diff --git a/iris/tab_ddpm/5_2/0/synth.csv b/iris/tab_ddpm/5_2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..655c42d54111d7d0cf6ba3e0804af41173b42cfc
--- /dev/null
+++ b/iris/tab_ddpm/5_2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.703447393848577,2.6283385604443628,6.899998526081646,2.28361844764117,Iris-virginica
+1,6.116021958546532,2.603524326196382,5.5980856211664864,1.4048162136473774,Iris-virginica
+2,6.314802373509832,2.500783546934053,4.8615078032291335,1.487122064972092,Iris-versicolor
+3,6.542059061934061,3.0,5.7923147267451665,2.203128967893787,Iris-virginica
+4,5.568988972810002,2.6880622932543963,4.446920614113093,1.2575899256365255,Iris-versicolor
+5,5.78044684137981,2.706114910386101,5.076013268072309,1.8795639169706606,Iris-virginica
+6,5.119880539943114,3.7742954136349103,1.4960220199792458,0.20053587241579368,Iris-setosa
+7,5.601376232939731,2.509255716178362,3.9061977116463487,1.112187788889157,Iris-versicolor
+8,6.95958195315751,2.8162389603985445,4.828817382966072,1.4149176762031448,Iris-versicolor
+9,4.857958497315109,3.045084752052555,1.4799991268778323,0.1,Iris-setosa
+10,5.36899830996949,3.0,4.481973118602503,1.5067971116157464,Iris-versicolor
+11,5.372700633231357,3.6766488780490754,1.5578609476652692,0.20046230538413773,Iris-setosa
+12,5.586905280494496,2.5944749752162455,4.391537799526577,1.1957916893457168,Iris-versicolor
+13,5.095197486167227,2.4896282932151306,3.111134328694212,1.0945846963523436,Iris-versicolor
+14,5.540322257768347,2.404050343697342,3.684887576609611,1.0779650213649452,Iris-versicolor
+15,6.38374000620342,2.9007311002694407,4.340108312188967,1.3083920696238782,Iris-versicolor
+16,5.5236121432406176,2.6063831510678535,4.297469491098297,1.215571265117589,Iris-versicolor
+17,5.52411699289273,4.2,1.4116302962185223,0.19926597509716132,Iris-setosa
+18,6.088825778971352,2.742767231041195,5.288483316891446,1.8024763471142144,Iris-virginica
+19,6.799484091738531,3.0,5.475011074848639,2.11873506533926,Iris-virginica
+20,5.09261233917588,3.4772910968111055,1.399334091355372,0.30985201386910605,Iris-setosa
+21,5.809815953911364,2.6909077822194423,5.091460495815594,1.8986427524078988,Iris-virginica
+22,4.989980593535067,3.424076326495953,1.4915424736378926,0.38118772099393916,Iris-setosa
+23,5.415078804898705,2.439114262633289,3.7154949382128457,1.1073995130077896,Iris-versicolor
+24,4.991607266223095,3.217813304459585,1.409237863774025,0.19593770505687053,Iris-setosa
+25,5.417005788685822,3.0,4.512277016774836,1.4989794829139769,Iris-versicolor
+26,5.831859378908435,3.1572750441860014,4.7319122966268905,1.766384768531818,Iris-versicolor
+27,6.942928784126196,3.0852364735321274,5.109178726450239,2.2916102860453016,Iris-virginica
+28,6.640998217024076,3.2958855430211345,5.630654005604859,2.5,Iris-virginica
+29,5.14085769621369,3.3135968855528013,1.6885174392601185,0.49432330800244106,Iris-setosa
+30,6.698029907780949,2.529096728679378,5.8333227739988684,1.8052485662716309,Iris-virginica
+31,5.572092643689802,2.5920439199757004,4.2723017615831775,1.2088053838723716,Iris-versicolor
+32,4.7888804076106934,3.0,1.3899816731341537,0.39665710618431055,Iris-setosa
+33,5.121919855763976,3.3129108253099226,1.8056159028339338,0.38290713823310873,Iris-setosa
+34,6.2380631912344935,2.2,4.548681024863672,1.4600898149032437,Iris-versicolor
+35,7.9,3.821959649491535,6.386320727567612,1.9856807087989252,Iris-virginica
+36,6.817655992260779,2.800630938937064,4.79646438668256,1.3945011991122254,Iris-versicolor
+37,6.2521041554906684,2.2,4.594381517287151,1.5130078113721057,Iris-versicolor
+38,6.533311638068373,3.1728252320364367,5.12573550766901,1.9665327780706803,Iris-virginica
+39,5.552807420149554,3.0,4.289109425903178,1.4141317413157486,Iris-versicolor
+40,4.618355546416783,3.407172772181889,1.4004358587867287,0.3065731867343388,Iris-setosa
+41,5.376663944349381,3.398755762380894,1.49986163726566,0.2794812478957555,Iris-setosa
+42,6.9180938322475605,3.0812302039191275,5.105665928414677,2.2953605201369705,Iris-virginica
+43,6.3105178402683855,3.3034366703701545,4.676089967625394,1.583049723977626,Iris-versicolor
+44,6.295555503225071,3.274176060446321,4.7065263482907,1.5953174268022958,Iris-versicolor
+45,5.60724499784083,2.7263691506347736,4.429445808827957,1.2863097465222493,Iris-versicolor
+46,6.290695913368105,2.691714450639111,4.91345571595047,1.797701728489018,Iris-virginica
+47,4.489478861722164,2.301071507442333,1.2988081482827052,0.31654314532706546,Iris-setosa
+48,6.003352427613066,3.0,4.897668340315264,1.800824515903167,Iris-virginica
+49,6.711300083531583,3.3009039560797993,5.6938975211175915,2.0864219046896704,Iris-virginica
+50,7.691854752888532,2.5744852010822465,6.9,2.292702372805308,Iris-virginica
+51,4.996331853811265,3.3924340743152253,1.654158574336597,0.4236628706509196,Iris-setosa
+52,4.979241402736636,3.3967639192473937,1.4918389145897477,0.3322644726119636,Iris-setosa
+53,6.299809248217563,3.3924267665527497,5.570927848539913,2.3915055264994924,Iris-virginica
+54,7.050605111486488,3.0518425659370894,5.923677103967101,2.188773798245579,Iris-virginica
+55,5.25493256671726,2.7915315145530792,4.253524203812011,1.3957059153357871,Iris-versicolor
+56,6.162615726285144,2.2,4.506208269200919,1.4936081387686115,Iris-versicolor
+57,6.923108576048153,3.1999685093371713,5.801924615483197,2.2954385999870905,Iris-virginica
+58,5.09963368787262,3.5255515832185176,1.4061785315176907,0.3426643406230779,Iris-setosa
+59,5.677745003935892,2.7937009583259553,4.517269765910752,1.3094447891873282,Iris-versicolor
+60,4.99528201237812,2.4333862903080137,2.990621666218101,1.1054790393771041,Iris-versicolor
+61,5.178412766570058,3.4847566406504513,1.5859588396279742,0.19933362580580616,Iris-setosa
+62,5.128345049328009,3.3172768715359964,1.6583951764054914,0.4347188037954638,Iris-setosa
+63,6.307173479797749,3.404644705641778,5.581724099398282,2.4019443332759667,Iris-virginica
+64,5.599757733611034,2.6573936309902817,4.187753590063537,1.2830442287224875,Iris-versicolor
+65,4.59116159167986,3.198489399132863,1.390240304030563,0.20043819527855042,Iris-setosa
+66,5.505038929153229,2.4036944931363764,3.8445390119680507,1.1008152043106092,Iris-versicolor
+67,6.797317762049876,3.2097365324977547,5.7762376764818635,2.283796609542672,Iris-virginica
+68,4.795334711576152,3.0,1.4008279340060905,0.31747674994056885,Iris-setosa
+69,7.9,3.7623576109908536,6.422360979534725,1.9948996484012633,Iris-virginica
+70,6.705177074681871,3.2931974191768147,5.759282977471398,2.1145476543489687,Iris-virginica
+71,6.693301436551998,3.2990430485675937,5.690457140898663,2.1037124627797374,Iris-virginica
+72,5.855766250676024,3.208771488270262,4.816935300502164,1.8125133209266613,Iris-versicolor
+73,6.532614471720325,3.0,5.48215551061261,1.7946351137246839,Iris-virginica
+74,4.9936916172656005,3.1815599392803624,1.200000274721424,0.20293379335521672,Iris-setosa
+75,5.005460582867534,3.366468331862597,1.3942870836422134,0.2793162988729862,Iris-setosa
+76,5.2802756206566155,3.723491094142677,1.4990799347278614,0.1971346780243145,Iris-setosa
+77,4.489102529374527,2.2946018254360436,1.2985485887790642,0.29810622081051225,Iris-setosa
+78,5.5073948744396795,2.4070060295576425,3.8339215242088023,1.0646614612547003,Iris-versicolor
+79,4.897555688374191,3.111081963113638,1.5034828850734172,0.10000010217781506,Iris-setosa
+80,4.763591881207532,2.985888840740016,1.4000999265605216,0.3261560332840374,Iris-setosa
+81,5.920930206088773,3.23561820861264,4.804635110088481,1.7950060091882971,Iris-versicolor
+82,6.18602232695353,2.2,4.542312499668048,1.5012354292627375,Iris-versicolor
+83,5.067547162190137,3.3780619237253595,1.4831460705390498,0.22287320148728398,Iris-setosa
+84,5.927591246550904,3.1844223145340598,4.787975968136556,1.7898878369389273,Iris-versicolor
+85,5.609510181850737,3.0,4.214224227770466,1.2990913240714836,Iris-versicolor
+86,5.085132506272011,2.480658196670804,2.9623467722798216,1.1011228447955972,Iris-versicolor
+87,6.290995128694426,2.5110106511654036,4.953502051738991,1.5304171289166493,Iris-versicolor
+88,6.702509314940224,3.0,5.007949445400761,1.7060941443554898,Iris-versicolor
+89,5.392847209534689,3.671428743420369,1.593304988691887,0.20202198471297453,Iris-setosa
+90,6.276302262640366,3.28704183822983,4.6697029603873075,1.579489582788059,Iris-versicolor
+91,6.476758658490562,3.180258102474032,5.106733882086029,2.002748271636846,Iris-virginica
+92,6.815879380309853,3.0,5.561422486006191,2.124316025925506,Iris-virginica
+93,5.255107414665518,3.394217029872164,1.6381468491030173,0.20946836488208673,Iris-setosa
+94,6.517680441577908,3.0,5.515809287431933,1.8038223628766403,Iris-virginica
+95,4.695452851604576,3.137564800717206,1.399735138337428,0.219667417490089,Iris-setosa
+96,4.898680527511835,3.0937045156292866,1.5683275711911784,0.10000009544810519,Iris-setosa
+97,4.882389538511973,3.0759913726399213,1.4766318070901363,0.1,Iris-setosa
+98,6.526335092901682,3.0780246448334907,5.176742451529283,1.9155620652919627,Iris-virginica
+99,5.995027038163002,2.883925687468474,4.52447187523352,1.471520010941204,Iris-versicolor
+100,5.073930938783078,3.6934071798830566,1.4978679675807374,0.43687148095036443,Iris-setosa
+101,5.953887754805137,2.656872991752193,5.086903104996028,1.8660109956860826,Iris-virginica
+102,6.51224345189864,3.196849355635384,5.103210664863755,2.0146367850877067,Iris-virginica
+103,4.924379273431824,2.427679772315208,3.2828832501533767,1.0821834585504937,Iris-versicolor
+104,6.041275192353917,3.0,4.564420275952854,1.4036051150653581,Iris-versicolor
+105,6.006371986930516,2.2,5.008133096360988,1.4965888361477016,Iris-virginica
+106,5.909095882741779,3.207355573331474,4.7871264267732005,1.7916952815257012,Iris-versicolor
+107,6.989385880166209,3.1086289728949006,5.766078459304495,2.2422453332102323,Iris-virginica
+108,6.433030141843996,3.0,5.531474771534014,1.7974509845363524,Iris-virginica
+109,4.400000997764981,2.8968500589506236,1.4051570147447239,0.20092678231800895,Iris-setosa
+110,7.8999985461648246,3.7696894259999687,6.374344098671144,1.988818467010389,Iris-virginica
+111,6.112623416621479,2.8088258313851653,4.730998919308487,1.1912841370520435,Iris-versicolor
+112,6.2654820518878225,3.299500001307576,4.742642020677512,1.6373169051022916,Iris-versicolor
+113,4.904858438333884,3.1066866388597907,1.6208050714667326,0.1,Iris-setosa
+114,6.818910390131176,3.185476140064673,5.8648577847000585,2.2956331875069305,Iris-virginica
+115,5.370658267559514,3.384682373978815,1.7106180107909206,0.19876833044767586,Iris-setosa
+116,5.224150090050557,2.7347295680336785,4.028424094348981,1.433911467735151,Iris-versicolor
+117,6.298444576142308,2.5129633356284407,4.92880330984948,1.5392655068714953,Iris-versicolor
+118,6.403926788762428,3.0,5.77852666881084,2.1071894754364213,Iris-virginica
+119,5.094968586939559,3.5534466973853447,1.3816732423118028,0.33525213485978217,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/0/test.csv b/iris/tab_ddpm/5_2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/0/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/0/train.csv b/iris/tab_ddpm/5_2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/0/val.csv b/iris/tab_ddpm/5_2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/0/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/1/synth.csv b/iris/tab_ddpm/5_2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..342526ab6a62a5b81f94303a4ab0497f6d4e6295
--- /dev/null
+++ b/iris/tab_ddpm/5_2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.978864649320468,3.2619935308996983,1.4014456890805698,0.20062307255538045,Iris-setosa
+1,4.831421943746363,3.0,1.4135035291040152,0.10000013350474919,Iris-setosa
+2,5.633209219849873,3.8108915728628405,1.8239845493458093,0.35650637428413323,Iris-setosa
+3,5.501567673680805,4.199998841770236,1.40336902881983,0.20221839379383014,Iris-setosa
+4,5.599851475663383,2.704198622539023,4.297929034832046,1.2890043179962096,Iris-versicolor
+5,4.909951887473442,3.0061166844777985,1.3891791119967203,0.22284014735254826,Iris-setosa
+6,5.434977811893702,2.6454062497019772,4.2036856936900575,1.3435763422107583,Iris-versicolor
+7,5.826614092144369,2.7308941786942063,5.118355026827122,1.8835940137601932,Iris-virginica
+8,6.325344236456263,3.302483778557903,4.699190005918385,1.597103960068751,Iris-versicolor
+9,4.820953168954483,2.400349818252633,3.306395678077986,0.8891097879099605,Iris-versicolor
+10,6.636781726277459,3.0,4.97958208715397,1.6549120475751482,Iris-versicolor
+11,5.210408221815584,2.762213881939713,4.003113422602777,1.409029238953902,Iris-versicolor
+12,6.516554480494399,3.0,5.5121779890300395,1.8022874435907295,Iris-virginica
+13,6.680722533863986,3.0,4.999324397071547,1.716535191741195,Iris-versicolor
+14,4.996089835260605,3.202856687219281,1.2000001813145962,0.19864139222279753,Iris-setosa
+15,4.400000620658468,2.882498145702541,1.398274179550416,0.1865625634207112,Iris-setosa
+16,6.199894279299062,2.2000003031313224,4.44927080107262,1.4973321984607288,Iris-versicolor
+17,4.930919674148053,3.0,1.4051718365886325,0.20241673057073362,Iris-setosa
+18,6.098370616323181,2.8882604631632804,4.689010913845376,1.3787245732084812,Iris-versicolor
+19,5.983712957905703,3.0,4.882867952573449,1.8069319556808565,Iris-virginica
+20,6.838730761659819,3.2043778848681295,5.824394585994979,2.2931451809546224,Iris-virginica
+21,6.730644168951571,3.2842933948700836,5.694421287931741,2.5,Iris-virginica
+22,7.70504436896146,2.5967875461449204,6.899998537765461,2.3070639677123106,Iris-virginica
+23,6.531959156325546,3.0,5.529567896066211,1.7998131981470475,Iris-virginica
+24,6.910624585419958,3.069079247283839,5.767899473692036,2.2180857152866826,Iris-virginica
+25,4.975706139266759,3.205679984643024,1.4198756456079824,0.21258528461896312,Iris-setosa
+26,5.2247546742283415,3.6043186986511735,1.5455048588908558,0.20713435293010374,Iris-setosa
+27,6.979859158169557,3.164441793304451,5.835696664894197,2.288146429382301,Iris-virginica
+28,7.8999988917285435,3.8329121092742575,6.441283879607714,1.9951248056356812,Iris-virginica
+29,5.742420455019696,3.0,4.294147333904426,1.5386498677740785,Iris-versicolor
+30,6.108983771303386,2.801504197820057,4.687216854675984,1.1744173679314485,Iris-versicolor
+31,5.600042415267259,2.704678320472884,4.252082838174959,1.2911281720106687,Iris-versicolor
+32,6.730200594486455,2.513353162108727,5.7996897212603375,1.8025044229089102,Iris-virginica
+33,7.160826986774186,3.0,6.041038143727894,2.023903320311116,Iris-virginica
+34,6.712593007637935,3.305028055690512,5.761228740002744,2.1104422061967467,Iris-virginica
+35,5.463369052409508,3.872313662199283,1.7129252941627562,0.3599618154778217,Iris-setosa
+36,6.016121832407573,3.0,4.726538253966889,1.7957372030316983,Iris-virginica
+37,5.4940708766185615,3.85263132329911,1.4993885149923087,0.475556313261297,Iris-setosa
+38,6.02633090015832,3.0,4.5239502279950425,1.4128431217844548,Iris-versicolor
+39,4.987921456211143,3.200715391274111,1.2,0.19384314417055393,Iris-setosa
+40,4.645869981812012,3.4047391869023436,1.3911625811024395,0.29326943255874693,Iris-setosa
+41,4.885260822847622,3.0708870652488702,1.4930062481672721,0.1000001196878575,Iris-setosa
+42,5.81097955950146,2.7875758134110353,4.63622659054572,1.3455641198734467,Iris-versicolor
+43,6.789743366576072,2.78251386709639,4.803441213002648,1.4142543031218422,Iris-versicolor
+44,5.649270332474763,2.831925562889914,3.9369113287625632,1.2860067694889545,Iris-versicolor
+45,5.673165849929455,3.7947809263330985,1.775042082578049,0.30237976627462493,Iris-setosa
+46,6.321768927177304,3.397579453904503,5.594643747869178,2.402118261593851,Iris-virginica
+47,6.308199067695796,2.293604991110737,4.390932377120718,1.3024337760500706,Iris-versicolor
+48,5.996469090344319,3.037582629824318,4.4625255160767985,1.4467743400054578,Iris-versicolor
+49,5.142666552627919,3.402484190165991,1.4955501423241584,0.1978870123904668,Iris-setosa
+50,6.286448686039902,3.400625908337487,5.612545621552352,2.403077040639456,Iris-virginica
+51,4.900691802025272,3.0,1.4002804891087035,0.19815723237413718,Iris-setosa
+52,5.59941091073936,2.6900360210356693,4.251038805501764,1.292641775223192,Iris-versicolor
+53,6.114777834556992,2.60849869011128,5.597462208992528,1.4323103109826212,Iris-virginica
+54,5.99846229163785,2.991897617653845,4.876206092967762,1.814510268072827,Iris-virginica
+55,5.1246040889837134,3.7161574304410356,1.5055661510658045,0.3820931337445479,Iris-setosa
+56,6.514522362175388,3.0201250709588368,5.398258516797085,1.8770956401683343,Iris-virginica
+57,5.631552525718421,3.0,4.09425491938445,1.3117002986254354,Iris-versicolor
+58,6.351502398973355,2.9733934474486095,5.558192264902387,1.8108764445578722,Iris-virginica
+59,4.908324544977104,3.0,1.402064021652203,0.20300443929807918,Iris-setosa
+60,5.971889054283108,2.935350653473123,4.565636183960502,1.3658056401414163,Iris-versicolor
+61,6.776015752052661,3.0880340276764895,5.104882963897969,2.249581193528554,Iris-virginica
+62,5.109974708208483,3.5564757742420325,1.5930240511841849,0.20218139397424414,Iris-setosa
+63,4.648247135214613,3.3891241399386858,1.4258804574581159,0.3348485675532936,Iris-setosa
+64,4.607124425519277,3.1990747322201223,1.4022866569558494,0.1954046489063825,Iris-setosa
+65,5.409123198309648,3.0,4.525216463261214,1.491255459255975,Iris-versicolor
+66,5.139887201240674,2.4729152099112395,3.2892623141906774,1.0934720739014745,Iris-versicolor
+67,4.823229546803246,2.3730102940897395,3.320068061928734,0.9718681910249432,Iris-versicolor
+68,5.16593223725474,2.486995334063521,3.1048814942223855,1.0747908009283202,Iris-versicolor
+69,4.881661553018331,3.0,1.3984049414604216,0.1992509794922861,Iris-setosa
+70,5.396525717954145,3.393575717672981,1.8443420985392738,0.2022596513275077,Iris-setosa
+71,5.547489370584509,2.4916926929869243,3.9204844319110865,1.1227822375601588,Iris-versicolor
+72,5.118253572264247,3.2988143858837145,1.6376674790735621,0.48588387279125844,Iris-setosa
+73,5.435249155408451,3.0,4.511976974803243,1.4897071354056142,Iris-versicolor
+74,5.565541556446847,2.429683665245467,3.799209126023129,1.076983918142003,Iris-versicolor
+75,5.591720270827854,2.9086906590232573,3.6898693158017757,1.3045991768502083,Iris-versicolor
+76,4.928326223286442,2.4116771636554297,3.2548979415901975,1.0386155325959723,Iris-versicolor
+77,4.4,2.8808749999798255,1.4129625934493877,0.20003551549841658,Iris-setosa
+78,5.773617343843902,2.688156329543769,5.089414338879266,1.9003418653938142,Iris-virginica
+79,6.3028001266887745,2.7084050375898703,4.938387708069257,1.807481042539286,Iris-virginica
+80,5.061439995230766,3.388901488333579,1.4159940333123473,0.286082969656414,Iris-setosa
+81,5.087081299557388,3.3856156638888657,1.4932899949922662,0.2019630139794705,Iris-setosa
+82,6.0998495304159235,2.6101718624175394,5.566292734509093,1.3989089643887558,Iris-virginica
+83,6.162348739465105,3.1371869108238544,4.5731056036761215,1.4296084582518707,Iris-versicolor
+84,6.947503156956159,3.0879771741255246,5.105330591293773,2.3077453430892856,Iris-virginica
+85,7.689728922369344,2.621592508376081,6.8999981621941755,2.284539108536141,Iris-virginica
+86,6.709014434569285,3.3021948303181468,5.688110470752607,2.097107769136058,Iris-virginica
+87,6.700458673051083,2.494569061943295,5.8496157006011495,1.797083873346835,Iris-virginica
+88,5.900499459853041,3.0,5.09861610093294,1.7961553004466935,Iris-virginica
+89,4.4,2.9158195235167383,1.39189781315081,0.19731417168220944,Iris-setosa
+90,6.112039408951528,2.5930535508929506,5.60532896996286,1.4032730265240898,Iris-virginica
+91,5.905911728700774,3.20644393167294,4.795942001019551,1.8016360048688733,Iris-versicolor
+92,6.279264677976404,2.5204068483255706,4.934536873672985,1.5288878668532844,Iris-versicolor
+93,6.409953741832181,2.8954136834800748,4.278150158773215,1.3036348243530087,Iris-versicolor
+94,6.668284288189138,2.5172592765582795,5.715952483255077,1.8004888066728897,Iris-virginica
+95,5.396035314225837,3.0,4.495334196696024,1.483624245812001,Iris-versicolor
+96,5.111493016857947,3.4996477937438675,1.395228627677394,0.2964498608501276,Iris-setosa
+97,6.74127130363095,3.097940915334014,5.120183935815553,2.2459973496065038,Iris-virginica
+98,6.4862270629610395,3.1975018376144075,5.108468970228837,1.9975170369476183,Iris-virginica
+99,7.098093514483542,2.9918298056215376,5.984911825894615,1.9669812833838822,Iris-virginica
+100,7.735012510394425,2.6048146928899265,6.9,2.294195853178277,Iris-virginica
+101,5.389789335474067,3.0,4.555702409140956,1.4872160965451997,Iris-versicolor
+102,5.479700122435598,3.0,4.367496260227122,1.4010261642005508,Iris-versicolor
+103,6.005956853402078,3.0,4.786136534607461,1.7953250252035065,Iris-virginica
+104,6.8610065383188585,3.0,5.517183467337032,2.107384712415497,Iris-virginica
+105,5.61333824457824,3.0,4.134650114271469,1.297878307723533,Iris-versicolor
+106,5.6240805530062685,2.7871614427693596,4.3814719712153165,1.281715335274057,Iris-versicolor
+107,5.600981982902663,3.0,3.792243741506425,1.3322901521672594,Iris-versicolor
+108,6.532595745084151,3.0,5.474943442111829,1.8094154732779681,Iris-virginica
+109,5.5290453831182935,2.5225241004086234,4.223739923618098,1.123761533456687,Iris-versicolor
+110,5.765394192347404,2.6309394502481607,5.089977376250169,1.8689093142870803,Iris-virginica
+111,6.902935011026533,3.204430872851001,5.742425117711824,2.3002663302656052,Iris-virginica
+112,5.662625294172825,2.470208768747212,4.971679781838989,1.9764928688688326,Iris-virginica
+113,4.7825506844646135,3.0,1.3808353690577788,0.1,Iris-setosa
+114,4.60024133459896,3.3902882935714094,1.3924272880032078,0.32494947545431835,Iris-setosa
+115,4.885812043284723,3.098412586071957,1.5969093131095844,0.1,Iris-setosa
+116,6.520817477502402,3.067704888984931,5.256652175068296,1.8982932488957154,Iris-virginica
+117,6.778580353820086,2.7998803532646854,4.7569035047419925,1.371026313458364,Iris-versicolor
+118,5.710309144025253,3.7913354182057915,1.6156494653168554,0.34361866856164874,Iris-setosa
+119,6.286105731696587,3.280831449946351,4.691519934289045,1.5602195011068798,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/1/test.csv b/iris/tab_ddpm/5_2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/1/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/1/train.csv b/iris/tab_ddpm/5_2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/1/val.csv b/iris/tab_ddpm/5_2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/1/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/10/synth.csv b/iris/tab_ddpm/5_2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..45a2bdba86d1d9090b2223ce688b966da7408fbb
--- /dev/null
+++ b/iris/tab_ddpm/5_2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.815038898983106,2.6244606618670323,5.062441682114357,1.934756449527359,Iris-virginica
+1,6.02322764309734,2.704453919332903,5.129219804787105,1.6053103360772005,Iris-versicolor
+2,6.010928271747058,3.0,4.808339812051981,1.8025904500827348,Iris-virginica
+3,6.27622626470887,3.2806439602693,4.662340586587552,1.5939225072317185,Iris-versicolor
+4,6.706868885728581,3.295407991115616,5.7514098763674415,2.4999995378334834,Iris-virginica
+5,5.736967428786224,3.0,4.03845673985685,1.364836637907222,Iris-versicolor
+6,4.863756773996462,2.415808968645723,3.2449892528150532,0.8768543356949612,Iris-versicolor
+7,6.305379201685548,2.354497106844296,4.552254678722618,1.343247051832076,Iris-versicolor
+8,6.789939767815865,2.8358607822920683,4.769296565884294,1.4170948647376567,Iris-versicolor
+9,7.8999981526836995,3.773376512505786,6.368626716320703,1.988210444463085,Iris-virginica
+10,6.2248535174768325,2.2,4.552657650465318,1.496948380554145,Iris-versicolor
+11,5.928425379390825,3.1969527566224167,4.776336787877567,1.810495027177323,Iris-versicolor
+12,5.046068612564036,3.2997582245154344,1.4340038411818636,0.28101807954753977,Iris-setosa
+13,6.71363539105274,2.5160242060693148,5.8878222576082235,1.8015629016042694,Iris-virginica
+14,5.091274655282632,3.6733264252017372,1.4878269104070685,0.41996206291162574,Iris-setosa
+15,5.490582006347868,2.391948650431856,3.8389639955655777,1.1125622421052748,Iris-versicolor
+16,5.108615506543663,3.7459474991766615,1.5956122743356764,0.2044056759124594,Iris-setosa
+17,6.011838835472498,2.2,5.014050794319922,1.4882410082903257,Iris-virginica
+18,5.733567189735608,3.0,3.920747082959242,1.3978098182821088,Iris-versicolor
+19,6.007420439869916,3.099309858217551,4.451542394228302,1.450646753876971,Iris-versicolor
+20,5.0752586761521465,3.5094838522277105,1.499347008784773,0.40996620126799616,Iris-setosa
+21,4.906655310698066,3.0,1.4039605000826412,0.19853221381694425,Iris-setosa
+22,6.104177063534425,3.0,4.612800250277643,1.4026054529057677,Iris-versicolor
+23,5.988427158839605,2.8888475533059106,4.58856307843533,1.4474059939029458,Iris-versicolor
+24,6.8192741146591,3.146706967625442,5.1017587449073645,2.2727126031125304,Iris-virginica
+25,7.899998883966973,3.7668239138020545,6.387389469221487,2.010294673994642,Iris-virginica
+26,4.816992948089621,3.0,1.4012273275748564,0.10000012513898507,Iris-setosa
+27,7.714419529299418,2.590759174783784,6.899998622142167,2.276521584150404,Iris-virginica
+28,5.3714607959686225,3.407069001332218,1.4979184414447468,0.4956573732472762,Iris-setosa
+29,5.994559990653448,2.2,4.9469264453843955,1.4986584790245896,Iris-virginica
