor
+80,6.122256867297109,3.337198158178994,4.484719471084712,1.5303175008104466,Iris-versicolor
+81,6.327257749891266,2.2884450280127933,4.4182344971398,1.3196348362639332,Iris-versicolor
+82,6.722366070889823,3.2993071564605705,5.667264796725972,2.4999993721704667,Iris-virginica
+83,4.826446113205201,3.3980190196106577,1.6245680456612788,0.2,Iris-setosa
+84,4.4,3.107645652112564,1.344423295029017,0.2,Iris-setosa
+85,5.319289141920444,3.711949296985243,1.4167609446598843,0.2,Iris-setosa
+86,5.167274577676189,3.3878655843340484,1.389279492015911,0.2,Iris-setosa
+87,6.289215681675697,2.299133281655756,4.344944896109023,1.2940581624562069,Iris-versicolor
+88,5.4805702494557575,3.030529090905552,4.612111344347619,1.5407571556870199,Iris-versicolor
+89,6.013495315937937,2.200000304964543,5.00328801086558,1.4919925803349285,Iris-virginica
+90,6.314230616644814,2.2977555311510267,4.435475675263962,1.2983603284082852,Iris-versicolor
+91,6.151275089123999,2.6284710482982394,5.584117188446047,1.446136424295702,Iris-virginica
+92,4.897164292610874,2.4086813554658884,3.2739871185563567,1.051796394654553,Iris-versicolor
+93,4.832904624343321,3.366811696743954,1.5165001753726444,0.2,Iris-setosa
+94,5.962871614071575,2.958881774872572,4.453214755839664,1.365100866052107,Iris-versicolor
+95,6.727818316313015,3.3039262077899996,5.738249595093458,2.0458506467756035,Iris-virginica
+96,5.379435925346422,3.9331992802872056,1.9330876019034995,0.382327845460116,Iris-setosa
+97,6.28179773120593,2.5765721054086925,5.0212603036394095,1.8699797801047708,Iris-virginica
+98,5.139135701601669,2.5805758653082833,3.412768751889743,1.3027881299716457,Iris-versicolor
+99,6.68404847854191,3.2994361894635977,5.688115185061131,2.1301359385621805,Iris-virginica
+100,4.952219457682135,3.1830738349890115,1.2492086007712033,0.2,Iris-setosa
+101,4.95888383830589,3.1237424616971827,1.3107389757370354,0.2,Iris-setosa
+102,5.668982215390565,2.9534867407683794,4.210043395238051,1.3581214966698223,Iris-versicolor
+103,5.955503564687143,2.9835109415691017,4.947997315608231,1.8131853491216452,Iris-virginica
+104,4.587629942406349,3.605169115653053,1.0,0.2,Iris-setosa
+105,5.793606218680221,2.7070394750944544,5.098214367495879,1.8953220844623853,Iris-virginica
+106,6.315969208546544,2.3143239848305166,4.4974062848374325,1.3218850460646372,Iris-versicolor
+107,7.7,2.7620512477866352,6.7,2.014709912521407,Iris-virginica
+108,4.612634699627302,3.2280917767970934,1.4040521772357717,0.2,Iris-setosa
+109,5.815405980911594,2.798240782883409,5.158179261888524,2.4007204589709894,Iris-virginica
+110,5.119086280977118,3.3684061372897554,1.4040230701975736,0.2,Iris-setosa
+111,6.303949669462012,2.2941235481414943,4.377369340536137,1.2939203275518414,Iris-versicolor
+112,5.411876054992166,2.979425373197127,4.45469269443653,1.4900875166850258,Iris-versicolor
+113,4.986247708129055,3.5557621805218664,1.356032540690634,0.2,Iris-setosa
+114,6.479828854849581,2.9694071707697316,5.504709789981402,1.8173521286968057,Iris-virginica
+115,5.4777724975844375,2.4011588423439583,3.5466028888144967,1.0044492785861658,Iris-versicolor
+116,6.771689292650925,3.200439928005599,5.705106259251167,2.150361692708747,Iris-virginica
+117,6.1619058685194625,2.908698524101552,4.929644757471258,1.7500557327966737,Iris-virginica
+118,5.8580158982519634,2.9924909401709954,4.164612897716075,1.5055762019173768,Iris-versicolor
+119,5.201259600168975,3.3832079611737154,1.4005671597167797,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/29/test.csv b/iris/tab_ddpm/3_1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/29/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/29/train.csv b/iris/tab_ddpm/3_1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/29/val.csv b/iris/tab_ddpm/3_1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/29/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/3/synth.csv b/iris/tab_ddpm/3_1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6416a041dcb8c537843c9fedbaf7d8e649bf3175
--- /dev/null
+++ b/iris/tab_ddpm/3_1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.673334457565959,3.2579746812672314,1.4264427269013746,0.2,Iris-setosa
+1,4.502309817011693,2.3072845112229676,1.2964156619900318,0.302772366487485,Iris-setosa
+2,6.5379823162095745,3.086680182228864,5.514808772541109,1.8681675347017141,Iris-virginica
+3,4.400000763279517,2.9217692032733664,1.3654674993046876,0.2,Iris-setosa
+4,6.325542722488535,2.9092494054695615,5.658972629146299,1.8011118237593748,Iris-virginica
+5,5.45914626768693,2.4257820316683936,3.4676693327749426,1.0324260881556389,Iris-versicolor
+6,4.4,3.2014813703944793,1.293956031406104,0.2,Iris-setosa
+7,6.488819965485574,2.963180107726263,5.0132693293426165,1.6884694105107634,Iris-versicolor
+8,5.516357620972908,2.3969278989617737,3.835619541163381,0.9941866965589932,Iris-versicolor
+9,7.03630965917862,2.918600060389652,6.059757054605918,1.7934839410823995,Iris-virginica
+10,5.673381022591074,4.399998426734001,1.4975074889169926,0.42346993244524456,Iris-setosa
+11,6.0208557868495065,2.724062581931555,5.083676440133969,1.6230691220630271,Iris-versicolor
+12,5.511191146218741,2.429039341377521,3.9230570218273195,1.0144338522424197,Iris-versicolor
+13,4.8787968913407616,3.489834890406331,1.3276564554247376,0.29879310814905785,Iris-setosa
+14,6.129677677339927,2.6413444653606697,5.504843920378938,1.50940614178707,Iris-virginica
+15,5.379265608412052,3.9049479260755935,1.2893551880983212,0.46200892200730204,Iris-setosa
+16,4.684640086347666,3.2915883930623253,1.3881102230453863,0.2,Iris-setosa
+17,5.623812706833209,2.9722659168350907,4.1035825919377515,1.327724036884623,Iris-versicolor
+18,6.2929403773603,3.0812719909014117,5.497527024740552,1.826691275888619,Iris-virginica
+19,4.902711951846851,3.134923354659674,1.5386427102493816,0.1,Iris-setosa
+20,6.278220442664857,3.037865621717085,4.519814754308164,1.3995101588496512,Iris-versicolor
+21,6.317941264628179,2.3794343950255823,4.723494249843042,1.4435479256476185,Iris-versicolor
+22,4.592484213466589,3.598460690419195,1.0,0.2,Iris-setosa
+23,5.31874129594658,3.490368640483758,1.5656301171718385,0.2,Iris-setosa
+24,5.189720565686851,2.6961717477349723,3.7173339992003163,1.3938098801458578,Iris-versicolor
+25,4.607988398659389,3.5817274548489197,1.0000006626413918,0.2,Iris-setosa
+26,6.564364090924093,2.982015533005236,4.380147838193692,1.3722625787916307,Iris-versicolor
+27,5.468465696204567,3.0115823726556328,4.450693047284929,1.49873883008728,Iris-versicolor
+28,5.410493143068516,2.988494161307438,4.495365338311634,1.5078742045163438,Iris-versicolor
+29,6.298317845440014,3.403671298929555,5.580547092939003,2.397368288955059,Iris-virginica
+30,7.699998594326072,2.8177526461892533,6.699998850237373,2.066627942813699,Iris-virginica
+31,4.4,3.203095970344247,1.2933311092838395,0.2,Iris-setosa
+32,5.056172781139287,3.514754242666495,1.3647284630731342,0.3177865794617962,Iris-setosa
+33,5.120784425544072,3.393667521694662,1.4807520062995607,0.2,Iris-setosa
+34,5.118737590479165,3.3732824777938646,1.6467599472732182,0.4074284733653757,Iris-setosa
+35,6.147296183652378,2.6684280519653476,5.574138955848289,1.4718182114535576,Iris-virginica
+36,4.601793353019689,3.6005460694109095,1.0,0.2,Iris-setosa
+37,5.975479004745721,2.9855083633071957,4.28439868057759,1.3763803381607376,Iris-versicolor
+38,6.2952213009751254,2.5035802049007545,4.917705688372355,1.5055431862707274,Iris-versicolor
+39,6.650441007953256,3.3108665323125517,5.724983891466615,2.327635463231841,Iris-virginica
+40,5.633139161247559,3.0171730817721385,4.578976750576247,1.542132083049995,Iris-versicolor
+41,6.042989149974052,3.0004714007834603,4.574729860100961,1.412711478482108,Iris-versicolor
+42,5.469324424619768,2.986192584454366,4.408263077568311,1.479013352104655,Iris-versicolor
+43,5.746001181542733,3.033149286796421,4.187615371381707,1.352612590982616,Iris-versicolor
+44,5.47983735818938,4.199630794443318,1.39356083190363,0.2,Iris-setosa
+45,5.711073040963672,4.399997242144636,1.499691161009907,0.45469479332823814,Iris-setosa
+46,6.314680146640175,2.839652694000047,4.283687860301424,1.2783655732875423,Iris-versicolor
+47,5.619641157077675,3.105008417932597,4.683705131123485,1.6098165831821432,Iris-versicolor
+48,5.23349021782625,3.5721443554731556,1.4916319086513128,0.2,Iris-setosa
+49,4.4,3.1947641386518484,1.2711777229256025,0.2,Iris-setosa
+50,6.000969390685917,3.4043910930865784,4.4968471539544606,1.5960535706187555,Iris-versicolor
+51,6.011716453965315,2.705879014329843,5.09212255858984,1.5578832678569772,Iris-versicolor
+52,7.7,2.777502117163328,6.7,2.0253752696339373,Iris-virginica
+53,6.69759794092121,3.1187777251804283,4.411498665176577,1.3976360949741504,Iris-versicolor
+54,5.80009637316765,2.809483051457699,4.373808789297703,1.3273019453715438,Iris-versicolor
+55,6.374876776923321,2.633185197745607,5.192313637090069,1.9030970141608543,Iris-virginica
+56,5.332347006972129,3.8763539069576765,1.2795313114400482,0.36138460989737153,Iris-setosa
+57,5.070317692010892,3.383044827803537,1.5200003749006525,0.2,Iris-setosa
+58,5.025458124231714,3.528054181078281,1.340249489796779,0.3070526121731305,Iris-setosa
+59,6.682053261739077,3.100236901250429,4.405456682289973,1.3863206396785686,Iris-versicolor
+60,5.3724924028866905,3.403951042353379,1.6620647323349296,0.2,Iris-setosa
+61,5.390232917086059,3.396846400719578,1.6870406587466593,0.2,Iris-setosa
+62,5.092489150301093,3.4050246639352366,1.505555459234436,0.2,Iris-setosa
+63,5.3548133194883105,3.860526167471557,1.312310988628421,0.4218465746521808,Iris-setosa
+64,5.102236908141042,3.815758681391107,1.6155472377017537,0.2,Iris-setosa
+65,5.703354356781696,2.982359415527314,4.355339556401298,1.4507879793183631,Iris-versicolor
+66,5.2359758311432305,3.527248787367989,1.5058243760500825,0.2,Iris-setosa
+67,7.699998902413749,2.8210173790582527,6.699998619322113,2.008358803121899,Iris-virginica
+68,7.7,2.7635999591567715,6.7,2.0094227813961645,Iris-virginica
+69,5.227087593292471,3.587556797449548,1.5080738494226344,0.2,Iris-setosa
+70,4.5500941027756365,3.584534088754078,1.0,0.2,Iris-setosa
+71,5.091414957988963,3.749932072642303,1.5526159757666413,0.4117514031977216,Iris-setosa
+72,6.311334063230968,2.313200529215262,4.357626669073906,1.3158183430831358,Iris-versicolor
+73,5.8987562489999394,2.9454196174467713,5.042371319108218,1.8339013248367122,Iris-virginica
+74,6.211238458421404,2.7487384471790453,5.659494743579333,1.625917984232688,Iris-virginica
+75,4.591834857891902,3.609685508344593,1.0,0.2,Iris-setosa
+76,5.981950454144723,2.9726371093317714,4.565835901049061,1.3835186707140994,Iris-versicolor
+77,6.369021531776502,3.2087128000465515,4.500449817094767,1.5300547438270153,Iris-versicolor
+78,4.5998795522244444,3.39966310909088,1.3833658501688286,0.3096757997339138,Iris-setosa
+79,4.984012910821087,3.4594407907257523,1.3427433360712704,0.23781356749435315,Iris-setosa
+80,6.495283683849355,3.020035572699719,5.508404898057384,1.7902884222629758,Iris-virginica
+81,4.601435584597577,3.5848233966513465,1.0000004222518142,0.2,Iris-setosa
+82,6.013228022230741,3.3870683163333486,4.4951807832650434,1.5919845083294992,Iris-versicolor
+83,6.700496383908756,3.3345761045499356,5.695305821377121,2.499999297561899,Iris-virginica
+84,7.69999900794908,2.8248400874093877,6.699998051189061,2.030315622767859,Iris-virginica
+85,4.910461437332769,3.1110712698955196,1.4899141554089679,0.10000015573605044,Iris-setosa
+86,5.358483183850454,3.8437276593654,1.3143136057231537,0.39691868589791246,Iris-setosa
+87,4.872357754056456,2.377293585819879,3.210106599137135,1.0098915613142547,Iris-versicolor
+88,6.3333253677291355,2.664572643360643,4.969295335757729,1.8698293107204944,Iris-virginica
+89,6.2982291231201915,2.297102156601978,4.457592233638058,1.283825739945362,Iris-versicolor
+90,5.622732041890056,2.3835237049536944,3.9975557454824573,1.0401098237398494,Iris-versicolor
+91,5.474816577415128,2.6061194926796216,4.3054263425441,1.2301833557327613,Iris-versicolor
+92,5.228301526183558,2.689043474202288,3.737019422447699,1.403227195023808,Iris-versicolor
+93,4.618697005346945,3.1810421455176874,1.393136023537196,0.2,Iris-setosa
+94,5.363400917666583,3.8317072108912202,1.5012341248171073,0.2,Iris-setosa
+95,5.875896325373365,2.9018274427508297,5.135827778621825,1.8375735876039478,Iris-virginica
+96,6.331368187974772,3.409553087329861,5.626702248531162,2.389789135271324,Iris-virginica
+97,6.323868642276607,3.228238161640042,4.519206745170327,1.5164092643090032,Iris-versicolor