+30,4.487721891952592,2.298265053250516,1.2997479303486548,0.2941516315294853,Iris-setosa
+31,6.698002253047508,3.0,4.995952942204818,1.7076418715964643,Iris-versicolor
+32,6.294484583128189,2.7081665352896573,4.884332152661958,1.790160772269666,Iris-virginica
+33,7.041392219020218,3.0068483868032816,5.813265089923132,2.201427489481957,Iris-virginica
+34,5.150055305523367,3.7939304675066854,1.606893604327036,0.20208558128362517,Iris-setosa
+35,6.296855119453249,3.404874202099892,5.604891775679738,2.406945619615011,Iris-virginica
+36,6.2670313379685325,3.2973797022382105,4.715543485743797,1.6392363162885535,Iris-versicolor
+37,5.2856058695962655,3.3742584742554222,1.6205792996442794,0.42072823691653305,Iris-setosa
+38,5.418041461953115,3.3990319676704366,1.7209395252180075,0.21803482293993753,Iris-setosa
+39,5.545352563149382,2.6361045654451045,4.317907024933516,1.2301227159869825,Iris-versicolor
+40,5.781963285594063,2.7713408842954195,4.549459203467104,1.2430678500854175,Iris-versicolor
+41,6.689173910470897,3.2934071062948718,5.6882657434944655,2.092058682638152,Iris-virginica
+42,6.693485090067501,3.0,4.981884932328091,1.7002689337310763,Iris-versicolor
+43,5.775513037393524,2.796264172226844,5.090366280377779,2.410891736306932,Iris-virginica
+44,5.1045827650773505,3.5174897331607147,1.408219645703172,0.29552475527022704,Iris-setosa
+45,6.189345333331655,2.2000003943975726,4.469706730934149,1.5109159473118152,Iris-versicolor
+46,5.240523314244465,3.8015690426133166,1.6108455338690424,0.46181044262812176,Iris-setosa
+47,5.000499696237919,3.2141473086885104,1.200000192117407,0.2021190410118399,Iris-setosa
+48,5.58992720692447,2.61214508162808,4.376816590934205,1.1794921527988367,Iris-versicolor
+49,6.002380712297594,3.0,4.782097633007734,1.7985319779742213,Iris-virginica
+50,6.70219381731036,3.290819216484402,5.785051549316456,2.49999944491779,Iris-virginica
+51,6.330741717738029,2.2902279026203245,4.359223227153922,1.316172334654685,Iris-versicolor
+52,5.4960370912426155,2.8473672836365505,3.8414074108544023,1.3269148722261028,Iris-versicolor
+53,6.325588440651133,2.4678133864828933,4.87807318041142,1.4957931354912795,Iris-versicolor
+54,6.30548596335402,2.9042118376575337,5.617739075357566,1.7987183029765408,Iris-virginica
+55,5.749466737610095,2.551655102939909,5.028474806983187,1.9823712447519337,Iris-virginica
+56,6.788298408365054,3.1795950579251007,5.831599064505027,2.290868138938152,Iris-virginica
+57,5.897362548042618,3.2051548493408517,4.786165450773484,1.789421273220977,Iris-versicolor
+58,5.771746619470677,2.6926172519168317,5.0806109403179915,2.264514843817386,Iris-virginica
+59,6.799680148325564,3.0,5.402445046266316,2.165010777239724,Iris-virginica
+60,6.286198843968308,2.306368545757479,4.3961411255031395,1.3010064513764747,Iris-versicolor
+61,6.731360757434404,2.4883119474029227,5.884593484502145,1.79763610804512,Iris-virginica
+62,5.873051984071643,3.0,5.111499448611418,1.8023241703944721,Iris-virginica
+63,6.291545457548609,2.7050444407117484,4.850216026369385,1.7960732119079763,Iris-virginica
+64,5.409602430526319,3.0,4.51246182237769,1.4920438792276216,Iris-versicolor
+65,5.118990698051487,2.5729967309731543,3.357785049236996,1.2593966674177743,Iris-versicolor
+66,4.906970166422884,3.1237759827899008,1.5087788137637825,0.1,Iris-setosa
+67,6.293706110485355,2.3953580036476003,4.734407196423905,1.424291910604899,Iris-versicolor
+68,5.07926964426962,3.322061929200276,1.68166756373277,0.5092665487293735,Iris-setosa
+69,6.847075676341791,3.0,5.531427249314087,2.1072693987786253,Iris-virginica
+70,6.692085748543557,2.4995706346065165,5.801040402544391,1.806734534922381,Iris-virginica
+71,6.143814790757675,3.0,4.580900484192338,1.3861105147232164,Iris-versicolor
+72,6.492835770931067,3.0,5.856189505963827,2.1789672148965784,Iris-virginica
+73,5.563762509834606,2.9229154872973266,3.607216468442971,1.287725409151718,Iris-versicolor
+74,4.661354691598203,3.258011620770457,1.4078996145600466,0.19965804337741688,Iris-setosa
+75,4.8110949649683965,3.0,1.406871383260619,0.3207761029758306,Iris-setosa
+76,5.342786811474796,3.408231491064032,1.5697764819567808,0.19980424393813523,Iris-setosa
+77,4.880195334035445,3.0,1.411752647101363,0.20087516258315904,Iris-setosa
+78,6.385132951725448,2.90829713983734,4.314111155152504,1.2998574610217377,Iris-versicolor
+79,4.40000217881755,2.8720177626505072,1.3640983295441707,0.202496354207422,Iris-setosa
+80,4.991417913036299,3.390263867726366,1.6124645640313309,0.4626256892627497,Iris-setosa
+81,5.61072033897276,2.9630594516123554,3.5406403571098832,1.3039422947311545,Iris-versicolor
+82,6.0201013726320705,2.706462455804238,5.099356444689827,1.5953864067218124,Iris-versicolor
+83,4.6110529943247816,3.2168468007086686,1.4010961612757997,0.20849772317742787,Iris-setosa
+84,4.865452704847178,3.0,1.3973234927122902,0.24517910592031503,Iris-setosa
+85,5.011810851287927,3.310855512973572,1.3887345370269915,0.20042634761368733,Iris-setosa
+86,7.002820781019081,3.0905279448308627,5.096435564193004,2.313279906968021,Iris-virginica
+87,6.315261573759354,3.4038886917905513,5.639272425993352,2.405144959241932,Iris-virginica
+88,6.336540224157582,2.7109000997500323,5.027674975933679,1.8084428256010845,Iris-virginica
+89,5.008082757306658,3.440771417621699,1.4970692961574092,0.45658376730909334,Iris-setosa
+90,4.9908389195569764,3.220318591503764,1.2000002607416675,0.20689550277093804,Iris-setosa
+91,6.2797159704013925,2.306645379124263,4.436234968666624,1.2903809226918976,Iris-versicolor
+92,6.007898783602469,2.7031569255754824,5.096898518612122,1.6305459953607895,Iris-versicolor
+93,5.185944853064696,2.7105809388097226,3.904685343524219,1.4257725622416277,Iris-versicolor
+94,7.694835956427944,2.5900554272124294,6.9,2.3000275699135524,Iris-virginica
+95,7.126920682508908,3.0,5.917821920382456,2.1268402718614663,Iris-virginica
+96,5.156933001414106,3.4137193917880286,1.5693158485887864,0.19976488892318484,Iris-setosa
+97,7.9,3.8682861083630895,6.4017481995124115,2.0221436331964284,Iris-virginica
+98,6.795258714087061,3.0,5.503397161985941,2.108392051896306,Iris-virginica
+99,5.547316835713409,2.444854085125939,3.8051584228531015,1.0995982208428732,Iris-versicolor
+100,5.101325851662513,3.4696875198847255,1.3943027958920102,0.3000676565136062,Iris-setosa
+101,7.7003966153158245,2.6074851353432615,6.899998731499124,2.292579216235321,Iris-virginica
+102,6.295667598705357,3.3087046024514186,4.667817808927828,1.5866692464774979,Iris-versicolor
+103,6.678601487130838,3.0,4.944114035372748,1.6900366261199262,Iris-versicolor
+104,4.99639304438422,2.468342804329466,3.322923105642299,1.103178043915363,Iris-versicolor
+105,5.775705067936771,2.7874637073776674,5.117688897707591,2.4039457136701796,Iris-virginica
+106,4.400000876219057,2.9047665178767583,1.4000532396998397,0.2033129626200681,Iris-setosa
+107,7.134241618815775,3.0198640116266016,5.9192455206065,2.188132773554607,Iris-virginica
+108,4.98286999932267,3.2071774730120746,1.2000002050147742,0.19988018675525723,Iris-setosa
+109,5.575752516284906,2.5200001131709846,4.166195319497795,1.1250645017562388,Iris-versicolor
+110,6.808313088886099,3.182770613321572,5.961412752370698,2.2755763441232735,Iris-virginica
+111,5.080289751962079,3.5075647913192793,1.4029744994777678,0.29518567366747384,Iris-setosa
+112,5.410707739750328,3.4051939822532193,1.6364117305456019,0.20289568009135178,Iris-setosa
+113,4.883748729515108,3.0,1.407624544900208,0.21290962739548736,Iris-setosa
+114,6.698214315082589,3.0,4.990581939759792,1.6711969303422252,Iris-versicolor
+115,5.799522217742156,2.724758762835739,5.098316033315735,1.8958053097260934,Iris-virginica
+116,5.388703259440136,3.3913167321132485,1.8392727856691278,0.1975955157998219,Iris-setosa
+117,6.714788988214504,3.0,5.008508929175397,1.7313021327166043,Iris-versicolor
+118,4.994492131080484,3.306145793471998,1.408726204632031,0.19756134178321336,Iris-setosa
+119,4.891708883876894,3.0,1.3922987831986138,0.23502678559572052,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/10/test.csv b/iris/tab_ddpm/5_2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/10/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/10/train.csv b/iris/tab_ddpm/5_2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/10/val.csv b/iris/tab_ddpm/5_2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/10/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/11/synth.csv b/iris/tab_ddpm/5_2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6f949d77640a0ad543a5d56d60d26ef8179829b7
--- /dev/null
+++ b/iris/tab_ddpm/5_2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1470629092826865,3.3222413384343885,1.654648081253106,0.48258451692775983,Iris-setosa
+1,6.290477114677522,3.3962789624773757,5.606728869415387,2.3963210156121892,Iris-virginica
+2,6.700009941055251,3.2926245035313197,5.760278880450761,2.49999961703556,Iris-virginica
+3,6.365655949093911,2.9865412832983687,5.550676553851062,1.8109980495698488,Iris-virginica
+4,5.0585383653412,2.480073859465306,2.866341830498341,1.1173585155501753,Iris-versicolor
+5,4.904136990990699,3.1013873585800376,1.61528890596019,0.10000011916946253,Iris-setosa
+6,4.870217446789233,3.068699049096364,1.4977158420230408,0.10000010000492392,Iris-setosa
+7,4.797891256063028,3.0,1.3893662471059922,0.1,Iris-setosa
+8,6.312573143285459,2.905981624092278,5.615563092107897,1.7983120099785215,Iris-virginica
+9,5.403186105096419,3.0,4.522726233470276,1.4917095660800102,Iris-versicolor
+10,6.939781467812922,3.177899392405254,5.77806382139324,2.2903026325139852,Iris-virginica
+11,5.819268735048401,2.67077522510375,5.087457130158243,1.8907457390728355,Iris-virginica
+12,6.420456101762527,3.0,5.704181384816553,2.1332167558125517,Iris-virginica
+13,5.058731465688883,2.478234025180563,3.1412895800482916,1.0819733737024635,Iris-versicolor
+14,5.189858319827615,3.6958097158839647,1.5877092895565401,0.45637994707646945,Iris-setosa
+15,5.3368471365123975,3.74047148343481,1.644153157918051,0.2043629756278366,Iris-setosa
+16,7.899998575491736,3.7861974754300105,6.402442618812613,2.001856870756567,Iris-virginica
+17,4.88991453212202,3.0937866547964106,1.4982969390264618,0.10000009828753188,Iris-setosa
+18,5.701363846052263,2.5059591800355716,5.010359198886561,1.993907061912298,Iris-virginica
+19,5.8681905692128105,3.0,4.20088051538891,1.502735410999749,Iris-versicolor
+20,5.757355781247378,3.0,3.878428391838675,1.4034878593989644,Iris-versicolor
+21,7.698942656644343,2.6105271257851,6.899998621432713,2.2986290507677394,Iris-virginica
+22,6.678818990137556,3.290007000099527,5.667700109760576,2.4999994965547776,Iris-virginica
+23,6.491313386204272,3.14721432667662,5.225228305702851,1.9519925346806823,Iris-virginica
+24,5.796927358674591,2.8105656757817457,5.100140938134393,2.404864725242346,Iris-virginica
+25,6.556960982147355,3.0,5.882980718133419,2.2301378210348894,Iris-virginica
+26,7.70105654939968,2.6126990730275486,6.9,2.3248751151319795,Iris-virginica
+27,7.9,3.834327021553581,6.387168254713414,2.0085682148108797,Iris-virginica
+28,4.897897876157958,3.1114324815569847,1.494885091629607,0.1,Iris-setosa
+29,6.13641902877666,3.0,4.655953031330769,1.3476511792423973,Iris-versicolor
+30,6.288294885704609,2.305767218470011,4.433088311489955,1.286170834110965,Iris-versicolor
+31,7.689504105168034,2.589348928120493,6.9,2.3046662126086885,Iris-virginica
+32,5.339758496948358,3.883512248794175,1.498219635338869,0.3746033504424749,Iris-setosa
+33,5.374047325805401,3.404912539429574,1.6026464953740003,0.20155454375975737,Iris-setosa
+34,5.082239930374376,3.3057957862214784,1.6581014814868944,0.5291199051874655,Iris-setosa
+35,6.423403704321844,3.0,5.448575222666796,1.804955012607154,Iris-virginica
+36,6.0564202851785,2.605067710151646,5.594625104253992,1.4079767140543265,Iris-virginica
+37,6.005439387487411,2.703068801461677,5.091208378171857,1.6046649033093614,Iris-versicolor
+38,4.593916161827153,3.403726266934831,1.404308945907609,0.3776201037635226,Iris-setosa
+39,5.10967040475584,3.3817699788502864,1.499054396680015,0.2004332839488285,Iris-setosa
+40,5.159240226383177,2.6969399526510456,3.899000659231057,1.4163328912758175,Iris-versicolor
+41,6.689851614103974,3.298956889812148,5.676097513292268,2.5,Iris-virginica
+42,5.576075774517551,2.645412903662501,4.371029492729441,1.2331501050577718,Iris-versicolor
+43,5.110256132746694,3.4805520901047786,1.5168667292880242,0.19610017851222733,Iris-setosa
+44,4.889499618906788,3.081483004375385,1.5436021548212253,0.1,Iris-setosa
+45,5.509470227898092,2.372137511320766,3.786709424594214,1.0458219068957948,Iris-versicolor
+46,5.263231699901227,3.8225289664277864,1.4984335707571856,0.2474582168287584,Iris-setosa
+47,4.893221155045778,3.1088795196873265,1.4986647997751108,0.1,Iris-setosa
+48,4.4,2.9027021550905636,1.4057083640343255,0.20113598482117118,Iris-setosa
+49,6.177741554448927,2.2,4.469812287779831,1.4854442727512753,Iris-versicolor
+50,5.899519888732627,3.1817228731563425,4.8023536314067785,1.795704744944509,Iris-versicolor
+51,5.030644016022013,3.337082475987399,1.4234939687729946,0.21544090097413,Iris-setosa
+52,6.877946337643931,3.096392206936666,5.093948367608055,2.2945465473639595,Iris-virginica
+53,6.038898107127865,2.7721331969647447,4.678343626688227,1.1851214454476298,Iris-versicolor
+54,6.693083804761306,3.2940933999822777,5.742185143744399,2.5,Iris-virginica
+55,6.7024056868737,2.5031398639336806,5.837247109141231,1.804743539919787,Iris-virginica
+56,6.297861855308193,3.3058673235344522,4.699454982834015,1.5976471162340014,Iris-versicolor
+57,4.4,2.8618907681949377,1.3990095994512852,0.1807442293250557,Iris-setosa
+58,5.111002442124186,3.840555314063436,1.702490945343338,0.19583421823774044,Iris-setosa
+59,7.702658775631428,2.5902804841093956,6.899998890039518,2.2943981866808563,Iris-virginica
+60,5.92428133425848,3.0,4.243503075816952,1.4999216815202538,Iris-versicolor
+61,6.296407651722772,2.3149923657215554,4.424783967244892,1.2896593017346798,Iris-versicolor
+62,6.960189464074048,3.087158766717974,5.087697628618848,2.305786999412056,Iris-virginica
+63,4.616994979541787,3.3852449862549583,1.403840210920758,0.28307383809352993,Iris-setosa
+64,7.315980888711528,2.9060832318471825,6.254094556057363,1.8090802039214815,Iris-virginica
+65,6.38513597470387,2.7762343751872804,5.382897962977923,1.8436232761886335,Iris-virginica
+66,6.706491327503921,3.0,5.006347855092903,1.704760535201534,Iris-versicolor
+67,6.812867068452316,3.204728715719473,5.739269644444307,2.2775753307918007,Iris-virginica
+68,5.009015213952171,3.393253107370813,1.6730963245081938,0.44247829776355996,Iris-setosa
+69,5.915394932354507,2.2,5.000732118788081,1.477602432732899,Iris-virginica
+70,6.378422956348641,2.684195797975732,5.12834483660058,1.8679138542317348,Iris-virginica
+71,5.753494376092428,2.522713352049174,4.969002733959701,1.9391343110045427,Iris-virginica
+72,4.593212448654436,3.190031700368832,1.3932852193174372,0.20557912013672291,Iris-setosa
+73,7.899998960345471,3.835349814179965,6.418364429557245,2.0022288783366124,Iris-virginica
+74,6.081113237190794,2.811146158929211,4.726973400555973,1.2084372617552535,Iris-versicolor
+75,5.817939853994368,2.79092666091274,5.091394941902574,2.405859238871178,Iris-virginica
+76,5.647351251134491,3.8151575274501974,1.5312553551704762,0.3799165792026881,Iris-setosa
+77,6.3085565133049535,2.9123317841448486,4.286531631277326,1.3100528877994162,Iris-versicolor
+78,5.986973324105472,2.6896482940728186,5.106947618979483,1.603782750834816,Iris-versicolor
+79,5.772959141431336,2.792277666459325,5.096112037630781,2.394670386443852,Iris-virginica
+80,5.122818312887406,3.304590691879647,1.6341599109343188,0.4678411974597967,Iris-setosa
+81,6.300696404751498,3.2687916410286433,4.727897120899881,1.5918037284844724,Iris-versicolor
+82,5.534752493045729,2.658201784743308,4.286514224821603,1.2990354294877302,Iris-versicolor
+83,6.013813406479112,2.702227539074614,5.1018102527200515,1.5835897007213813,Iris-versicolor
+84,5.806901326093944,2.7684499164674383,5.107449564346486,1.8910906097379412,Iris-virginica
+85,4.661167883209639,3.1746685349465333,1.3940337131105647,0.19551626678235118,Iris-setosa
+86,5.807819452934609,2.6656399632431342,5.0455516860435425,1.8960497423863987,Iris-virginica
+87,5.0699070715320795,3.6088375553402416,1.4996723858000025,0.4154033343743549,Iris-setosa
+88,5.971403639682129,2.200000309421954,4.969992920514066,1.4888537592038618,Iris-virginica
+89,5.8973183412611885,3.2035122862928724,4.824684019212449,1.7877024650181979,Iris-versicolor
+90,5.510921213700874,4.2,1.3995838399296034,0.2069423817690831,Iris-setosa
+91,5.633726534813142,2.9843215790717896,4.327156054712988,1.2856218744291315,Iris-versicolor
+92,5.0732215036260735,3.772566346118734,1.6585011416081215,0.2003324712419949,Iris-setosa
+93,5.147162648280741,3.7631270846403377,1.5638692759224777,0.38407936919533237,Iris-setosa
+94,5.0016654267085805,3.202586137841885,1.2,0.19505117427148436,Iris-setosa
+95,6.574535065638413,3.2631537536646538,5.676700092209351,2.4999940780696126,Iris-virginica
+96,5.005206747647093,3.388583973479449,1.6161683226964998,0.4604898852074036,Iris-setosa
+97,5.712660743912649,2.4819247480281197,4.99339714652924,1.992056433254347,Iris-virginica
+98,5.345382003766366,3.3851135072377994,1.61999278786038,0.19861002910796074,Iris-setosa
+99,5.798595130970923,2.8067142093187476,5.121206037364143,2.404231444079501,Iris-virginica
+100,6.678949437018893,3.0,4.996827719879535,1.6753906815179223,Iris-versicolor
+101,5.573518454246198,2.8415324177634855,3.6623034961283842,1.285922786055651,Iris-versicolor
+102,5.039214558340851,2.5125543799904313,3.2988675056793566,1.1697101922181106,Iris-versicolor
+103,6.302763151391567,2.88145303288353,5.61917505069167,1.788350275551515,Iris-virginica
+104,5.5736200221474075,2.5661226925146914,3.9433552728135624,1.1613842486309223,Iris-versicolor
+105,5.085510975370617,3.3004286818647484,1.768959862583115,0.4885316649601247,Iris-setosa
+106,5.918293181726569,3.0,4.281762642289118,1.4881177256612586,Iris-versicolor
+107,5.597891575228956,2.9329377743582232,3.561201466324897,1.3015622302263086,Iris-versicolor
+108,6.714394687971971,2.5096888978404834,5.867708571017913,1.804927245323219,Iris-virginica
+109,6.850675628564948,2.7733094054754783,4.816991201615911,1.4105546420350394,Iris-versicolor
+110,6.680028967259913,3.2873625999515395,5.723313271898345,2.499999350354618,Iris-virginica
+111,6.823085118745251,2.8032037253436424,4.840237437782885,1.408650753780148,Iris-versicolor
+112,6.022827773617636,2.8930046070515076,4.585112440147002,1.3291531953190354,Iris-versicolor
+113,7.899998932511712,3.7765809545956666,6.386486413237892,2.016608781905754,Iris-virginica
+114,4.99186719222834,3.2183212538602697,1.2,0.2036210726250941,Iris-setosa
+115,7.186797448292659,3.0,6.068206735099968,1.9885310084024959,Iris-virginica
+116,5.507627755836725,3.5179981377745744,1.5451927169758872,0.42492372533147144,Iris-setosa
+117,6.706282123670794,2.5000913798433415,5.825099561686015,1.7966877353463333,Iris-virginica
+118,6.37165751877747,2.7058587099978495,5.258148766584073,1.9134169036059694,Iris-virginica
+119,7.9,3.8422578635680926,6.3757867598559645,2.020667382744882,Iris-virginica
diff --git a/iris/tab_ddpm/5_2/11/test.csv b/iris/tab_ddpm/5_2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/11/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/11/train.csv b/iris/tab_ddpm/5_2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/11/val.csv b/iris/tab_ddpm/5_2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/11/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/12/synth.csv b/iris/tab_ddpm/5_2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e63d731472191a3a10fc7da042f743508a4b7e21
--- /dev/null
+++ b/iris/tab_ddpm/5_2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.518100261752169,3.1856794719184287,5.091721313611745,2.0082264510849765,Iris-virginica
+1,6.17108669944292,2.9731320427427654,4.522490235962943,1.4268720710606129,Iris-versicolor
+2,5.470123154779635,4.2,1.3888054933358525,0.19688968229861026,Iris-setosa
+3,4.805233111130628,3.0,1.4021500155256266,0.29060797555841866,Iris-setosa
+4,5.8102057534629585,2.8314337172054733,5.098913400255341,2.4076421993861734,Iris-virginica
+5,5.654438306037004,2.7763058694765372,4.4538692388642165,1.2707185754407724,Iris-versicolor
+6,6.847517876310497,3.2122440844238516,5.819387820468506,2.3064140917654488,Iris-virginica
+7,6.387400049445856,2.90240081959488,4.308117617384018,1.2800523880270378,Iris-versicolor
+8,6.417370137337471,3.128829251081206,5.085026149799187,1.9627785431183191,Iris-virginica
+9,4.902758741225734,3.1000807494716436,1.4913621119866893,0.1,Iris-setosa
+10,5.118697933170054,3.3737274668643913,1.5080730619355447,0.21026403798638293,Iris-setosa
+11,5.476563056172131,3.8453322614178664,1.6427502869220385,0.37742045161445775,Iris-setosa
+12,7.310124361019385,2.918796177151961,6.325093002089269,1.8058305533468837,Iris-virginica
+13,5.592944982313118,2.481936340594558,3.9236904480710977,1.1316494140868585,Iris-versicolor
+14,5.383942997469989,3.0,4.490893815297823,1.4853231490028564,Iris-versicolor
+15,5.603596702036243,2.513575379273842,3.872106169772298,1.087519827495342,Iris-versicolor
+16,5.995230963848306,3.1198346134312454,4.799371788455047,1.766165851136876,Iris-versicolor
+17,4.8022784500627385,3.0,1.4019914972983787,0.31139689367023493,Iris-setosa
+18,4.901729806648637,3.0757672305216888,1.536328019325507,0.1,Iris-setosa
+19,4.991932425977317,3.2165119474628323,1.2,0.1944956905454402,Iris-setosa
+20,6.590808061754233,3.0,5.853800692121073,2.2363288266078487,Iris-virginica
+21,6.087138883898364,3.0,4.617078140438916,1.402114735101279,Iris-versicolor
+22,5.951849293617359,2.5531471867021365,5.061946995406822,1.9357550715550813,Iris-virginica
+23,4.818934891178181,3.0,1.3992138021954104,0.1,Iris-setosa
+24,6.656602496418448,3.286947482623196,5.667367388648147,2.4999992966386153,Iris-virginica
+25,4.9034870776405635,3.096739871712486,1.4913523348121982,0.10000012632588581,Iris-setosa
+26,4.590365499339487,3.4042679556719686,1.3904586705482658,0.29681514902481215,Iris-setosa
+27,6.103760198881414,2.8010951514678846,4.699476071652452,1.2068518745316927,Iris-versicolor
+28,5.096530546744613,3.4672854895846665,1.417180100600839,0.24386180381196065,Iris-setosa
+29,5.695051112294109,2.767140730912254,4.457377296533226,1.3044277535090465,Iris-versicolor
+30,5.796033423221204,2.723076488210399,5.065314519896918,2.272547479450346,Iris-virginica
+31,6.3459522577274585,2.734848648533169,5.3904497354579295,1.8623367926000962,Iris-virginica
+32,5.526448034780937,3.0,4.274346952672941,1.3440263648650748,Iris-versicolor
+33,5.057455112157059,3.269537018231638,1.487718183939965,0.5032686247613111,Iris-setosa
+34,4.923897667415472,3.2639672159430226,1.391614922904068,0.20282001267466832,Iris-setosa
+35,5.393840638751327,3.3895543416294363,1.716685175344737,0.19637774844431705,Iris-setosa
+36,6.6792672900781325,3.297081675024304,5.683061725246515,2.0841832883442084,Iris-virginica
+37,6.427595667454428,2.885658423144269,4.290694296810044,1.283916808452718,Iris-versicolor
+38,5.8989029020641786,3.0,5.130916938321819,1.7991909075126562,Iris-virginica
+39,5.37717630873964,3.559215543489885,1.540240049385551,0.2012528036932823,Iris-setosa
+40,6.002061542937413,2.689279378316705,5.089441909759077,1.6064459726050648,Iris-versicolor
+41,5.3304954975795225,3.3792793673899384,1.6327079936725535,0.42027857283668935,Iris-setosa
+42,5.605051222574234,3.0,4.074286471988935,1.3103739192928168,Iris-versicolor
+43,5.226357563695533,2.8096334645636407,4.064319478694298,1.4501490153511267,Iris-versicolor
+44,6.393675004904895,2.9026533633653915,4.233558452509926,1.33671897335061,Iris-versicolor
+45,4.982382441031472,2.4457287897265574,2.9209815946247515,1.0772515929871185,Iris-versicolor
+46,5.8567093143558395,2.996093169756563,4.22198204395462,1.4724526787840606,Iris-versicolor
+47,5.498367187893134,2.5854887627960124,4.430945190450363,1.1610734632947153,Iris-versicolor
+48,5.816864547557065,2.7912938491085577,4.64468080477315,1.2549885546298507,Iris-versicolor
+49,5.090361556061762,3.749849556842167,1.5268653825419343,0.2998730535139045,Iris-setosa
+50,5.348160104068369,2.6340764147811515,3.6610829149459203,1.2386130218836038,Iris-versicolor
+51,5.144495868081162,3.332457080861294,1.4916077204703806,0.3758432021387612,Iris-setosa
+52,7.6819107865630825,2.596403686098838,6.9,2.298964053248431,Iris-virginica
+53,4.9971556184007495,3.3898827551422617,1.604231977497474,0.3649464183965948,Iris-setosa
+54,5.870794307096704,3.0,5.1122054856919075,1.7874471864086423,Iris-virginica
+55,5.734308116353154,3.8298611536638227,1.8118621374212314,0.3030712321302962,Iris-setosa
+56,6.879427707090381,3.0,5.614236184198695,2.1020990682619423,Iris-virginica
+57,6.281386911469783,3.0,4.446117953725803,1.364246346987649,Iris-versicolor
+58,6.294087133805199,3.4085956804489563,5.602194047866344,2.398702119857927,Iris-virginica
+59,7.696767298075852,2.582595708126423,6.9,2.288504650684945,Iris-virginica
+60,4.907847833577453,3.1001908823136834,1.4979240180020774,0.1,Iris-setosa
+61,5.288948874649393,2.5702150115792204,3.670853042897014,1.1769817305570434,Iris-versicolor
+62,7.9,3.8054934959204014,6.376814661623449,1.9913302553151588,Iris-virginica
+63,5.424870719777526,3.0,4.5466374329611,1.5036686903629528,Iris-versicolor