+98,4.972880467866032,3.157106728101467,1.2183712226418757,0.2,Iris-setosa
+99,5.337641566095213,3.4479446788752703,1.621251939519221,0.2,Iris-setosa
+100,5.503386122358542,4.196457834156538,1.406585181926463,0.2,Iris-setosa
+101,5.355910186627479,3.415578999142515,1.660759826378074,0.2,Iris-setosa
+102,6.300242507086985,2.4986178775050014,4.909747213759014,1.5100120686480152,Iris-versicolor
+103,7.285777393642993,2.9078598628101853,6.263736596166843,1.7958366687677745,Iris-virginica
+104,6.898397453133879,3.0279125365341124,5.533665064846182,2.139957164220158,Iris-virginica
+105,4.594502835281802,3.361755158885361,1.4028943269029668,0.26038575002548087,Iris-setosa
+106,5.922146471907525,2.9888628719694386,5.158959146865771,1.8029765810238463,Iris-virginica
+107,4.627829812365549,3.1969565169612437,1.3883976558220055,0.2,Iris-setosa
+108,5.6138730638667855,2.917169414173959,4.131774231084719,1.4558162953118066,Iris-versicolor
+109,4.775107126179854,3.389283576997643,1.600675211116469,0.2,Iris-setosa
+110,5.440784791801016,2.5731701233362916,4.40842585993275,1.0668924066143104,Iris-versicolor
+111,6.291382550423471,2.388212633180942,4.740980482421102,1.431192252512501,Iris-versicolor
+112,6.43146666951993,3.052975348717044,4.53649064394492,1.4105388750027883,Iris-versicolor
+113,6.631792756779661,3.2952819242467175,5.58934880069715,2.4999991289373167,Iris-virginica
+114,7.06740977112969,3.038777756578975,5.867299432520908,2.1526108796159256,Iris-virginica
+115,6.51203094224393,2.9665067957799733,4.2903118183593785,1.3384325172343543,Iris-versicolor
+116,4.90486174918627,3.0930810991221698,1.4972771308342017,0.1,Iris-setosa
+117,5.354063472808081,2.8538967109191007,4.043771324838156,1.3468386272589887,Iris-versicolor
+118,4.4,3.2139404986972937,1.2822298891650945,0.2,Iris-setosa
+119,6.266334052091862,2.3021286355867114,4.3246266936784,1.2747287478003937,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/3/test.csv b/iris/tab_ddpm/3_1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/3/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/3/train.csv b/iris/tab_ddpm/3_1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/3/val.csv b/iris/tab_ddpm/3_1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/3/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/4/synth.csv b/iris/tab_ddpm/3_1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dc5b5e309793987fc7c1745c54dd992e81cd52ee
--- /dev/null
+++ b/iris/tab_ddpm/3_1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.877108498011077,3.1958864702260588,4.822166874078382,1.727664441392898,Iris-versicolor
+1,6.118728111029775,2.60829030331515,5.588449782591687,1.3940922091704882,Iris-virginica
+2,4.640058198318338,3.581945413814331,1.0000010585931494,0.2,Iris-setosa
+3,6.743984128135751,3.004814841127067,5.503825201945,2.0889269305715645,Iris-virginica
+4,5.936107776013492,3.0026146438323207,5.162207979524403,1.7944557278398139,Iris-virginica
+5,6.000915357261515,2.6947678276746676,5.086003681329761,1.5983385032174573,Iris-versicolor
+6,6.385298094740413,2.545035564283175,4.9391607493187175,1.5262765446475368,Iris-versicolor
+7,5.663609179564266,2.48730256539141,4.961865465039114,2.0470134346294877,Iris-virginica
+8,4.749428940767871,3.441047355546077,1.3153176792088788,0.3165596607605737,Iris-setosa
+9,5.739318630018693,2.9993108380935385,4.3876850704614405,1.4844691295643961,Iris-versicolor
+10,5.0149910406972955,3.586927032655689,1.4042775899617272,0.2,Iris-setosa
+11,6.913974463284434,2.90764161613972,5.993282643734035,1.7365062038300738,Iris-virginica
+12,6.729319523032849,3.126959131001338,4.412933612480538,1.4015176531893192,Iris-versicolor
+13,4.904767395094067,2.9920425085597007,1.4009825141114738,0.2,Iris-setosa
+14,5.939224389012357,3.0247235018952945,4.249782714222066,1.4887087317808545,Iris-versicolor
+15,4.983896720880386,3.4739025286193237,1.3024692667488296,0.3042054024158227,Iris-setosa
+16,5.979212491883471,2.689976116804907,5.087502777788131,1.603985074332971,Iris-versicolor
+17,6.564259246365775,3.0994848921194147,5.562569017855403,1.9027484188191899,Iris-virginica
+18,5.653138893869735,2.8473556790284325,4.131345311524179,1.3253976644572267,Iris-versicolor
+19,5.7177485900788945,4.399999215790875,1.4972287269044553,0.3866752917138602,Iris-setosa
+20,4.607972122641285,3.225887413952536,1.3928599126694088,0.2,Iris-setosa
+21,6.500844392830681,2.944567686265851,4.352975360037959,1.3600675176552177,Iris-versicolor
+22,5.499369378388685,4.201893968705563,1.3949900196344318,0.2,Iris-setosa
+23,5.346812240799222,3.4011424137966126,1.6852101729056963,0.2,Iris-setosa
+24,5.40914960135492,3.007814969543845,4.519720898881141,1.5187437091853728,Iris-versicolor
+25,5.901650480332403,3.212771688503384,4.737373988850881,1.7661464477495865,Iris-versicolor
+26,5.151423560263415,3.391964711471439,1.5358096551473948,0.2,Iris-setosa
+27,5.0243460822125545,3.300893490968782,1.2851549262062714,0.2,Iris-setosa
+28,6.379438480591422,2.594281425245631,5.1668250213987035,1.9220843522033393,Iris-virginica
+29,5.688177341914701,2.4554785768607306,4.220853407506136,1.1845251631351383,Iris-versicolor
+30,4.90036098193405,3.1180536306487183,1.501792991101923,0.1,Iris-setosa
+31,4.500470793299244,2.300090125115271,1.3278762487787776,0.3008732194384758,Iris-setosa
+32,6.507822655114941,2.954369300259601,4.326389068474656,1.3619852254151181,Iris-versicolor
+33,6.261212190360724,2.5448322505170307,4.94014131631169,1.5132849852166124,Iris-versicolor
+34,5.013233065578877,3.3033164491059903,1.3980489220469894,0.2,Iris-setosa
+35,6.284813936607382,2.513856230162836,4.8183107083793875,1.490907312754994,Iris-versicolor
+36,6.967338545507155,3.1036149178283314,5.654556372983211,2.234181404136267,Iris-virginica
+37,6.348193191192826,3.421192375238636,5.607677646455937,2.402462940532614,Iris-virginica
+38,4.5861170713397925,3.6055695991126764,1.0,0.2,Iris-setosa
+39,6.2987323492749505,2.8038503823791117,5.168599218099477,1.4946743909674551,Iris-virginica
+40,7.7,2.758220924020198,6.7,1.9964906741981536,Iris-virginica
+41,6.362203900421963,2.915983685580653,5.5621128287523245,1.7902276998574522,Iris-virginica
+42,5.507027576633766,2.4015812950348105,3.7248388101255605,1.0589953779776644,Iris-versicolor
+43,5.622406934368513,2.99254045982834,4.169209457257911,1.3176272514930139,Iris-versicolor
+44,5.080239154832702,3.812007657624604,1.5730927644352746,0.2529017892037946,Iris-setosa
+45,5.094288795907316,3.6934641271753144,1.557029439595251,0.2,Iris-setosa
+46,4.4,2.889351969448975,1.4053113368768946,0.2,Iris-setosa
+47,6.306279664893768,3.2585479763463807,4.492575374695844,1.4940213070625679,Iris-versicolor
+48,5.293095610296573,3.455342828381492,1.6100711551249136,0.2,Iris-setosa
+49,6.825447580396061,3.1935777720899687,5.7361732981509945,2.2840363998291515,Iris-virginica
+50,6.324071198319889,2.5906125057252143,4.974913119622808,1.8676167994950328,Iris-virginica
+51,5.4432602458540345,4.03875514493826,1.3787509486317884,0.2684015799415321,Iris-setosa
+52,5.992312285918567,3.0030190056028414,4.787220231491473,1.8095929359671061,Iris-virginica
+53,4.915845298916784,3.09485855625003,1.519428359771828,0.10000012487663132,Iris-setosa
+54,6.295359162176622,2.2979943556773352,4.418285530323488,1.3017699532341824,Iris-versicolor
+55,5.983337320943772,3.371268180764876,4.466017612680966,1.6059474602409036,Iris-versicolor
+56,6.374554552244366,3.0640515437923312,5.463280115903051,1.7915737603730038,Iris-virginica
+57,4.7524127573840795,3.35569523546073,1.5707779399201705,0.2,Iris-setosa
+58,5.040482416428865,3.263503877790653,1.2702704161966571,0.2,Iris-setosa
+59,5.524662999549151,2.397093004102277,3.354818125233896,1.1360523876612305,Iris-versicolor
+60,6.006725736959,2.200000478036903,5.016353025940353,1.5201745289609623,Iris-virginica
+61,5.4178950538195405,3.873539454721059,1.6953344336596816,0.3843870887261174,Iris-setosa
+62,4.665082279645188,3.4088859738344195,1.3801868447948074,0.3043715898596876,Iris-setosa
+63,6.7153972934000485,3.2665123239103555,5.772182159433003,2.5,Iris-virginica
+64,5.494427798516333,2.4071248161467347,3.7018692987954953,1.0898576410119365,Iris-versicolor
+65,5.163972823140837,3.533386487209204,1.4472720663241825,0.32458423164984757,Iris-setosa
+66,7.699995728746783,2.8152428157807257,6.699995793417361,1.9760353568739644,Iris-virginica
+67,6.288805876932783,2.3041278148377167,4.4378562833012065,1.3083812674293531,Iris-versicolor
+68,5.408344667242278,3.8852614428169323,1.9571979233179673,0.4420007942313625,Iris-setosa
+69,5.796526141915665,2.815532932461372,5.085854127043895,2.3859775238023437,Iris-virginica
+70,5.132729332090731,3.777273500859918,1.586210415242395,0.39879343219052277,Iris-setosa
+71,5.556328227308132,4.17346326549238,1.4016805739670368,0.2,Iris-setosa
+72,5.070653217003536,3.3666361249279597,1.3641514751277626,0.2,Iris-setosa
+73,4.607380093529815,3.2011592221786054,1.3808893295500138,0.2,Iris-setosa
+74,5.2191931148673545,3.477182547552164,1.5205227714735592,0.2,Iris-setosa
+75,5.10802567734604,3.710409985661805,1.5618790856506317,0.40206977721177894,Iris-setosa
+76,6.62697218220225,3.0087522316843627,4.374408554112346,1.4070342792917423,Iris-versicolor
+77,5.20632244702091,2.7076417070833196,3.957432993666022,1.4051285190046223,Iris-versicolor
+78,6.453489229821658,3.093271484919914,5.515840895256854,1.7921086686702252,Iris-virginica
+79,5.037342206520111,3.3417466788002903,1.3216350436810662,0.2,Iris-setosa
+80,5.727259240915615,2.841991829783425,4.326912508427078,1.3331205729910114,Iris-versicolor
+81,7.1290231149748955,2.9878355451255167,5.993459008484868,2.025132573404409,Iris-virginica
+82,6.290443575730721,3.391007310844518,5.572105636476308,2.3965656859870594,Iris-virginica
+83,5.235623667382156,3.4772443788153886,1.5105586903474708,0.2,Iris-setosa
+84,6.932884251677072,3.1675824161550103,5.741613811556275,2.2857762141246525,Iris-virginica
+85,6.3285973958125235,2.5521635989658513,5.004566209430773,1.8787197351435232,Iris-virginica
+86,6.722569422970164,3.2735300873323556,5.709953587425827,2.1343002526888184,Iris-virginica
+87,5.716493159717772,4.4,1.5030256298255391,0.3550978247570997,Iris-setosa
+88,6.39381097565313,2.946476597219441,5.587990484013636,1.8172009512097878,Iris-virginica
+89,6.282479229769998,2.748533450190853,5.190967491276522,1.5179348849035104,Iris-virginica
+90,5.797424518419465,2.69028235246502,5.1200533552869905,1.9085666833612889,Iris-virginica
+91,5.4693501173977035,2.3848399868055803,3.829804278386683,1.0834189622635675,Iris-versicolor
+92,6.3907337930793995,2.92682287684826,4.297761361239643,1.2824424450446752,Iris-versicolor
+93,5.469627174042643,4.163988715015296,1.417343867104302,0.2,Iris-setosa
+94,5.591378854786886,2.666423410191671,4.232891178864596,1.2881781104052592,Iris-versicolor
+95,5.086413094657615,3.3995674578219393,1.4509035095178344,0.2,Iris-setosa
+96,7.143120969571419,3.0167134360655607,5.873000969626997,2.1174112064437196,Iris-virginica
+97,5.689178465470345,3.0442043344237883,4.591101131291457,1.6019552823037049,Iris-versicolor
+98,5.035623187627955,2.4933921095221065,3.2534699419711357,1.142674564657638,Iris-versicolor
+99,5.49213589102789,2.5895154188321547,4.283844424729904,1.2088701254473486,Iris-versicolor
+100,4.629154398782403,3.3972336825792087,1.407759174579717,0.2731370724336938,Iris-setosa
+101,6.065498575519216,2.590946354630172,5.5889659331243875,1.4246957530699853,Iris-virginica
+102,4.400000519173946,2.9890787290830962,1.3649224994667022,0.2,Iris-setosa
+103,4.609089970418736,3.5976832485541093,1.0000006305889704,0.2,Iris-setosa
+104,5.508422652812019,4.2190371258636645,1.3857614080422118,0.2,Iris-setosa
+105,4.4,2.9455615774574206,1.3949572218374073,0.2,Iris-setosa
+106,5.1016595125238755,3.4917507323134918,1.368809968144986,0.3146452109214542,Iris-setosa
+107,5.08091607153174,3.7569253965963485,1.5688512304029965,0.48964311952437095,Iris-setosa
+108,5.708794037032899,2.5043217956387287,5.00156062531159,2.0128704980204053,Iris-virginica
+109,6.6905509995701316,3.324519510690224,5.709253995238787,2.1354466021613865,Iris-virginica
+110,6.352174693699522,2.7191156060800594,4.3533627934452666,1.3043118610570137,Iris-versicolor
+111,6.674690566094155,2.997026930875484,4.987525512364744,1.6971466496785053,Iris-versicolor
+112,4.586397150737993,3.200370255323423,1.404280968728262,0.2,Iris-setosa
+113,6.0096479055756715,2.200000360271381,4.993215178935902,1.4861230451792684,Iris-virginica
+114,6.671537620865161,3.010163474006819,4.978232709004369,1.7265666322815003,Iris-versicolor
+115,6.1311698223367,2.5884215613460464,5.671917833677962,1.4088330722104236,Iris-virginica
+116,6.261554177381111,2.5244154091215574,5.016921942699305,1.8837251703521534,Iris-virginica
+117,6.301850421069167,2.4918936531232263,4.991291428964011,1.899242299719543,Iris-virginica
+118,7.7,2.826314061707028,6.7,2.0688962790349508,Iris-virginica
+119,5.488548741934071,2.4053022028510194,3.8153653393630744,1.051939501324119,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/4/test.csv b/iris/tab_ddpm/3_1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/4/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/4/train.csv b/iris/tab_ddpm/3_1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/4/val.csv b/iris/tab_ddpm/3_1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/4/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/5/synth.csv b/iris/tab_ddpm/3_1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a3c32106035ea2f3f8c21fc11e63a535877bac5c
--- /dev/null
+++ b/iris/tab_ddpm/3_1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.540421922483119,2.9873340222575377,4.24674830564102,1.4874228579809556,Iris-versicolor
+1,4.50066188488505,2.294208292450429,1.3203020288178648,0.29149095512765844,Iris-setosa
+2,5.153074229055221,3.453803147859283,1.4971823255811985,0.2,Iris-setosa
+3,4.782273153486396,3.3928549122503666,1.5885812464419145,0.2,Iris-setosa
+4,4.775750944217705,3.387161594461479,1.600655712422084,0.2,Iris-setosa
+5,6.419284331338555,2.694408031931301,5.291412542142941,1.908836088339515,Iris-virginica
+6,5.62577174043435,2.7125148053353003,4.346282237149582,1.2927815911826024,Iris-versicolor
+7,7.7,2.7985727594990717,6.7,2.050239086865887,Iris-virginica
+8,6.863331139271919,2.998399504517816,5.550545288493471,2.1028982934427423,Iris-virginica
+9,5.962252161013488,3.459317897247639,4.495066124079608,1.6051345169163929,Iris-versicolor
+10,4.6001686468575835,3.589164218255598,1.0,0.2,Iris-setosa
+11,4.5970641433373505,3.334900312192644,1.3916170532344614,0.23891439935617487,Iris-setosa
+12,6.295024678217551,2.464843044714412,5.01287910627051,1.9007067236235424,Iris-virginica
+13,5.17517690497245,3.630887843065614,1.545174241663286,0.2,Iris-setosa
+14,5.275549642599443,3.507868040000051,1.5940680302216161,0.2,Iris-setosa
+15,5.060341257714056,3.557973581476863,1.4551217963733167,0.36134359012860745,Iris-setosa
+16,5.713866071681085,4.4,1.4879965006853353,0.39264488202670444,Iris-setosa
+17,4.911020240771885,3.4476699506345585,1.611354750958659,0.2,Iris-setosa
+18,6.4339185152174165,2.982153921706644,5.503030171108361,1.7880649487198297,Iris-virginica
+19,6.643935216995548,3.1491822525911046,4.460438231239988,1.4190143737975711,Iris-versicolor
+20,6.684933234471043,2.9939846467836624,4.9929350726441175,1.7092137374395495,Iris-versicolor
+21,5.857951789537479,2.9179129664939656,4.238677559570734,1.3289518586800002,Iris-versicolor
+22,4.4,3.1852561119482754,1.3168283190185317,0.2,Iris-setosa
+23,5.158927591505193,3.489845414415692,1.4820003165438904,0.2,Iris-setosa
+24,6.036207991951796,3.0028242344856637,4.798316533319819,1.7974361411032052,Iris-virginica
+25,4.621207896802762,3.416862006075793,1.3714442859118268,0.30847136136389164,Iris-setosa
+26,5.3995690787422665,3.867278960092622,1.32627943326592,0.34539335311792096,Iris-setosa
+27,4.86434538776682,3.495354774085375,1.4049036677011046,0.2,Iris-setosa
+28,6.3787109133297495,3.204501101960127,4.440638410929873,1.5009045135125185,Iris-versicolor
+29,5.810941602228778,2.7940741523385633,5.099206469231417,2.3879313936982505,Iris-virginica
+30,6.281671592232684,2.8275211995111467,5.081377777520857,1.5011649216653888,Iris-virginica
+31,7.699998815065647,2.811313987334132,6.699998533270495,2.00973494410776,Iris-virginica
+32,4.553061805632802,3.6234630362521973,1.0,0.2,Iris-setosa
+33,6.00465168211541,3.3884154866331455,4.420700523961119,1.571056713606728,Iris-versicolor
+34,6.318089757015344,2.871533457209329,5.579606281975958,1.790558772757032,Iris-virginica
+35,4.400000706673106,3.104817419823283,1.3604914709092608,0.2,Iris-setosa
+36,4.587275630543434,3.367300883990077,1.402952757953584,0.27861216642758996,Iris-setosa
+37,6.751593642257784,3.212529686379223,5.686888314803164,2.224186222911957,Iris-virginica
+38,4.60885410019744,3.5973407372421393,1.0000004694139155,0.2,Iris-setosa
+39,5.506551171812341,2.3815200555422655,3.786717471601028,1.1103591530009376,Iris-versicolor
+40,5.509099856444996,2.5313217590966715,4.117664602495879,1.1396089473957174,Iris-versicolor
+41,6.298872239963615,2.3057665886273786,4.4242276169512715,1.3063646809274378,Iris-versicolor
+42,6.394803294375063,2.7582466735183844,5.358242643307934,1.8822134223726563,Iris-virginica
+43,6.415234136524887,3.1260070117512844,5.550134841866066,1.861669812856463,Iris-virginica
+44,6.692350423436696,2.998099162635749,5.015947414010448,1.7200268561681191,Iris-versicolor
+45,6.457549134772501,3.0251234685987374,4.509208917840011,1.4470187666345713,Iris-versicolor
+46,5.4220837062565215,3.4029867258222164,2.0843629592057282,0.2,Iris-setosa
+47,5.224895889107092,3.48129928823427,1.4875450023940502,0.2,Iris-setosa
+48,5.034695280588193,2.479255058785588,3.067457389579597,1.1062890744138347,Iris-versicolor
+49,4.570554464850344,3.5837695076326566,1.0,0.2,Iris-setosa
+50,5.749367564075672,2.5661860936864005,5.037307870793772,1.9523719444481,Iris-virginica
+51,5.522339485909269,4.198437593488065,1.3988805070966073,0.2,Iris-setosa
+52,5.418209033438634,2.98979124020457,4.414099933772172,1.5194806794224505,Iris-versicolor
+53,5.304336997233662,3.8769046662937434,1.6279183511734785,0.5044050988815959,Iris-setosa
+54,5.35879555029131,3.8587415658577875,1.4846444122368292,0.2,Iris-setosa
+55,6.717408921763333,2.9924600239647194,5.029762539306807,1.735754744559054,Iris-versicolor
+56,5.087610309837908,3.7785858687231517,1.6774440937835962,0.3713706739965672,Iris-setosa
+57,6.923680616663119,3.204992040355338,5.6302476994983905,2.3100562964046785,Iris-virginica
+58,6.067821075266933,2.691214464413216,5.073597369252564,1.607178916708849,Iris-versicolor
+59,4.913013723243116,3.017441007659827,1.3419531353249976,0.2,Iris-setosa
+60,5.110493755071346,3.3365918120204827,1.3337651885931174,0.2,Iris-setosa
+61,7.296076762910771,2.9031377951036355,6.3318302934782125,1.7837889958869695,Iris-virginica
+62,7.7,2.800586119091709,6.6999989126729975,2.0459587822295817,Iris-virginica
+63,4.858894869608332,3.4247650478881018,1.6077007591799315,0.2,Iris-setosa
+64,4.886296971415282,2.990608442382738,1.3852787278180332,0.2,Iris-setosa
+65,5.826513244911523,2.7236634515305354,5.0936902893900236,1.877834464641317,Iris-virginica
+66,6.062317247705397,2.6863446815412675,5.106231193703672,1.6059647212759076,Iris-versicolor
+67,5.9186644526380965,2.9632914214072676,5.193766241152515,1.8076461500062573,Iris-virginica
+68,6.300584237090451,2.812154199901812,5.065425452866803,1.5116200538682927,Iris-virginica
+69,6.438230470946572,2.918031436908784,4.303236577906701,1.3004930960470544,Iris-versicolor
+70,5.80958115834366,2.836564094703056,5.112973875473648,2.4048404081641497,Iris-virginica
+71,5.855152797765244,3.1997339557661264,4.801385321805034,1.7937522539560355,Iris-versicolor
+72,6.260805518849274,2.2915538939434175,4.423491722449932,1.313189144094932,Iris-versicolor
+73,5.027155751359705,3.2384520986601966,1.1953092941515124,0.2,Iris-setosa
+74,4.612468064636963,3.6095435942347915,1.0,0.2,Iris-setosa
+75,4.400000852529492,3.1829746702581674,1.2941866326343257,0.2,Iris-setosa
+76,5.63382707885978,2.9492551324027576,4.387957842596614,1.4458806800463035,Iris-versicolor
+77,6.720755671287947,3.1102474900889727,4.395941196667229,1.4024051025855868,Iris-versicolor
+78,5.063319200940934,3.7570154762682146,1.6117789538592386,0.2,Iris-setosa
+79,6.269076211479945,2.6247336185201333,5.264172504344889,1.678128644511647,Iris-virginica
+80,5.067806305180882,3.2220606555777445,1.1847191766910241,0.2,Iris-setosa
+81,5.700960046225223,2.6034181356799566,5.063587775688302,1.9435552965085874,Iris-virginica
+82,5.510336446848845,2.6327358334497175,4.426084788937346,1.276940133935658,Iris-versicolor
+83,5.4713921529096075,3.0123301214365594,4.4429563943662895,1.505716089575438,Iris-versicolor
+84,5.622221899270558,2.990393183680283,4.128997326847083,1.2986638029061532,Iris-versicolor
+85,4.835310022500163,3.3673875116906666,1.5687937002633123,0.2,Iris-setosa
+86,5.102505406871628,3.302731534628588,1.9037541046050788,0.5124985097218835,Iris-setosa
+87,5.017237738582404,3.4640810649949665,1.3247280368043501,0.26265815826343997,Iris-setosa
+88,6.931492101351645,3.085718960759694,5.655693291812785,2.216993186045774,Iris-virginica
+89,4.819116465788069,3.3960564076136963,1.5793501794050913,0.2,Iris-setosa
+90,5.210490643374815,2.7125546445796145,4.054406735940252,1.4159035450521156,Iris-versicolor
+91,6.661326054844272,3.083434665935049,4.398080373057644,1.4139236600338205,Iris-versicolor
+92,6.392340191485429,2.938781321957059,4.361475734585094,1.33152109954425,Iris-versicolor
+93,6.225950684524929,2.75325064812796,4.912403973417274,1.7776100582654755,Iris-virginica
+94,4.82927292146021,3.4540761240539237,1.3564783678605075,0.3169353670660291,Iris-setosa
+95,5.490707321758868,2.398679242809047,3.715211024979488,1.0375849909492805,Iris-versicolor
+96,5.844793226272713,2.9805275868261005,4.308296109209882,1.4392393359391689,Iris-versicolor
+97,5.7832754362683785,2.647304586087549,5.076164685841421,1.9571261039409604,Iris-virginica
+98,6.385015752550776,2.8547671253521703,5.220675280956167,1.5329309344300817,Iris-virginica
+99,6.155276065117907,2.982144591053112,4.592820052238912,1.3757900160073588,Iris-versicolor
+100,5.76777346755011,2.956630802009037,4.218696781022447,1.448644199825715,Iris-versicolor
+101,5.38704692033091,3.921594103774802,1.2848450511759908,0.39325931828751026,Iris-setosa
+102,5.503300363664925,2.6254516568015696,4.305572241735292,1.2653732285928767,Iris-versicolor
+103,5.095835947518525,3.450472728271095,1.551763343947568,0.2,Iris-setosa
+104,6.3366813206936365,2.416713610145911,4.746668900815061,1.452569570931754,Iris-versicolor
+105,6.666098412960857,3.0108846773480433,4.5739976604086605,1.4564868510566569,Iris-versicolor
+106,5.539491429038454,4.224024711300997,1.3937500534255194,0.2,Iris-setosa
+107,5.69698963828348,4.399998939947486,1.4825710865575816,0.3789237004404338,Iris-setosa
+108,4.400000709608442,3.1881742401594884,1.3130726565431707,0.2,Iris-setosa
+109,5.096672176706724,3.391419897682972,1.5066734311862118,0.2,Iris-setosa
+110,6.0017852595945556,2.9961485751049173,4.84518218723052,1.801358195791882,Iris-virginica
+111,5.162847649492,3.4855323588915774,1.5040999978732856,0.2,Iris-setosa
+112,5.484415357045219,4.200462791255875,1.4013740621820236,0.2,Iris-setosa
+113,5.529331086673742,2.4070127572627054,3.8383605006905785,1.17137956397072,Iris-versicolor
+114,5.837851874475699,2.784492087394238,5.139182061088239,1.8758592411762196,Iris-virginica
+115,5.066871063814819,2.480331892736188,2.98916505279864,1.163603151768314,Iris-versicolor
+116,6.088620232838759,2.6055134790930903,5.595362353488164,1.4013082709001115,Iris-virginica
+117,6.419289096130814,3.2361791032780127,4.46303395481172,1.4946130806745253,Iris-versicolor
+118,7.20426382646464,2.9049478298216846,6.200976097329347,1.8333540768643364,Iris-virginica
+119,5.92901705171606,3.237543718026365,4.589000065756716,1.7181228962136703,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/5/test.csv b/iris/tab_ddpm/3_1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/5/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/5/train.csv b/iris/tab_ddpm/3_1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/5/val.csv b/iris/tab_ddpm/3_1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/5/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/6/synth.csv b/iris/tab_ddpm/3_1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f12629bbdbf80374c4a9aa0944c3cea7e331b7c0
--- /dev/null
+++ b/iris/tab_ddpm/3_1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.228347281220388,2.8812018018246444,4.338820981443435,1.3100191434870203,Iris-versicolor
+1,6.8388245389411315,3.2120690898403272,5.715737042487653,2.2996004720942818,Iris-virginica
+2,6.619326720606684,3.2835230178430628,5.718817736759991,2.4999987371004657,Iris-virginica
+3,5.465946477117965,3.0083479443700685,4.478076062829093,1.4984072071794834,Iris-versicolor
+4,6.367545689687364,2.9155154979239817,4.34379342076307,1.2966414238398933,Iris-versicolor