+64,5.076782665668261,3.3935236774149233,1.4998659507150411,0.20501822254390842,Iris-setosa
+65,5.21323384939719,3.387202089680006,1.5236553759204596,0.2015296648776176,Iris-setosa
+66,6.275204887063999,2.501167547565815,4.901317511920704,1.4890706889076304,Iris-versicolor
+67,5.167814068348741,3.766509688310457,1.5558443549730494,0.20124575810677647,Iris-setosa
+68,5.807494266187105,2.7315301972309656,4.627018247104581,1.2310089416013732,Iris-versicolor
+69,5.7055288456290185,3.117572571954027,4.707917856139358,1.74297195973813,Iris-versicolor
+70,6.89783398710833,3.203468801250525,5.892637867259465,2.3078719077242726,Iris-virginica
+71,5.4719025107907955,4.199999207926106,1.3950382380460526,0.21445315315433008,Iris-setosa
+72,5.6391285785226595,3.8008416061047585,1.593946831182134,0.29971702107593906,Iris-setosa
+73,6.217731926520399,2.2000003668974424,4.524127155760726,1.5129301317801143,Iris-versicolor
+74,5.6025569673913855,3.661472507495998,1.61176264584498,0.3239160140345763,Iris-setosa
+75,6.103254828475238,2.878865838525903,4.680585305655444,1.2662634617183233,Iris-versicolor
+76,6.165739527432313,2.200000291077131,4.467336212932174,1.503634025134787,Iris-versicolor
+77,6.590543082784965,2.5942403632127986,5.572850593731875,1.8347691194467954,Iris-virginica
+78,5.883003277276274,2.70709077203229,5.113077116924472,1.8628207770643597,Iris-virginica
+79,5.368735236290895,3.0,4.461809488759727,1.4909113404426082,Iris-versicolor
+80,6.823040773348341,2.810499086338234,4.816097238265982,1.413831278582588,Iris-versicolor
+81,5.608792373173134,2.4693068517706145,3.7696244353536397,1.0763566613097544,Iris-versicolor
+82,4.905361162315489,2.400438019635147,3.3366682868860087,1.0599945493208052,Iris-versicolor
+83,5.413364293016889,2.449870639311332,3.6875779955544767,1.0779839102825637,Iris-versicolor
+84,4.822352998342068,3.0,1.4057890858295197,0.32879985660929484,Iris-setosa
+85,4.797498707044575,3.0,1.3923325586866004,0.1,Iris-setosa
+86,6.074407695169517,3.0,4.570235736207653,1.4042513239040886,Iris-versicolor
+87,6.311539042144611,2.7092935714284336,4.905512583454626,1.7979000633564013,Iris-virginica
+88,5.1093014076751695,3.497378730192444,1.3941093972382683,0.3117846157645323,Iris-setosa
+89,6.765161435374411,3.0,5.5404316275252405,2.1014563340187906,Iris-virginica
+90,6.501926228740059,3.189359121105805,5.089589393193788,2.0012622848677215,Iris-virginica
+91,5.838225685024604,3.1873817422549964,4.778556704719479,1.79173529910254,Iris-versicolor
+92,5.535602721742208,2.66933632739439,4.423141466926002,1.2473739666828871,Iris-versicolor
+93,4.927365173312942,2.4265635893919786,3.157848760102878,1.0688421641648076,Iris-versicolor
+94,7.216523393681792,3.0,6.041660273798611,2.0251646343224725,Iris-virginica
+95,6.829144096368685,3.0948319314786636,5.101183102842165,2.2878138430233634,Iris-virginica
+96,6.707537028647119,3.0,4.993628767925358,1.7088212184353477,Iris-versicolor
+97,6.308000705692057,3.389448678956387,5.613226893301445,2.3989052288796833,Iris-virginica
+98,4.494543944582365,2.294982746508497,1.2981635505956932,0.30173828973144784,Iris-setosa
+99,5.949670118647927,2.2,4.9293597528794795,1.4548692108600287,Iris-virginica
+100,6.682494391578178,3.299928022774982,5.722140807076838,2.1172653849085905,Iris-virginica
+101,4.621634163541393,3.3965982456511474,1.4034857362431974,0.2966113513640102,Iris-setosa
+102,5.8024227999387845,2.7761727926285307,5.115380525936883,2.3959122402061674,Iris-virginica
+103,5.332365773419801,3.8313423776140194,1.625304218194388,0.4025059831793643,Iris-setosa
+104,5.499016848777888,2.5528494284001373,4.071504238587961,1.1765546720219286,Iris-versicolor
+105,5.133607496963561,3.5302874943539755,1.4024637820520107,0.29878646712554435,Iris-setosa
+106,6.513556967608976,3.1794566511178384,5.097245385170594,1.995502032435862,Iris-virginica
+107,5.608113812705385,2.9976554471279004,4.0326280579192755,1.3385243688829438,Iris-versicolor
+108,7.316730641353312,2.9053389016616045,6.3186371668067,1.8049588524739086,Iris-virginica
+109,6.313247040204035,2.296134983144345,4.3713986622324805,1.3013728700999707,Iris-versicolor
+110,6.657300955895639,3.2853992962108767,5.66627068781205,2.499999641793597,Iris-virginica
+111,5.354518479040864,3.832104318061445,1.5895787495189837,0.3231969520233583,Iris-setosa
+112,6.473049407219436,3.0,5.798381920064686,2.2228824088919374,Iris-virginica
+113,4.899925722294238,3.0,1.3964718068497772,0.19583471956064846,Iris-setosa
+114,4.8267886946614595,3.0,1.4061639302564546,0.2601068651890999,Iris-setosa
+115,5.116739661859342,3.8012518911869315,1.49889442221061,0.19726664666788107,Iris-setosa
+116,7.2633234456794735,2.895344257934058,6.272036951354828,1.7976246909670817,Iris-virginica
+117,6.690381145770997,2.5018171869131693,5.756319673524995,1.7967903597463348,Iris-virginica
+118,5.400059300956795,3.3890842724786228,1.7375418873676998,0.19520702668829606,Iris-setosa
+119,6.314638748017017,3.3054463877174007,4.7071080397833365,1.596524159887833,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/12/test.csv b/iris/tab_ddpm/5_2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/12/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/12/train.csv b/iris/tab_ddpm/5_2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/12/val.csv b/iris/tab_ddpm/5_2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/12/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/13/synth.csv b/iris/tab_ddpm/5_2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..67464a59e82ea47b92507b2c59a4fc1a3451362d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6925645293160745,2.4577030384837766,4.955595060262157,1.9865750983497812,Iris-virginica
+1,5.609158492355194,3.0,4.0455043833891295,1.2744264183452496,Iris-versicolor
+2,4.9053615012911145,3.073776635757932,1.4968558767730127,0.1,Iris-setosa
+3,5.9060383944930415,3.0,5.102898121550562,1.7992172749413762,Iris-virginica
+4,5.670036881730731,2.4618219621233584,5.004778710229715,2.0265483582157904,Iris-virginica
+5,6.0144989069085195,2.2000003002925275,4.999770380262485,1.4953939198651265,Iris-virginica
+6,5.097713195111115,3.518632128241132,1.39656651672741,0.31527669468656466,Iris-setosa
+7,5.274766677914364,3.544809678533836,1.4397962158324584,0.3121796648639116,Iris-setosa
+8,4.504084635314884,2.2941583801536654,1.2953085850151937,0.2927470695728011,Iris-setosa
+9,6.010831216643051,2.200000302779834,5.012546907415969,1.4816391143340826,Iris-virginica
+10,6.667497951254896,3.2796462383183296,5.67009018431368,2.079067266581629,Iris-virginica
+11,4.8182262874988435,3.0,1.4045312704448776,0.10000009881741927,Iris-setosa
+12,6.467045448508161,3.0,5.534577703551841,1.7945719623933234,Iris-virginica
+13,5.1562604703693635,3.398460329846391,1.4998935815259677,0.19941764644025822,Iris-setosa
+14,6.28837629006519,2.295509875350584,4.383637354483582,1.275020463013716,Iris-versicolor
+15,6.107966811040599,2.7977608009317327,4.6906882242470305,1.1871907684571987,Iris-versicolor
+16,5.968146880304623,2.2,4.9839771683742455,1.5055969568362264,Iris-virginica
+17,5.967596958723558,3.0,4.78279790593058,1.7948577406338055,Iris-virginica
+18,4.400000510266733,2.9020599208970213,1.3943824099344135,0.19915955739804542,Iris-setosa
+19,7.691469886877762,2.6063632875335214,6.8999984252188975,2.2901499513078165,Iris-virginica
+20,6.867831447644702,3.2018976162527673,5.695218159222525,2.295140417382811,Iris-virginica
+21,5.391260217317148,3.6054906500236656,1.5201170588399966,0.201984157590976,Iris-setosa
+22,4.8077374060854785,3.0,1.405994265122368,0.10000009772665105,Iris-setosa
+23,6.679690911205249,3.0,5.0156817633457935,1.7029740748525573,Iris-versicolor
+24,6.307186350419213,2.3444077960580723,4.451973514974566,1.3241244496699163,Iris-versicolor
+25,5.099484564082784,3.304815200909393,1.6397079667743644,0.4936803466686925,Iris-setosa
+26,6.787291548206562,3.0,5.399611646810757,2.2005467993566343,Iris-virginica
+27,5.177280765051081,2.656937080886213,3.6371944033537673,1.3770021695028813,Iris-versicolor
+28,5.754135951026169,2.6340534286623902,5.05791020822633,1.9447334849919118,Iris-virginica
+29,7.369701765660897,2.9014117906932055,6.306513626635553,1.8029341982077003,Iris-virginica
+30,6.28065744770523,2.7150413586303417,4.9214432192066635,1.805482729647776,Iris-virginica
+31,5.221034344891766,3.8181450090057187,1.4750824360707968,0.4328641352764735,Iris-setosa
+32,6.02600251095153,2.715922884850009,5.103134556276101,1.6287448946283631,Iris-versicolor
+33,7.711358701958713,2.6013804406814374,6.899998701156244,2.2969680941715716,Iris-virginica
+34,6.660833631340288,3.292603690191917,5.650448949295095,2.09086703997345,Iris-virginica
+35,4.768391200303504,3.0,1.3943230463410017,0.29763962064809546,Iris-setosa
+36,4.903775679212861,3.115372945524447,1.585824768235582,0.1,Iris-setosa
+37,5.864444779238925,2.7662079420040326,5.128857585888571,1.809842790198545,Iris-virginica
+38,6.302227898313994,3.2833676806376317,4.713101322181029,1.6193140662852321,Iris-versicolor
+39,5.788945191501059,2.716556998777379,5.099572372251312,1.8864851749746725,Iris-virginica
+40,4.81890733962827,3.0,1.3955251149806975,0.28474445855825004,Iris-setosa
+41,5.3494735870249945,3.8681666090140614,1.6424812722771198,0.41796874593455713,Iris-setosa
+42,4.902814402936829,3.0,1.4023332858806097,0.19974639377269243,Iris-setosa
+43,6.3193656564834315,2.9023487068734073,5.62848289610326,1.7968274645360731,Iris-virginica
+44,4.490129736324027,2.2994817793217477,1.297058111214178,0.2984833242776262,Iris-setosa
+45,4.9038757012769745,3.078116108804966,1.4999186636702515,0.10000011466561387,Iris-setosa
+46,6.244873081013493,2.900140677997925,5.535994198628505,1.795241722889942,Iris-virginica
+47,5.150450527604179,3.4224197589527203,1.4818524462081375,0.22752117454936452,Iris-setosa
+48,6.493432327635232,3.0,5.461632453807542,1.806349556953796,Iris-virginica
+49,4.588973354420146,3.404463564515613,1.3994541987682678,0.3210730742610688,Iris-setosa
+50,5.489660431305653,4.2,1.4025103331109694,0.20892581096342513,Iris-setosa
+51,5.904252690273565,3.0,5.073512578815168,1.7940608641417113,Iris-virginica
+52,6.1548089550732605,2.2,4.518135860225102,1.4886769685779624,Iris-versicolor
+53,5.412380447488091,3.4153247208077167,1.7979347470192248,0.20211233111473664,Iris-setosa
+54,6.796293513936144,3.0,5.593472761954521,2.1041443825606096,Iris-virginica
+55,6.718045649732622,3.309935246021991,5.688313977571594,2.1021444868677874,Iris-virginica
+56,5.967706294886648,2.9823517565173185,4.371121130713724,1.4959574292997362,Iris-versicolor
+57,7.690273024742155,2.591444082287513,6.9,2.30016792375633,Iris-virginica
+58,6.52671724212193,3.0,5.4327947084895225,1.8051863365722236,Iris-virginica
+59,4.846606672215389,3.0,1.40239424356712,0.25342032430244665,Iris-setosa
+60,5.784021823781158,2.668320588549737,5.092969791496696,1.9076651960076292,Iris-virginica
+61,6.541620091594181,3.214384759817997,5.112834743144766,2.0357074480632633,Iris-virginica
+62,5.993712025468841,2.2000002916905266,4.976463531129038,1.501287988643562,Iris-virginica
+63,5.091988299767154,3.6655148983446795,1.5474034989756742,0.36835466900291014,Iris-setosa
+64,7.248829702830934,2.8843406768319158,6.265484368392877,1.795127324419442,Iris-virginica
+65,5.225536058020848,3.7413626657498527,1.5909391111041145,0.1995457992358824,Iris-setosa
+66,6.84783022154077,3.1866118923651934,5.812727694385404,2.315026265452821,Iris-virginica
+67,4.567302327301993,3.181509605419482,1.3930074532541175,0.19163413132232932,Iris-setosa
+68,5.518973300090599,4.2,1.4050513136060243,0.21323223997447327,Iris-setosa
+69,5.567626160982428,2.6715906965287837,4.245776387983303,1.2772255791157274,Iris-versicolor
+70,4.50228827239988,2.3130739030321634,1.3037684931448033,0.3821571191186371,Iris-setosa
+71,5.700575744758962,2.489553040490901,4.983756259983438,2.0026174560335654,Iris-virginica
+72,5.011944610530833,3.3116097710660664,1.4065335262790513,0.19824677689227937,Iris-setosa
+73,6.115301638174059,3.0,4.587857439498201,1.3577368792277629,Iris-versicolor
+74,4.877435533377068,3.0532442273313065,1.4790855401411427,0.10000011206066159,Iris-setosa
+75,7.0789063238797345,3.0,5.68713414998354,2.101889873857684,Iris-virginica
+76,4.570879329609979,3.313202248550996,1.390965064508151,0.25639828624060196,Iris-setosa
+77,4.604401925981002,3.2055334732779284,1.4041152158692798,0.21568104941125701,Iris-setosa
+78,6.288280774708402,2.5097456461477723,4.980203700890971,1.5158920585703763,Iris-versicolor
+79,6.312631631716526,3.433555755958142,5.607830724865683,2.396764943763493,Iris-virginica
+80,6.050708601592168,2.2,5.002575976360692,1.531534202672958,Iris-virginica
+81,5.068387797020189,3.307861127988833,1.4487648385416443,0.20203523476412139,Iris-setosa
+82,4.796305218978679,3.0,1.3941328046967387,0.2971062593133793,Iris-setosa
+83,5.146054677352196,2.562929101439889,3.620166708719302,1.2458109934917927,Iris-versicolor
+84,6.910064881942361,3.131237161972158,5.760369110144531,2.2628515432515495,Iris-virginica
+85,6.907545992901864,3.0837450056301203,5.112332270922373,2.297222267047529,Iris-virginica
+86,4.933023434391121,3.156552476134059,1.401028983211327,0.19515438351529046,Iris-setosa
+87,7.294826091750807,2.9079513769078242,6.308997172560944,1.798976274250296,Iris-virginica
+88,6.532273612157715,3.0,5.78495056041842,2.2118502241979785,Iris-virginica
+89,5.817675796425366,2.8083132080051283,5.10250832373648,2.411947353165325,Iris-virginica
+90,7.301962812806418,2.9037786383103303,6.319778488577332,1.7972772290940444,Iris-virginica
+91,6.308694682157864,2.694602146260234,4.961612187751827,1.7944525695881586,Iris-virginica
+92,7.670453660090416,2.6152915451767753,6.899998629466167,2.2990777146370798,Iris-virginica
+93,5.832355517072182,2.8184934497715015,5.098466170791695,2.3962732887573868,Iris-virginica
+94,4.9001659127411905,3.1207728323201422,1.494705753998869,0.1000000931047227,Iris-setosa
+95,7.721326464575039,2.600788156211194,6.9,2.3100656957389534,Iris-virginica
+96,7.726326995339174,2.606038534772341,6.9,2.3180474651022784,Iris-virginica
+97,7.0525096281127455,3.0252936469248515,5.916821279708745,2.1874554978176963,Iris-virginica
+98,4.899924221800834,2.4030002379477753,3.205628676676419,1.0127521452961963,Iris-versicolor
+99,7.737328211154493,2.6237966441790457,6.9,2.3035292519759127,Iris-virginica
+100,5.80657822026726,2.8299615209484785,5.113793144802616,2.405050386185968,Iris-virginica
+101,6.061217885707246,3.243815269484304,4.768337829369749,1.7493563102806051,Iris-versicolor
+102,6.870495855733848,3.193222309381306,5.789113607220988,2.294257049670113,Iris-virginica
+103,5.890582430596222,3.2087008333773146,4.792918292082954,1.7990150277306056,Iris-versicolor
+104,7.004247765395842,3.1373274489231004,5.7541256572253,2.2519706681395864,Iris-virginica
+105,4.805378054355029,3.0,1.3956885867649578,0.3421236575368063,Iris-setosa
+106,7.042944540146455,3.0,5.776526615172742,2.1705778523002537,Iris-virginica
+107,5.213394176397554,2.6328083209639908,3.807515937314433,1.3445357376049636,Iris-versicolor
+108,7.9,3.7541277248200307,6.4537240901919635,1.9966488484373597,Iris-virginica
+109,6.015972020038082,2.927323099901862,4.421199830103467,1.5393452291853644,Iris-versicolor
+110,6.499965906462787,3.0,5.877994624846048,2.2351371786615863,Iris-virginica
+111,5.8566571643435505,2.8066607791097775,5.105739606712482,2.3918594859774194,Iris-virginica
+112,5.623426244916257,3.0,3.8663226165426767,1.3190279918134342,Iris-versicolor
+113,5.57664647727457,2.8579989918019644,3.6785299283259447,1.2435532754994003,Iris-versicolor
+114,5.847539970715035,2.8940909354076245,4.563296269249796,1.3372764731196363,Iris-versicolor
+115,5.0950861757396195,3.5389692070373715,1.4744593576980038,0.3627384503450427,Iris-setosa
+116,5.442189291242101,3.409435901201792,1.8152181348775573,0.20023665114080294,Iris-setosa
+117,7.6975505076341495,2.6034074314755364,6.9,2.2847330379880715,Iris-virginica
+118,5.031502258166709,3.5179447067796503,1.5949729454533215,0.4253607963832623,Iris-setosa
+119,6.556086619533339,3.0,5.507930655646698,1.7994595002086236,Iris-virginica
diff --git a/iris/tab_ddpm/5_2/13/test.csv b/iris/tab_ddpm/5_2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/13/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/13/train.csv b/iris/tab_ddpm/5_2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/13/val.csv b/iris/tab_ddpm/5_2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/13/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/14/synth.csv b/iris/tab_ddpm/5_2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..780d85403c38870011dd5b8b167844e4d8ee6f4e
--- /dev/null
+++ b/iris/tab_ddpm/5_2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.558489286272863,2.435633030505018,3.805921032287524,1.0851244479532192,Iris-versicolor
+1,6.40253327171416,2.9081229928863186,4.322349792999774,1.302333942780276,Iris-versicolor
+2,5.954539160127049,2.6880973023975416,5.091526685721842,1.5604154470397393,Iris-versicolor
+3,6.151484695027255,2.2,4.429437013061859,1.4997041141969598,Iris-versicolor
+4,5.406188699640123,2.8986270615595506,3.947950648997628,1.4346824305661716,Iris-versicolor
+5,5.009581646086364,3.2012826780187864,1.2,0.19999900273995608,Iris-setosa
+6,6.5067859555528385,3.0,5.515262865688536,1.8012883907000148,Iris-virginica
+7,6.135086103502568,2.6099518756210287,5.593037231568012,1.4333731426207257,Iris-virginica
+8,4.651492066736898,3.087763046406704,1.4014710634968721,0.19542425856017678,Iris-setosa
+9,5.028255117148681,3.3551287907820564,1.4100856922828429,0.2322319067434539,Iris-setosa
+10,7.9,3.790878213374332,6.410544553857502,2.0153983265274373,Iris-virginica
+11,6.314466665456499,2.7180045155281025,4.9316634112950695,1.7952190482561552,Iris-virginica
+12,5.887980057948193,3.0,4.432844485306509,1.3537279631246906,Iris-versicolor
+13,5.001411371538909,3.3015191941494075,1.4058954499852756,0.20265363063062342,Iris-setosa
+14,5.565965043999302,2.524181358736402,4.095238733810811,1.0977963065458767,Iris-versicolor
+15,4.883813017186304,3.0,1.399590410576812,0.1925199869657374,Iris-setosa
+16,7.303031682719867,2.9115166783422284,6.281553156868181,1.7964747698572294,Iris-virginica
+17,6.161758865694976,2.2000003705169564,4.449929400679328,1.4833205699237926,Iris-versicolor
+18,6.547029548302385,3.208501531660706,5.087405694595729,2.0245379298024204,Iris-virginica
+19,6.522685424304336,3.0,5.530706854545807,1.8074801481835863,Iris-virginica
+20,6.710342389666061,3.303708779193824,5.7069990501814924,2.0989943666922706,Iris-virginica
+21,4.886782494675147,2.3935449674224056,3.212494111175666,1.013287437685907,Iris-versicolor
+22,6.301812210754536,2.5103408840272925,4.922285112752406,1.5093770869639962,Iris-versicolor
+23,6.83691692032674,2.972382501610634,4.959452684940169,1.5920122762299433,Iris-versicolor
+24,5.450848528349892,3.507435541570637,1.6035288691445604,0.4060941645568865,Iris-setosa
+25,6.296079643383006,2.3091022087416655,4.432636737042899,1.2987000786791385,Iris-versicolor
+26,6.573881717116328,3.130751112345613,5.3129813610013015,1.9754450392407519,Iris-virginica
+27,6.0091550108374125,2.7057237719396934,5.109685865164128,1.6090798244278648,Iris-versicolor
+28,6.68531285602693,3.292931777465583,5.7900922942910995,2.0811116345648757,Iris-virginica
+29,6.105106963603299,2.8076413583553506,4.712032549888673,1.1944493706068096,Iris-versicolor
+30,6.7799895631853,3.0,5.512788570920488,2.1259361926130427,Iris-virginica
+31,6.7219540425280275,2.5173947218592265,5.844521318089135,1.8032291512464573,Iris-virginica
+32,5.74320588929653,2.5839218128703827,5.05454392906772,1.9367286550695395,Iris-virginica
+33,6.489286435317231,3.0,5.438532120262046,1.8022089531783159,Iris-virginica
+34,4.597589233597057,3.2136019928814563,1.3966245255384073,0.1980225998917043,Iris-setosa
+35,6.723595643584622,2.484438438225415,5.774565882086382,1.802527687597206,Iris-virginica
+36,6.300303747839947,3.2929810925103835,4.710439183630736,1.5990904007604705,Iris-versicolor
+37,6.790065652801666,2.8184372069324803,4.822989321808674,1.440612032871883,Iris-versicolor
+38,6.865799130056365,3.205953878226652,5.763015257777601,2.306620778653196,Iris-virginica
+39,6.80386529641044,3.1032435304527266,5.108973580654545,2.3251150280882924,Iris-virginica
+40,5.030008831677649,3.208440306992143,1.2000002492956883,0.19859638823100012,Iris-setosa
+41,6.519951340226497,3.0,5.622541372307033,1.794322514226698,Iris-virginica
+42,4.882797879465546,3.082545902323077,1.7143849042330306,0.1000000973655781,Iris-setosa
+43,5.951199711684431,2.2,4.998523010268157,1.4911981574957813,Iris-virginica
+44,5.371718868545325,3.88923827473427,1.667952872479538,0.3869138279992619,Iris-setosa
+45,5.510194772977452,2.5876411223494227,4.413560781808013,1.1701183192324327,Iris-versicolor
+46,6.3102026536186955,2.305398592809568,4.4399428852368175,1.3071747556808688,Iris-versicolor
+47,6.925387698731019,3.0,5.629872165248159,2.064318360214976,Iris-virginica
+48,6.877579903012384,3.1061726465570905,5.115110450513006,2.294790982028268,Iris-virginica
+49,5.993279554801623,2.200000313136406,4.97821743207327,1.5261110618420364,Iris-virginica
+50,4.591319207008836,3.3967359625461713,1.3976114944818738,0.29992857443052534,Iris-setosa
+51,4.583636546673143,3.4204355018298642,1.401913160843427,0.32248502662692835,Iris-setosa
+52,4.499989916177939,2.304691235880443,1.3098660449196646,0.29337293563945505,Iris-setosa
+53,6.195510654499835,2.8417702730830783,4.655330093207721,1.1962971214247524,Iris-versicolor
+54,4.599024999453541,3.419993726672833,1.4010094484991078,0.2912804845750997,Iris-setosa
+55,5.0125159471363,3.4658611217205437,1.6828447388158982,0.40677887465337065,Iris-setosa
+56,5.816883416198318,2.7392835828346564,4.576318406350346,1.174548489735015,Iris-versicolor
+57,6.491442463756192,3.0,5.806718102554731,2.2064413721400333,Iris-virginica
+58,4.980777755242966,3.298994652375073,1.4051549766803562,0.20044304186389872,Iris-setosa
+59,5.465595955155539,3.4974068398491545,1.6647909474001712,0.3515031901386703,Iris-setosa
+60,6.44416545814262,3.0,5.503755113032423,1.793544423999744,Iris-virginica
+61,7.709034271988081,2.60003690586027,6.8999987860798,2.3001697962396976,Iris-virginica
+62,6.7877045897814385,2.8082782129349835,4.81665982282225,1.3992792646420458,Iris-versicolor
+63,5.369519731010794,3.0,4.414594080176775,1.494998851013964,Iris-versicolor
+64,5.907251129442176,3.201833639009816,4.788686274296503,1.8044381266155798,Iris-versicolor
+65,5.593366246036987,2.5503394415638247,4.015321668233511,1.1363697749400783,Iris-versicolor
+66,6.272728330316117,2.892309887701512,5.532934067864396,1.8018276545645144,Iris-virginica
+67,6.701572834510013,3.2951444403118244,5.718293611235555,2.094483715705845,Iris-virginica
+68,5.53122720129816,2.4776481678112674,3.9133035856956466,1.1185541429498083,Iris-versicolor
+69,6.7250969478359375,3.294071232158048,5.696978507769094,2.5,Iris-virginica
+70,7.689081417343974,2.595642832168495,6.899998889850947,2.301668163975763,Iris-virginica
+71,5.504161177558434,2.386231267762729,3.794060331093255,1.103600744088712,Iris-versicolor
+72,6.164227708478164,2.2,4.485875379231115,1.5037095890697993,Iris-versicolor
+73,4.880502643718732,3.0909815844680706,1.5107037197739501,0.10000009562295971,Iris-setosa
+74,7.737243364640032,2.592820142339868,6.9,2.3164297194680215,Iris-virginica
+75,4.960511128108247,2.433470878391286,3.027301902592588,1.0708466279883087,Iris-versicolor
+76,4.488460915127162,2.2819537632710167,1.30758464178013,0.2889911624233126,Iris-setosa
+77,4.6134771708796825,3.3900905548301377,1.4013790433842215,0.29763107192331734,Iris-setosa
+78,4.779700483167953,3.0,1.4087663970798678,0.1,Iris-setosa
+79,6.844268849937616,3.1800734394946977,5.841149573605688,2.2922582027041756,Iris-virginica
+80,5.106490783110077,3.8455214106780087,1.6516274317190005,0.20826599018030806,Iris-setosa
+81,4.989946168766653,3.19798896407549,1.2,0.20434559304395905,Iris-setosa
+82,5.575781219981609,2.695091069250907,4.095605917356436,1.2852526191804703,Iris-versicolor
+83,5.92754969182355,3.0,5.10355816162586,1.7987708716769877,Iris-virginica
+84,4.904458838061569,3.0951736054030476,1.687790381774023,0.10000009833244886,Iris-setosa
+85,5.909205745012305,3.0,4.260971176585437,1.5212672111291052,Iris-versicolor
+86,6.997871126235959,3.0,5.758366843963025,2.1199191452800568,Iris-virginica
+87,4.860520872544585,3.0,1.4066288599045365,0.1,Iris-setosa
+88,4.4,2.8687286214441357,1.4087184583449612,0.20608521325037282,Iris-setosa
+89,5.954631979882925,3.0,4.321399032399372,1.5424563653645091,Iris-versicolor
+90,5.731873209515669,2.494613198762622,4.944008767240252,1.9948191326944769,Iris-virginica
+91,6.267514106367559,3.4018252747412236,5.598933903653334,2.3981764589200547,Iris-virginica
+92,5.582345475965151,2.54653459082834,3.890111246118177,1.1485881104616,Iris-versicolor
+93,4.589579384178233,3.4016972842269584,1.4020081697865066,0.29048366368079076,Iris-setosa
+94,6.000251217513194,3.0,4.447942453704588,1.5102419979280481,Iris-versicolor
+95,5.081027198911015,3.6471041954080348,1.7259302090008128,0.352671304822363,Iris-setosa
+96,6.318902982116086,2.290756068906906,4.419570445682191,1.2846429895110039,Iris-versicolor
+97,5.9094340033886805,3.0,5.105098655614695,1.8016319264053118,Iris-virginica