+5,6.328188534254747,2.5011238963177327,4.8989272720109325,1.5073552226255238,Iris-versicolor
+6,5.025239513745139,3.5872365209064716,1.400322910263967,0.2,Iris-setosa
+7,7.7,2.7937700165320494,6.7,2.0069421659047,Iris-virginica
+8,6.28779008436557,2.797062836712441,5.1252500430190455,1.4990471925743183,Iris-virginica
+9,6.745526902651629,3.295277860564718,5.687710007776836,2.1418586202789287,Iris-virginica
+10,5.383309601304892,3.890725266230574,1.2966501838841755,0.3984470267520377,Iris-setosa
+11,4.769608070974426,2.902307646479841,1.38639667277391,0.2,Iris-setosa
+12,6.837368924946057,3.0816993196666624,5.566850583792128,2.196991153297666,Iris-virginica
+13,6.608912452840764,3.131221227534836,4.531385935649726,1.4351446328277293,Iris-versicolor
+14,6.708836552629351,3.311367223163419,5.708750599835424,2.1100316376932904,Iris-virginica
+15,6.034042918219447,2.796369220155118,5.306342976491222,1.855884523446926,Iris-virginica
+16,5.108635560583192,3.309740260175401,1.6789437190913312,0.5503598037401782,Iris-setosa
+17,5.338363718539789,3.5351454701573872,1.5697928075184349,0.2,Iris-setosa
+18,6.4028657550905015,2.9015687379417705,4.30382744982078,1.3148111916770053,Iris-versicolor
+19,5.426755685494905,3.936769735784378,1.9320979007117378,0.38276117051059877,Iris-setosa
+20,6.6257653303456685,3.0684341522415854,4.4433134453346375,1.4278714947661741,Iris-versicolor
+21,6.720793073865792,3.3014571417522554,5.756460521752986,2.5,Iris-virginica
+22,6.839137032819093,3.0730072541379965,5.5898683675489815,2.169022663305472,Iris-virginica
+23,4.944508041222768,3.3506933897970357,1.4095242796454186,0.2,Iris-setosa
+24,4.955664796796254,3.2150928511675527,1.343611275302182,0.2,Iris-setosa
+25,7.3902970056857615,2.9046549774104915,6.389461391500864,1.7341592551906957,Iris-virginica
+26,6.687231213948361,2.9950711469752043,5.012620238901116,1.7076532896074057,Iris-versicolor
+27,5.199042562187914,3.3942621317581056,1.381741070898165,0.2,Iris-setosa
+28,6.265349535479463,2.830272727079903,4.997010896758757,1.5868990010926778,Iris-virginica
+29,5.0940815524447425,3.303706947085822,1.8089141914377131,0.4687972421620679,Iris-setosa
+30,6.2814710589996325,3.416059967229416,5.660235321425581,2.410640630208471,Iris-virginica
+31,5.1026589603431765,3.2996939917830415,1.684743997217606,0.4735770653758512,Iris-setosa
+32,5.915313759502239,3.2129765250983247,4.816354346171084,1.8210110800379309,Iris-versicolor
+33,6.299455255942775,2.5144906300406262,5.006539781374198,1.89490134813264,Iris-virginica
+34,5.801553964734686,2.8021237109914283,5.106121695841108,2.4082539634971254,Iris-virginica
+35,5.083717565137775,3.5084384856515953,1.5053251313562563,0.3404801381594458,Iris-setosa
+36,6.644382399549776,3.261849967249795,5.623526472206456,2.0389023801819794,Iris-virginica
+37,6.693730505447279,2.988853522698777,4.9900884839457404,1.6957302862521724,Iris-versicolor
+38,6.630193065252526,3.0197472446945817,4.3968278304101185,1.406574379866128,Iris-versicolor
+39,5.000347252103088,3.2116787792769155,1.2366486251553077,0.2,Iris-setosa
+40,6.475959249613916,2.9604477615992133,5.401552934491005,1.761863166134995,Iris-virginica
+41,6.805701667079387,3.322172866166118,5.706732407203059,2.5,Iris-virginica
+42,6.123471934657505,2.598326321028953,5.615196606185459,1.4396764540654745,Iris-virginica
+43,4.903308598369784,3.125736371727622,1.4906542996359875,0.1,Iris-setosa
+44,6.657548934108621,3.077034346048641,4.389994452102224,1.4260583730011858,Iris-versicolor
+45,5.57884318505707,2.985578320174832,4.405970169076962,1.4942143306120106,Iris-versicolor
+46,5.299086671934054,3.6289771396720627,1.5167280252156845,0.2,Iris-setosa
+47,6.762986278802958,3.30487063112677,5.599563936719516,2.5,Iris-virginica
+48,7.305643991953417,2.9145575357029117,6.307945345353977,1.77686485189036,Iris-virginica
+49,6.291993500191303,3.403383952708951,5.596240311032584,2.398527485281143,Iris-virginica
+50,4.4000005230285515,2.9929644794202943,1.3726930657033394,0.2,Iris-setosa
+51,5.360740256669764,3.879161689690892,1.3107291203996727,0.3670147598837194,Iris-setosa
+52,5.120635174574351,3.747393591961152,1.697908417824604,0.400308767339124,Iris-setosa
+53,5.184931203203749,3.5690404139019702,1.431657845762605,0.2,Iris-setosa
+54,5.745342608024619,2.7920288890844356,5.1219290505987285,2.3881623889484387,Iris-virginica
+55,5.784225513134717,2.7623570561340394,5.088537495050839,2.3874322579643557,Iris-virginica
+56,5.69460203706582,4.4,1.4955743531028103,0.5202054474927109,Iris-setosa
+57,5.1060554821767195,3.830719475916444,1.6916051643365022,0.3879870917828494,Iris-setosa
+58,6.107672189395392,2.600248245777837,5.566547626512499,1.4189274654595672,Iris-virginica
+59,5.277579702908499,2.7564446511613085,4.098242557246223,1.4205386451485613,Iris-versicolor
+60,5.250926673198895,3.353913278181038,1.6981666813040048,0.2,Iris-setosa
+61,5.777222152281871,2.638994846641171,5.048405887059835,1.9465329299763803,Iris-virginica
+62,6.411970996706508,3.057804770901112,5.488391165460138,1.800037014437597,Iris-virginica
+63,5.1780459618476105,3.444723075549992,1.5044625378373002,0.2,Iris-setosa
+64,5.883805215547434,3.199610419490134,4.7923820995692115,1.8034115673875402,Iris-versicolor
+65,4.4,2.8721433533206593,1.407442524910299,0.2,Iris-setosa
+66,6.3316576948317564,3.133164888380596,5.437268615736299,1.7903455449140981,Iris-virginica
+67,5.544302561473082,2.995287076864599,4.100257625087453,1.2889481630454471,Iris-versicolor
+68,5.502706119025709,2.394064092719786,3.7560527785905116,1.0647953282631035,Iris-versicolor
+69,5.382301663440993,3.884324568718351,1.8639941963580795,0.39480357786729703,Iris-setosa
+70,4.954041906961857,3.192731924432062,1.3293860263162491,0.2,Iris-setosa
+71,6.530869636617786,3.0214204685828823,4.972735397896032,1.718483637622916,Iris-versicolor
+72,5.594964582779434,3.038309174685389,4.618378326275559,1.5414150224828462,Iris-versicolor
+73,5.528769356611239,2.636883399423402,4.2315320706590365,1.2558359934026317,Iris-versicolor
+74,6.5845713001816355,2.897370162708024,5.4857406272389495,1.9357476523087525,Iris-virginica
+75,4.895654530845592,2.4058178468818374,3.020071976704608,1.014158480941259,Iris-versicolor
+76,6.34309190900977,2.70990446602447,4.910809424803016,1.8277936441789353,Iris-virginica
+77,5.7456492552454,4.4,1.5428604522022595,0.6941971100784072,Iris-setosa
+78,6.022899842124491,2.990942847668672,4.810067116262486,1.8003111075208196,Iris-virginica
+79,6.672365827316728,3.0805083062347163,4.4276333222166695,1.417914793224109,Iris-versicolor
+80,5.0959339351441075,3.297898276162279,2.2910330144857256,0.5254991368051117,Iris-setosa
+81,5.769630865186798,2.612250342411375,5.065578530318808,2.0246778893378465,Iris-virginica
+82,5.349299696571802,2.96160012203005,4.371244215465073,1.4889696632834764,Iris-versicolor
+83,6.020585571181391,3.3848216990198847,4.459356813728914,1.5868930421659457,Iris-versicolor
+84,5.139431511263114,2.583286296797999,3.3965082154795296,1.30855736983456,Iris-versicolor
+85,5.815768259582994,2.7455610728646493,5.131825272375662,1.885539814028055,Iris-virginica
+86,6.569280538551208,2.984917088420446,5.540755474867011,1.847684461639096,Iris-virginica
+87,5.218506444148894,2.664591861264999,3.83700642130702,1.3634765167343683,Iris-versicolor
+88,6.826515456775433,2.9965748112587804,5.562842950954616,2.0391268969224856,Iris-virginica
+89,5.838786743890789,3.002986102554655,4.318881171595459,1.460269909394444,Iris-versicolor
+90,6.305638089568764,2.7108189805799583,4.915958045650741,1.7995416428491988,Iris-virginica
+91,5.379453180560661,3.836436729471836,1.6987472601389717,0.3728351535888191,Iris-setosa
+92,5.824154130202297,2.836066484783196,5.162072115018222,2.4222693803925877,Iris-virginica
+93,4.900092891719384,3.097790531319625,1.5129030716905585,0.10000011417852316,Iris-setosa
+94,6.521917298270622,3.042460060636688,5.547316570020556,1.7730465331031435,Iris-virginica
+95,6.9659255791946615,3.1493524891308087,5.761941024991009,2.300072957723229,Iris-virginica
+96,6.51351290179633,3.1320635230444305,4.48663681575223,1.4655073162404664,Iris-versicolor
+97,5.981860248106997,2.200000781314006,5.00530757383346,1.5094376892951757,Iris-virginica
+98,6.282892342346106,2.2981556165407384,4.38788372396292,1.2974727189450108,Iris-versicolor
+99,5.239440457636163,3.385943303601741,1.641786651081416,0.2,Iris-setosa
+100,5.0770310884681145,3.358544394377694,1.5858243588174878,0.2,Iris-setosa
+101,6.102138711225905,2.5895313713837833,5.678962348069397,1.4159553150864892,Iris-virginica
+102,5.0751049148469445,3.2748246542748296,1.6657944972268477,0.4593937105099718,Iris-setosa
+103,6.094350772801939,2.9998950607355264,4.5844321907250185,1.4118885957655942,Iris-versicolor
+104,5.92224627992087,3.013088341929806,4.233080867212699,1.5121046478795301,Iris-versicolor
+105,5.703160540768562,4.4,1.493631344012607,0.37925550260833246,Iris-setosa
+106,5.149911524764265,2.519374033610208,3.229813758123358,1.081091698908353,Iris-versicolor
+107,5.115534772969833,3.315516703572279,1.8969891956342717,0.3960454776408201,Iris-setosa
+108,5.486827390276286,4.175489252694434,1.4030081448507736,0.2,Iris-setosa
+109,6.279913295138322,2.2885902440454324,4.368699819251967,1.2936787964951468,Iris-versicolor
+110,5.411113884265514,2.9855860825654874,4.438034959990356,1.4866863118378193,Iris-versicolor
+111,5.430502027199496,3.403979420165298,1.8211695913993506,0.2,Iris-setosa
+112,7.7,2.7821503825648315,6.7,2.0113476252135167,Iris-virginica
+113,6.312482227050489,2.4954392126429332,5.014932640428832,1.8929950502016388,Iris-virginica
+114,7.268242371784648,2.9040825158777066,6.24324749249421,1.8081173261347177,Iris-virginica
+115,6.457159785052783,3.0407067645038124,5.490773751462167,1.7898993359630369,Iris-virginica
+116,5.549927992550032,2.440148096418815,4.054902447667496,1.1775471088854361,Iris-versicolor
+117,6.540772480526637,3.024002038409182,5.455729303409296,1.8386262446657502,Iris-virginica
+118,6.6660106372649786,3.3187298089049717,5.832377496649928,2.5,Iris-virginica
+119,6.318321239871106,3.057718448786076,4.868030175161068,1.5985542761475275,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/6/test.csv b/iris/tab_ddpm/3_1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/6/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/6/train.csv b/iris/tab_ddpm/3_1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/6/val.csv b/iris/tab_ddpm/3_1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/6/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/7/synth.csv b/iris/tab_ddpm/3_1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..59be0f22d0e0b4df1b38a75083825d108e26a83b
--- /dev/null
+++ b/iris/tab_ddpm/3_1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.505745936067211,2.3056724379468965,1.2996176416703016,0.28671672486452576,Iris-setosa
+1,4.632086311687917,3.1544485317624558,1.4012049260050028,0.2,Iris-setosa
+2,6.462683968168727,2.7150888095476184,5.112193566250825,1.8846323576140007,Iris-virginica
+3,5.72177771685088,2.9834469733402735,4.193658237819139,1.4705575830343889,Iris-versicolor
+4,7.7,2.783002965073135,6.7,2.058917787195458,Iris-virginica
+5,7.7,2.793232506081934,6.7,2.0370411331402956,Iris-virginica
+6,5.0562079498528725,3.5005258474695453,1.3574506969625801,0.29990225190525327,Iris-setosa
+7,5.5714597324956125,2.6524507019484287,4.282881612021142,1.2786696406856422,Iris-versicolor
+8,6.276218028123246,3.4182009770104167,5.580795899601834,2.403417646146915,Iris-virginica
+9,7.699998282914324,2.826983307885618,6.6999983725471175,1.983566082501275,Iris-virginica
+10,4.400000691651148,2.9400183708961745,1.3938636227390977,0.2,Iris-setosa
+11,4.907697568350229,3.116637457737687,1.4866487480293638,0.1,Iris-setosa
+12,5.094119648824293,3.7293467194238987,1.5697607082442127,0.2,Iris-setosa
+13,4.606262994782647,3.63636182421845,1.0,0.2,Iris-setosa
+14,5.044263768564883,3.5461599925308476,1.547523414890819,0.2,Iris-setosa
+15,7.7,2.7610118853417003,6.7,2.0343155836709133,Iris-virginica
+16,4.4000006858157965,2.923755427429856,1.40335693595753,0.2,Iris-setosa
+17,6.667875204891244,3.2573769417894307,5.690989064549895,2.4999992715019057,Iris-virginica
+18,5.410970643521702,3.92581799547263,1.2941581977790972,0.3735138583822263,Iris-setosa
+19,5.842139254745621,2.799221728515667,5.175926946491558,1.856939037585422,Iris-virginica
+20,7.7,2.7752894158087495,6.7,1.9685601965260988,Iris-virginica
+21,7.002719973619174,3.0253043849186185,5.731412492823105,2.1858915604643254,Iris-virginica
+22,6.222811958871149,3.003111334080635,4.664403665479935,1.3925451642300974,Iris-versicolor