+98,5.994761134439399,2.704323720889435,5.107903748757852,1.6036551762963909,Iris-versicolor
+99,7.307074826768919,2.8942877836025356,6.303566098723143,1.797071161888984,Iris-virginica
+100,4.903478182679235,3.119015363224453,1.5733407260169479,0.1,Iris-setosa
+101,5.338315803594938,3.862632082796071,1.736982102330384,0.37552157761720717,Iris-setosa
+102,5.378249355936958,3.391209207257545,1.6653849730688781,0.2054264792146945,Iris-setosa
+103,5.4495067085022715,3.0,4.4908204019587314,1.491134345006069,Iris-versicolor
+104,6.498137578400576,3.1879362493319623,5.095269493828275,2.0193853624953575,Iris-virginica
+105,6.528802566511316,3.0,5.675267097435563,2.1651428464887656,Iris-virginica
+106,4.824437630537418,3.0,1.383198021243567,0.28597565908708406,Iris-setosa
+107,4.821178805262415,3.0,1.4244300509965278,0.1,Iris-setosa
+108,5.305957762621062,2.6464209360690805,3.900669169936594,1.332397473146334,Iris-versicolor
+109,5.903880326134132,3.187892164935136,4.784186671401988,1.7963564621205204,Iris-versicolor
+110,5.682707533290156,2.8963712496641056,4.0276231945684104,1.3166169669608885,Iris-versicolor
+111,6.3754613570465235,2.9567095515286135,5.723628606152391,1.9077874946578628,Iris-virginica
+112,7.034063847782354,3.0,5.700505914291488,2.0871455134728425,Iris-virginica
+113,5.073287699841441,3.499364309107874,1.4000013339115092,0.2914871200863063,Iris-setosa
+114,5.125640907188533,3.757288099202505,1.4978796137637054,0.2155543485784987,Iris-setosa
+115,5.111655721006102,2.6312396085245715,3.718679795197824,1.3611273062900378,Iris-versicolor
+116,4.636992664866116,3.306213969501142,1.4109297837382189,0.24907821163589508,Iris-setosa
+117,4.576412690670466,3.2949566944864874,1.386960112422841,0.24115646231809346,Iris-setosa
+118,7.71193531900186,2.5865258473522785,6.899998851143863,2.307261527074684,Iris-virginica
+119,5.8165754671983105,2.8092962630023393,5.090125769884589,2.4106480649705437,Iris-virginica
diff --git a/iris/tab_ddpm/5_2/14/test.csv b/iris/tab_ddpm/5_2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/14/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/14/train.csv b/iris/tab_ddpm/5_2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/14/val.csv b/iris/tab_ddpm/5_2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/14/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/15/synth.csv b/iris/tab_ddpm/5_2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8a8866ffa74c940c6416e3a77da97171c15a809b
--- /dev/null
+++ b/iris/tab_ddpm/5_2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6466729393921815,2.7480705150497498,4.495939765431596,1.2774565353565328,Iris-versicolor
+1,6.0677427629061,2.9186822499817,4.3810375046032,1.4241684669630588,Iris-versicolor
+2,5.623559180126927,3.0,4.123659669986551,1.3239117277043544,Iris-versicolor
+3,6.204285176119699,2.200000290911225,4.540417671123208,1.4782012745374586,Iris-versicolor
+4,4.79631564479663,3.0,1.3914710947889075,0.1000001048382634,Iris-setosa
+5,5.571810615297095,2.6864414220776998,4.289236990560999,1.2995266453672245,Iris-versicolor
+6,5.907909954327542,3.0,4.34997445868755,1.5258974117064996,Iris-versicolor
+7,6.1494636129448255,2.2,4.462150973092799,1.4983477304945463,Iris-versicolor
+8,6.843861334155026,3.0823984826779682,5.113929131315902,2.2742213174100194,Iris-virginica
+9,7.701853598674978,2.5868459156457644,6.9,2.294652747646613,Iris-virginica
+10,5.0828305363117465,3.626992701223928,1.499857440255532,0.46253184797214536,Iris-setosa
+11,5.989402913248496,3.0,4.786441934768921,1.7987776658865744,Iris-virginica
+12,4.881700214558917,3.0980495326838686,1.4978420700834518,0.1,Iris-setosa
+13,6.82324655900912,3.1926008389575706,5.895525502064197,2.275823318460998,Iris-virginica
+14,7.8999987736690525,3.7669006254571773,6.447951900049394,1.9883173125975522,Iris-virginica
+15,5.079082937379968,3.470798587552124,1.3833216843724832,0.28477741143477775,Iris-setosa
+16,6.188335570277879,2.200000273726498,4.47448761511557,1.4756318084479036,Iris-versicolor
+17,6.367997996988885,2.9431621646320756,5.4916310205768,1.8025339234220206,Iris-virginica
+18,6.234061929678198,2.6350911300523054,5.569682135003196,1.5307617281017003,Iris-virginica
+19,4.906159276873959,3.0944464598756216,1.497962117671863,0.10000010087242954,Iris-setosa
+20,5.641166359861408,3.808284067738728,1.9272164528364393,0.3712277726290328,Iris-setosa
+21,5.985382252268462,2.705596612615027,5.096399431344592,1.5939978364038565,Iris-versicolor
+22,5.609866106893445,2.73698097186135,3.7651059251236414,1.2999944680242022,Iris-versicolor
+23,7.9,3.7855823220873432,6.404775998667379,2.0118725884056823,Iris-virginica
+24,6.285199473783609,2.655612107974167,4.906581167601084,1.7922416413159314,Iris-virginica
+25,5.533367940595534,2.384191531184679,3.722717503386912,1.114390333601315,Iris-versicolor
+26,4.703245329405032,3.226404269854189,1.4061011548205213,0.1965368179608623,Iris-setosa
+27,5.897070184182614,3.0,4.482588535150607,1.5193119304820701,Iris-versicolor
+28,6.925366148941228,3.1656035902907855,5.7439407957915645,2.288730877233359,Iris-virginica
+29,5.8599146481409585,3.2055698400920885,4.760124731949331,1.8094030880672354,Iris-versicolor
+30,6.798428940819727,2.8109894663660264,4.7993817312689,1.3991649616559845,Iris-versicolor
+31,4.5053226746101425,2.2985079395635157,1.3041614845348237,0.3553518154418245,Iris-setosa
+32,5.3489076071316415,3.9178786191410024,1.6194767222688937,0.3958871165477796,Iris-setosa
+33,4.88942647587171,3.1107121520759087,1.491733501316275,0.10000015939456582,Iris-setosa
+34,6.710644925691369,2.4939421131717805,5.830295364560497,1.803080115429941,Iris-virginica
+35,5.0033814054562,3.199355936529358,1.2000002637043117,0.19682277507719192,Iris-setosa
+36,5.024916532384995,3.3324552746960836,1.3933978451516025,0.20607051720114167,Iris-setosa
+37,7.256175034640019,2.957979740046414,6.186733663645528,1.8677939718220533,Iris-virginica
+38,5.124916684808592,2.640365389370496,3.77015294819866,1.3852464369076611,Iris-versicolor
+39,6.496919944972704,3.0,5.4651394872033086,1.807190950437748,Iris-virginica
+40,4.895435082642789,3.0,1.3902354896014943,0.2031771589188271,Iris-setosa
+41,4.884355009063461,2.3952020183450915,3.532092787309987,1.039265971070658,Iris-versicolor
+42,6.078775422433578,3.0,4.590217543729536,1.418984686658903,Iris-versicolor
+43,7.71677792636266,2.6134182040581404,6.899998871693688,2.300453490624949,Iris-virginica
+44,6.677617230014979,2.5283962400875506,5.835586108471387,1.804443974782693,Iris-virginica
+45,6.673018306906184,3.285683476020914,5.670520414827048,2.1119557290667923,Iris-virginica
+46,6.3954169315442675,2.9065391068174757,4.29576516199515,1.3174903222047414,Iris-versicolor
+47,5.801328489025988,2.8009145577870975,5.107950714640723,2.395954030463754,Iris-virginica
+48,6.706324094983861,3.294041602386341,5.685424691191743,2.104918933987861,Iris-virginica
+49,5.041360745862306,2.4663613164831792,3.017982931750726,1.0733222121917705,Iris-versicolor
+50,7.688270599467141,2.6153718907537353,6.8999988358444035,2.30159077591993,Iris-virginica
+51,4.937690074811039,2.4177292585005246,3.315809669655903,1.0846073523839008,Iris-versicolor
+52,5.459575845377458,3.4239799644405804,1.6687988570968926,0.20160511289930813,Iris-setosa
+53,7.702162162418773,2.603694342156162,6.9,2.309338500427453,Iris-virginica
+54,5.489152925444074,4.2,1.3818452800530534,0.19637240330109795,Iris-setosa
+55,4.641874041411846,3.4018166795688525,1.4017185947353685,0.29830034706906944,Iris-setosa
+56,6.114629691720543,3.0,4.589675110963314,1.4015314820403604,Iris-versicolor
+57,5.413810870855588,3.398666591819947,1.7278895372384264,0.20066881136979303,Iris-setosa
+58,5.567246695849844,2.5280131528139282,4.0034582032597505,1.1307161324118147,Iris-versicolor
+59,5.826280914104886,2.818549549479876,5.106129970771751,2.411528703047243,Iris-virginica
+60,5.597208550510351,2.528189416393219,3.9700414005445777,1.1226972386187994,Iris-versicolor
+61,4.896127786732777,3.0968110900259425,1.6049913774278515,0.10000009620287559,Iris-setosa
+62,5.81755370229492,2.878752722813762,5.122236569931891,1.8489872190775642,Iris-virginica
+63,6.69717034909762,3.2902088822459055,5.697001792549931,2.1062502644739207,Iris-virginica
+64,5.7106365178037075,2.4915028938428083,5.013540354245648,2.0104591003643097,Iris-virginica
+65,5.992882601190448,3.0,4.778990166132581,1.8016149320274508,Iris-virginica
+66,6.962229003359388,3.1382443963294464,5.869981313251496,2.2563376663531582,Iris-virginica
+67,5.895096739074117,3.0,5.042622623020917,1.800168030499015,Iris-virginica
+68,5.447077138133876,3.400682373520332,1.8100903345620503,0.19849375362207472,Iris-setosa
+69,5.662033239214009,2.9522411744453163,3.892599068465217,1.3595007262306251,Iris-versicolor
+70,6.097273129836898,3.0,4.546845473885536,1.3968183187747272,Iris-versicolor
+71,6.030786415115452,2.69780624518217,5.113125611234315,1.6041453164016157,Iris-versicolor
+72,7.720863695355657,2.599705832211835,6.9,2.30339898247286,Iris-virginica
+73,6.282326624797605,2.367068270718444,4.641091004057933,1.3930232259243602,Iris-versicolor
+74,6.307779856749503,3.4026544182800658,5.587903379624791,2.4048673228045874,Iris-virginica
+75,6.73002443666873,3.3014205821059592,5.674346181687487,2.4999996169793666,Iris-virginica
+76,4.595996291027683,3.408076044343658,1.4001059017335475,0.3726196891823951,Iris-setosa
+77,5.659117940812619,3.0,4.25609950468173,1.359160195278636,Iris-versicolor
+78,7.249785256971212,2.8912698312435388,6.268017179612443,1.8083459945281088,Iris-virginica
+79,6.690681339610904,3.0,4.97308901997938,1.7205201947962043,Iris-versicolor
+80,5.2427296633012315,3.7463485008207997,1.5236150134706907,0.20003611052298567,Iris-setosa
+81,6.432928703951611,2.6734706254195033,5.383279663015825,1.8950670789514714,Iris-virginica
+82,6.753339888742174,3.0,5.445011151007259,2.073326856412482,Iris-virginica
+83,6.311574677367552,2.462266857406521,4.840320030260676,1.4895054834174861,Iris-versicolor
+84,5.416729217793214,3.0,4.4751879244315225,1.4689828442730266,Iris-versicolor
+85,6.319564115802241,3.3931456573180743,5.6252116227655575,2.384841985384907,Iris-virginica
+86,6.712557291073015,3.2955186046352716,5.682850482719893,2.1001458911412896,Iris-virginica
+87,5.459394069118423,4.1999990964947465,1.3869494514797869,0.19684178716338124,Iris-setosa
+88,6.718229737333125,2.4987235837831685,5.818480194606544,1.800771046683595,Iris-virginica
+89,6.02036804516661,2.698332581907029,5.111081736666483,1.614864803934878,Iris-versicolor
+90,6.687276118203207,3.0,4.978307355619781,1.6924704045779666,Iris-versicolor
+91,6.613508406757647,3.0,5.757132444674903,2.1552446429447527,Iris-virginica
+92,5.446131629713285,3.9049013622126205,1.7378007299401115,0.38431938296593166,Iris-setosa
+93,6.4202192959885656,3.0,5.492252869851997,1.8115984091535933,Iris-virginica
+94,5.007052941461282,3.2180585555368055,1.2000002862780972,0.20152890335668808,Iris-setosa
+95,5.509228520141125,4.199999111977518,1.4042631684572593,0.19712833115239564,Iris-setosa
+96,4.636006441888544,3.3551172407850443,1.3937037097593152,0.28486207620492904,Iris-setosa
+97,6.069092897142252,2.3666703982630644,4.32196498709348,1.2641473863450647,Iris-versicolor
+98,5.497393359555796,4.199999214293825,1.3990204492435838,0.20394878127659857,Iris-setosa
+99,4.610573606662567,3.129781486483623,1.4074309157207394,0.2028674484357269,Iris-setosa
+100,5.905825291775188,2.7976839914252474,5.118879918043461,2.321016104581619,Iris-virginica
+101,5.632463042958682,2.710115045239952,4.128537813751422,1.2945656078295515,Iris-versicolor
+102,6.331720873480336,2.4679442430794047,4.883041479488602,1.482131421774765,Iris-versicolor
+103,5.988288025940481,2.7062368353151283,5.081932544797451,1.5932773227824433,Iris-versicolor
+104,5.5000939842690615,4.199999259259895,1.400293676880863,0.19480106105091793,Iris-setosa
+105,6.055571340350149,2.8780317633895165,4.5837448838152035,1.5015848685177475,Iris-versicolor
+106,6.806382711301991,3.1969867617356056,5.787523549278112,2.301704269308239,Iris-virginica
+107,4.986532856641212,3.219024033857259,1.2,0.20011080872195733,Iris-setosa
+108,5.51478138770352,4.2,1.403616135062986,0.20901977195772903,Iris-setosa
+109,6.791180943316046,3.196844999590887,5.9314530837057875,2.298792171223052,Iris-virginica
+110,6.391990490458112,2.888387398803458,4.2617825706946,1.284872186875419,Iris-versicolor
+111,5.794959028581371,2.8181310211986896,5.094158933837072,2.4049575569300794,Iris-virginica
+112,7.177354999100737,2.9187934221212704,6.203065011841359,1.8644915512372031,Iris-virginica
+113,6.306190105120548,3.3035419084886706,4.740569546840136,1.610109453170727,Iris-versicolor
+114,5.556827766392389,2.481863016989232,4.137256126607541,1.0797705682381313,Iris-versicolor
+115,5.474031732965985,2.372486877706449,3.7175825435970498,1.097689015531658,Iris-versicolor
+116,7.7183244812653555,2.575049216928022,6.9,2.3107466932550906,Iris-virginica
+117,6.1026247217201774,2.5967375510939794,5.6273219565493084,1.3946026630829096,Iris-virginica
+118,5.091572360150851,3.626147881157377,1.5215298271730007,0.44935641456644165,Iris-setosa
+119,4.497694091257553,2.3107821247136844,1.304900204371332,0.3124781906463148,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/15/test.csv b/iris/tab_ddpm/5_2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/15/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/15/train.csv b/iris/tab_ddpm/5_2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/15/val.csv b/iris/tab_ddpm/5_2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/15/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/16/synth.csv b/iris/tab_ddpm/5_2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e7784a5fee46597d720fd105544c4f1b728987f1
--- /dev/null
+++ b/iris/tab_ddpm/5_2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.897061450855411,3.0,1.3909609603047843,0.19415266207080434,Iris-setosa
+1,5.402182518534975,3.0,4.47933264212911,1.530685115249266,Iris-versicolor
+2,6.731109937760976,3.112240615550415,5.863007914453205,2.277161215118032,Iris-virginica
+3,5.994784972884899,3.0,4.273583054132236,1.4819876623671842,Iris-versicolor
+4,6.678079598409792,3.272689275291874,5.684170812950955,2.104652094677251,Iris-virginica
+5,6.078964944772568,2.603637879580901,5.5923156143510315,1.403886767659362,Iris-virginica
+6,6.676528558932896,3.0,5.003559537965112,1.70363677530732,Iris-versicolor
+7,5.459113938017313,2.3734396186009876,3.804277095090322,1.1201321915400777,Iris-versicolor
+8,4.673262989485778,3.4175079337454575,1.4080486813647464,0.435544021803999,Iris-setosa
+9,5.1654534644273795,3.400083267676305,1.493989714795946,0.2028918438086963,Iris-setosa
+10,4.986647174485789,2.444690572856848,2.97705752525285,1.025632918385504,Iris-versicolor
+11,6.294749614141367,2.6981297701295928,4.894370765322113,1.7907976383665525,Iris-virginica
+12,6.020892826383194,2.200000334295794,4.956689957189942,1.5051511970275842,Iris-virginica
+13,5.58616302953263,2.9939974327671757,3.85239630468455,1.2925847293094148,Iris-versicolor
+14,4.9057345318295456,2.3929297299121126,3.2645782221526733,0.9596762890419726,Iris-versicolor
+15,5.0167661827270305,3.3056319654878137,1.400562956382523,0.20072139406932685,Iris-setosa
+16,5.996704632581052,3.0,4.794697963088382,1.794873839366658,Iris-virginica
+17,5.773028316861287,2.7773122024885044,5.100959601372186,2.37081488613879,Iris-virginica
+18,5.566216538614649,2.691238203673219,4.144085465889906,1.2869582435437885,Iris-versicolor
+19,4.4,2.900006895785905,1.395990681666476,0.1965913585402771,Iris-setosa
+20,5.594030107602605,2.4788543521274877,3.7478378670982258,1.1000916172546074,Iris-versicolor
+21,4.966498429693545,2.438948935631545,3.3270007069199865,1.055953756236492,Iris-versicolor
+22,5.209801787836133,3.777362590452119,1.522553538593212,0.4250398343408692,Iris-setosa
+23,6.39098271080479,2.7033618276046196,5.311798288355256,1.8829620973716734,Iris-virginica
+24,5.446396936538785,3.4562330895518953,1.6395299550800857,0.20160026901030464,Iris-setosa
+25,5.905179688305931,3.0,4.1456889452254275,1.4813598859554347,Iris-versicolor
+26,4.4,2.9129239392843167,1.3974631198805763,0.1989550735674551,Iris-setosa
+27,6.813844452108787,2.819409463601866,4.782754785120732,1.395187284934909,Iris-versicolor
+28,4.948176198159939,3.0505816954397464,1.396448961056571,0.1923818750239506,Iris-setosa
+29,7.899998806852805,3.746025686988107,6.4032212874245555,2.0148059009879793,Iris-virginica
+30,6.003752896602624,3.0,4.840976167211533,1.8079020675177795,Iris-virginica
+31,5.091276088989243,3.7933552210899046,1.6260988398530558,0.20973297019872872,Iris-setosa
+32,4.400000523071993,2.917270751103605,1.3998015873813903,0.20261089674314542,Iris-setosa
+33,6.7972042265565555,3.1944373730432263,5.835631475082068,2.2850347228419303,Iris-virginica
+34,5.860122716969222,3.0,5.110685685466663,1.7969478776616175,Iris-virginica
+35,5.47776485518264,2.579725818409865,4.349739434279593,1.1758742641874318,Iris-versicolor
+36,6.695372594887905,3.276910880430654,5.690791629199713,2.4999991635831127,Iris-virginica
+37,4.986482199376294,3.2035731398062466,1.2000001996820642,0.1977017590275989,Iris-setosa
+38,4.8170407967134015,3.0271298733801557,1.4370174237982367,0.1000001010615185,Iris-setosa
+39,5.09349093577107,2.4637641717687955,3.3064089023981165,1.120415589639746,Iris-versicolor
+40,5.276190051761481,2.5044651989866646,3.5350153188693842,1.1228241137727586,Iris-versicolor
+41,5.63902984341858,2.878246018696774,3.7184420341422513,1.3305385294359116,Iris-versicolor
+42,6.531507853402222,3.0,5.710076722153859,2.181822638269824,Iris-virginica
+43,6.811421472107567,3.1798636935260984,5.888660310918792,2.2942404139711674,Iris-virginica
+44,7.9,3.730179762339346,6.418218842615604,2.035273539847854,Iris-virginica
+45,5.960397778492404,3.205067575035336,4.779170154383283,1.769614681476736,Iris-versicolor
+46,7.899998597384839,3.810578686122798,6.485624376809613,1.9691973910454663,Iris-virginica
+47,5.007269125654395,3.4069148227653763,1.5360355978610456,0.4138147479316637,Iris-setosa
+48,5.497516809804337,2.4503028237433724,4.0024495350582505,1.113421964364594,Iris-versicolor
+49,5.33119434992437,3.3751723867830483,1.5400672027906468,0.44111294151572467,Iris-setosa
+50,6.276253523096507,2.8957877984071363,5.599793504230502,1.7916379333755261,Iris-virginica
+51,6.009029713785083,2.200000316047622,4.997729838886295,1.46778846773909,Iris-virginica
+52,4.919829220150536,3.248978879798804,1.382105689858309,0.1955783526365213,Iris-setosa
+53,6.294577211919657,2.717970224403004,4.897415258535503,1.795123379414164,Iris-virginica
+54,5.562643710610907,2.527519997034019,3.9227798096812236,1.1143235290982827,Iris-versicolor
+55,6.720512988246363,3.0,5.014795071300058,1.707334587476965,Iris-versicolor
+56,5.807799696881025,2.7982399401126483,4.540888628262759,1.2905216341154688,Iris-versicolor
+57,6.041887130953195,3.261151020402765,4.801204262342709,1.7464109616500343,Iris-versicolor
+58,6.031772659573668,2.2,5.003208989319728,1.5099236805584446,Iris-virginica
+59,5.89978771721964,3.0,5.050341159933122,1.7963091874176147,Iris-virginica
+60,6.581676223837391,3.0408858750000984,5.2835744932997475,1.94710181417963,Iris-virginica
+61,5.44594446065281,2.409747740385653,3.663159652967727,1.087238552288864,Iris-versicolor
+62,6.71421606763645,3.2944405998640973,5.682060901786715,2.49999962438178,Iris-virginica
+63,5.7947715034485645,2.7031053737439357,5.103278775987517,1.8710429628498482,Iris-virginica
+64,6.47649345611035,3.181321845254422,5.095095621016227,2.029728986874583,Iris-virginica
+65,4.990742248200332,3.2033212462143275,1.2000001868457761,0.19233241955010433,Iris-setosa
+66,5.026788134616369,3.3252867794600007,1.401919447183471,0.20169648358541134,Iris-setosa
+67,6.280095351979704,3.2952993564669986,4.697886003281474,1.5629948859600955,Iris-versicolor
+68,6.31352247762064,2.7182211764626127,4.83136475147659,1.7898090558271076,Iris-virginica
+69,6.729613573757704,2.5679522214624915,5.901974258826908,1.7964971495695743,Iris-virginica
+70,5.062897591698365,3.3947637084403612,1.4979462459589084,0.21046656969969366,Iris-setosa
+71,6.229928425155378,3.431935798346284,5.628130268541898,2.4022672318890077,Iris-virginica
+72,5.142580795783325,3.743912819926453,1.7385881291463132,0.19803757378794706,Iris-setosa
+73,5.447920826827188,2.407477882678821,3.6915940924190065,1.1010619034639948,Iris-versicolor
+74,5.5723528937224724,2.4868824127749765,3.896002224313012,1.1050476560439122,Iris-versicolor
+75,4.909053971539141,3.0912643300546407,1.5767812172591666,0.1000000938102289,Iris-setosa
+76,6.003107614380892,2.8496889002448187,5.139035619243036,2.3957506798759303,Iris-virginica
+77,5.4628617771910735,3.404011108850331,1.7448644305660463,0.2096481952670412,Iris-setosa
+78,5.834886042965344,2.81239852347335,5.112575357258508,2.392241913896178,Iris-virginica
+79,5.785423919289965,2.66797724641858,5.071465629166666,1.854985574365177,Iris-virginica
+80,4.90701574451551,2.4141006720672906,3.198354730978576,1.0135169280425755,Iris-versicolor
+81,6.748517868310154,2.8269974291474824,4.803440790932102,1.4344104601007968,Iris-versicolor
+82,7.9,3.8452744436388526,6.37973873948351,2.0063619773988717,Iris-virginica
+83,4.982149410013805,3.2862539570844103,1.398462696780288,0.20093625593501926,Iris-setosa
+84,5.127913209998626,3.547575340773034,1.3965958419162259,0.3573424964197427,Iris-setosa
+85,6.0982875481231025,2.8125114942492693,4.69012959697317,1.1995805254429817,Iris-versicolor
+86,6.019204462928034,2.9591114677427344,4.555959125933687,1.4213415528037392,Iris-versicolor
+87,5.705302472519707,3.810833071772963,1.819194625591325,0.34244854565794564,Iris-setosa
+88,5.887805750149431,3.0,5.106991215425405,1.8105191628339083,Iris-virginica
+89,5.662295547484966,3.7792489620033156,1.6792073283374174,0.332983958528308,Iris-setosa
+90,6.075986542213232,3.0,4.453592382543262,1.4087678810503195,Iris-versicolor
+91,4.782667826335843,3.0,1.3892001134127112,0.2528100612617778,Iris-setosa
+92,5.468201405102563,4.2,1.4017724588909832,0.19388979951647867,Iris-setosa
+93,5.583959321409981,3.0,4.133079578651195,1.2843034497893742,Iris-versicolor
+94,6.996460816763115,3.014405046485548,5.848045005096519,2.2060214068932233,Iris-virginica
+95,5.924705377502014,3.2326934310435775,4.845271525059272,1.804806924277839,Iris-versicolor
+96,6.691936065848926,2.496426854407813,5.768730864186999,1.7999801379281364,Iris-virginica
+97,5.594097479341352,2.6916246024078783,4.270730781173849,1.2986698284449063,Iris-versicolor
+98,4.918891891137736,3.0,1.401830970893424,0.18918534963448752,Iris-setosa
+99,4.9008549625605635,3.1137895723086406,1.494402710087499,0.10000009483161622,Iris-setosa
+100,5.755835748071167,2.5767710990789365,5.046665259070472,1.9463269125123381,Iris-virginica
+101,4.909998319177728,3.0818392113030977,1.4878350007356413,0.1,Iris-setosa
+102,6.17177927314164,2.2,4.492147745169003,1.460396675765666,Iris-versicolor
+103,5.159744520865887,3.333114186980485,1.64913302027934,0.42131659307789243,Iris-setosa
+104,4.915317468946291,3.098122037456665,1.4919849629682447,0.1,Iris-setosa
+105,6.69171488511214,3.0,4.98055958889668,1.6968256303994207,Iris-versicolor
+106,6.066360658742582,2.8118150622084617,4.694426477874113,1.1651785652416113,Iris-versicolor
+107,5.4795915708683385,3.0,4.461971722964987,1.474060472021781,Iris-versicolor
+108,6.795586677662943,2.8069023093394683,4.792650842383175,1.4058113245680166,Iris-versicolor
+109,6.124347395832337,2.8198077503891006,4.705137645676384,1.2203518734341527,Iris-versicolor
+110,6.292660561971901,2.907116209632003,5.611642084066562,1.8050491466989211,Iris-virginica
+111,5.4624766148103765,2.620672532541853,4.359634786565966,1.2330037063365837,Iris-versicolor
+112,7.682850364370058,2.598651923664035,6.9,2.3032178543958186,Iris-virginica
+113,6.276038513476628,3.407273126593776,5.638056471115047,2.405831049654081,Iris-virginica
+114,4.4,2.8919954830363657,1.4026895005648954,0.19801713159159498,Iris-setosa
+115,5.588165063112913,3.655558252468277,1.8181845043027507,0.40910488102339204,Iris-setosa
+116,4.611869862765574,3.1857963829874736,1.401346262644656,0.2035099107456046,Iris-setosa
+117,6.89110092811641,3.2015386275891755,5.852581978749474,2.2980822330172392,Iris-virginica
+118,5.185289492629212,2.7374032088081703,3.9164252760876557,1.4226020216250619,Iris-versicolor
+119,6.222317897617582,2.9667611139718737,4.3834452706027545,1.426584157756179,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/16/test.csv b/iris/tab_ddpm/5_2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/16/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/16/train.csv b/iris/tab_ddpm/5_2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/16/val.csv b/iris/tab_ddpm/5_2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/16/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/17/synth.csv b/iris/tab_ddpm/5_2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e18f0eba4f302bee6c480083cd2b2b98548146e8
--- /dev/null
+++ b/iris/tab_ddpm/5_2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.095811298908584,2.5096011327249417,3.1080334044902567,1.114093635244232,Iris-versicolor
+1,6.677787135788432,3.0,5.009999152417959,1.6876394505316523,Iris-versicolor
+2,5.591233358666901,3.726592374052972,1.579381969336045,0.33497287916287666,Iris-setosa
+3,5.13368204301394,3.447505263120384,1.4923195267581315,0.40654943614090944,Iris-setosa
+4,6.908100743767153,3.1576502283087153,5.761752897142253,2.2781681848347373,Iris-virginica
+5,4.992333895875494,3.205119162159641,1.2000003745820782,0.20203970497383902,Iris-setosa
+6,5.170739424493989,2.5016178689146455,3.0755585608468685,1.1052514203294639,Iris-versicolor
+7,6.277668242865911,2.9201732175629584,5.608934020997864,1.8053747880422497,Iris-virginica
+8,5.023752333812746,3.451562448191077,1.5360955391870617,0.40133102491260053,Iris-setosa
+9,6.303020170450404,2.8951022881834088,5.610918633512659,1.79634516330294,Iris-virginica
+10,6.103354629490762,2.6128636005423647,5.607129813564564,1.4128953637957244,Iris-virginica
+11,6.501303223925914,3.0,5.558344821930975,1.808770350533592,Iris-virginica
+12,6.1172958600107545,3.0,4.621413892527075,1.3859126598431588,Iris-versicolor
+13,5.939814165191708,3.0,5.094797674671504,1.7908884018063345,Iris-virginica
+14,6.480985796739672,3.0,5.465313329215465,1.8002270117590327,Iris-virginica
+15,4.890283872870102,3.0,1.3994863706189848,0.2047210152795988,Iris-setosa
+16,6.274035974780918,2.7029141378678965,4.9312562951630925,1.7998583389360097,Iris-virginica
+17,5.770600710507974,2.797690763736048,5.092172656956588,2.4152175800230307,Iris-virginica
+18,5.498235619484248,4.2,1.4052206731671217,0.20273592939874965,Iris-setosa
+19,5.220716152397498,2.721453914511803,3.9038325819350517,1.4185856833615529,Iris-versicolor
+20,6.0267283319269795,3.0,4.765592946764855,1.8028793863971617,Iris-virginica
+21,5.814821306930947,2.8165948246197807,5.099818567965536,2.4026205792210655,Iris-virginica
+22,5.165513199846065,3.7381437438413645,1.5352131152102995,0.46088519356645996,Iris-setosa
+23,4.99478806000089,3.210548675105155,1.2000002033932022,0.20190750593149082,Iris-setosa
+24,5.47785222522614,4.1999986692875115,1.39944695471136,0.20089609963454655,Iris-setosa
+25,5.816983086533549,2.823316192449978,5.104460034867502,2.390844651592231,Iris-virginica
+26,4.988806714309856,3.3966178496288206,1.579406851394488,0.46181595610816106,Iris-setosa
+27,5.401614972677266,3.3997878603535288,1.7316860946050552,0.19857780806957942,Iris-setosa
+28,5.5458243288742395,3.0,4.129696299089135,1.2836428775107174,Iris-versicolor
+29,6.71957770660506,3.0,5.694776076108823,2.168374054307465,Iris-virginica
+30,5.694859846811529,3.8125193515378406,1.7694204638074769,0.2977369818253293,Iris-setosa
+31,5.868717944348223,3.0764244238570617,4.813467818893425,1.764365803705184,Iris-versicolor
+32,5.445902548957781,3.4099200912835856,1.7938751481464397,0.20669361384016013,Iris-setosa
+33,5.69083408650992,2.9726217095075613,3.78373592201259,1.3636963035261367,Iris-versicolor
+34,5.011216500425494,3.3075278751596806,1.4008001759068553,0.20063757680894145,Iris-setosa
+35,5.624352933786051,3.0,4.263657119593983,1.3089656027618175,Iris-versicolor
+36,5.534355691178711,3.7212500503080745,1.509640097583199,0.2551428796957807,Iris-setosa
+37,6.698919134581218,3.0,4.984921669235216,1.7087292593038825,Iris-versicolor
+38,5.891686114389831,3.0,4.107122331668119,1.456976620212894,Iris-versicolor
+39,6.019410927065007,2.7279609242188894,5.085997855334793,1.5823845182386673,Iris-versicolor
+40,6.881148412119876,3.1936155266406248,5.734823814898106,2.2968285425336346,Iris-virginica
+41,5.098007746593091,3.298450665417469,1.7677935478426439,0.4562799072012189,Iris-setosa
+42,7.74468099796726,2.5817134488072964,6.9,2.3218268503355453,Iris-virginica
+43,5.216507247883377,3.727687045109814,1.4965659243715064,0.2020057458013461,Iris-setosa
+44,5.19804313820787,3.3515263119344674,1.5551598832066873,0.4639885437292901,Iris-setosa
+45,7.130469580469048,3.0,6.015922543787852,2.043868442547049,Iris-virginica
+46,4.586899997890288,3.3997081573353123,1.391130144797705,0.2989406297463557,Iris-setosa
+47,6.282669216819224,2.513121107062783,4.906715453852617,1.4972160866362552,Iris-versicolor
+48,4.892821029041626,3.097381144956334,1.5088850743099815,0.1,Iris-setosa
+49,4.998775799915168,3.1694923779075945,1.2,0.2008130697081608,Iris-setosa
+50,6.338019671970008,3.2358493489497633,4.688925829876071,1.596140049735265,Iris-versicolor
+51,5.995901467717024,2.2,4.988437314389336,1.5104098784682682,Iris-virginica
+52,4.951372764471464,2.4369170862880485,3.1944318334614747,1.068589877672068,Iris-versicolor
+53,5.625550138659654,2.5017218136585972,3.7568981089313844,1.0764275262168337,Iris-versicolor
+54,5.484708725915709,4.2,1.4071534153237366,0.20103257173892508,Iris-setosa
+55,5.933276652763601,2.948347312543367,4.3903941824750286,1.4790192627448284,Iris-versicolor
+56,5.032362757954854,3.407086823733199,1.5860836214386265,0.4362691535768591,Iris-setosa
+57,5.1422208568486205,3.75063088898101,1.5928441128859478,0.1999262048739799,Iris-setosa
+58,5.565777694600188,3.0,4.1476894022487505,1.2646472388185412,Iris-versicolor
+59,6.032044951465833,2.6985644177419537,5.079218434846954,1.5996692447510086,Iris-versicolor
+60,6.006208046011153,3.0,4.314699886351335,1.5374102559994682,Iris-versicolor
+61,6.0296005215550155,2.894846829856042,4.587720905162161,1.333359556348753,Iris-versicolor
+62,5.435901562899158,2.709879171402219,3.8417969905704865,1.277105301085068,Iris-versicolor
+63,6.200893202163268,3.008110277321123,4.675967357548496,1.461257729976247,Iris-versicolor
+64,5.088935211648201,3.304616132015283,1.6325418218402274,0.586031967559345,Iris-setosa
+65,5.67280510375042,3.780571923473716,1.6346332225378561,0.32075212508240275,Iris-setosa
+66,5.532527414146217,2.3812587859836873,3.8012063962996163,1.117077101482385,Iris-versicolor
+67,4.999581264213004,3.214376566089386,1.2000002515088573,0.1977590558854915,Iris-setosa
+68,6.836893346338339,3.212509631054572,5.660352767184259,2.2990425576406848,Iris-virginica
+69,4.598338863792917,3.4071774097119727,1.403228995900643,0.44938156318592604,Iris-setosa
+70,6.006239199693262,3.0,4.837019380289801,1.800143445313239,Iris-virginica
+71,5.417098094633311,3.8764246726258516,1.6484403996575447,0.42874117370864767,Iris-setosa
+72,6.677292440969716,3.283112159445622,5.773661639541769,2.1006611924872884,Iris-virginica
+73,5.802616087932093,3.1605407103723095,4.759109291898469,1.7748432125695563,Iris-versicolor
+74,6.214779088521075,2.2,4.50910428866029,1.5085069224583476,Iris-versicolor
+75,5.604725998274923,2.5028299808295364,3.8548925907401994,1.0728567428602018,Iris-versicolor
+76,4.8597377957921815,3.0,1.395800099975661,0.2642982381850165,Iris-setosa
+77,4.906330817000274,3.0,1.4011007130644826,0.20388634818578524,Iris-setosa
+78,6.104754126819883,2.6145568418543994,5.597525342801988,1.3872376098268027,Iris-virginica
+79,5.570628033215854,3.0,3.926994365966226,1.330113248553732,Iris-versicolor
+80,6.496041585024836,3.0,5.485401520149857,1.7977721370851003,Iris-virginica
+81,5.2859117932634465,2.8896993303990017,4.318525941080631,1.4507836277542534,Iris-versicolor
+82,5.6622920380281325,2.4875835346573028,4.9682866229994165,2.0004084663593558,Iris-virginica
+83,5.876170349529947,3.0,4.293969833802635,1.5115468443034001,Iris-versicolor
+84,4.900402432839378,3.0,1.3961884082759426,0.19857930114289876,Iris-setosa
+85,6.073372428978581,2.5877702992235725,5.623897118396177,1.4283462885125924,Iris-virginica
+86,5.453099132091179,2.8759200844713213,3.855067694388847,1.384862137593434,Iris-versicolor
+87,5.982428866613888,2.7187716680215446,5.100138308793266,1.6117105052163334,Iris-versicolor
+88,7.9,3.7731501733093973,6.473127383300249,2.008679081591649,Iris-virginica
+89,7.141158578908364,3.0,5.928385793526776,2.089425478715391,Iris-virginica
+90,4.600084861625369,3.206906205900499,1.4061671531447817,0.20224322781151277,Iris-setosa
+91,5.034214532846219,3.3990871830612774,1.5912604518100248,0.36924569176595945,Iris-setosa
+92,5.593141991956641,2.8144206792749227,3.7700515725213126,1.3015325300268688,Iris-versicolor
+93,6.788633693659894,3.006870166884362,5.139413463947565,2.2258038892376133,Iris-virginica
+94,5.3656591579566495,3.4009899980438645,1.4965917950860068,0.3998907723114172,Iris-setosa
+95,5.176177729124297,3.79001416515824,1.495612075355845,0.20388852407453603,Iris-setosa
+96,6.359080398662145,2.8911642446484067,5.542613847184464,1.7990515717569142,Iris-virginica
+97,6.332892630684408,2.8810304287408104,4.372009439804133,1.280167038606335,Iris-versicolor
+98,5.0614839702601895,2.4384371731794756,3.2339357778266313,1.0885204292764508,Iris-versicolor
+99,6.419086191036627,2.695645530991304,5.34531658189267,1.9061518577558372,Iris-virginica
+100,5.793524919385004,2.8214304916494153,5.116171320355912,2.403865611542561,Iris-virginica
+101,6.145651166007763,2.6075535528517726,5.622301514387011,1.4030673590381038,Iris-virginica
+102,5.516841573411285,4.199998288361682,1.4008675843452554,0.20905206047677016,Iris-setosa
+103,7.3401727459791495,2.887099054691141,6.328766075034569,1.8039886094387438,Iris-virginica
+104,6.913399755050418,3.09547758304554,5.120315676314917,2.2965304019556703,Iris-virginica
+105,6.863797757665077,3.1056834625710517,5.097736469644011,2.3027939944161897,Iris-virginica
+106,5.396222317920754,3.0,4.513670734163867,1.5221116111770883,Iris-versicolor
+107,7.899998895028821,3.805511836526242,6.384181717631213,2.022053349970217,Iris-virginica
+108,5.509972521456187,2.9526010517940406,4.336710632926239,1.3868789284548102,Iris-versicolor
+109,4.910659535229974,2.388383956303639,3.3258072895683477,1.0698484987501236,Iris-versicolor
+110,5.71232277492972,2.4806559775699535,5.00094825113849,1.9901690177148452,Iris-virginica
+111,4.576621906937306,3.4030068195016074,1.3964263833159893,0.2984037523281734,Iris-setosa
+112,6.681273336573841,3.3044549393434606,5.694270705605867,2.1052131685453053,Iris-virginica
+113,5.393635480652161,3.0,4.496095663556022,1.501498563037875,Iris-versicolor
+114,6.12150644802065,3.0663679984002052,4.635100756969008,1.4667883311035141,Iris-versicolor
+115,5.4225451080053535,3.450349416372035,1.7271712384763067,0.4096617020458421,Iris-setosa
+116,5.800780071564147,2.7312888296361524,5.1044594871382385,1.8628362594025434,Iris-virginica
+117,6.043684876284924,3.0,4.514304873369723,1.4047649788368441,Iris-versicolor
+118,6.8880111922178395,3.2018832830966097,5.795770893528455,2.307899031172063,Iris-virginica
+119,6.857521462653131,3.208342718629336,5.766245933267714,2.2702189786736966,Iris-virginica
diff --git a/iris/tab_ddpm/5_2/17/test.csv b/iris/tab_ddpm/5_2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/17/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/17/train.csv b/iris/tab_ddpm/5_2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/17/val.csv b/iris/tab_ddpm/5_2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/17/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/18/synth.csv b/iris/tab_ddpm/5_2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ac05346284dda31ba3378266d7e76a45463ebac5
--- /dev/null
+++ b/iris/tab_ddpm/5_2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7760774906267653,6.374219189790132,2.0083273413189033,Iris-virginica
+1,5.009529695667017,3.3059412825452914,1.4002435506220792,0.1982507424178387,Iris-setosa
+2,5.220808844336858,2.7062288830526438,4.013689258678106,1.382239366947709,Iris-versicolor
+3,6.401188343230449,3.209028361289576,4.77514490257774,1.552472429522437,Iris-versicolor
+4,5.019677110869622,2.473801704493876,3.062355970611785,1.0888788015428306,Iris-versicolor
+5,4.986899180587312,3.2815884468332794,1.384442493976996,0.20242376545887172,Iris-setosa
+6,5.644236259304195,3.8153407843764184,1.6321067324914684,0.29764492780543983,Iris-setosa
+7,5.028773469411317,3.326622342916542,1.420736847190589,0.20252906013930794,Iris-setosa
+8,5.0043868100223525,3.208419187272248,1.2000002298737835,0.1984829333793742,Iris-setosa
+9,6.5340230154368495,3.1873711142631946,5.109646085121721,1.9998802320118472,Iris-virginica
+10,7.026122432477296,3.2013388141667907,5.7848098588732,2.301346834691231,Iris-virginica
+11,5.3812975949829305,3.396152000857137,1.705205470924277,0.2062035064317884,Iris-setosa
+12,7.899998508110849,3.781499577507664,6.368018522108125,1.9954794715467101,Iris-virginica
+13,5.571526588589013,3.0,4.101054575111503,1.3108841645907465,Iris-versicolor
+14,5.540049118707405,2.3985446779564,3.772805090774799,1.0967079549562224,Iris-versicolor
+15,6.501418556211812,3.0,5.805367915723808,2.2081501620104707,Iris-virginica
+16,7.305081429674108,2.9116064956019674,6.3243334833963845,1.7920092915760464,Iris-virginica
+17,6.286497639264096,2.5059607365840395,4.844702358578743,1.4925133541073077,Iris-versicolor
+18,6.829338724326009,3.192814495820493,5.740763462158354,2.2884692678868244,Iris-virginica
+19,7.106454574605301,3.0,5.771562891834162,2.227563284607653,Iris-virginica
+20,5.712307243824585,2.4847190383209368,4.987556712412893,1.9979256590133863,Iris-virginica
+21,6.71509849996019,3.3032045144121054,5.6949662804729,2.4999995466661145,Iris-virginica
+22,6.705895294641232,3.290804484446772,5.665128396052992,2.499999472687513,Iris-virginica
+23,5.420258733537353,3.8924137095958673,1.6952555303918673,0.38462812911564503,Iris-setosa
+24,4.905147377629534,3.0,1.4012921094037722,0.19742244107137386,Iris-setosa
+25,6.406822016653721,2.911650856711185,4.306925151206408,1.3048272622561843,Iris-versicolor
+26,5.239211603717303,3.3518913465731206,1.49937796318426,0.4503563943948461,Iris-setosa
+27,5.232398056940561,3.5941620947882855,1.5616258466339445,0.1994027331886788,Iris-setosa
+28,6.50811933294391,3.0,5.790111838865585,2.2024200628114583,Iris-virginica
+29,6.875462258935701,2.6630430291564706,6.02997610254077,1.806976394931299,Iris-virginica
+30,6.926406857983005,3.201908375221956,5.467348911652679,2.29973206368879,Iris-virginica
+31,6.674045347646974,3.303645604178653,5.75780778841998,2.5,Iris-virginica
+32,5.920066103287164,3.1874999058196107,4.796613858978725,1.7973163604976357,Iris-versicolor
+33,6.303117552062327,2.5079309733608723,4.926841659000282,1.5332881647267775,Iris-versicolor
+34,5.829019833859947,3.0,4.1890278641977625,1.4541295241058958,Iris-versicolor
+35,5.479053188728283,2.5632374477878845,4.395924936670333,1.1653194439714882,Iris-versicolor
+36,6.668931441645174,3.278421600838148,5.551774636939296,2.1178645404872927,Iris-virginica
+37,6.330673012376098,3.0,4.734807188177495,1.4672437279782096,Iris-versicolor
+38,4.997941156900485,3.4001198767614125,1.6438684402297428,0.41861178101731694,Iris-setosa
+39,5.334758357359469,2.9915811766372977,4.4032035035875925,1.4629896508306164,Iris-versicolor
+40,5.0897267834197315,3.393739843071205,1.6342655909906256,0.21348448859589061,Iris-setosa
+41,6.188289840874937,2.972210031033953,5.4155100942709975,1.8044765791921387,Iris-virginica
+42,6.615364015538997,3.0,5.690082356433381,2.154096839465392,Iris-virginica
+43,4.824925971065855,3.2630187715426975,1.4025361695895897,0.19651919616232788,Iris-setosa
+44,6.484693760712949,3.0,5.466347778590151,1.8018730402556427,Iris-virginica
+45,5.165493857519219,3.7729876074377993,1.5199549183030083,0.36787410695849065,Iris-setosa
+46,5.625179632617194,2.7392443609950363,4.453867318888939,1.2294563019626181,Iris-versicolor
+47,4.8255137895751625,3.0,1.401102391267192,0.24333282141566345,Iris-setosa
+48,4.616485271166385,3.2021062731145595,1.4029981755931535,0.20089460443718601,Iris-setosa
+49,6.292249359928675,3.2930988676866795,4.6944023305841265,1.6017009887296303,Iris-versicolor
+50,5.741985525969933,2.5167599142400747,5.017835483798929,1.9866220335588214,Iris-virginica
+51,4.966248902510534,3.178014011141636,1.4095961293831178,0.20090662462437753,Iris-setosa
+52,5.272234455597276,3.8190989781845794,1.777623473293615,0.4104066636713124,Iris-setosa
+53,5.00241458116614,3.1894293441158967,1.2,0.2058905228748288,Iris-setosa
+54,6.149340879969068,2.2000002895333033,4.487037915463698,1.5157568722093469,Iris-versicolor
+55,5.557908099282859,2.8716665527014342,3.5173796218593187,1.2957468057474844,Iris-versicolor
+56,6.827950869200902,2.8019832187492444,4.788381507676958,1.4076957044714553,Iris-versicolor
+57,5.618636181429754,2.895405586276813,3.6003078030175284,1.3178766760140854,Iris-versicolor
+58,4.996017059130101,3.220561956237844,1.2,0.19857010837197583,Iris-setosa
+59,5.18060670647658,3.8500298308716574,1.7004547252444677,0.37315367751625217,Iris-setosa
+60,6.815362834368782,2.8554788637231745,4.86388924996382,1.4439132571104383,Iris-versicolor
+61,6.0843539955654595,2.8530793129880045,4.6601488860998845,1.2608739624669953,Iris-versicolor
+62,5.468632414082474,3.4096718974018145,1.7578097915703088,0.19952253343892018,Iris-setosa
+63,7.709743971683669,2.6115232693830985,6.899998724196802,2.2966061722140996,Iris-virginica
+64,4.902155995495651,3.0,1.401091757632453,0.20416064920540022,Iris-setosa
+65,4.809624138711276,3.0,1.4029720802470367,0.10000010934719933,Iris-setosa
+66,4.4,2.90063573841905,1.4013763656818943,0.2041217615199448,Iris-setosa
+67,6.402372535318696,2.8937597847917873,4.336935583192333,1.324781767467272,Iris-versicolor
+68,6.863337500158133,3.1647832670408067,5.852623158801896,2.3036369854669285,Iris-virginica
+69,5.233246127126512,3.831898259467623,1.5425498989864235,0.4131608085604615,Iris-setosa
+70,6.420981697028656,2.7025045340456364,5.32377782047403,1.8974642991839008,Iris-virginica
+71,6.69684070365945,3.0,5.000692369525811,1.713305832761544,Iris-versicolor
+72,6.6659964282921775,2.504942863885185,5.825495658938288,1.7862298235708716,Iris-virginica
+73,6.421162921334675,2.910619430528262,4.349414396796181,1.319455708715086,Iris-versicolor
+74,5.749393383064916,2.622877108378866,5.055280378497514,1.9503575224461023,Iris-virginica
+75,5.991653253078358,2.2000002959411544,5.0096653415886605,1.496931662271344,Iris-virginica
+76,6.8969745166763685,3.193541997491321,5.69505452964121,2.301681408382761,Iris-virginica
+77,7.308337237096525,2.904202564607953,6.290714640504891,1.8102615129498312,Iris-virginica
+78,5.096632692406256,3.4407553685339938,1.3925218621328406,0.2987873208205315,Iris-setosa
+79,5.968581023784051,3.0,4.88371229420397,1.7923766802607284,Iris-virginica
+80,6.303684987274421,2.301432387131675,4.42522199864077,1.276310137379009,Iris-versicolor
+81,4.400000752473229,2.8993463960275676,1.372846609760793,0.1976336904251646,Iris-setosa
+82,5.976243652518181,3.0,4.788620298738843,1.8026444322214363,Iris-virginica
+83,5.8070949871997,2.6955339573085677,5.12505416145183,1.9994557546607115,Iris-virginica
+84,5.251621804071151,2.5432883146610323,3.840321546101568,1.1817284885692407,Iris-versicolor
+85,5.038453484756692,2.495194259400628,3.1694325978786835,1.090766966191721,Iris-versicolor
+86,5.124264339353969,3.5481609997986867,1.3890076945253311,0.2922781904685862,Iris-setosa
+87,5.904238161566073,3.0,5.055031446519179,1.809381611336421,Iris-virginica
+88,6.53824602603596,3.178541736972883,5.133359217668103,1.9960137033757774,Iris-virginica
+89,4.877563628413942,3.093992791390969,1.5258089722283295,0.1,Iris-setosa
+90,5.505682542117164,2.570752231950714,4.27647808809141,1.1973536218519987,Iris-versicolor
+91,5.810184485423682,2.823159823483164,4.555971708135468,1.3572107150644355,Iris-versicolor
+92,5.144208641510136,3.3941382627610177,1.575761014922623,0.19575750733085887,Iris-setosa
+93,4.400001825269969,2.9093500471915155,1.386824818147725,0.19172530964798196,Iris-setosa
+94,5.0933591079931935,3.482738818998866,1.4069106097260142,0.298775568394413,Iris-setosa
+95,5.122871915475463,2.5010065045695242,3.059938461778656,1.0926670156377547,Iris-versicolor
+96,5.909093757692264,2.7828052989559717,4.617399675311216,1.1854436299262334,Iris-versicolor
+97,4.845258889980074,3.0,1.4238273313654666,0.1000000983240974,Iris-setosa
+98,5.615221515764267,2.992426506710408,3.7722554650683895,1.2889407641369581,Iris-versicolor
+99,4.751468578885969,3.0,1.3855816648750492,0.1,Iris-setosa
+100,4.88662323951857,3.125925960170585,1.4929878911300043,0.10000010666203163,Iris-setosa
+101,6.003439772858534,2.20000029762662,4.958454111818521,1.4866188289549107,Iris-virginica
+102,5.7545051533599265,2.7799802218092164,5.091279834278516,2.389294748793293,Iris-virginica
+103,6.660362936122296,3.295723165203145,5.694142447200169,2.5,Iris-virginica
+104,6.2787822940613705,2.9054332397985054,5.575706451329248,1.7981304942381025,Iris-virginica
+105,5.546554157633546,2.6556810890726594,4.413903236435885,1.2162366158407043,Iris-versicolor
+106,5.581065539909935,2.933519249017848,3.672858887504803,1.295443998918147,Iris-versicolor
+107,6.301056772182794,2.7218856858329454,4.958833239712335,1.8147632801961313,Iris-virginica
+108,5.623258585821458,3.7996112309386456,1.7723611371723007,0.345654636272221,Iris-setosa
+109,6.93753444964182,3.1892833185465688,5.816811410361378,2.313150563541098,Iris-virginica
+110,4.4,2.9162883624685385,1.3914952366757567,0.20246237691869196,Iris-setosa
+111,5.780902506970061,2.665145116335754,5.094023317713415,1.9023813954951316,Iris-virginica
+112,4.883727773522297,3.043247644923154,1.4822074015497964,0.1,Iris-setosa
+113,5.985924038517958,3.0,4.792390123353744,1.8032106722319856,Iris-virginica
+114,6.6853954045903405,2.485920436582714,5.752505967031629,1.7922990837454496,Iris-virginica
+115,6.313531873175933,2.8941170955474864,5.595307387784291,1.8035520283891497,Iris-virginica
+116,5.609572465916874,2.663396135179152,4.421909143801314,1.2381511889560806,Iris-versicolor
+117,4.595231923008327,3.3920722626365936,1.4046061406813422,0.33419053642349444,Iris-setosa
+118,5.82951840221907,2.703572160315975,5.1213533620476825,1.8846004628258641,Iris-virginica
+119,5.043920749377968,3.3443766891931426,1.449307091543411,0.1972542210258056,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/18/test.csv b/iris/tab_ddpm/5_2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/18/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/18/train.csv b/iris/tab_ddpm/5_2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/18/val.csv b/iris/tab_ddpm/5_2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/18/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/19/synth.csv b/iris/tab_ddpm/5_2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..17a1aa69f2fdbd0075d6276e10dc1d333705dd09
--- /dev/null
+++ b/iris/tab_ddpm/5_2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.042243758651346,3.0,4.858887457639174,1.798325646934522,Iris-virginica
+1,5.107200055622852,3.532303981277534,1.3892177439867557,0.3452490426485032,Iris-setosa
+2,6.715471235167657,2.4784224245959323,5.804182336760704,1.7942706533846113,Iris-virginica
+3,5.893243808692144,3.0,5.101607266960037,1.7955628411450737,Iris-virginica
+4,6.280610337689833,3.4087023402816445,5.586687296553956,2.401432848796641,Iris-virginica
+5,6.443851063163172,3.0,5.539121835196914,1.806641089909448,Iris-virginica
+6,4.998640234719841,3.2916466384169785,1.4069047596058513,0.20267149869261916,Iris-setosa
+7,6.464445791094087,3.0,5.49755447392288,1.8014078868587742,Iris-virginica
+8,7.19518762564596,2.9978372666341566,6.152122234715581,1.9830767496926205,Iris-virginica
+9,6.424954313336516,2.6913963270081793,5.378462356119968,1.9015169841317754,Iris-virginica
+10,4.9040365675067275,3.1027779822389903,1.6595328386654316,0.10000009859844877,Iris-setosa
+11,6.301199948035378,3.287337120662307,4.6802421274425585,1.6103323837111219,Iris-versicolor
+12,4.9015219936277115,3.070034060358246,1.4790612880029548,0.10000011370288177,Iris-setosa
+13,6.031639666287927,2.68776251585977,5.101237350226622,1.5860802366675963,Iris-versicolor
+14,7.723732632199694,2.594151132748182,6.9,2.3223152435220116,Iris-virginica
+15,5.466476376182695,3.6534392937703286,1.4968374215426041,0.3573736241364436,Iris-setosa
+16,6.079870991692134,3.0,4.609877293889005,1.404321980369079,Iris-versicolor
+17,5.659503876914669,2.5207292246561677,5.010848824392372,2.003851561545032,Iris-virginica
+18,6.398603508519293,2.8931593006304563,4.339468016913523,1.3013841521392764,Iris-versicolor
+19,6.71749573138731,3.2884679227997617,5.683756507351431,2.4999994863892656,Iris-virginica
+20,5.761875585291946,2.6691369532099967,5.090847538114246,1.9095791858390454,Iris-virginica
+21,6.105358553026746,2.593104371148374,5.619743954571454,1.4023341185752671,Iris-virginica
+22,5.524101591274386,4.199999003284411,1.4065843955845856,0.20127544108695097,Iris-setosa
+23,4.913774104631273,3.0,1.3990688801885298,0.19639763754793088,Iris-setosa
+24,7.693911644327893,2.6072449150953205,6.9,2.282778902557449,Iris-virginica
+25,6.018403572079863,2.2000003543536124,4.963641181859073,1.5219730564427218,Iris-virginica
+26,7.697198946010161,2.6047822572122126,6.89999885062004,2.2967892521786206,Iris-virginica
+27,5.447616346385546,2.5808692089671514,4.27251377521226,1.1780045379210897,Iris-versicolor
+28,5.617749519875026,2.6832685478250387,4.203613410649542,1.2894658031884443,Iris-versicolor
+29,6.699040844156813,3.3129793957483047,5.713962901916197,2.5,Iris-virginica
+30,6.664740889963955,3.291331823371988,5.661248013392636,2.124537685574533,Iris-virginica
+31,7.669657460691475,2.605828917722686,6.899998781549632,2.285705866938549,Iris-virginica
+32,6.011472342059603,2.200000334591921,4.984186588325035,1.5054008051601764,Iris-virginica
+33,5.116230984202837,3.5005800027843836,1.4957058340762415,0.2006913535516217,Iris-setosa
+34,6.9332899823296925,3.189937192655562,5.6460596246189265,2.30521449711885,Iris-virginica
+35,5.083589551096964,2.4995752259914865,2.9361282599948666,1.088948117080441,Iris-versicolor
+36,6.7944226182580945,3.0,5.420370362964851,2.1731017477929786,Iris-virginica