+23,4.869694428472088,3.096132940100075,1.4938835025010162,0.10000009450069616,Iris-setosa
+24,6.049056629497704,2.200000304871266,4.99826153807106,1.5022091043811232,Iris-virginica
+25,5.895994443336935,2.9981138960688702,5.097944791949909,1.7894355242657194,Iris-virginica
+26,7.24126496877196,2.9051811715147102,6.2861243402798745,1.812597299324888,Iris-virginica
+27,7.274928295641587,2.886813591445661,6.269982376025888,1.8009590358231724,Iris-virginica
+28,5.024434779893924,3.502390311354482,1.3390631044921741,0.32732059486464016,Iris-setosa
+29,5.811248465706695,2.7642354341913546,5.104792842005803,1.8843744085272358,Iris-virginica
+30,6.470897409365897,3.027621943211262,4.520857305617618,1.408652298400019,Iris-versicolor
+31,5.686226848827038,4.399999236870224,1.4853690029350797,0.37779393942079964,Iris-setosa
+32,5.50191119849588,2.390024812932255,3.7612747241353706,1.0572540593386526,Iris-versicolor
+33,5.809170893129457,2.6796717491762276,5.096043721328218,1.897572628206973,Iris-virginica
+34,5.495600842960362,4.22558418950702,1.3846666970199983,0.2,Iris-setosa
+35,4.4,3.234089438458955,1.3232204097314968,0.2,Iris-setosa
+36,4.884664129529436,3.0076033994619475,1.394888000662522,0.2,Iris-setosa
+37,5.1631730422009445,3.4630093715184573,1.513964222126423,0.2,Iris-setosa
+38,7.699996014212771,2.819571611017862,6.6999968286951095,1.994615286532466,Iris-virginica
+39,4.852554025428435,2.9875525841181267,1.385217973073172,0.2,Iris-setosa
+40,6.693619658976811,3.092912331722787,4.413670383285406,1.4207881014575996,Iris-versicolor
+41,7.7,2.806817687317354,6.7,1.994377195347377,Iris-virginica
+42,5.181575828303585,3.3966203641799737,1.336394569021179,0.2,Iris-setosa
+43,5.604215506629991,2.992669461627046,4.474196683108839,1.4779418160231557,Iris-versicolor
+44,5.3246345063673575,3.7670012275663045,1.3197432687606105,0.38627230942779733,Iris-setosa
+45,5.0376182299433285,3.6801833815641554,1.4063629725490763,0.2,Iris-setosa
+46,6.308364859660306,2.506196627592992,4.987775055438542,1.9020740633454363,Iris-virginica
+47,5.26004774621811,3.4352040927311878,1.437144478199138,0.2,Iris-setosa
+48,5.513523195370012,2.9786000104896515,4.173530110238779,1.3429311600064522,Iris-versicolor
+49,6.906391855971448,3.138620868427523,5.649654890724255,2.2957551641382596,Iris-virginica
+50,4.567958091143166,3.6152147917235915,1.0000004151202866,0.2,Iris-setosa
+51,6.270140061862595,3.0019984963754847,4.586436191810561,1.375015234709378,Iris-versicolor
+52,4.578081380878462,3.39965702935623,1.396848184106069,0.3116857764292112,Iris-setosa
+53,6.343872637546605,2.497432587280677,4.99471752180834,1.8986194307844162,Iris-virginica
+54,7.244886818060146,2.9045109559100197,6.217357080759742,1.754268439608639,Iris-virginica
+55,5.8992356005954365,2.9939095300680805,5.029933512225189,1.8119444375442606,Iris-virginica
+56,6.282068257156292,2.873787078167989,5.551965751176474,1.7464774510245322,Iris-virginica
+57,6.0955986826029465,2.593045566465928,5.645925294112335,1.3606922836801745,Iris-virginica
+58,7.7,2.749039475045177,6.7,2.0527047025656784,Iris-virginica
+59,5.793965378311605,2.724076359107717,5.147245457804179,1.8957736173664814,Iris-virginica
+60,7.282935678668617,2.921250985102935,6.282738060814879,1.826625023117021,Iris-virginica
+61,5.494196772344711,2.3980332579253814,3.842814984854198,1.067605704066811,Iris-versicolor
+62,5.839616967603597,2.806023826277419,5.1451720528805485,1.8742366148518521,Iris-virginica
+63,5.4921174456281445,2.392287843374393,3.952872985099612,1.0038135275958027,Iris-versicolor
+64,5.599575955341715,2.921840643742071,4.119517065775445,1.306908391606925,Iris-versicolor
+65,5.032367883357277,2.4694333350669053,2.7598186007691883,1.0734246111632482,Iris-versicolor
+66,5.190428438918878,3.462874896821283,1.5127901193156572,0.2,Iris-setosa
+67,6.026945544609785,2.697091051401531,5.105832487148576,1.608224707187787,Iris-versicolor
+68,5.478238591379628,2.9960925933691813,4.5328945852538345,1.4864068072338152,Iris-versicolor
+69,4.985792051068867,3.591761801607512,1.4011525596221277,0.2,Iris-setosa
+70,5.127290874649157,3.8600161561085846,1.5865518424922185,0.2,Iris-setosa
+71,5.997706348689345,3.3438928392557012,4.552751603138549,1.6665307243794365,Iris-versicolor
+72,5.223982890309948,3.795842048047511,2.3199929114720117,0.39714763318928226,Iris-setosa
+73,5.761706808509536,4.4,1.5323596678051574,0.7666734844598826,Iris-setosa
+74,5.386903203440315,3.8646564486862722,1.6697534403040353,0.41097637340810644,Iris-setosa
+75,5.992833901979078,2.2000002715382547,4.993944792583523,1.4702689879942545,Iris-virginica
+76,4.60440416438005,3.602117917894994,1.0000003778985938,0.2,Iris-setosa
+77,6.282610557055292,2.299058519724398,4.400741761641395,1.291703351244177,Iris-versicolor
+78,6.044174370658166,3.319740562381522,4.503546734077511,1.6048184146289826,Iris-versicolor
+79,4.400000498631106,2.9022117583521685,1.4075713838807202,0.2,Iris-setosa
+80,6.275340114969245,2.7957486299689047,5.010870042356357,1.558190164549085,Iris-virginica
+81,5.906557282579764,2.9771422137620234,5.0966735508848195,1.8187175522319265,Iris-virginica
+82,5.76998882066559,2.6748387053739244,5.091517615016181,1.919170751591542,Iris-virginica
+83,7.267175584776345,2.906317665890853,6.2435359871104765,1.7805723981737103,Iris-virginica
+84,5.498171985115494,3.489004858228085,1.8916409747340763,0.2,Iris-setosa
+85,5.806564601687913,2.7577666311066933,5.151850368651708,1.8659888121239652,Iris-virginica
+86,5.106635295174604,3.713761772724703,1.621215809109767,0.2,Iris-setosa
+87,6.806062616125519,3.27051145363018,5.7098446635717615,2.5,Iris-virginica
+88,4.6191769058332435,3.4363454325291625,1.4014973556557506,0.22737264353397998,Iris-setosa
+89,5.087348472013662,3.829274888453813,2.1873424139805215,0.39357590935323983,Iris-setosa
+90,5.899036987138432,3.1799564238893256,4.831548483822347,1.7941062047531138,Iris-versicolor
+91,5.042985768391561,3.301249511073597,1.3083863873100667,0.2,Iris-setosa
+92,4.5956754227275205,3.6378835362899085,1.0,0.2,Iris-setosa
+93,6.110791787165824,2.983124319498951,4.6149351851613805,1.390068837847928,Iris-versicolor
+94,5.541156205497316,2.6622566663227016,4.212059060558512,1.2930676738391402,Iris-versicolor
+95,5.405365525692114,3.9093307431671978,1.2976524385378545,0.3855043074300332,Iris-setosa
+96,5.7783150729367305,2.862743683539698,5.112785789774099,2.4401149681883245,Iris-virginica
+97,6.74056470186433,3.327051195319598,5.6852274607069075,2.5,Iris-virginica
+98,5.097964411380072,3.4217988958782453,1.4142116975658614,0.2,Iris-setosa
+99,5.2089894973638495,3.6957738270305946,1.4219629442217772,0.3815987052453128,Iris-setosa
+100,6.300130281685013,2.464635401287666,4.9823587688137,1.8923074974474046,Iris-virginica
+101,5.101818989296267,3.377011735817251,1.4992248699942812,0.2,Iris-setosa
+102,5.521251627636442,2.9903543056765605,4.434079328132716,1.4983162661812255,Iris-versicolor
+103,7.332375560559366,2.9010410424398256,6.310732720366189,1.7901738453068765,Iris-virginica
+104,6.2795315327510455,2.4221705958229065,4.77420983575138,1.4527075633244213,Iris-versicolor
+105,4.99637562383504,3.597216464905607,1.449326985714563,0.370279137538737,Iris-setosa
+106,5.817362898311994,2.7418346615192655,5.1368036945216575,1.8662366946438909,Iris-virginica
+107,5.985193618150107,3.411437185319823,4.508663819361388,1.6214493064504245,Iris-versicolor
+108,5.519268902714792,2.3962165989287727,3.9049503317125067,1.1571817652239214,Iris-versicolor
+109,7.7,2.8404979595959605,6.7,2.035738198545128,Iris-virginica
+110,5.8885392821365485,3.2016976650647715,4.785811599479662,1.7886463776810861,Iris-versicolor
+111,5.106546478931787,2.504241159998124,2.955842519763422,1.0878442523528586,Iris-versicolor
+112,6.676778469433573,3.290582741397788,5.674034762074632,2.4999980312798353,Iris-virginica
+113,6.517173866422944,2.9946272713368316,5.500337358067258,1.7847730039840495,Iris-virginica
+114,5.855640267624584,3.2007448329328123,4.7540524830571345,1.7934516910976581,Iris-versicolor
+115,6.110454986175858,2.6108564251179565,5.621031496628963,1.4420645624354107,Iris-virginica
+116,6.004312306816535,3.430854850995266,4.499909655529495,1.6144270560937084,Iris-versicolor
+117,5.928344083305005,3.0125282199638086,5.164267737332195,1.7919315210622693,Iris-virginica
+118,7.023680253680637,2.9809415656879397,5.809448184502434,1.9947587222745993,Iris-virginica
+119,5.186809026569808,3.399843849977534,1.4038139618175485,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/7/test.csv b/iris/tab_ddpm/3_1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/7/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/7/train.csv b/iris/tab_ddpm/3_1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/7/val.csv b/iris/tab_ddpm/3_1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/7/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/8/synth.csv b/iris/tab_ddpm/3_1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c8c0d6eb397a547d854e02156e512063bebf962d
--- /dev/null
+++ b/iris/tab_ddpm/3_1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.298993612816013,2.699274526711776,4.907527138801492,1.804360139236637,Iris-virginica
+1,5.421962703006353,3.024418855723323,4.598046400349933,1.5072629108254987,Iris-versicolor
+2,5.267215919877936,3.5826140565415074,1.5147716877649866,0.2,Iris-setosa
+3,5.1166057198208525,3.8141608555918736,1.603123924141552,0.2,Iris-setosa
+4,6.430912739554304,2.9145394055305336,4.310023760305694,1.3121345861589435,Iris-versicolor
+5,5.119105927982438,3.443945778680622,1.4950931001825274,0.2,Iris-setosa
+6,5.49180912896134,2.3992044456703328,3.8730117082230517,1.050632341519789,Iris-versicolor
+7,5.3724883050091075,3.9114449939911626,1.4342607978327089,0.3861322158258286,Iris-setosa
+8,5.75013398985778,2.8237157975026514,4.286698219483461,1.3434917304295637,Iris-versicolor
+9,6.47271409319451,3.0372692504728773,5.513446577932862,1.7746333913640524,Iris-virginica
+10,4.578221382927249,3.20903322164675,1.4019452176259803,0.2,Iris-setosa
+11,7.215385808663209,2.9884271725030365,6.057626889147706,2.0831871716082886,Iris-virginica
+12,4.512964974007936,2.2994144836011663,1.3072534052488964,0.304855936283787,Iris-setosa
+13,6.661555436927102,3.3198942647847933,5.651969151512239,2.4999990530367913,Iris-virginica
+14,5.02214206198499,3.5056283609113645,1.3212389123401111,0.29641813066429407,Iris-setosa
+15,6.2802375879764885,2.29187036629545,4.40149955487916,1.2971226245744962,Iris-versicolor
+16,5.114387404412385,3.812468137464738,1.689443525011559,0.42405096131775283,Iris-setosa
+17,5.124738153116417,2.5075829469875566,3.2038427977015287,1.0927898724721874,Iris-versicolor
+18,5.862112748114973,3.2020281032886597,4.755315783640328,1.7960037827986215,Iris-versicolor
+19,4.990288222169813,3.2301754123193094,1.1718070738247264,0.2,Iris-setosa
+20,6.04021734717106,2.2000003644271633,4.9685200509434235,1.5259697532489724,Iris-virginica
+21,6.130671809607378,2.5933180754410636,5.635782583153982,1.4090891718147696,Iris-virginica
+22,5.660623517185033,2.4984957266610284,5.002350266508006,1.9849773877658556,Iris-virginica
+23,6.253513327901769,3.3812775949577554,5.6914567266433975,2.3958311961512493,Iris-virginica
+24,4.603722504629128,3.657491509906336,1.0,0.2,Iris-setosa
+25,4.788292502475475,3.402501839669497,1.632363525928074,0.2,Iris-setosa
+26,5.355539942986974,3.434108318269681,1.6704168200491862,0.2,Iris-setosa
+27,4.825066917250503,3.414953463168085,1.5919344339242276,0.2,Iris-setosa
+28,6.675122435799284,2.9929655984053434,4.979576175383309,1.6981541629547912,Iris-versicolor
+29,6.255118990587031,2.506709567509426,4.995765936311717,1.9001203702087612,Iris-virginica
+30,7.7,2.814510724606314,6.7,2.024640070657299,Iris-virginica
+31,4.4,3.2017282879059614,1.2846591011377437,0.2,Iris-setosa
+32,4.811328195601722,3.391179693401293,1.5917399427550891,0.2,Iris-setosa
+33,5.772843781009626,2.644484345569969,5.068743143404486,1.9309478863685543,Iris-virginica
+34,4.959447456309159,2.438758556574711,3.141216821241361,1.1594160716626698,Iris-versicolor
+35,5.858420051233196,2.84561712510832,5.227549942629109,1.857398422897678,Iris-virginica
+36,7.7,2.7700601678442935,6.7,2.0249688057870303,Iris-virginica
+37,5.2344844235857515,3.5729903421108635,1.4669472953719063,0.2,Iris-setosa
+38,6.303478393554414,2.300787185604895,4.456634527106398,1.3015879156813692,Iris-versicolor
+39,5.0320211729052255,3.3018864787840823,1.3671792139612664,0.2,Iris-setosa
+40,6.283826467208626,2.997044048671213,4.54495113319091,1.3810529121790367,Iris-versicolor