+37,5.097018858942138,3.5095834979578187,1.4019720028791305,0.3159327016721702,Iris-setosa
+38,6.2578577513480855,2.959558419630488,5.488864087592919,1.8058383815089722,Iris-virginica
+39,5.507877504076523,4.199999069242396,1.399705685551125,0.19916537726014832,Iris-setosa
+40,5.507981799537912,2.648476835314442,4.4289979612105785,1.2690504900381412,Iris-versicolor
+41,6.288734911058319,3.39349692343044,5.621351437953054,2.398883621911923,Iris-virginica
+42,4.810604769725461,3.0,1.4019539036781639,0.10000010149976288,Iris-setosa
+43,5.61648654076839,3.0,4.332098647759794,1.4521449755340883,Iris-versicolor
+44,6.547379754525936,3.209640403712176,5.1316979109316065,2.0169887049312436,Iris-virginica
+45,5.259523210432846,3.409708713257414,1.6187925795515166,0.19810502723982854,Iris-setosa
+46,5.110909238784312,3.303529088215903,1.8186136181163493,0.4434628249229039,Iris-setosa
+47,5.4283194975363855,3.406510075607132,1.7255060976919552,0.19733358418895902,Iris-setosa
+48,4.607769730432816,3.3969788537519494,1.4049678462242607,0.3266198305286866,Iris-setosa
+49,5.654800410341522,2.7362883199730628,4.316002869745325,1.2772279388630687,Iris-versicolor
+50,6.8278945632029915,3.036523980006799,5.181062537201706,2.2845439720351965,Iris-virginica
+51,6.851983526605872,3.0,5.5544432569635624,2.0558129992765886,Iris-virginica
+52,5.3847066557811045,3.389847724471166,1.6266615429331204,0.4499947203368059,Iris-setosa
+53,5.441692319460777,3.0,4.411464345206146,1.4491167763232762,Iris-versicolor
+54,6.216500450506616,2.2,4.5482883031489765,1.492841216453698,Iris-versicolor
+55,6.713576691686975,2.5109100711224874,5.817588386288127,1.797884438153182,Iris-virginica
+56,4.496403964302353,2.3097625711642484,1.2971568878769384,0.30971427871877355,Iris-setosa
+57,6.031385289807827,2.8486938502689285,4.652314179396428,1.2949306976260522,Iris-versicolor
+58,5.529523286849471,2.6147677578962893,4.37709175722191,1.2294882662346807,Iris-versicolor
+59,4.9976581871274535,3.3703976554145374,1.728485339110948,0.38361097339943173,Iris-setosa
+60,6.400575429284318,2.8957638218545236,4.302595870535247,1.3022714960500315,Iris-versicolor
+61,7.9,3.8502031031930954,6.433551242516906,2.0360048838302958,Iris-virginica
+62,6.2955380810368,3.3019199269413653,4.721241606597311,1.6106192518495328,Iris-versicolor
+63,5.2035256852125995,3.409125747898608,1.495515875018162,0.37739850766147126,Iris-setosa
+64,7.131917744869183,3.0,5.945283015260732,2.0785250622299762,Iris-virginica
+65,7.723852408345876,2.5567278247846668,6.9,2.3120925135638055,Iris-virginica
+66,4.9690688726177665,2.4239757099161334,3.1542119769231727,1.018891413003267,Iris-versicolor
+67,5.086649998727316,3.449053937143894,1.4022985101954593,0.297643681826877,Iris-setosa
+68,5.917419068736754,3.0738282765622684,4.817290332672563,1.7887318930157645,Iris-versicolor
+69,5.968893077661761,2.9019322955905458,4.604697314627493,1.3960769953446848,Iris-versicolor
+70,6.9323303254872535,3.108493808453188,5.094281122080723,2.3001815856627066,Iris-virginica
+71,5.742872741949013,2.4957074922815456,5.009318072698625,2.002723555206819,Iris-virginica
+72,5.48501168887181,4.2,1.401089920257974,0.19806267197211067,Iris-setosa
+73,7.180619626357393,3.0,6.013884320357329,2.121540299524938,Iris-virginica
+74,6.721340328653154,2.498122522329341,5.752364900056704,1.7982313511819177,Iris-virginica
+75,4.905986942821026,2.4038862524387903,3.202403539071119,1.0120174004358409,Iris-versicolor
+76,5.8840763269583425,3.0,4.2899281944541405,1.4784117354165915,Iris-versicolor
+77,7.290566368891529,2.884136946323986,6.260700074138235,1.7952537670794502,Iris-virginica
+78,5.415630066564158,3.0,4.402912158704479,1.446139210967439,Iris-versicolor
+79,5.594539667789314,2.813737113316818,3.8371695551063336,1.2960293615666978,Iris-versicolor
+80,5.81146606953154,2.7990537760261827,5.0957465783180895,2.400038872285643,Iris-virginica
+81,6.089537938203355,3.0,4.595834843722129,1.410693117444783,Iris-versicolor
+82,4.903703976405329,3.0971564682482287,1.6247093726797635,0.10000010358257506,Iris-setosa
+83,5.029988446129954,2.4683973133349335,2.8536209249785154,1.0767447287512288,Iris-versicolor
+84,5.786142501928261,2.822685262356841,4.52565226173041,1.31589950996963,Iris-versicolor
+85,5.012420555829502,3.1963471784362416,1.2000002485087038,0.19981265079845023,Iris-setosa
+86,5.277794147046354,3.7306887793040757,1.555494210539807,0.20206874810851505,Iris-setosa
+87,5.808652027790852,2.8146435720479115,5.106276232221466,2.4052611563950053,Iris-virginica
+88,5.951096779279482,3.0,4.3299008124408545,1.5151485801651976,Iris-versicolor
+89,5.611596904917225,2.4841119479410927,3.9019087209859133,1.1002297522791602,Iris-versicolor
+90,6.719039399213247,3.302558576514673,5.733553989488397,2.5,Iris-virginica
+91,5.04790842365262,3.6266088230131523,1.4985121785645052,0.41340540333393583,Iris-setosa
+92,5.430224775614945,3.0,4.498641151240872,1.4786388604842793,Iris-versicolor
+93,5.593560910397185,2.661098082105254,4.277827133406741,1.2656397371172263,Iris-versicolor
+94,6.313159146534141,3.4087650694729947,5.576593787528177,2.4065996096256455,Iris-virginica
+95,6.290449811461527,3.286593516221513,4.676406482453004,1.582262322254961,Iris-versicolor
+96,6.636754250056643,3.3098909566455643,5.722259731100798,2.499999545702243,Iris-virginica
+97,4.884559361134841,3.0,1.400564248312971,0.20235415496819156,Iris-setosa
+98,5.532193154529555,2.425514583336703,3.7492541528880063,1.0964136569353553,Iris-versicolor
+99,4.8820407216598465,3.089348758294785,1.558207381927064,0.1,Iris-setosa
+100,5.104468965169349,3.544192683225089,1.400095263578367,0.298361940807664,Iris-setosa
+101,5.7753491411642415,2.8152939414020937,4.505663842718597,1.427716510403435,Iris-versicolor
+102,5.208313339033247,3.7716448959074835,1.6832062404428967,0.20097921439395178,Iris-setosa
+103,6.1033477264839275,2.615140074883626,5.593352096806119,1.3866430549226112,Iris-virginica
+104,5.571133459197528,4.2,1.4002792064877194,0.20657239032222188,Iris-setosa
+105,5.8640352007622125,3.0,3.96409316084712,1.4803029053288201,Iris-versicolor
+106,5.251141873868678,3.8514845652219702,1.6373266746383897,0.4002702669033757,Iris-setosa
+107,6.973127352572185,3.155888410014958,5.931585747763368,2.239024961756242,Iris-virginica
+108,6.426678738966768,2.9951063883559237,5.578486713759054,1.7992942798538334,Iris-virginica
+109,5.52841177726824,2.4848065918442868,3.782557222133293,1.082570260171966,Iris-versicolor
+110,4.917744014382229,3.1047752191838702,1.4966294093553838,0.10000010601740006,Iris-setosa
+111,5.088796659842842,3.398973630570776,1.4973217579242841,0.20074084936005254,Iris-setosa
+112,7.7098335771777915,2.603048322293006,6.9,2.303186243638913,Iris-virginica
+113,6.315556527490244,2.296731049681223,4.377437932716238,1.2953729436948032,Iris-versicolor
+114,5.127775326590644,3.799356092312764,1.5717017375399223,0.20156025098641753,Iris-setosa
+115,7.9,3.791538368693262,6.411953347309283,2.005495143512964,Iris-virginica
+116,6.485561731770228,3.0,5.791132812499184,2.202592002758904,Iris-virginica
+117,6.692871522770224,2.4926670620220537,5.819089540022205,1.7949109477486092,Iris-virginica
+118,4.609535683980729,3.186009486959532,1.3985880114127158,0.19976373710514223,Iris-setosa
+119,4.801279973439285,3.0,1.399456739051284,0.2979478728641051,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/19/test.csv b/iris/tab_ddpm/5_2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/19/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/19/train.csv b/iris/tab_ddpm/5_2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/19/val.csv b/iris/tab_ddpm/5_2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/19/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/2/synth.csv b/iris/tab_ddpm/5_2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..47f301edec9a7b6c0cf8e43b5ab9eeed05131de1
--- /dev/null
+++ b/iris/tab_ddpm/5_2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.006214843792997,2.2000003448294065,4.979943180898958,1.5229160111921276,Iris-virginica
+1,5.003417022410679,3.2161409197923025,1.2000002135844359,0.20351881711854355,Iris-setosa
+2,6.54781337902399,3.0,5.521791623585299,1.8032975408608891,Iris-virginica
+3,6.88784469003736,2.7938772510659455,4.813494576117145,1.3919318248249732,Iris-versicolor
+4,6.297380454421416,3.3968849295007986,5.635625305080387,2.389868181319456,Iris-virginica
+5,6.17968386865943,3.043109630593344,4.616502238436849,1.4327060514205967,Iris-versicolor
+6,4.91608297246651,3.0,1.4011636944134873,0.19662801294757612,Iris-setosa
+7,5.0932059718312965,3.376900803473215,1.4884159190212278,0.19840415022918106,Iris-setosa
+8,6.709013380265547,3.288626783822426,5.678596734334685,2.4999995142991356,Iris-virginica
+9,5.8202866661659955,2.8753262784400966,4.536867190959625,1.387594351570968,Iris-versicolor
+10,5.550008211782886,4.199998681097748,1.4070728105630639,0.20505286494352717,Iris-setosa
+11,6.532822299554426,3.0,5.525195410453125,1.7962934032998892,Iris-virginica
+12,5.904485197207729,3.0,4.091715544501788,1.49920090502324,Iris-versicolor
+13,5.921210633974155,3.0,5.088749058643654,1.8004953517147089,Iris-virginica
+14,5.787572138833958,2.793557063715032,5.075191756584697,1.8897117187059247,Iris-virginica
+15,5.62677091189329,2.714153220797809,4.27864827432167,1.3079430879977207,Iris-versicolor
+16,6.093149706579622,2.589755059342636,5.615514750202578,1.4110493381637572,Iris-virginica
+17,4.908451709395726,3.1003951650308164,1.529911051075323,0.1,Iris-setosa
+18,7.721231533714474,2.606252093208642,6.9,2.306311504664915,Iris-virginica
+19,5.038809035435118,3.3679050193844167,1.6939372786614388,0.4476290149516595,Iris-setosa
+20,7.742502154770516,2.6022147191509566,6.9,2.311437525912336,Iris-virginica
+21,5.9304431845672125,2.7292605785195714,5.100047817953598,1.8603288528177275,Iris-virginica
+22,6.024871519809625,2.2,4.992164043971691,1.5464689672660232,Iris-virginica
+23,6.266627093666789,3.346514831294841,5.5551813488297705,2.4034433684642638,Iris-virginica
+24,5.520361075192998,2.652903395359791,4.114285977549214,1.2552717737700716,Iris-versicolor
+25,5.171288215891819,3.8371238553955136,1.6788556133431765,0.3504495976167199,Iris-setosa
+26,7.30879446810848,2.8965073218067006,6.2786581525504275,1.810523673763995,Iris-virginica
+27,5.10080473621346,3.3975178932279526,1.6617532225536993,0.20117856898103498,Iris-setosa
+28,5.05881375191151,3.5371260463082788,1.5650388372583,0.2772311903837861,Iris-setosa
+29,5.411604369649157,3.0,4.493781388471008,1.4865717755909187,Iris-versicolor
+30,4.400000673743939,2.9241522407315292,1.3941956106711715,0.18781845973523914,Iris-setosa
+31,4.581015434843008,3.3358302575363172,1.391307515832996,0.2714039143715025,Iris-setosa
+32,5.569216253280433,2.421549816672296,3.8901279799772506,1.0923816646725621,Iris-versicolor
+33,4.900967979256802,2.417426511241084,3.2990804472433504,1.0694638014566291,Iris-versicolor
+34,7.706622537683409,2.5843054360310322,6.9,2.2986376614117163,Iris-virginica
+35,5.628785553505436,2.926472050740999,3.6427799208757468,1.3210451073366318,Iris-versicolor
+36,4.916083451933905,2.4063780402929513,3.299823505390121,1.0181695638572348,Iris-versicolor
+37,7.899999007411291,3.788717678730161,6.399524126271587,2.0245633244959813,Iris-virginica
+38,6.1239723131946535,3.0,4.615867110496109,1.3852034583380892,Iris-versicolor
+39,5.420098859332065,3.425885632224478,1.4963746305871193,0.36323458234242956,Iris-setosa
+40,5.600114852437505,2.9013772323297027,3.740512798517563,1.318725619894912,Iris-versicolor
+41,5.105106320632558,3.53795613256594,1.406278008349635,0.29380331396988935,Iris-setosa
+42,7.137872372520484,3.0,5.971057734334994,2.0012624978355245,Iris-virginica
+43,6.097543945174459,3.0,4.608072183049924,1.3863785094320948,Iris-versicolor
+44,5.585600421301164,2.8654878482200603,3.541740952456161,1.3099655550723126,Iris-versicolor
+45,4.9589101133288205,2.43004136434039,3.311690633552623,1.0928072125527701,Iris-versicolor
+46,5.9999816991106725,2.674692023224941,5.112446677584123,1.59362406948561,Iris-versicolor
+47,5.947022323344709,3.215295463347861,4.799937095557552,1.8124079718792314,Iris-versicolor
+48,6.859578905079441,3.108443985133834,5.122621719769928,2.2913214302559517,Iris-virginica
+49,4.789530057686364,3.0,1.4002485035745693,0.2994612297655302,Iris-setosa
+50,5.663491947147851,2.74561646708457,4.190052789712095,1.3316871633038525,Iris-versicolor
+51,5.651676994887808,3.7939399274319165,1.6014286654646979,0.28968863000526923,Iris-setosa
+52,5.014015919684746,3.464754187933111,1.5333656589831863,0.4066304435249389,Iris-setosa
+53,5.850705752723233,2.838733992036036,4.559050277267943,1.3773422571102782,Iris-versicolor
+54,5.138641038898344,3.3183637981069087,1.6530156804696972,0.42233886304624463,Iris-setosa
+55,6.5412894495531235,3.0,5.83008310107338,2.214118128004209,Iris-virginica
+56,5.434233638565879,3.3987612068623236,1.7117058053249954,0.1979438890142974,Iris-setosa
+57,5.503197497646337,2.6090816379667485,4.418429642866119,1.223104625932175,Iris-versicolor
+58,5.1667927431802525,2.684338036294405,3.81522129883836,1.3892141244593892,Iris-versicolor
+59,6.871436062747471,3.2088291912963687,5.849845708755175,2.310635228070295,Iris-virginica
+60,6.790154496379706,3.18980917402894,5.886623470052966,2.2930486258270237,Iris-virginica
+61,5.927244839962258,3.0,4.256639972641939,1.5092654301338402,Iris-versicolor
+62,5.995773827079936,3.1898091151041643,4.761110784211245,1.7751574705001556,Iris-versicolor
+63,6.007913762614958,2.7121467579676044,5.098084735194624,1.6023427848540894,Iris-versicolor
+64,5.40284197308986,3.481275620065541,1.7035825905031827,0.20717734503300528,Iris-setosa
+65,4.4,2.9199117831798236,1.4057833562125022,0.20266013016543863,Iris-setosa
+66,5.450651364650896,3.0,4.537106430002482,1.5320162055241153,Iris-versicolor
+67,5.601173000901577,2.7443524084857103,4.393424520294499,1.340088126515773,Iris-versicolor
+68,5.898019589198165,3.1976820512907818,4.821213559027906,1.7872303168368786,Iris-versicolor
+69,6.873855392573558,3.204042918826245,5.695536825500344,2.3138995799194424,Iris-virginica
+70,5.119104229973365,3.3051756028053676,1.6915132177017866,0.46144667394130345,Iris-setosa
+71,6.290197043370973,3.2920243368675433,4.677066752763784,1.6176872031583827,Iris-versicolor
+72,5.724187296837,2.4958884404639727,5.000900512638308,2.002340436812811,Iris-virginica
+73,5.543282461456028,2.7846123468903907,3.648660788947611,1.3134441541246495,Iris-versicolor
+74,7.708709293613777,2.6070015301022855,6.899998412426381,2.309766086359695,Iris-virginica
+75,5.779726241696138,2.6878113503609953,5.1051021123670255,1.8996617675080185,Iris-virginica
+76,5.0734831951039325,2.5002892788122373,3.06386038881263,1.0923005472306029,Iris-versicolor
+77,6.028375910689722,3.0,4.7751087653373645,1.8024790957747507,Iris-virginica
+78,4.50060497692008,2.301696507783742,1.295289182942923,0.29279103803144124,Iris-setosa
+79,5.7764718397749855,2.632406238162199,5.06010742475417,1.925161109789441,Iris-virginica
+80,4.882325290615051,2.4035221165776224,3.243885044000083,0.9967226858622626,Iris-versicolor
+81,6.668692559492581,3.0,5.004025685633809,1.6936831665647942,Iris-versicolor
+82,4.80179819205622,3.0,1.3967841732947617,0.2998170884562825,Iris-setosa
+83,5.545299060458502,2.4106040140587726,3.8146279711679116,1.1185803082157204,Iris-versicolor
+84,4.615007670381941,3.394768877730666,1.3928557525502812,0.3247312530179986,Iris-setosa
+85,5.890379421856892,3.0,5.0949318427520325,1.8019374405193875,Iris-virginica
+86,5.384827185819606,3.0,4.492931016992352,1.506042930324869,Iris-versicolor
+87,5.225519100220991,2.71119154254413,4.014555797213771,1.4156143447017753,Iris-versicolor
+88,6.839979567484735,2.7927325181310074,4.787225657914685,1.4031889266763848,Iris-versicolor
+89,6.699965851753685,3.293680707942598,5.653672115677509,2.0953385677676213,Iris-virginica
+90,5.4751180822884375,2.612595639202482,3.856065192192156,1.2129289903393004,Iris-versicolor
+91,4.906090477063542,2.3945843344969484,3.4086199759739775,1.0170063367620397,Iris-versicolor
+92,5.007900084897967,3.2991161463101926,1.3897848633421863,0.20277576247341023,Iris-setosa
+93,5.973428093701013,2.6948588517630268,5.097119162181797,1.5665032120410767,Iris-versicolor
+94,6.8372554927974845,2.8158513267115586,4.7673488491549625,1.391825130117099,Iris-versicolor
+95,6.0142544411367345,2.6940062364680726,5.0883684643310945,1.5932402108288382,Iris-versicolor
+96,5.971357459575363,2.9406505800352574,4.461973226087081,1.5174283536005109,Iris-versicolor
+97,6.088275802231885,2.6059245276949974,5.627281280595387,1.3930710614224282,Iris-virginica
+98,5.004589066249784,3.2027509631185467,1.2000001858986997,0.18457085315154725,Iris-setosa
+99,5.225084793050017,2.473685555730707,3.2729465518081526,1.1052267345866014,Iris-versicolor
+100,5.666552179365387,2.788005306991629,4.393671938259225,1.3082994237704502,Iris-versicolor
+101,5.248426820443022,2.513153702620466,3.528039836772267,1.1266242367830777,Iris-versicolor
+102,5.374615104923441,3.0,4.505728942511141,1.498645210117079,Iris-versicolor
+103,6.815898407207953,2.8535100104808215,4.847427477283338,1.4361561480457317,Iris-versicolor
+104,6.064777199181114,2.8027812217171406,4.681308223839928,1.2062954624247042,Iris-versicolor
+105,5.772033699109435,2.825824609980727,5.10369709880882,2.4023881104553912,Iris-virginica
+106,4.400000564549502,2.926889370760428,1.4012939347120408,0.19456101509208462,Iris-setosa
+107,5.100001376133221,3.7376493518707288,1.4979664495223188,0.39310167615713254,Iris-setosa
+108,5.598004501230446,2.6579855334425058,4.032084713192379,1.3042450134735526,Iris-versicolor
+109,5.400021459035748,3.399027409904068,1.4988445982943548,0.4363052936735962,Iris-setosa
+110,5.667425167578379,3.8174594838087192,1.6887047980029732,0.31472101226154775,Iris-setosa
+111,7.724684166000965,2.6021587787377625,6.9,2.308267838440601,Iris-virginica
+112,6.028554010024851,2.9352302503442265,4.489390043303,1.4973942362622124,Iris-versicolor
+113,4.610496541775997,3.2033385167287443,1.4041283859361011,0.20470817864729984,Iris-setosa
+114,4.497330418738181,2.2951327235574226,1.302455758534769,0.34010238866945885,Iris-setosa
+115,4.4,2.879892480688467,1.399101899835764,0.2000677106034318,Iris-setosa
+116,4.985275758152736,3.2738867423428,1.3955033743745573,0.2026132702071231,Iris-setosa
+117,6.6902890444490986,2.5231889492940294,5.711364281958314,1.7961022595679506,Iris-virginica
+118,6.126861317761733,2.634032351721935,5.5807159412964245,1.48111396963018,Iris-virginica
+119,5.306617245127185,3.608427936623802,1.5037286041365845,0.1995838684591435,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/2/test.csv b/iris/tab_ddpm/5_2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/2/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/2/train.csv b/iris/tab_ddpm/5_2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/2/val.csv b/iris/tab_ddpm/5_2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/2/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/20/synth.csv b/iris/tab_ddpm/5_2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d91b17fc2d812149ab33af873d10444fcae16511
--- /dev/null
+++ b/iris/tab_ddpm/5_2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.91757036614888,3.19523918574614,4.7955219556174535,1.8092614535454965,Iris-versicolor
+1,5.341306577220778,2.891947210047632,4.305697364940585,1.4603726599560767,Iris-versicolor
+2,6.29579769482786,2.9234882082988207,5.611605580146428,1.799849080034553,Iris-virginica
+3,6.754567339600224,3.0,5.591946743762721,2.136633548728958,Iris-virginica
+4,5.391453909959562,2.6694866348693145,4.1629420589180945,1.3285822906298281,Iris-versicolor
+5,7.714190879249109,2.620412205479232,6.9,2.310591229938404,Iris-virginica
+6,5.754776976803184,3.0,4.267098373162683,1.4098273524178722,Iris-versicolor
+7,6.686757738135492,3.300584223478606,5.711055132275601,2.5,Iris-virginica
+8,5.596625526650072,3.0,4.074104502756858,1.3115530010294194,Iris-versicolor
+9,5.115059762417991,3.309318711161483,1.67251987884031,0.5214946029501017,Iris-setosa
+10,6.703572536690878,3.2926211906738754,5.693441410423497,2.1057438781028974,Iris-virginica
+11,6.509297999561471,3.2032798347042455,5.114467238647298,1.9707527259165052,Iris-virginica
+12,6.162284065092971,2.2000003157056067,4.479225225165923,1.5306969511787718,Iris-versicolor
+13,5.7935971358799145,2.8545081517547706,4.4963458691297244,1.339140697980205,Iris-versicolor
+14,5.926746553888817,3.0,5.065300343543747,1.7978328855877208,Iris-virginica
+15,4.499350705140257,2.302202388635327,1.297195319610679,0.316938089223621,Iris-setosa
+16,5.713561100209063,2.497730460088615,4.990486597285676,1.9997922238222734,Iris-virginica
+17,5.813111427610935,2.8392639948134697,4.781109510380601,1.509108225848824,Iris-versicolor
+18,6.808408548510328,3.2028929407727658,5.858382963741465,2.29084345408385,Iris-virginica
+19,6.2918229953872045,3.3977265405940487,5.606169714338475,2.4034338030436078,Iris-virginica
+20,5.63594515926409,2.7448915072525115,4.154623995159896,1.3134372375987806,Iris-versicolor
+21,5.656901470935618,3.8152689678735197,1.7104063799162248,0.3504546473857416,Iris-setosa
+22,5.6780266916754005,2.43665033931975,3.922216007167441,1.1018101811181922,Iris-versicolor
+23,4.8987683624327225,3.0879458429865347,1.4917559124685211,0.1,Iris-setosa
+24,4.932890125870797,2.4427719400635093,3.2765291000132817,1.0105589397861847,Iris-versicolor
+25,6.050309658957426,2.8086114144420145,4.680722382787015,1.2083498060914089,Iris-versicolor
+26,6.689554361857048,3.0,5.569249503197069,2.1807171877503935,Iris-virginica
+27,5.098846046057967,3.403083486287598,1.4976199368229404,0.1985972559291445,Iris-setosa
+28,4.902885318977325,3.091076319623591,1.5241860335597515,0.10000009757372576,Iris-setosa
+29,5.8793955957156445,3.0,5.105333481758346,1.8012378716347568,Iris-virginica
+30,5.920136902925927,3.17592818206969,4.78706236212591,1.7878805322098463,Iris-versicolor
+31,6.012533468928431,3.0,4.79283688306858,1.7995778993832083,Iris-virginica
+32,6.297212445481451,2.306202689097244,4.418540531666668,1.3075813215300416,Iris-versicolor
+33,6.377802348961467,3.169419634809853,5.06399109566712,1.943484689561399,Iris-virginica
+34,6.907783645871038,3.156349313782553,5.742994795277135,2.294037466760708,Iris-virginica
+35,5.095619273921103,3.775003056927538,1.5732220599757287,0.20658743428311307,Iris-setosa
+36,5.486752802345336,4.199999088625369,1.3978575045288617,0.2003160538072277,Iris-setosa
+37,7.681946881249772,2.6006379375079653,6.899998611857341,2.308654407889129,Iris-virginica
+38,6.053430237795081,3.0,4.760828296431584,1.788371155317545,Iris-virginica
+39,6.314678174638917,3.3959470384577344,5.5837486343856595,2.4072743747587984,Iris-virginica
+40,6.700977146255099,3.2975955228226033,5.791648506791106,2.499999647450988,Iris-virginica
+41,6.334455148736631,2.705840980128436,4.978439599685756,1.806548960983308,Iris-virginica
+42,5.986161509253692,2.9081821969848125,4.499276513675033,1.457319986074206,Iris-versicolor
+43,5.806449317615554,3.0,4.059649759656322,1.421998576587509,Iris-versicolor
+44,6.398689391875349,2.8704982857952652,4.403249021072202,1.3084787678897916,Iris-versicolor
+45,5.913465656260381,3.2208893068454714,4.825484940544824,1.7999016785483768,Iris-versicolor
+46,5.012680072363203,3.366910879499127,1.415106641748368,0.2128118119864136,Iris-setosa
+47,6.715893756286027,3.2897196900169368,5.674305039133496,2.4999995613004558,Iris-virginica
+48,4.57949318554178,3.3755970491644645,1.3971792558315896,0.26505371796783117,Iris-setosa
+49,5.110254112804496,3.3103490619376434,1.6493640683243334,0.5115679096816662,Iris-setosa
+50,6.498095569562365,3.0,5.534298257128393,1.8006240222798084,Iris-virginica
+51,7.697982705889007,2.6063752000086646,6.9,2.3024858430761252,Iris-virginica
+52,6.5136613488886,3.188548317362598,5.105320854580478,2.0249385645719413,Iris-virginica
+53,6.007512793436299,2.7094639940278182,5.091082133107912,1.6090401714818903,Iris-versicolor
+54,5.797934772811859,2.7468934464532007,5.116319403140262,1.884447647145734,Iris-virginica
+55,4.609129756987074,3.2665830990466556,1.404958424261197,0.2128866513862736,Iris-setosa
+56,6.112108523015311,2.61051633686145,5.592001750725483,1.437765649442103,Iris-virginica
+57,5.469048817253452,3.4040849919674327,1.6679215919587982,0.20178284745152625,Iris-setosa
+58,7.344060419940236,2.8966627859385863,6.254615028389427,1.7862828560944726,Iris-virginica
+59,6.69655763073851,3.2986213979577754,5.719947859922055,2.0984292522390304,Iris-virginica
+60,6.197806720971336,2.805516638898374,4.685548208875049,1.2061963319540907,Iris-versicolor
+61,6.693136745207596,3.2962980115587732,5.747913211040911,2.499999617068679,Iris-virginica
+62,5.037147232016635,3.3921709880771638,1.5269106471145344,0.4324429883338078,Iris-setosa
+63,5.955575622792094,3.230978431935021,4.82507590924141,1.789522327123055,Iris-versicolor
+64,6.196466284927041,2.7040359304403347,5.5762933797041425,1.5994010464895083,Iris-virginica
+65,6.080594680338506,2.6022438157144046,5.58895341707088,1.3901584291023592,Iris-virginica
+66,6.904080474359042,3.034788421433788,5.636099084793469,2.2068501094723514,Iris-virginica
+67,6.82424340264909,3.0,5.559267145379924,2.1088003746926205,Iris-virginica
+68,4.917200479883385,3.012721530113783,1.396784117472307,0.19868914861873427,Iris-setosa
+69,5.458647121748444,2.3849362901556184,3.753643997252923,1.1074033432324628,Iris-versicolor
+70,7.7027034814988244,2.5564861138001573,6.9,2.307157992696931,Iris-virginica
+71,5.591398527676125,2.8765431162179818,3.595191261732012,1.29457900735553,Iris-versicolor
+72,4.900969533397379,3.1014694005245325,1.4918768092273322,0.1,Iris-setosa
+73,6.143083644292787,2.9488581681455526,4.667309369252268,1.3168662263684872,Iris-versicolor
+74,5.106530520118441,3.280716031174633,1.6090466908336747,0.4794246978971143,Iris-setosa
+75,6.270858764958281,2.921339944531876,5.631800218863886,1.8049827097180084,Iris-virginica
+76,6.724037342499425,3.0,5.873913622378372,2.1928213811807575,Iris-virginica
+77,4.79823994770849,3.0,1.3871960535234178,0.1,Iris-setosa
+78,5.586603079237333,2.861758585510986,3.8673295341599196,1.3222478813602379,Iris-versicolor
+79,7.694962445486832,2.606930697766442,6.899998721101224,2.31693368343827,Iris-virginica
+80,6.6781337135490055,3.0,4.978963646325237,1.6767004620490968,Iris-versicolor
+81,5.631203530732927,3.0,3.960567270671209,1.3166765325283956,Iris-versicolor
+82,5.730611255942084,2.5205951278611414,5.011069874689616,2.0119884732834454,Iris-virginica
+83,5.6556399224938705,3.748421971434669,1.5435335846079727,0.3085853532797679,Iris-setosa
+84,5.639461929095186,2.698731713580943,4.520560617339671,1.2419701909516503,Iris-versicolor
+85,7.194601961469518,2.841961387174301,6.223638427347137,1.7926022551704126,Iris-virginica
+86,4.896518452368309,3.101364981756982,1.4985662532834292,0.10000010367210138,Iris-setosa
+87,5.9960456518412,3.0,4.774871910205894,1.8010487538739135,Iris-virginica
+88,4.885861933476006,2.4113596175548575,3.408977124662982,0.9747640862615565,Iris-versicolor
+89,5.559938758418277,2.55455893785786,3.9245096434831845,1.148521824679356,Iris-versicolor
+90,5.006025789674158,3.191923704808897,1.2,0.20652448105150562,Iris-setosa
+91,5.617604477826765,3.7067307041197894,1.76435981652993,0.24255310851430528,Iris-setosa
+92,6.648644798079707,3.278526197215568,5.751753510092816,2.4999995495766414,Iris-virginica
+93,7.1726231563036995,2.9291070120339366,6.16618466633672,1.812298088711997,Iris-virginica
+94,7.074701745241772,3.1826222795986707,5.633884250934873,2.29530623363412,Iris-virginica
+95,6.554735847017052,3.1984884310618007,5.097368480029249,2.046943889321691,Iris-virginica
+96,4.606724975609726,3.369468351496004,1.3814111228900106,0.27070679824729554,Iris-setosa
+97,5.915992930867109,3.209182951626783,4.805068123431707,1.800535845800213,Iris-versicolor
+98,5.674528273376131,2.76369613484713,4.415192522510479,1.3187885240511819,Iris-versicolor
+99,5.885958045724492,3.0,4.110525452908961,1.4825619887345431,Iris-versicolor
+100,5.634624355793155,3.0,4.019139538871997,1.3224823201852058,Iris-versicolor
+101,5.023962404026122,3.4403432525793765,1.6047506971684873,0.43116191061380654,Iris-setosa
+102,6.399056949796261,2.730899239785027,5.326468557972497,1.91953459946148,Iris-virginica
+103,6.1303739530343275,2.5863276385016336,5.574698255919504,1.4351083214174245,Iris-virginica
+104,5.09407788184665,3.302515973194693,1.6949891499011374,0.4726240496875673,Iris-setosa
+105,6.133320487677886,2.585015709591296,5.603024927458375,1.4099959796815205,Iris-virginica
+106,6.175594146324002,2.2000002987868337,4.510321991650597,1.5036999344207356,Iris-versicolor
+107,7.899995640526265,3.705973157155272,6.3458663088598435,2.0129108828103996,Iris-virginica
+108,5.957572635616875,3.0,4.862982025071135,1.8016660378667309,Iris-virginica
+109,5.128394483092987,2.4598233202815356,2.923268780093955,1.067703434580401,Iris-versicolor
+110,6.122759701565772,3.0,4.600418977109722,1.426718497159766,Iris-versicolor
+111,5.78512322462601,2.63477800799703,5.07560272562249,1.9218195305346495,Iris-virginica
+112,5.270513872174752,2.7118576240502454,4.032679305904391,1.3820453371962822,Iris-versicolor
+113,5.559009651409369,2.809536654434262,3.828261882981258,1.2856792436060813,Iris-versicolor
+114,5.438197740478152,2.67644754114667,3.882171631933942,1.322907410135126,Iris-versicolor
+115,6.322585830413423,3.408856613692086,5.619492840367253,2.3588045452651327,Iris-virginica
+116,5.406446912861322,2.3965827884936335,3.6036073053265305,1.0975391279875322,Iris-versicolor
+117,5.350030220118318,3.8632441141429203,1.77364092188902,0.4133136166303607,Iris-setosa
+118,6.005031147370738,2.6798912424543886,5.088849403184154,1.5432078120381123,Iris-versicolor
+119,5.6222943948603445,3.0,4.1917619863628985,1.305737344522427,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/20/test.csv b/iris/tab_ddpm/5_2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/20/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/20/train.csv b/iris/tab_ddpm/5_2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/20/val.csv b/iris/tab_ddpm/5_2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/20/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/21/synth.csv b/iris/tab_ddpm/5_2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..921e202fd0fdf82ee1f12704d1707cfc2e16451e
--- /dev/null
+++ b/iris/tab_ddpm/5_2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.163734794619013,3.0,4.929899171715073,1.8265021337837486,Iris-virginica
+1,5.73222885995179,3.7728367101879625,1.5317403958577407,0.29588156354445305,Iris-setosa
+2,6.0021108214423275,2.6970097264602066,5.092655229395831,1.5990263659777344,Iris-versicolor
+3,4.4,2.8926027740999776,1.3981717489466579,0.20109304518461302,Iris-setosa
+4,7.709079475194736,2.5647446615149097,6.9,2.3366091306654644,Iris-virginica
+5,6.673246446163018,2.5263477354305777,5.756709444150537,1.8026326540437525,Iris-virginica
+6,4.641424672158763,3.134583114700758,1.398761914112071,0.20009247639410838,Iris-setosa
+7,6.697835068719466,2.4935990856628583,5.812869203618907,1.803750435448609,Iris-virginica
+8,4.913103781057908,3.0,1.3782020658870793,0.1954967071537111,Iris-setosa
+9,5.089173488147292,3.368209259064067,1.6592883984838727,0.44458083008998006,Iris-setosa
+10,5.573386540917597,2.75855188476524,4.440942665062659,1.2935613954138905,Iris-versicolor
+11,5.926773210964807,2.8637725247612678,4.5572295961584794,1.3272765524006758,Iris-versicolor
+12,6.8303494545788626,3.2106895205782786,5.724579117618578,2.309060883967353,Iris-virginica
+13,5.988490582382445,3.0,4.847475429463784,1.7946753596905936,Iris-virginica
+14,6.79176788198195,3.0,5.443053480736518,2.121652530374525,Iris-virginica
+15,6.897928069281255,3.0,5.626365798802601,2.0564162283984015,Iris-virginica
+16,5.393485960205076,3.604188250664793,1.4992955948723807,0.20038412680460135,Iris-setosa
+17,4.89411158424097,2.4006196494231244,3.384559300877191,0.9703499211358133,Iris-versicolor
+18,4.779917574291902,3.0,1.3832916491755156,0.1,Iris-setosa
+19,6.810207954179009,3.216473070785389,5.80866012873731,2.26563879876612,Iris-virginica
+20,4.890639415670302,3.104525326974394,1.6031233044564073,0.10000011382946038,Iris-setosa
+21,6.4991473681861756,3.1898766833351337,5.102335074469766,2.001179619902125,Iris-virginica
+22,5.959802251303298,2.9090313106951298,4.471536447867328,1.5091076303255297,Iris-versicolor
+23,4.810630980248656,3.0,1.3902618432489133,0.28193822403270785,Iris-setosa
+24,5.5226528541286255,4.2,1.4001663451574724,0.19558776039664358,Iris-setosa
+25,5.145825465336081,3.7330662615427808,1.6378498692740422,0.4584208179917323,Iris-setosa
+26,4.897075367019892,3.10904269083226,1.4942043560194067,0.1,Iris-setosa
+27,5.805978769852178,2.710666889649828,5.098923107960157,1.85653075446332,Iris-virginica
+28,7.724143820437305,2.602115697483985,6.9,2.3031420322326004,Iris-virginica
+29,5.867282511400036,3.207570065168395,4.771759983444092,1.8033036552666568,Iris-versicolor
+30,4.400000579291655,2.9080571059371305,1.3927600429594642,0.19902279884180335,Iris-setosa
+31,5.313179247715354,2.980744771769325,4.413272556349816,1.479119994812098,Iris-versicolor
+32,6.545685906274306,3.0094117462830496,5.830253368495019,2.2603538021504015,Iris-virginica
+33,5.065514315654231,3.3868322875657793,1.4985006707557835,0.18527330824852717,Iris-setosa
+34,5.165666718714364,3.4051977410904706,1.4612470207611004,0.33356520536531387,Iris-setosa
+35,4.981580816718673,3.283880029330921,1.3795775421427423,0.19845637357576013,Iris-setosa
+36,6.088593013383966,2.7893863408256667,4.685732487454587,1.1788510295654329,Iris-versicolor
+37,5.89851032511275,3.0,5.081236925142508,1.8065908018852128,Iris-virginica
+38,5.22476336628958,3.773955792968426,1.5926282261307911,0.20188456048958575,Iris-setosa
+39,6.926787288015266,3.1925604978931674,5.815830456748305,2.2849296417182847,Iris-virginica
+40,4.885940031038489,3.091558898586619,1.4957147096839518,0.10000010576721273,Iris-setosa
+41,6.111612260681244,2.80036082136327,4.709162694071818,1.1925384275450097,Iris-versicolor
+42,5.686116014941604,3.7986417383645383,1.6397714644787742,0.295903231980553,Iris-setosa
+43,5.550295005154099,2.4496431114715667,3.764020265395051,1.0932979273238157,Iris-versicolor
+44,5.81180721127452,2.792060699339974,5.112258703159915,2.3844104765059475,Iris-virginica
+45,6.127384244237946,2.80614009441178,4.688573596528035,1.2265938405269385,Iris-versicolor
+46,5.342182615994581,2.438022020820736,3.436644736885923,1.0746316088366306,Iris-versicolor
+47,5.1589363070808485,3.765990552768206,1.6265842408511488,0.20286010185948916,Iris-setosa
+48,7.264868682276546,2.9264226536039777,6.238306928457479,1.8484927890180007,Iris-virginica
+49,5.790365749351677,2.809653660951793,5.09817998114826,2.405037404386568,Iris-virginica
+50,4.859620151885219,3.0,1.4012091005436065,0.20360934920545332,Iris-setosa
+51,5.656354162806579,2.7721806968438036,4.42867784650071,1.2965996317066748,Iris-versicolor
+52,5.626347101217011,2.761568132278574,4.424343063324156,1.298134377174151,Iris-versicolor
+53,6.301189977023269,3.2978244295806975,4.689740322174996,1.5646145286733495,Iris-versicolor
+54,5.000366481164373,3.1784326128891176,1.200000187579466,0.20376658855425694,Iris-setosa
+55,6.711036340658632,2.5035869967580653,5.8395257297767795,1.7873862415184227,Iris-virginica
+56,4.906244788141466,2.3925485071448858,3.267052234628495,1.0332461032439968,Iris-versicolor
+57,4.504807925187606,2.295888595140858,1.3046904257460514,0.37432770583704855,Iris-setosa
+58,4.4941969908736015,2.316453562848509,1.2993943987040026,0.29979477393798853,Iris-setosa
+59,5.148426116644983,3.7937335687100573,1.4970244749997466,0.4285739349036839,Iris-setosa
+60,5.794861190499111,2.8238312130876135,5.107613938169791,2.412471908862814,Iris-virginica
+61,4.9016878292682735,3.0,1.406097656802249,0.2022049797227336,Iris-setosa
+62,4.974156114847463,2.4593471532250124,3.2659403942278797,1.0719423676772972,Iris-versicolor
+63,6.319344279843649,2.7023109757470416,4.9309989102757115,1.8072000224820717,Iris-virginica
+64,5.117506143658669,3.6180674000969266,1.498778927117023,0.4394654057280438,Iris-setosa
+65,5.526005326382363,2.3981228381872173,3.763378759274144,1.1041436773027948,Iris-versicolor
+66,6.709750178625789,3.2905264207836376,5.730047622002329,2.4999996316304207,Iris-virginica
+67,5.894724754909844,3.191716040113645,4.768979515127712,1.7910802822201455,Iris-versicolor
+68,5.917475455486251,3.1982921409540928,4.806398240027686,1.8040536229311763,Iris-versicolor
+69,4.900721115674909,3.09326330667521,1.6373336510360592,0.1,Iris-setosa
+70,5.2033987831104325,3.698125462091887,1.5486098092529796,0.21094270439693438,Iris-setosa
+71,5.008654932647755,3.4047583928690406,1.7704868527171416,0.37590256799625654,Iris-setosa
+72,6.281078722920677,2.3053266768128267,4.434383203507973,1.3319615304242896,Iris-versicolor
+73,5.872372299736078,3.0,5.094973436158632,1.792541381997968,Iris-virginica
+74,6.303399655282795,3.295875022897023,4.699608812957395,1.6067021034092144,Iris-versicolor
+75,5.876564137505078,2.9893613948324154,4.55634223010896,1.3483080466289734,Iris-versicolor
+76,7.899998708963999,3.7896040798166943,6.427191577428231,1.9883084998432443,Iris-virginica
+77,6.98458867354756,3.2173396807888293,5.695670327027049,2.306608143647297,Iris-virginica
+78,6.537071853364494,3.0,5.4596902411000725,1.8023275000283274,Iris-virginica
+79,6.5286496112869035,3.202548547994856,5.098605688320045,2.032360013134679,Iris-virginica
+80,7.120018959020002,3.0,5.948856097998656,2.0405231792495178,Iris-virginica
+81,5.778431715633346,2.8085799443375112,5.093668544879726,2.420443505980804,Iris-virginica
+82,6.852994222751559,3.103142195282465,5.1001711110165715,2.2831846364470647,Iris-virginica
+83,7.702506625761472,2.5976159546761144,6.9,2.305485942311588,Iris-virginica
+84,7.899998068080058,3.778466429040693,6.331260443181699,2.005378690984934,Iris-virginica
+85,5.820361500979284,2.7904201571125293,5.092098980730629,2.3969690650359974,Iris-virginica
+86,5.543222598318294,3.0,4.282062006054001,1.343561079332732,Iris-versicolor
+87,6.290833221590254,2.3047495349305724,4.397038479737432,1.2913585277815,Iris-versicolor
+88,5.651396314045751,2.987336444624437,3.680278899469097,1.3250701986818438,Iris-versicolor
+89,6.470187074526024,3.0,5.767454172088964,2.16487645388778,Iris-virginica
+90,6.397562479765306,2.8913385262489,4.323201684886618,1.2996053608883298,Iris-versicolor
+91,4.919375726998883,3.0725680695009574,1.423086174133428,0.35174214513071045,Iris-setosa
+92,5.224416747328939,2.7030363700327293,3.974067764171985,1.3872775048476689,Iris-versicolor
+93,4.8964136759660075,3.1152495928119612,1.4971189523151576,0.1,Iris-setosa
+94,5.373232129349905,2.5271933278417227,3.6555566442471217,1.119749467747652,Iris-versicolor
+95,4.900481705888168,3.1041668175432955,1.6273185191515604,0.10000010372655234,Iris-setosa
+96,5.016982545461155,3.454155855094435,1.5278297745709049,0.4132963696569483,Iris-setosa
+97,6.760122432025364,3.1608096398305197,5.9690589264423695,2.298824435786398,Iris-virginica
+98,5.465382298771128,2.373672426355283,3.769355293707016,1.107628679286266,Iris-versicolor
+99,6.081057861718901,3.0,4.605540179471634,1.3926771883491054,Iris-versicolor
+100,4.789188663981585,3.0,1.383955246419224,0.34418293068694084,Iris-setosa
+101,6.702651366708481,2.5029994218964733,5.859860924404636,1.7982557478836994,Iris-virginica
+102,6.675751405988041,3.2860737089529044,5.678110737621894,2.5,Iris-virginica
+103,6.310737448980573,3.4081822701909745,5.570732548878901,2.3967120097009085,Iris-virginica
+104,6.539633961743126,3.0,5.719869702997926,2.1660577611968637,Iris-virginica
+105,6.315307193171613,2.7064496382516037,4.887171529922807,1.795809869578745,Iris-virginica
+106,7.133606822572603,3.0,6.0235411714139095,2.072352943572504,Iris-virginica
+107,5.473468704768368,4.2,1.4007168525605826,0.19918664864561864,Iris-setosa
+108,6.521963560796279,3.0,5.476522368323025,1.8051680572009179,Iris-virginica
+109,5.602460134083133,2.4888306571697587,3.966851598094566,1.110804655916345,Iris-versicolor
+110,6.048141500758419,2.7994638746230773,4.772647596735304,1.4623855089819022,Iris-versicolor
+111,6.313992435089182,2.477016683393903,4.941515775048836,1.496618143788388,Iris-versicolor
+112,5.4844787874850836,4.2,1.405491669358193,0.20432380976161338,Iris-setosa
+113,5.873744089200766,2.72455655653814,5.077910280908827,1.8630082852222132,Iris-virginica
+114,5.8577811058211955,3.0,4.237857209212761,1.4630839682150518,Iris-versicolor
+115,5.4179664423834675,3.407628920028825,1.6523544303672233,0.20023104715696416,Iris-setosa
+116,4.822913847006162,3.0,1.4013518679197927,0.2948437529687997,Iris-setosa
+117,5.634131934279301,3.77787840556217,1.7156402321528723,0.36721986485951447,Iris-setosa
+118,4.792845276050388,3.0,1.3933269670702766,0.3289243054893291,Iris-setosa
+119,4.875445073268893,3.0,1.3965486500160051,0.20307083545325466,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/21/test.csv b/iris/tab_ddpm/5_2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/21/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/21/train.csv b/iris/tab_ddpm/5_2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/21/val.csv b/iris/tab_ddpm/5_2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/21/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/22/synth.csv b/iris/tab_ddpm/5_2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..134332b29f623f8b5d53cb80afbc352c16e9dd9f
--- /dev/null
+++ b/iris/tab_ddpm/5_2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.300785627592423,2.7040407706635454,4.878806184535235,1.7971759559506213,Iris-virginica
+1,5.775099830134648,2.846378051379256,4.520714425333393,1.3305413652734004,Iris-versicolor
+2,5.114717148138691,3.2995101458778553,1.7562916637069543,0.5841458676860982,Iris-setosa
+3,5.806545778924827,3.1896442722961313,4.845855518441627,1.7886462038439974,Iris-versicolor
+4,6.276002309946375,2.3115592495742154,4.357188997285374,1.2923135976753073,Iris-versicolor
+5,6.677741975091267,2.506220683391208,5.750320529410777,1.7975219217676144,Iris-virginica
+6,5.414734685778295,3.9104368490373265,1.7196193462899902,0.42348436442375686,Iris-setosa
+7,5.668376961186274,3.7955298745595694,1.8176542347917808,0.3417475762626965,Iris-setosa
+8,6.12685334964188,2.8203182944676266,4.675731795205659,1.1929367831147546,Iris-versicolor
+9,6.664347078570225,3.297509374874446,5.716135351247057,2.093401174126024,Iris-virginica
+10,5.861056757381093,2.817534399893256,4.492933651427491,1.382934301513737,Iris-versicolor
+11,5.876941213013404,3.0,4.2884108184070735,1.521451271700812,Iris-versicolor
+12,5.3983167743288165,3.0,4.487884562987447,1.5042683650281081,Iris-versicolor
+13,6.121666734389051,2.601360813275187,5.6064372390476205,1.381809297547609,Iris-virginica
+14,5.126358817727977,3.5049914525484858,1.3935709294816987,0.3008078485849474,Iris-setosa
+15,5.992513536373656,2.6875294264828655,5.129924417814305,1.5985812703384146,Iris-versicolor
+16,4.879764363789056,3.0754506681898994,1.4889272893910228,0.1,Iris-setosa
+17,6.713238960344384,3.0,4.983035016483684,1.7175362675968031,Iris-versicolor
+18,6.762644963181161,2.8141937744089804,4.773700847404646,1.4155716940127983,Iris-versicolor
+19,5.562055727605989,2.582168824779874,4.0841842575520255,1.189064446764072,Iris-versicolor
+20,6.507709584272678,3.0,5.481926462152564,1.7965237891245764,Iris-virginica
+21,5.189425908839001,2.6965111011984533,3.9301840587212884,1.4097241081186633,Iris-versicolor
+22,6.747535361516127,3.1390196024336112,5.852013871524489,2.29791491225229,Iris-virginica
+23,6.508447722683217,3.19605022282684,5.0976898879885,1.9981945511228085,Iris-virginica
+24,5.227888682338967,2.4800955782765026,3.2131288387759485,1.099290588180639,Iris-versicolor
+25,5.974607631762271,2.7262376930027212,4.958328829371975,1.370357459400444,Iris-versicolor
+26,7.191809003374006,3.0,6.0487275257033195,2.025885926954397,Iris-virginica
+27,4.809774674509733,3.0,1.388894599749539,0.10000016294323961,Iris-setosa
+28,6.718314117657623,3.2980574101342386,5.865270690030919,2.5,Iris-virginica
+29,4.5810674043649,3.3995118716885986,1.3900178355877297,0.29756834689634504,Iris-setosa
+30,6.677997718892413,3.0,4.9827259436706655,1.7047494103914955,Iris-versicolor
+31,5.723443969018323,2.7971186677856674,4.454418646603186,1.3856788558250466,Iris-versicolor
+32,6.061515277502034,2.6431015130774367,5.082786784520023,1.6005468346316698,Iris-versicolor
+33,5.313820260906729,3.3915557828186578,1.6129656741908114,0.20421088404522844,Iris-setosa
+34,6.7158314502867364,3.2934478979836848,5.724398043546868,2.091077400697932,Iris-virginica
+35,5.572923978726764,3.0,4.093797683373331,1.2783909274615444,Iris-versicolor
+36,5.613053650056755,2.926800003239295,3.572522029880293,1.3375238933696874,Iris-versicolor
+37,6.383158160610712,2.7092817732883607,5.243143854164409,1.9156718223462095,Iris-virginica
+38,6.887012239652061,3.093533372540294,5.101578835744355,2.2954515883997177,Iris-virginica
+39,4.601686794175585,3.4025935382977623,1.3948906999895927,0.29850186137443646,Iris-setosa
+40,5.58714262947954,2.5332342992850276,4.076769403527275,1.1313270180293564,Iris-versicolor
+41,5.666564620897193,2.803795691389419,4.428351557942134,1.3099901317082114,Iris-versicolor
+42,6.602961065216458,3.0,4.939576479921492,1.705232963316402,Iris-versicolor
+43,6.028914458246705,2.9548326844719517,4.497975139354789,1.4587522522572032,Iris-versicolor
+44,5.993120545634226,2.7104132006280683,5.080745529307406,1.564415398217886,Iris-versicolor
+45,5.491219495822326,3.0,4.388628554385141,1.461215584921815,Iris-versicolor
+46,5.296489764202492,3.6366165979243474,1.578492070587694,0.2007108877308417,Iris-setosa
+47,5.505887862576667,2.4172626509741058,3.885647517248644,1.0859162128830797,Iris-versicolor
+48,6.320009877952228,2.4815858163372893,4.903379565586727,1.500414907155308,Iris-versicolor
+49,7.9,3.808557807765316,6.372093793424204,1.9856402216424152,Iris-virginica
+50,5.900819603648551,3.201567980115578,4.827880177943552,1.7971927124291556,Iris-versicolor
+51,6.282220325521679,3.389417359997096,5.624036046946112,2.3875823711700694,Iris-virginica
+52,5.680042990289504,2.469627223455973,5.003165708296032,1.9760606122849123,Iris-virginica
+53,4.996685867593995,3.3979418179596697,1.7949873285839124,0.3440627515292106,Iris-setosa
+54,4.989621694234262,3.2749546468753943,1.3810764633068406,0.19439478933194837,Iris-setosa
+55,5.738876093690054,2.5428804037543014,5.02608900927346,1.986077499348385,Iris-virginica
+56,5.913178380033827,3.0,5.100097044558877,1.7972749464151354,Iris-virginica
+57,4.90042296272264,3.0,1.3978575053622264,0.19907766268621457,Iris-setosa
+58,6.005900402176582,2.8589785105287744,4.523061135256643,1.427636504762635,Iris-versicolor
+59,6.666974833818981,3.306462090594712,5.679883744583205,2.4999996130297455,Iris-virginica
+60,6.307623848160361,2.7170280673775777,4.877066881615963,1.796536290024516,Iris-virginica
+61,5.681683792358985,3.0,4.062304360536002,1.3669331623717815,Iris-versicolor
+62,5.161122141525208,3.75785620844068,1.4978912098412906,0.2007724611725712,Iris-setosa
+63,7.691226738741326,2.5899316354552333,6.89999881859762,2.303226281032708,Iris-virginica
+64,6.71249425525804,3.2997891078222805,5.70686380792183,2.085296311213864,Iris-virginica
+65,5.669317443095027,2.470843192228456,4.969468046258994,2.011440292862484,Iris-virginica
+66,6.680808723993242,2.4953559933877623,5.826745229197704,1.7911524273675588,Iris-virginica
+67,5.663823928128325,2.7662100352391885,4.477247178112539,1.3131009140051704,Iris-versicolor
+68,4.984619364714218,3.29157059314966,1.4034124618482875,0.2060946817036505,Iris-setosa
+69,5.5747272945970066,3.826814007687775,1.6718316335561447,0.298987357430924,Iris-setosa
+70,5.967343549627296,2.706867584239407,5.112808639171153,1.606878662324792,Iris-versicolor
+71,4.507842718134247,2.320587362338228,1.299095005076527,0.3252075576557517,Iris-setosa
+72,5.798005544327706,2.8088337115887096,5.122914368117581,2.3990547877422466,Iris-virginica
+73,4.497242629316222,2.3155967681902663,1.2958574506109797,0.2948974447794711,Iris-setosa
+74,5.535938812728777,2.460190319041962,3.83805155690661,1.0903217312460454,Iris-versicolor
+75,4.827156586484229,3.0,1.408130107356754,0.10000010384360329,Iris-setosa
+76,6.7672178463596495,2.794957101205282,4.810723125481646,1.4019339338144692,Iris-versicolor
+77,6.853281109105411,3.2031204021958914,5.78050265565903,2.3024165848687135,Iris-virginica
+78,5.307542284826562,3.39786987131349,1.70757180069268,0.19877392468709032,Iris-setosa
+79,4.4,2.8910823666181638,1.3742528870092083,0.19721852421584574,Iris-setosa
+80,5.074039469396111,3.5288154499764604,1.4763101498662607,0.3550031005653487,Iris-setosa
+81,5.422556828812621,2.780874711992096,4.28283063581778,1.3757063421528577,Iris-versicolor
+82,6.849942727324618,3.1887370026245248,5.8532274756310345,2.3130406547114055,Iris-virginica
+83,4.794101801782853,3.0,1.4044938269776128,0.1,Iris-setosa
+84,6.798778456230394,2.7913549596302274,4.822291318318314,1.3933690312015206,Iris-versicolor
+85,7.899998350111029,3.723077320954884,6.400851512227021,1.9940533255655526,Iris-virginica
+86,5.734186766777638,2.7882653083435183,4.464916146701335,1.2962960745682974,Iris-versicolor
+87,6.929500874157159,3.201714687641836,5.763914452532039,2.2938004875761386,Iris-virginica
+88,6.051612033328819,2.2,5.00311698325603,1.4923895361008077,Iris-virginica
+89,5.377771131157255,2.7107526323792226,4.0140235054581295,1.3574048364294133,Iris-versicolor
+90,4.822503335408622,3.0,1.3880422572625388,0.10000009584166097,Iris-setosa
+91,6.31230623123423,3.309798691385048,4.7050222687776495,1.599697694660389,Iris-versicolor
+92,5.846095881344877,3.0,4.0674379202235516,1.4725303051110885,Iris-versicolor
+93,4.806671001078036,3.0,1.3965023506957073,0.3999484821281436,Iris-setosa
+94,5.968801814074309,3.0,5.012994610492715,1.8035336280382335,Iris-virginica
+95,6.297056142697944,2.68342908376929,4.898268495346963,1.7885271472389737,Iris-virginica
+96,4.674849217780114,3.089245765611809,1.4037702506582594,0.20239789268047587,Iris-setosa
+97,4.609431538337328,3.3951336701098134,1.400379809726275,0.3327443788661546,Iris-setosa
+98,6.786467791448372,3.0,5.412757649574814,2.1458236970525206,Iris-virginica
+99,6.04113518539469,2.9513531016951093,4.5928132277792315,1.3557019712093357,Iris-versicolor
+100,6.865510276672699,3.0,5.510854337993019,2.1153753039274754,Iris-virginica
+101,4.812293413551124,3.0,1.4012692047746842,0.1,Iris-setosa
+102,5.0050841783003275,3.1622379844434567,1.20000018153369,0.20937318280271117,Iris-setosa