+41,5.1630182103246245,3.7472199655711496,1.517732191383342,0.40135954806697194,Iris-setosa
+42,4.571841672944217,3.4174129856373643,1.3851223321905792,0.3050247883012148,Iris-setosa
+43,5.967920233516309,2.7042024353699055,5.108327909642735,1.6145882673100094,Iris-versicolor
+44,5.879870986384034,2.994401245971596,5.086466138812341,1.8132307486159074,Iris-virginica
+45,5.510307743989811,4.1563559545589115,1.4023550923177357,0.2,Iris-setosa
+46,4.931033614304969,2.418336899006497,3.69854032127828,1.0486081871845871,Iris-versicolor
+47,6.279892979699275,2.7606438293292914,5.187718512645469,1.4883070639231146,Iris-virginica
+48,6.306636748589144,2.8543801915543177,5.151445377716422,1.5310237983920376,Iris-virginica
+49,4.4000007250752,3.192425065450698,1.3467185633627967,0.2,Iris-setosa
+50,5.874810697499132,3.194920921587586,4.791892506338196,1.81063852472595,Iris-versicolor
+51,4.983206647426058,3.466406802059039,1.4190221798859308,0.2,Iris-setosa
+52,6.307337681194137,3.4005073108238877,5.6581749184278785,2.37237446464929,Iris-virginica
+53,5.082487777187635,3.4011256825278644,1.45826843000323,0.2,Iris-setosa
+54,5.24664456902509,3.6056687097483566,1.5395881590651321,0.2,Iris-setosa
+55,6.298693433146332,2.2975939186200156,4.399500239136619,1.2822497154570234,Iris-versicolor
+56,5.994063843174694,2.710908385869846,5.101015448692889,1.6020460310602551,Iris-versicolor
+57,5.2241453531050395,2.7311527681744496,3.8909487874456623,1.4031948996969743,Iris-versicolor
+58,7.192402915696992,2.9485187726452415,6.108052677192989,1.9136567326164589,Iris-virginica
+59,5.910500017114626,3.227627101047667,4.788041857184942,1.80942915615932,Iris-versicolor
+60,5.1185917852406515,3.388497802028873,1.5292721580986157,0.2,Iris-setosa
+61,6.295271962271216,2.929406783630329,5.613888121507864,1.8092480124415613,Iris-virginica
+62,5.9178871034588525,3.0224290810347076,4.145651167389498,1.5071654925315812,Iris-versicolor
+63,6.6887008459525665,3.0916538210660836,4.409293148117184,1.3990131776139667,Iris-versicolor
+64,5.035793967918222,3.5059373406682464,1.3522217438555075,0.3136885814142183,Iris-setosa
+65,5.393954394619395,3.3825605908160883,2.0387845675273244,0.2,Iris-setosa
+66,5.448452723295031,2.9940749692726603,4.3844203957905385,1.4998295924176124,Iris-versicolor
+67,5.978164081808636,3.00693626202571,4.767335442799291,1.7965472757041998,Iris-virginica
+68,7.7,2.7429390154181514,6.7,2.012585680341071,Iris-virginica
+69,7.699999074908219,2.7726694486895522,6.7,1.98403184901675,Iris-virginica
+70,6.034178121011909,3.0070266488356436,4.777064120298412,1.7866138470112611,Iris-virginica
+71,5.899217881174829,3.190305833555876,4.824835426631223,1.8148210359666253,Iris-versicolor
+72,6.07358102904436,3.350624554511019,4.538361290749976,1.5739517628947413,Iris-versicolor
+73,4.6038749137263695,3.5819442792139893,1.0000006041022762,0.2,Iris-setosa
+74,4.7923517454078555,3.3241544227796456,1.4979086102740689,0.2,Iris-setosa
+75,5.521632093350686,2.528770147273358,4.23184656422952,1.2470124875046849,Iris-versicolor
+76,6.668965493395598,3.2900459988785,5.643623475173948,2.052429113960477,Iris-virginica
+77,5.257452965364907,2.855009271756595,4.221454026522292,1.4629654834867376,Iris-versicolor
+78,5.976826346699718,2.200000423015655,5.012542987828779,1.4933242736784906,Iris-virginica
+79,7.7,2.8049889683514118,6.7,2.0404855444548478,Iris-virginica
+80,4.9404257032938705,3.217232474547188,1.337184799341577,0.2,Iris-setosa
+81,6.059499457723144,2.919388019693316,4.446006269228091,1.3051662940809916,Iris-versicolor
+82,5.713927718037934,3.137225231373336,4.7319782281963825,1.6912885286934722,Iris-versicolor
+83,5.662100680692017,3.0053519754965854,4.248952717345662,1.3210360443738227,Iris-versicolor
+84,6.749727187464379,3.271515236479068,5.730751142049798,2.3419642765125346,Iris-virginica
+85,5.992972445103782,3.4011248216081382,4.529061795391265,1.575855252091599,Iris-versicolor
+86,4.5945038063394925,3.182129574010998,1.405580105201688,0.2,Iris-setosa
+87,7.281624937103009,2.907155772928806,6.289883602095519,1.8114104004143177,Iris-virginica
+88,5.913591972474777,3.0141152274159144,4.216708801550283,1.5006642458084518,Iris-versicolor
+89,4.99088960337522,2.4541403076057273,3.1443456969089225,0.9929805694932979,Iris-versicolor
+90,5.160465270082894,3.553912704583629,1.4435349773912964,0.3180669980086818,Iris-setosa
+91,4.7394690227210585,3.4515385086178343,1.3290376973314286,0.33340507827061,Iris-setosa
+92,6.656311336663893,3.0009794744862712,4.989527811328537,1.6841061554433558,Iris-versicolor
+93,6.654056279081516,3.1281891110723805,4.44535434163793,1.414238718945517,Iris-versicolor
+94,4.504499091859783,2.31836655012412,1.2844304621432856,0.2989194247005319,Iris-setosa
+95,5.548145504879676,2.392601897941173,3.7983751258090246,1.037644264884306,Iris-versicolor
+96,5.979391058083452,3.3650047428245937,4.568486643799283,1.668970295463156,Iris-versicolor
+97,5.3872422476421065,3.4086321275208618,1.6896603215395771,0.2,Iris-setosa
+98,5.076900742732472,3.421297103438547,1.5384212701530435,0.2,Iris-setosa
+99,5.1384412083652755,3.4674641351384996,1.4989356121789468,0.2,Iris-setosa
+100,4.921136742428681,3.0694552476399006,1.2954794395373632,0.2,Iris-setosa
+101,4.884907005220464,3.1108070503054064,1.5101794368524346,0.10000017006332135,Iris-setosa
+102,4.9306476055667385,3.0769419365642356,1.4552481136399837,0.2,Iris-setosa
+103,5.666950002039236,4.4,1.5123884413992548,0.38044941331157633,Iris-setosa
+104,5.825548786993208,2.722869870827555,5.086702107570234,1.889455527010072,Iris-virginica
+105,6.669425840189003,3.078482946198065,4.424930778185359,1.428839249077327,Iris-versicolor
+106,6.696403343919002,3.0045047413752077,4.995181368192096,1.711006974262087,Iris-versicolor
+107,5.088175578800922,3.813751400746321,1.5877658555578604,0.2,Iris-setosa
+108,4.790998639158779,3.4111077904783627,1.6010948367177529,0.2,Iris-setosa
+109,4.900984879586646,3.088494668270701,1.4965917923419532,0.10000009716054284,Iris-setosa
+110,6.329224758119503,2.9013415017632997,5.6116140947450805,1.7924077265378284,Iris-virginica
+111,4.602832199088433,3.602911068804723,1.0,0.2,Iris-setosa
+112,7.309123244102629,2.904991772266157,6.318632718057361,1.7700737873225112,Iris-virginica
+113,6.61597410871204,3.021050774859746,4.418472654965733,1.3907218088569697,Iris-versicolor
+114,4.4,3.163116692050301,1.2974446607035608,0.2,Iris-setosa
+115,4.507585023090696,2.3018111403308223,1.30932653238331,0.28334598840020886,Iris-setosa
+116,6.4183969949448665,3.048693106673265,5.475982677300828,1.8025811790975266,Iris-virginica
+117,6.683652015000417,3.2418543203889896,5.664369109579931,2.5,Iris-virginica
+118,6.296333257209249,2.3060779165020002,4.440469650356357,1.3167040247623194,Iris-versicolor
+119,6.409834827497049,2.9060180616417624,4.329037295136476,1.3132418338161986,Iris-versicolor
diff --git a/iris/tab_ddpm/3_1/8/test.csv b/iris/tab_ddpm/3_1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/8/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/8/train.csv b/iris/tab_ddpm/3_1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/8/val.csv b/iris/tab_ddpm/3_1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/8/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/9/synth.csv b/iris/tab_ddpm/3_1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8ebed1fbb0a5726500849c032a48c54e55036660
--- /dev/null
+++ b/iris/tab_ddpm/3_1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.209867807600376,3.460606396191925,1.4845745426461354,0.2,Iris-setosa
+1,7.7,2.738127659340382,6.699998752411808,1.9889836430358758,Iris-virginica
+2,4.6407300444847,3.2285609257175674,1.4067197455992446,0.2,Iris-setosa
+3,5.0720099236504534,3.358747462953576,1.4249887653156346,0.2,Iris-setosa
+4,5.379000745606146,3.387724175038872,1.7592896851097908,0.2,Iris-setosa
+5,5.520956953257508,2.9772042957794547,4.048022437966541,1.2861806731694445,Iris-versicolor
+6,4.905069783831367,3.112832956063341,1.49548301575468,0.1000001173065115,Iris-setosa
+7,5.098305709176826,3.7038523326926547,1.436306960546563,0.2,Iris-setosa
+8,5.171441773209948,3.819360195142924,1.6504624085269815,0.37631079887299607,Iris-setosa
+9,5.211334684843054,2.778067518211565,4.113521628793765,1.42932178172567,Iris-versicolor
+10,6.262205099989765,2.299824475576831,4.420521337778708,1.2835624469378704,Iris-versicolor
+11,5.194312040910994,3.4075053863487375,1.4009008848794708,0.2,Iris-setosa
+12,5.861941252477913,3.166687400670718,4.794653439661034,1.767519903194377,Iris-versicolor
+13,5.506159257616484,4.2238220517493374,1.400640760237646,0.2,Iris-setosa
+14,7.699998906223924,2.7983035468741657,6.6999987317629,1.9605855478634535,Iris-virginica
+15,5.46181246344392,4.089022755929528,1.3379572875589765,0.2531096465339002,Iris-setosa
+16,5.019154916459849,3.580509507894188,1.5170871315473051,0.2,Iris-setosa
+17,6.706614806117819,3.0750781887308927,5.562770614053808,2.161293613227537,Iris-virginica
+18,6.660897791306357,3.3213808696394995,5.64815472366444,2.1019199687595624,Iris-virginica
+19,6.555151163047163,2.9884869289444485,4.366465820003029,1.3924966061057766,Iris-versicolor
+20,5.63750048456712,2.998897441053091,4.492619860132446,1.4947180206202884,Iris-versicolor
+21,5.081223314363354,3.763896240615763,1.681754069594069,0.41592798713784823,Iris-setosa
+22,5.16074886354753,3.422740624816038,1.4883681271394107,0.2,Iris-setosa
+23,5.808792913983494,2.732446257540069,5.096741316759517,1.8858727119311802,Iris-virginica
+24,4.948944147577172,3.3898672405978405,1.5317304796571058,0.2,Iris-setosa
+25,5.204063364951928,3.5412293777794344,1.4949632571382856,0.2,Iris-setosa
+26,7.118995701880855,2.9519942731825117,6.052437088502224,1.921074100866994,Iris-virginica
+27,6.67215557682172,2.9879424046746865,5.0361214955497715,1.6990637447084804,Iris-versicolor
+28,4.400000547423721,3.18277241557365,1.322587285216215,0.2,Iris-setosa
+29,5.957044758084655,2.937804074767322,4.306340058971867,1.3951989098432405,Iris-versicolor
+30,4.594854258411767,3.348304583213255,1.4008922532029269,0.25271090413254627,Iris-setosa
+31,7.7,2.809575533709795,6.699998762383636,2.0610550886324734,Iris-virginica
+32,5.130101926907156,3.3656582174175984,1.3866304962877496,0.2,Iris-setosa
+33,5.963632115136522,3.003554578688819,4.965639153492883,1.8079516458473235,Iris-virginica
+34,6.831471944415185,3.1350733506363158,5.643244700870151,2.25471767310597,Iris-virginica
+35,5.963352825142214,2.999459097951923,4.878741442573757,1.771467747347582,Iris-virginica
+36,5.4901753223496605,4.1986473675189995,1.3776219627738842,0.2,Iris-setosa
+37,6.05148774662128,2.956116618344514,4.829655436061259,1.8064146224494084,Iris-virginica
+38,6.2668888167951575,2.887713588273678,4.258622774414094,1.3127032820770128,Iris-versicolor
+39,5.120829910287407,3.606345938760276,1.4599464622311702,0.35060728875763547,Iris-setosa
+40,6.416224382941473,2.896630096991686,4.406044020190515,1.2991579452989486,Iris-versicolor
+41,5.9317649584989285,3.2282870745465537,4.8406824047631405,1.7640534997059987,Iris-versicolor
+42,5.872714185325453,2.8155916952029356,5.1180997828490495,1.8677837521079965,Iris-virginica
+43,4.506020385780962,2.3070004352421583,1.312270081216006,0.30687415988623,Iris-setosa
+44,5.426485570932,2.992068949261636,4.448424069920455,1.4807583802591415,Iris-versicolor
+45,5.841963687840426,2.798279947838946,5.089437306490082,1.864699226544947,Iris-virginica
+46,5.380485102778382,3.8639763700305956,1.8622687901908759,0.44669530191610707,Iris-setosa
+47,6.290730569515155,2.4899088273415644,5.003000731527318,1.9110006914193902,Iris-virginica
+48,5.97483058806929,3.0029474549952786,4.959296337367107,1.7849151470078253,Iris-virginica
+49,7.283655002447441,2.9000652632731136,6.2809410621786865,1.8076261790901367,Iris-virginica
+50,5.160754841342765,3.822870334995403,1.564487678900978,0.2,Iris-setosa
+51,6.796418735023245,3.2718094404701654,5.673602180793439,2.3034470263064453,Iris-virginica
+52,6.343455527464088,2.300442377155799,4.414892571672924,1.31857311633962,Iris-versicolor
+53,6.524963007118752,2.9735794388015107,4.325840121456735,1.361987457567621,Iris-versicolor
+54,5.997655760151718,3.00425301788948,4.749021625552985,1.8092203651986212,Iris-virginica
+55,5.320902703630339,3.419256871008892,1.6588791036945438,0.2,Iris-setosa
+56,5.808251691150867,4.4,1.4862041333952938,0.3992897880712999,Iris-setosa
+57,4.7620303398508,3.2103836865780537,1.4080988097528337,0.2,Iris-setosa
+58,5.169136844498273,3.493811073488112,1.489465464100103,0.2,Iris-setosa
+59,7.7,2.757927585882134,6.7,2.021481238874198,Iris-virginica
+60,5.137401840000526,3.7346588357397557,1.5645848445729635,0.2,Iris-setosa
+61,6.002747560352442,2.2,5.013486047662557,1.5006283812397956,Iris-virginica
+62,6.684122750553183,2.9492710563075466,5.502937077109186,2.021152389745107,Iris-virginica
+63,4.90531654144143,3.095782829647613,1.4994796115199374,0.1,Iris-setosa
+64,5.473557039879834,2.4498643806767237,4.02311969746398,0.9958657841706724,Iris-versicolor
+65,6.7832941739268735,2.9971603415201757,5.476994759854929,2.0682173511305573,Iris-virginica
+66,5.3714192756856916,3.8294543429053336,1.3116900928953839,0.4937959465688409,Iris-setosa
+67,7.7,2.7702897494520617,6.7,1.9969289778009887,Iris-virginica
+68,4.4,2.893324624140182,1.4021658447805527,0.2,Iris-setosa
+69,4.910789875528182,2.406263264963582,3.110253458892649,1.1363621639130677,Iris-versicolor
+70,5.24122265047866,3.5725973805858056,1.5161994923814366,0.2,Iris-setosa
+71,5.836450011200366,2.8990518607402276,4.287479896997401,1.3200050550049784,Iris-versicolor
+72,6.364402911222897,2.9091087234737807,5.641517457628433,1.8037726956086737,Iris-virginica
+73,6.696877411525872,3.086899684001648,4.395882811088072,1.3836916841818707,Iris-versicolor
+74,6.657340009075177,3.268438456834722,5.66091022706303,2.499998176451644,Iris-virginica
+75,5.2754483695993395,4.11911283034547,1.3929763164340883,0.2,Iris-setosa
+76,6.267605298574153,2.830563303783102,4.981164561421328,1.6588778327302163,Iris-virginica
+77,5.792039506487161,2.656998787779548,5.079789561608973,1.9270430048173115,Iris-virginica
+78,5.631271693506557,2.834946959407067,4.334068617384763,1.3249122537795395,Iris-versicolor
+79,6.296772134324421,3.394762648904735,5.592551486137826,2.402162360890817,Iris-virginica
+80,7.1277718646115975,3.007791235873988,5.928408351179561,2.1173966874502637,Iris-virginica
+81,4.643086950224859,3.41301991679281,1.4080566651370987,0.3145855691661099,Iris-setosa
+82,6.018406106957253,2.2000003032536735,5.016440408556214,1.5164871223790461,Iris-virginica
+83,5.342395499866642,3.8637228678448503,1.6389898939570278,0.29932797621766555,Iris-setosa
+84,5.53411519644416,2.6740489584118676,4.1251782682189,1.299821291536094,Iris-versicolor
+85,4.579003151734209,3.6398847591303785,1.0,0.2,Iris-setosa
+86,6.467930471605774,2.947096677704737,4.318654496157743,1.3320790950916306,Iris-versicolor
+87,5.558099911030814,2.9770716906534886,4.152770923388859,1.3016483364280083,Iris-versicolor
+88,4.861111436743955,3.0924736637128696,1.5150439766611448,0.1,Iris-setosa
+89,6.855236970221226,3.2552790476316567,5.633514517599287,2.29561175987405,Iris-virginica
+90,5.297634394876284,3.852185046389961,1.6650972646623186,0.3910311647749762,Iris-setosa
+91,5.709436138114108,3.0118244760590045,4.348321438228779,1.497468771398586,Iris-versicolor
+92,4.592266385998669,3.6026469664008047,1.0,0.2,Iris-setosa
+93,5.8110403182905905,2.69106881462454,5.102605070581302,1.9027442139990194,Iris-virginica
+94,6.641229095478045,2.972060319108561,4.979194549447884,1.698294010268838,Iris-versicolor
+95,6.494211385018614,2.9267092182321157,5.410772554824898,1.8157412326747104,Iris-virginica
+96,5.239010587372096,3.6782763951683,1.4937067191165143,0.2,Iris-setosa
+97,5.01023618078355,3.595903282375052,1.400859570811402,0.2,Iris-setosa
+98,5.500084088113315,2.3990298293522194,3.7426753360042184,1.0171118612574728,Iris-versicolor
+99,6.278037277144779,3.2372536183611316,4.508428133363663,1.5479439089217035,Iris-versicolor
+100,5.124738717527775,3.3056358327505726,1.9794419520528588,0.5192798254723651,Iris-setosa
+101,5.899666449800341,3.17831040687433,4.77170525881756,1.8147069854286917,Iris-versicolor
+102,6.033717671004794,2.6917583441798136,5.07787832134354,1.5593604340863791,Iris-versicolor
+103,6.671379071880735,3.30528771346394,5.608106327259573,2.111198066417188,Iris-virginica
+104,6.64732169420146,3.00287906201517,5.020317754312356,1.700889559768074,Iris-versicolor
+105,6.682855396039615,2.998193150730153,4.996898210260667,1.6935699884523636,Iris-versicolor
+106,7.101146134071507,3.0099112295014483,5.917802059924472,2.1347109515968836,Iris-virginica
+107,5.119710206107692,3.374947380324838,1.4041203543490708,0.2,Iris-setosa
+108,6.016228709845552,2.6928702646220906,5.1548930967545665,1.6182870263997182,Iris-versicolor
+109,4.639737517530634,3.357161865147977,1.3778721613479405,0.25731657741109554,Iris-setosa
+110,6.305276349636147,2.4970277412157054,5.013436171475828,1.9081365529037784,Iris-virginica
+111,5.452994129201029,3.3813929383034846,2.262658334214696,0.2,Iris-setosa
+112,6.333516986862546,3.382206510244585,5.638174899468129,2.369126052794718,Iris-virginica
+113,5.475157718765539,2.3972931005999785,3.651193144659605,1.1055690594384777,Iris-versicolor
+114,6.69580246785856,3.0871096638347133,4.438729957404434,1.414647429620745,Iris-versicolor
+115,6.052996430521865,2.688272963298075,5.057450637617896,1.5934819066091275,Iris-versicolor
+116,6.694790827495474,3.1129432981745304,4.382751216549012,1.4020291222937744,Iris-versicolor
+117,5.022078958914659,3.67698852166349,1.408595004001386,0.2,Iris-setosa
+118,6.315367910223495,2.5218370888209476,4.9957972882492365,1.891831336890229,Iris-virginica
+119,5.098830889132383,3.7959414711255377,1.9478787141359046,0.3915660705149122,Iris-setosa
diff --git a/iris/tab_ddpm/3_1/9/test.csv b/iris/tab_ddpm/3_1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/9/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/9/train.csv b/iris/tab_ddpm/3_1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/3_1/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/3_1/9/val.csv b/iris/tab_ddpm/3_1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/3_1/9/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/3_1/params.json b/iris/tab_ddpm/3_1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..93872591dde271439fe7d831e54563f5ae46a276
--- /dev/null
+++ b/iris/tab_ddpm/3_1/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bfc6796ec3091dfcd4bd9d53b148a14b002a0226172450f099fca4a469b71a9
+size 331
diff --git a/iris/tab_ddpm/3_1/tab_ddpm_eval.ipynb b/iris/tab_ddpm/3_1/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..e79d91a23261e94840947ab0643e36cc532e0343
--- /dev/null
+++ b/iris/tab_ddpm/3_1/tab_ddpm_eval.ipynb
@@ -0,0 +1,1931 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "a9fd0638",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:02.329628Z",
+     "iopub.status.busy": "2024-07-22T02:11:02.328846Z",
+     "iopub.status.idle": "2024-07-22T02:11:13.085759Z",
+     "shell.execute_reply": "2024-07-22T02:11:13.084620Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.769267,
+     "end_time": "2024-07-22T02:11:13.088186",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:02.318919",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 47%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 80%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "d97d64b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:13.111759Z",
+     "iopub.status.busy": "2024-07-22T02:11:13.110864Z",
+     "iopub.status.idle": "2024-07-22T02:11:13.119291Z",
+     "shell.execute_reply": "2024-07-22T02:11:13.118339Z"
+    },
+    "papermill": {
+     "duration": 0.022588,
+     "end_time": "2024-07-22T02:11:13.121273",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:13.098685",
+     "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": "3deb1bb9",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009451,
+     "end_time": "2024-07-22T02:11:13.140149",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:13.130698",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "2dc19ca8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:13.160861Z",
+     "iopub.status.busy": "2024-07-22T02:11:13.160274Z",
+     "iopub.status.idle": "2024-07-22T02:11:13.167217Z",
+     "shell.execute_reply": "2024-07-22T02:11:13.166475Z"
+    },
+    "papermill": {
+     "duration": 0.01937,
+     "end_time": "2024-07-22T02:11:13.169049",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:13.149679",
+     "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": "3702cb4b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:13.190321Z",
+     "iopub.status.busy": "2024-07-22T02:11:13.190054Z",
+     "iopub.status.idle": "2024-07-22T02:11:13.195322Z",
+     "shell.execute_reply": "2024-07-22T02:11:13.194405Z"
+    },
+    "papermill": {
+     "duration": 0.017777,
+     "end_time": "2024-07-22T02:11:13.197304",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:13.179527",
+     "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 = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/3_1\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.4\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "eeae5f20",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:13.219483Z",
+     "iopub.status.busy": "2024-07-22T02:11:13.219178Z",
+     "iopub.status.idle": "2024-07-22T02:11:13.224862Z",
+     "shell.execute_reply": "2024-07-22T02:11:13.223951Z"
+    },
+    "papermill": {
+     "duration": 0.019207,
+     "end_time": "2024-07-22T02:11:13.226891",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:13.207684",
+     "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": "2d6ae5cf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:13.247574Z",
+     "iopub.status.busy": "2024-07-22T02:11:13.247320Z",
+     "iopub.status.idle": "2024-07-22T02:11:14.492140Z",
+     "shell.execute_reply": "2024-07-22T02:11:14.491114Z"
+    },
+    "papermill": {
+     "duration": 1.258044,
+     "end_time": "2024-07-22T02:11:14.494713",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:13.236669",
+     "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": "1d843b77",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:14.517422Z",
+     "iopub.status.busy": "2024-07-22T02:11:14.516703Z",
+     "iopub.status.idle": "2024-07-22T02:11:15.502972Z",
+     "shell.execute_reply": "2024-07-22T02:11:15.501893Z"
+    },
+    "papermill": {
+     "duration": 1.000208,
+     "end_time": "2024-07-22T02:11:15.505198",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:14.504990",
+     "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": "4f5dc83c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:15.527807Z",
+     "iopub.status.busy": "2024-07-22T02:11:15.527489Z",
+     "iopub.status.idle": "2024-07-22T02:11:15.537073Z",
+     "shell.execute_reply": "2024-07-22T02:11:15.536201Z"
+    },
+    "papermill": {
+     "duration": 0.023456,
+     "end_time": "2024-07-22T02:11:15.539080",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:15.515624",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/3_1\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": "0f729294",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:15.564470Z",
+     "iopub.status.busy": "2024-07-22T02:11:15.563690Z",
+     "iopub.status.idle": "2024-07-22T02:11:15.917040Z",
+     "shell.execute_reply": "2024-07-22T02:11:15.916245Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.368836,
+     "end_time": "2024-07-22T02:11:15.919312",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:15.550476",
+     "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": "061cb62d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:15.942433Z",
+     "iopub.status.busy": "2024-07-22T02:11:15.942134Z",
+     "iopub.status.idle": "2024-07-22T02:11:17.552288Z",
+     "shell.execute_reply": "2024-07-22T02:11:17.551203Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.624735,
+     "end_time": "2024-07-22T02:11:17.554801",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:15.930066",
+     "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": "6cd1156c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:17.580699Z",
+     "iopub.status.busy": "2024-07-22T02:11:17.579631Z",
+     "iopub.status.idle": "2024-07-22T02:11:17.588813Z",
+     "shell.execute_reply": "2024-07-22T02:11:17.587897Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.02443,
+     "end_time": "2024-07-22T02:11:17.591063",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:17.566633",
+     "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": "6d8ed20f",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:17.614848Z",
+     "iopub.status.busy": "2024-07-22T02:11:17.614229Z",
+     "iopub.status.idle": "2024-07-22T02:11:17.618989Z",
+     "shell.execute_reply": "2024-07-22T02:11:17.618095Z"
+    },
+    "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": 0.019075,
+     "end_time": "2024-07-22T02:11:17.621184",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:17.602109",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "cc078dd4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:17.644364Z",
+     "iopub.status.busy": "2024-07-22T02:11:17.644082Z",
+     "iopub.status.idle": "2024-07-22T02:11:17.760417Z",
+     "shell.execute_reply": "2024-07-22T02:11:17.759590Z"
+    },
+    "papermill": {
+     "duration": 0.13084,
+     "end_time": "2024-07-22T02:11:17.762943",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:17.632103",
+     "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": "9811b105",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:17.788660Z",
+     "iopub.status.busy": "2024-07-22T02:11:17.788328Z",
+     "iopub.status.idle": "2024-07-22T02:11:22.152093Z",
+     "shell.execute_reply": "2024-07-22T02:11:22.151087Z"
+    },
+    "papermill": {
+     "duration": 4.379278,
+     "end_time": "2024-07-22T02:11:22.154548",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:17.775270",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:11:19.519851: 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 02:11:19.519907: 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 02:11:19.521438: 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": "a92eb1f2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:22.179151Z",
+     "iopub.status.busy": "2024-07-22T02:11:22.178163Z",
+     "iopub.status.idle": "2024-07-22T02:11:22.183983Z",
+     "shell.execute_reply": "2024-07-22T02:11:22.183082Z"
+    },
+    "papermill": {
+     "duration": 0.020181,
+     "end_time": "2024-07-22T02:11:22.186043",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:22.165862",
+     "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": "e3ebb4f1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:22.212228Z",
+     "iopub.status.busy": "2024-07-22T02:11:22.211599Z",
+     "iopub.status.idle": "2024-07-22T02:11:24.940758Z",
+     "shell.execute_reply": "2024-07-22T02:11:24.939942Z"
+    },
+    "papermill": {
+     "duration": 2.745219,
+     "end_time": "2024-07-22T02:11:24.943134",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:22.197915",
+     "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": "21bd1da9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:24.969723Z",
+     "iopub.status.busy": "2024-07-22T02:11:24.969424Z",
+     "iopub.status.idle": "2024-07-22T02:11:24.976651Z",
+     "shell.execute_reply": "2024-07-22T02:11:24.975770Z"
+    },
+    "papermill": {
+     "duration": 0.022332,
+     "end_time": "2024-07-22T02:11:24.978549",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:24.956217",
+     "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": "01e9d06d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:25.002451Z",
+     "iopub.status.busy": "2024-07-22T02:11:25.002157Z",
+     "iopub.status.idle": "2024-07-22T02:11:25.508892Z",
+     "shell.execute_reply": "2024-07-22T02:11:25.508088Z"
+    },
+    "papermill": {
+     "duration": 0.521402,
+     "end_time": "2024-07-22T02:11:25.511285",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:24.989883",
+     "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": "0e8920b6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:25.539783Z",
+     "iopub.status.busy": "2024-07-22T02:11:25.538871Z",
+     "iopub.status.idle": "2024-07-22T02:11:25.545199Z",
+     "shell.execute_reply": "2024-07-22T02:11:25.544276Z"
+    },
+    "papermill": {
+     "duration": 0.022828,
+     "end_time": "2024-07-22T02:11:25.547221",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:25.524393",
+     "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": "604f963d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:25.573113Z",
+     "iopub.status.busy": "2024-07-22T02:11:25.572341Z",
+     "iopub.status.idle": "2024-07-22T02:11:25.620625Z",
+     "shell.execute_reply": "2024-07-22T02:11:25.619631Z"
+    },
+    "papermill": {
+     "duration": 0.06355,
+     "end_time": "2024-07-22T02:11:25.622888",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:25.559338",
+     "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": "a5070e47",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:25.650296Z",
+     "iopub.status.busy": "2024-07-22T02:11:25.649973Z",
+     "iopub.status.idle": "2024-07-22T02:11:25.655796Z",
+     "shell.execute_reply": "2024-07-22T02:11:25.654895Z"
+    },
+    "papermill": {
+     "duration": 0.021985,
+     "end_time": "2024-07-22T02:11:25.657651",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:25.635666",
+     "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": "0fc77d42",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:25.682997Z",
+     "iopub.status.busy": "2024-07-22T02:11:25.682643Z",
+     "iopub.status.idle": "2024-07-22T02:11:25.686912Z",
+     "shell.execute_reply": "2024-07-22T02:11:25.686007Z"
+    },
+    "papermill": {
+     "duration": 0.019602,
+     "end_time": "2024-07-22T02:11:25.689067",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:25.669465",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "dbda52d6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:25.714504Z",
+     "iopub.status.busy": "2024-07-22T02:11:25.713821Z",
+     "iopub.status.idle": "2024-07-22T02:11:25.720070Z",
+     "shell.execute_reply": "2024-07-22T02:11:25.719152Z"
+    },
+    "papermill": {
+     "duration": 0.021285,
+     "end_time": "2024-07-22T02:11:25.722096",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:25.700811",
+     "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": "16ba4586",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:25.747529Z",
+     "iopub.status.busy": "2024-07-22T02:11:25.747160Z",
+     "iopub.status.idle": "2024-07-22T02:11:25.754027Z",
+     "shell.execute_reply": "2024-07-22T02:11:25.753287Z"
+    },
+    "papermill": {
+     "duration": 0.02236,
+     "end_time": "2024-07-22T02:11:25.756329",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:25.733969",
+     "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": "abc6ea3e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:25.784243Z",
+     "iopub.status.busy": "2024-07-22T02:11:25.783894Z",
+     "iopub.status.idle": "2024-07-22T02:11:25.792823Z",
+     "shell.execute_reply": "2024-07-22T02:11:25.792025Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.02552,
+     "end_time": "2024-07-22T02:11:25.794767",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:25.769247",
+     "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": "e1b6bbe2",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:11:25.821086Z",
+     "iopub.status.busy": "2024-07-22T02:11:25.820761Z",
+     "iopub.status.idle": "2024-07-22T02:14:03.513340Z",
+     "shell.execute_reply": "2024-07-22T02:14:03.512191Z"
+    },
+    "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": 157.708804,
+     "end_time": "2024-07-22T02:14:03.515913",
+     "exception": false,
+     "start_time": "2024-07-22T02:11:25.807109",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0]\n",
+      "4\n",
+      "{'rtdl_params': {'dropout': 0.11105753254123253, 'd_layers': [2048, 512, 512]}, 'is_y_cond': True, 'd_in': 4}\n",
+      "num_timesteps 400\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 1000/33932 MLoss: 0.0 GLoss: 0.3451 Sum: 0.3451\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/33932 MLoss: 0.0 GLoss: 0.2984 Sum: 0.2984\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/33932 MLoss: 0.0 GLoss: 0.2869 Sum: 0.2869\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/33932 MLoss: 0.0 GLoss: 0.2746 Sum: 0.2746\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/33932 MLoss: 0.0 GLoss: 0.2686 Sum: 0.2686\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/33932 MLoss: 0.0 GLoss: 0.2628 Sum: 0.2628\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/33932 MLoss: 0.0 GLoss: 0.2586 Sum: 0.2586\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/33932 MLoss: 0.0 GLoss: 0.2531 Sum: 0.2531\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/33932 MLoss: 0.0 GLoss: 0.2454 Sum: 0.2454\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/33932 MLoss: 0.0 GLoss: 0.2438 Sum: 0.2438\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/33932 MLoss: 0.0 GLoss: 0.2412 Sum: 0.2412\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/33932 MLoss: 0.0 GLoss: 0.2352 Sum: 0.2352\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/33932 MLoss: 0.0 GLoss: 0.235 Sum: 0.235\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/33932 MLoss: 0.0 GLoss: 0.232 Sum: 0.232\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/33932 MLoss: 0.0 GLoss: 0.2288 Sum: 0.2288\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/33932 MLoss: 0.0 GLoss: 0.2282 Sum: 0.2282\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/33932 MLoss: 0.0 GLoss: 0.2246 Sum: 0.2246\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/33932 MLoss: 0.0 GLoss: 0.2247 Sum: 0.2247\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/33932 MLoss: 0.0 GLoss: 0.2189 Sum: 0.2189\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/33932 MLoss: 0.0 GLoss: 0.2193 Sum: 0.2193\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/33932 MLoss: 0.0 GLoss: 0.2179 Sum: 0.2179\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/33932 MLoss: 0.0 GLoss: 0.2123 Sum: 0.2123\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/33932 MLoss: 0.0 GLoss: 0.2143 Sum: 0.2143\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/33932 MLoss: 0.0 GLoss: 0.2133 Sum: 0.2133\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/33932 MLoss: 0.0 GLoss: 0.2115 Sum: 0.2115\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/33932 MLoss: 0.0 GLoss: 0.2099 Sum: 0.2099\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/33932 MLoss: 0.0 GLoss: 0.2085 Sum: 0.2085\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/33932 MLoss: 0.0 GLoss: 0.2076 Sum: 0.2076\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/33932 MLoss: 0.0 GLoss: 0.2067 Sum: 0.2067\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/33932 MLoss: 0.0 GLoss: 0.2055 Sum: 0.2055\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/33932 MLoss: 0.0 GLoss: 0.2079 Sum: 0.2079\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/33932 MLoss: 0.0 GLoss: 0.2034 Sum: 0.2034\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/33932 MLoss: 0.0 GLoss: 0.2019 Sum: 0.2019\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": "ef50dcad",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016291,
+     "end_time": "2024-07-22T02:14:03.548057",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:03.531766",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "1e649df4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:03.578685Z",
+     "iopub.status.busy": "2024-07-22T02:14:03.578346Z",
+     "iopub.status.idle": "2024-07-22T02:14:03.586071Z",
+     "shell.execute_reply": "2024-07-22T02:14:03.585319Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.025495,
+     "end_time": "2024-07-22T02:14:03.588062",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:03.562567",
+     "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": "080276f0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:14:03.619161Z",
+     "iopub.status.busy": "2024-07-22T02:14:03.618876Z",
+     "iopub.status.idle": "2024-07-22T02:14:20.764480Z",
+     "shell.execute_reply": "2024-07-22T02:14:20.763499Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 17.164471,
+     "end_time": "2024-07-22T02:14:20.767517",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:03.603046",
+     "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": "3872fcb2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018393,
+     "end_time": "2024-07-22T02:14:20.806273",
+     "exception": false,
+     "start_time": "2024-07-22T02:14:20.787880",
+     "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": 201.860323,
+   "end_time": "2024-07-22T02:14:22.750296",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/3_1/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/3_1/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "epoch_scale": 0.4,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/3_1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:11:00.889973",
+   "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