+103,5.882110440455497,3.0,4.2481857863623205,1.5018364196861431,Iris-versicolor
+104,5.120096435390124,3.779090240090802,1.5406988530310763,0.19399755819349562,Iris-setosa
+105,5.72639218920236,2.801963485892486,4.547080386444649,1.2694574634467488,Iris-versicolor
+106,6.317177435867192,2.4785290007841323,4.903131616148533,1.5009780114740454,Iris-versicolor
+107,6.6842883163845705,2.464673551908813,5.792210764294408,1.8048232826759762,Iris-virginica
+108,5.585533850277795,3.0,4.014969531670992,1.2946164509317355,Iris-versicolor
+109,4.904614466735221,2.3925366200902705,3.3144221548867527,1.0594372685349265,Iris-versicolor
+110,6.5254309875868595,3.0,5.791774567835605,2.210811272100108,Iris-virginica
+111,5.49033333775526,4.199999265316109,1.3971491702238024,0.20269509385816442,Iris-setosa
+112,6.004544645139675,2.200000317908929,5.013729225115699,1.5089033348849807,Iris-virginica
+113,6.869600075578565,3.192604023562543,5.842212243298845,2.2921373441695008,Iris-virginica
+114,7.899998309281573,3.8198416362977063,6.342936755687531,2.0293079223511015,Iris-virginica
+115,6.6989852478090635,3.2887111339202955,5.684061035181053,2.4999995787587364,Iris-virginica
+116,6.627651839615137,3.3398113856840497,5.696803527843052,2.1278351295713485,Iris-virginica
+117,5.530471146720981,2.6578290458805736,4.383992965880941,1.242058582350387,Iris-versicolor
+118,5.793648771230728,2.7296932215070324,5.114285450503759,1.8772411523251498,Iris-virginica
+119,4.8902159643305625,3.0927490878185027,1.4934257062534655,0.10000010269625617,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/22/test.csv b/iris/tab_ddpm/5_2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/22/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/22/train.csv b/iris/tab_ddpm/5_2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/22/val.csv b/iris/tab_ddpm/5_2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/22/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/23/synth.csv b/iris/tab_ddpm/5_2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..658ad523b838fd100da461f5683df00c9792330f
--- /dev/null
+++ b/iris/tab_ddpm/5_2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.025362447665695,2.704327303241826,5.0984628354883705,1.605954614283927,Iris-versicolor
+1,5.994168129350837,3.0,4.3449028471019036,1.4955736817291119,Iris-versicolor
+2,6.7361323746761,3.300219330800693,5.697311237967956,2.5,Iris-virginica
+3,5.1715362518970425,2.5457498496852056,3.3916223210829295,1.2015756214636866,Iris-versicolor
+4,7.32019619672162,2.892487360365437,6.326838064044999,1.7956445155619052,Iris-virginica
+5,5.920716768993209,3.2098484672487735,4.79806892920867,1.8060755835155882,Iris-versicolor
+6,5.441616903661284,3.8843968342940522,1.7318337307586111,0.3488534419836973,Iris-setosa
+7,6.495027055124561,3.1848118590377363,5.0941304106819985,1.983305420604818,Iris-virginica
+8,5.683947844402346,2.474578145441364,5.017379626194702,1.9941583535184955,Iris-virginica
+9,5.389217478803372,2.4115143675522135,3.655089610931005,1.0739040713469468,Iris-versicolor
+10,5.248035478940904,3.354472325049132,1.5324646936169488,0.4820056381680707,Iris-setosa
+11,5.379423929279336,3.0,4.56590316535071,1.484025760260946,Iris-versicolor
+12,5.7933335990727475,2.3675358875996757,3.99465245460304,1.1452290938796923,Iris-versicolor
+13,5.185804545067427,3.4156079353004194,1.7209666440614146,0.19922244905330586,Iris-setosa
+14,6.779032657692012,2.7802487360040766,4.80021160317786,1.3979868820695567,Iris-versicolor
+15,6.065961640912142,2.200000279453212,5.0119175894542805,1.522369595799324,Iris-virginica
+16,6.691142765374133,3.2955825864839374,5.690272346611744,2.097608521871954,Iris-virginica
+17,4.98688426050418,3.3045089575113478,1.393298340757823,0.19854547409578294,Iris-setosa
+18,6.700821584087101,3.0,4.997090885929061,1.7143965922751578,Iris-versicolor
+19,6.391321421791607,2.70326178811594,5.120781971633943,1.8638305001042346,Iris-virginica
+20,6.7999308949385915,2.8090075317630645,4.791670108507426,1.4059252164810605,Iris-versicolor
+21,5.748319378135362,2.791487794710476,4.414785433815204,1.3804596778005875,Iris-versicolor
+22,4.864758571397007,3.0,1.4003690945271774,0.23459055381285157,Iris-setosa
+23,4.400000884099945,2.9224729662840523,1.3855852416477923,0.1899501723516323,Iris-setosa
+24,5.1574661346615605,2.5855856079192248,3.4843959637625685,1.2732470496964152,Iris-versicolor
+25,6.672736698689436,3.290333050487744,5.690255002698927,2.0918346176055875,Iris-virginica
+26,6.693241933712588,3.0,4.968401074321433,1.6856695308361025,Iris-versicolor
+27,6.796727800193987,2.813458388002855,4.766810958318698,1.3821883276215634,Iris-versicolor
+28,6.053549287274545,2.8512339959120654,4.582121056189791,1.3196392895563365,Iris-versicolor
+29,6.576587517118432,3.0,5.720600627369359,2.156427711293886,Iris-virginica
+30,4.4,2.8708710004792595,1.3893999643294064,0.2071680612197304,Iris-setosa
+31,5.099999954498409,3.4973822059024955,1.3915874749774506,0.31771842397959804,Iris-setosa
+32,4.607858992281126,3.248228894000486,1.4108516561325626,0.22056001478275997,Iris-setosa
+33,6.4060728323206195,2.9125255560740433,4.270624098388745,1.2917216027459275,Iris-versicolor
+34,6.701723798027385,3.2923022668552924,5.749814425890892,2.4999994925592985,Iris-virginica
+35,6.88838205539833,3.1122585957182056,5.099803141489102,2.307111313733569,Iris-virginica
+36,5.023495718118525,3.5045653444543605,1.5139850740229668,0.43222231242583486,Iris-setosa
+37,4.992648729706063,3.207530960187839,1.2000001978793489,0.199215876255395,Iris-setosa
+38,6.909425790155279,3.189817471253264,5.6831853748958645,2.3006360088406006,Iris-virginica
+39,4.888068459256539,3.0815802676242208,1.4954877612695086,0.1,Iris-setosa
+40,5.491225331698019,4.2,1.389831727245037,0.19367973702677171,Iris-setosa
+41,5.631785695758682,2.725083097190037,4.376384822715537,1.2994059571651884,Iris-versicolor
+42,5.283148644701971,3.8624258359042676,1.6373103835069571,0.43519530123837535,Iris-setosa
+43,5.110241777525723,3.5678285562423424,1.575690750093565,0.19884517860714912,Iris-setosa
+44,4.602594757903545,3.3982787852308967,1.4023224097428642,0.3042363623920478,Iris-setosa
+45,5.99544713633867,3.0,4.890026516806817,1.792071654191574,Iris-virginica
+46,5.877971867227305,3.1946322748611893,4.8047476649693355,1.80324618562476,Iris-versicolor
+47,5.499819701556054,2.747010608842119,3.614272836086883,1.2527155676209356,Iris-versicolor
+48,4.500108365655252,2.3081500517018503,1.3052831771233984,0.31981741869347374,Iris-setosa
+49,6.711712034357613,3.0,4.98904189860006,1.6699428543593067,Iris-versicolor
+50,5.90915350419291,2.8248461201399833,4.4163118547076925,1.4138902066593584,Iris-versicolor
+51,6.3201071215306115,3.394307855514653,5.588840505250523,2.402151673913225,Iris-virginica
+52,6.397237663819775,2.7209300980867597,5.296490512422928,1.8905732255731902,Iris-virginica
+53,4.498391686275963,2.2946790025662227,1.2949356732378987,0.29700163373645316,Iris-setosa
+54,6.713335967903702,2.4667294421647328,5.874390888963972,1.799810976556559,Iris-virginica
+55,5.915376499478603,3.0,4.859717627544644,1.7951005699471336,Iris-virginica
+56,5.737217686919646,2.6183788721029964,5.074620066387626,1.9217438310445911,Iris-virginica
+57,4.587096727679528,3.3735470215905785,1.3956561037434279,0.28880147718962285,Iris-setosa
+58,4.501182061253929,2.3087863346232993,1.2982148370989237,0.29227419379438824,Iris-setosa
+59,5.970547799376972,2.702504528842676,5.085626047087165,1.6191949458567079,Iris-versicolor
+60,6.026890252098122,3.0,4.804505745406431,1.8027824756449828,Iris-virginica
+61,6.0249453122009005,2.710294427670014,5.104460871662869,1.6142900929926067,Iris-versicolor
+62,6.509079109454778,3.0,5.463293007555003,1.788274416645163,Iris-virginica
+63,6.692876147386641,2.5065385510373694,5.7424054429854,1.8001474243826783,Iris-virginica
+64,6.307036378227858,2.533420931341416,4.9342852031887015,1.5544403857201037,Iris-versicolor
+65,6.0092874343611165,3.0,4.775422834001235,1.7992729158074139,Iris-virginica
+66,5.0964002130758566,2.4916217486182255,2.87193580791348,1.0854722942688166,Iris-versicolor
+67,5.101964520082179,3.798776047020023,1.5673295710079604,0.2021986246140476,Iris-setosa
+68,6.702289408420839,3.3057622144257706,5.693550983434294,2.092841649827183,Iris-virginica
+69,4.606549292059219,3.4041816429042315,1.3990638723037656,0.345201618505953,Iris-setosa
+70,6.746541600427753,2.491990719484959,5.877798953980424,1.8027585327156612,Iris-virginica
+71,5.680165284306741,2.5110816407882735,5.006590563885306,2.0019079842587204,Iris-virginica
+72,6.028424725817074,2.8829580323841566,4.557480432635884,1.5064960007478572,Iris-versicolor
+73,6.081738530852754,3.0,4.508493576300719,1.4444269150970137,Iris-versicolor
+74,4.864693170855387,2.3804219349549,3.327427715889207,1.075853426039056,Iris-versicolor
+75,5.804953435104051,2.7994008104374184,4.5704816699429776,1.3251031816267573,Iris-versicolor
+76,6.802489439283697,3.1805720149924235,5.915612608107516,2.304852732676765,Iris-virginica
+77,4.784764504857767,3.0,1.3867731641671905,0.3426690378775884,Iris-setosa
+78,6.414613957519054,2.902274753712997,4.306529327008071,1.309004794785082,Iris-versicolor
+79,5.626918841945411,2.7355931719244655,4.384349570183224,1.285649068343268,Iris-versicolor
+80,6.104036951789277,3.0,4.633333711026985,1.4033166905624352,Iris-versicolor
+81,6.091210727459684,2.604980787031354,5.577256623874832,1.4140056853485254,Iris-virginica
+82,6.491347204273607,3.0,5.822267804202869,2.200058458029383,Iris-virginica
+83,5.539140136600193,2.637699324217881,4.328359754614046,1.2615483297214027,Iris-versicolor
+84,5.545721275234854,3.0,4.268005966064738,1.3111078049748932,Iris-versicolor
+85,7.9,3.799379876939571,6.341949458719519,2.0102801212247097,Iris-virginica
+86,4.788111743934088,3.0,1.4003617451839778,0.2927330058560459,Iris-setosa
+87,4.707634341584358,3.246614290685785,1.4043832783942587,0.20077645131769525,Iris-setosa
+88,5.884146119714523,3.1938157193922816,4.823194049427047,1.803266984525844,Iris-versicolor
+89,6.911624877306959,3.1669566192077285,5.839895878463521,2.275895294661708,Iris-virginica
+90,6.7272868056866715,2.5036597400018423,5.845139509204589,1.8003478261546098,Iris-virginica
+91,6.5974570726394175,3.0,5.685460898117719,2.090519172039486,Iris-virginica
+92,5.95642913464244,2.8986236297588026,4.452178512536298,1.4791552827914338,Iris-versicolor
+93,6.020018915023635,2.2,5.025620423627464,1.4984937292967153,Iris-virginica
+94,5.230567306639795,3.8394817621292283,1.6031479216672369,0.5073186465190462,Iris-setosa
+95,4.799368881408974,3.0,1.392959976774038,0.1,Iris-setosa
+96,5.713346798321307,3.0,4.262638143327019,1.3395865763829755,Iris-versicolor
+97,5.6203949359332395,2.709082192520847,4.410084422545544,1.283337420575369,Iris-versicolor
+98,5.972991066547674,3.0,4.811052972621496,1.8039669950328034,Iris-virginica
+99,6.408032718620307,2.7035883068605204,5.141910932640359,1.8446628013865176,Iris-virginica
+100,6.541232738357691,3.0,5.438792688689542,1.8072026810447805,Iris-virginica
+101,6.704397149379787,2.512439319641361,5.823513314595097,1.8036376642426448,Iris-virginica
+102,7.688037042696028,2.6056884438791514,6.899998398546914,2.3007740278730644,Iris-virginica
+103,6.007101488880136,2.901638820275144,4.573445053320297,1.4464794149072335,Iris-versicolor
+104,5.586523758897264,3.8640139732998944,1.7580430713090411,0.296294191896033,Iris-setosa
+105,6.705079276484119,3.285578048324551,5.701729784979824,2.0781496657564613,Iris-virginica
+106,6.75918459547113,3.3281342354872874,5.763583696208232,2.5,Iris-virginica
+107,5.22199921456941,3.7782161837822232,1.560742065634771,0.20855571359618838,Iris-setosa
+108,7.351440526071618,2.893286480902406,6.3263043480374686,1.8023920875384474,Iris-virginica
+109,6.3028730563690925,2.6945512855012552,4.901160604716002,1.7958823156480965,Iris-virginica
+110,5.0078264774625785,3.316341895695191,1.4006808361242702,0.20552919651339602,Iris-setosa
+111,5.95672097562122,3.2177148614324365,4.811425961599483,1.7911884437353687,Iris-versicolor
+112,5.138648459430063,3.4031145411275,1.4333706416427374,0.23023436048752302,Iris-setosa
+113,6.018438582678504,2.7013134715206246,5.110243576843677,1.601840309106071,Iris-versicolor
+114,6.660685798931774,3.1312096520602712,5.241074722900432,2.113490434879792,Iris-virginica
+115,5.061199882905091,3.39593597526417,1.5020861498117544,0.20234562192518168,Iris-setosa
+116,5.752142413377472,2.799291520820023,5.072549571234884,2.3919136146382143,Iris-virginica
+117,5.643512452400689,3.7345413949004205,1.6453163383798137,0.28733355235447866,Iris-setosa
+118,5.2002270241959545,2.685741728070194,3.838588536763762,1.3967061756210557,Iris-versicolor
+119,5.430628140841092,3.0,4.428350556338809,1.46887087796266,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/23/test.csv b/iris/tab_ddpm/5_2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/23/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/23/train.csv b/iris/tab_ddpm/5_2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/23/val.csv b/iris/tab_ddpm/5_2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/23/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/24/synth.csv b/iris/tab_ddpm/5_2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8c3129c0ca50f7449640c3948661fa91129eaa73
--- /dev/null
+++ b/iris/tab_ddpm/5_2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.602799896834352,3.40411388766317,1.4049549045159175,0.29602620654555545,Iris-setosa
+1,5.41349866294547,3.0,4.466629649897251,1.4655811336887505,Iris-versicolor
+2,6.793294074412702,3.1496762550104878,5.767076257838449,2.2832728206743385,Iris-virginica
+3,5.681299069664426,2.468286376744026,4.946219510938818,1.9840767213347708,Iris-virginica
+4,5.385415215551603,3.0,4.488840579396564,1.4992137855035899,Iris-versicolor
+5,4.98995405748089,3.2853858291255533,1.3942502206041887,0.197591126336015,Iris-setosa
+6,5.714907084584314,2.50656648206498,5.009114762291203,1.9852898175975957,Iris-virginica
+7,7.8999988551721945,3.830536873215963,6.41603281815003,2.0224456547554883,Iris-virginica
+8,6.786000489347828,2.804807541708221,4.746839490925778,1.4075698899790836,Iris-versicolor
+9,5.863107831714083,2.891468068923726,4.479412856159985,1.3940276629085615,Iris-versicolor
+10,5.531601868385506,2.4578789454000516,3.7832842670357683,1.0871665416000844,Iris-versicolor
+11,5.578411515723256,2.8816889690955323,3.529092690613293,1.2857017328796512,Iris-versicolor
+12,6.014116585154609,2.676634887548526,5.099127295797511,1.6037932427805894,Iris-versicolor
+13,5.662795345049857,3.0,3.9865464033585214,1.3317004842524685,Iris-versicolor
+14,6.794877937914061,3.207366359265844,5.876459170207375,2.28381984439592,Iris-virginica
+15,5.79271099874668,3.0,4.305408842764735,1.397665939497262,Iris-versicolor
+16,6.7038498743187205,3.0,5.631631849207208,2.0773391770733878,Iris-virginica
+17,5.498078358916787,2.6434042373122746,4.000411912811275,1.2507637848304136,Iris-versicolor
+18,4.983202689858956,3.2946445699627858,1.4015391723967354,0.20488843190794248,Iris-setosa
+19,5.995881006656067,3.0,4.850123702402428,1.796233258599905,Iris-virginica
+20,4.991659372339964,3.2073855233073885,1.2,0.19674346159155834,Iris-setosa
+21,5.796803674972687,2.790725746299532,5.096529508034505,2.400802410204488,Iris-virginica
+22,6.106536160341591,3.0,4.604079360626842,1.4125706609187638,Iris-versicolor
+23,4.786876403902414,3.0,1.4022062384574716,0.3635833877463478,Iris-setosa
+24,5.092440832046878,2.433013436967465,3.2422037885600883,1.1161067738014716,Iris-versicolor
+25,5.582339733808885,3.7751191665449095,1.6622768203136296,0.2968718079944279,Iris-setosa
+26,4.860312213485189,3.0,1.3857370134909153,0.21060445729585575,Iris-setosa
+27,5.4007903482319595,3.82174572184685,1.6134420976312158,0.33051720335203394,Iris-setosa
+28,6.819411038819434,3.2015387399209323,5.813125703071096,2.2691035291359647,Iris-virginica
+29,4.4,2.916958702544785,1.3917401750244003,0.20355829898073646,Iris-setosa
+30,5.140636897334104,2.5997214832961713,3.434604644649645,1.2833906674756124,Iris-versicolor
+31,4.901565884827104,3.0882080427450065,1.4926810058100264,0.1,Iris-setosa
+32,6.524742696632372,3.0,5.474260681011116,1.8011506319692363,Iris-virginica
+33,5.084725043115971,3.7989018972414677,1.5221517970892644,0.20423072483528917,Iris-setosa
+34,6.718848823530426,3.30527124185338,5.807730469030408,2.5,Iris-virginica
+35,5.587640640742473,3.0,4.0769198053895765,1.3007010158944403,Iris-versicolor
+36,5.550555211411464,2.490245226300761,3.8633156516490246,1.108926000865463,Iris-versicolor
+37,5.467578666267348,4.199999097151815,1.3978086664815506,0.20506449709610433,Iris-setosa
+38,5.902265671982763,3.0,4.174815681465961,1.5353110664165701,Iris-versicolor
+39,6.002947606612558,2.693973222638503,5.107983219127548,1.611836539748416,Iris-versicolor
+40,7.148221281551076,3.0,5.975491016048061,2.043575040993555,Iris-virginica
+41,5.964340218604901,3.0,5.08800034588938,1.8006846487588133,Iris-virginica
+42,6.0134097418022305,3.0,4.754894694044769,1.8012653675792198,Iris-virginica
+43,5.530360723932565,2.431819889614923,3.7581352494656115,1.0838113873059585,Iris-versicolor
+44,6.0420050755313595,2.2,5.000884191115251,1.5466381417402024,Iris-virginica
+45,5.928169240987351,3.0,4.279580176943017,1.5158205074785915,Iris-versicolor
+46,5.107231283797389,3.3144648777564356,1.805377336400257,0.4277724184027847,Iris-setosa
+47,4.871586417886929,3.0,1.3977283705218237,0.2319881680738826,Iris-setosa
+48,6.319918883981896,2.907131869473438,5.583959899615127,1.7995470344269613,Iris-virginica
+49,7.689343952439512,2.6014948209162365,6.9,2.291415776558301,Iris-virginica
+50,6.293705738373848,2.514250140482548,4.97269729613461,1.5064366396761808,Iris-versicolor
+51,5.101725111242844,3.462187507298431,1.401814670591075,0.30316694473260336,Iris-setosa
+52,5.0751779815420806,3.5184184069367754,1.4372138057844592,0.32693985443668794,Iris-setosa
+53,6.727628445010942,3.3090656770253215,5.676100058436552,2.5,Iris-virginica
+54,5.890776712092373,3.168638615219222,4.813237303628249,1.8009051273748664,Iris-versicolor
+55,6.7949633943257,3.0,5.526351812026729,2.0972866275701785,Iris-virginica
+56,5.535387029366008,2.4281140004471022,3.877449456355158,1.082767320134089,Iris-versicolor
+57,5.707539796957184,2.868699070635105,4.389665935987561,1.2863122031580485,Iris-versicolor
+58,6.005851618542594,2.2000004178892385,4.9629255837117965,1.4960646025439786,Iris-virginica
+59,6.003255584498512,2.6999392927724575,5.106010623903388,1.6035968916222054,Iris-versicolor
+60,5.093123843917752,3.486272230570046,1.3934188128266702,0.3131804986721848,Iris-setosa
+61,6.2977346600513355,3.3045936040446993,4.688665140069183,1.6250083336294374,Iris-versicolor
+62,6.29137247038034,2.6821236319520856,4.891119652310092,1.8017672904017028,Iris-virginica
+63,6.47064286777202,3.199400442102514,4.869092748085531,1.6601041069835722,Iris-versicolor
+64,4.860946023914748,2.4154813358589347,3.26799571560399,1.0230329218713745,Iris-versicolor
+65,5.99351465474846,2.933154482975777,4.467989053473041,1.4875969494566255,Iris-versicolor
+66,4.899557998776949,3.1141613475067187,1.4978140355739313,0.10000011077202943,Iris-setosa
+67,5.587039442077451,2.5592107925964105,3.9867105425554445,1.2105060929459346,Iris-versicolor
+68,6.252296147564525,3.0160731970522217,4.664358993818455,1.460752696909505,Iris-versicolor
+69,4.871149320691756,3.042024911240626,1.396141185716252,0.19768136417999138,Iris-setosa
+70,5.583386294687995,2.452148889989962,3.9043541808259854,1.0778453245164192,Iris-versicolor
+71,4.797072472760016,3.0,1.4031520445740997,0.32545347306041184,Iris-setosa
+72,5.606482131325577,3.7822192031364525,1.6846148701320676,0.34930480765162647,Iris-setosa
+73,6.686204080575674,3.2961351443681934,5.6763616698167345,2.5,Iris-virginica
+74,7.9,3.784546889149256,6.431592403384382,2.0005321480337055,Iris-virginica
+75,6.258037700255567,2.8793711567714104,5.568952060346571,1.796801407346301,Iris-virginica
+76,6.451029683748479,3.1467075164740774,5.129374931812197,1.9545952884648825,Iris-virginica
+77,5.915210358801788,3.2042275605755868,4.799558066555846,1.80382911437486,Iris-versicolor
+78,5.4017061112564235,3.4094169152538516,1.563696974888009,0.46437543065516584,Iris-setosa
+79,6.450531004242976,3.0,5.768158968257632,2.1735437540144926,Iris-virginica
+80,4.906136173174586,3.0,1.4003779157756933,0.19567562327339086,Iris-setosa
+81,6.82672850792983,3.202805420237158,5.895592875063297,2.303175749377582,Iris-virginica
+82,5.038048597440068,3.516613666515575,1.5291735920879834,0.3744840234559694,Iris-setosa
+83,5.567673078681168,2.478386535717926,3.7246702749745206,1.1203723972866753,Iris-versicolor
+84,5.709783026218576,2.5535507403696167,5.032667512379769,1.9775077611654122,Iris-virginica
+85,5.590486228745679,2.6634989601475194,4.265831967107527,1.300362634735181,Iris-versicolor
+86,4.967518472718385,3.2910139875634705,1.386884029438767,0.19613705671620085,Iris-setosa
+87,5.176106805180024,2.6872518102605256,3.973268143613429,1.394899564124268,Iris-versicolor
+88,5.410098745012219,3.0,4.417985427995162,1.467810753560061,Iris-versicolor
+89,6.3056312868917965,2.2987023948129974,4.382988431483203,1.298666665328654,Iris-versicolor
+90,6.029364542424572,2.697253257059619,5.101350049008129,1.5897301614097228,Iris-versicolor
+91,5.530575456103788,3.537384817993261,1.6332626528153682,0.2975819578144514,Iris-setosa
+92,6.559739878444744,3.1813608213515505,5.107733021736358,2.009570748097438,Iris-virginica
+93,5.103050676039981,3.2963217846865933,1.6788466517470566,0.4374341763571673,Iris-setosa
+94,5.894585869265843,3.0,5.111731506619573,1.790562067030627,Iris-virginica
+95,5.21948966408877,2.700678845376717,3.6937940701128325,1.3984766193875218,Iris-versicolor
+96,6.4713433601581105,3.1831770887395887,5.099725418650444,2.0047182865948816,Iris-virginica
+97,5.139915771163219,3.315036558199861,1.584617321055476,0.45615766785820466,Iris-setosa
+98,5.608592143785605,2.98735219001304,3.7491541672923603,1.2835647576608262,Iris-versicolor
+99,6.682998753581819,3.284383431771236,5.685451149934029,2.4999995779182274,Iris-virginica
+100,4.892054554040539,3.1069372173890097,1.5302038059129157,0.10000009072491395,Iris-setosa
+101,6.672660124370813,2.512851751765459,5.889409896655691,1.795816741350869,Iris-virginica
+102,4.672269295292672,3.188464801074897,1.3970140262898758,0.1980374929373378,Iris-setosa
+103,5.7137234148266165,2.4695937581947387,5.00124632306668,2.0069797977994974,Iris-virginica
+104,6.726632375886199,3.297573362714647,5.759068902125814,2.499999612877451,Iris-virginica
+105,6.391830425209868,2.9031220267091005,4.290070623073136,1.2864847114354032,Iris-versicolor
+106,5.780324792579938,2.797455282303085,5.088372652713953,2.4013548118825256,Iris-virginica
+107,6.07863482944428,2.3220504222685276,4.296166481215277,1.2193277194081453,Iris-versicolor
+108,6.717164170453545,2.5035171850774707,5.79295265242036,1.8156239067872582,Iris-virginica
+109,5.015284734813261,3.456235744413295,1.6364229886651758,0.40570827233111645,Iris-setosa
+110,5.155314530452819,2.5142140246985494,3.046707100308004,1.0792673182469465,Iris-versicolor
+111,5.585016345390245,3.0,3.921248292575727,1.3045336931927805,Iris-versicolor
+112,7.694534147108362,2.599366473029416,6.899998698750584,2.2846847553924325,Iris-virginica
+113,4.895383332606181,2.3835253510988204,3.2846559435832727,1.0028278214501496,Iris-versicolor
+114,4.4,2.9007315151322133,1.4106344420690373,0.20347799534174388,Iris-setosa
+115,5.558656556765832,2.6397414361432836,4.3682561011274545,1.2247462583893252,Iris-versicolor
+116,6.300705696109088,3.3067142331598336,4.702736574569705,1.5817648862314382,Iris-versicolor
+117,4.4,2.8947727853834735,1.4060188240083134,0.20658589384250975,Iris-setosa
+118,5.128095388307198,2.5028911300456187,3.018006541142796,1.1240519637027915,Iris-versicolor
+119,5.609684631453775,2.693905897195019,4.401477552816782,1.2480040622493642,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/24/test.csv b/iris/tab_ddpm/5_2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/24/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/24/train.csv b/iris/tab_ddpm/5_2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/24/val.csv b/iris/tab_ddpm/5_2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/24/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/25/synth.csv b/iris/tab_ddpm/5_2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0e513fc19ec001416070cd3b46e8c10d063a8d4d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.416940016321044,3.424231325900783,1.672425493270599,0.19269503084757056,Iris-setosa
+1,6.3281444780379195,2.2637895641084134,4.4340625995685325,1.313554023796965,Iris-versicolor
+2,4.986910227444891,3.2023975331056027,1.2,0.19792037953323738,Iris-setosa
+3,7.9,3.8017383893304975,6.381450998056744,2.013926922347611,Iris-virginica
+4,6.561276811215198,3.111921381627619,5.165329044481177,1.964182173552921,Iris-virginica
+5,6.051246214909762,2.794575902900856,4.658436116930116,1.227129863187878,Iris-versicolor
+6,7.671453040140213,2.625738711229312,6.8999983199123065,2.2997685420916234,Iris-virginica
+7,4.904782137381862,3.0,1.3750273950444794,0.19948846973313766,Iris-setosa
+8,5.314662461914702,3.907549472997994,1.7217679358968077,0.43292981869432473,Iris-setosa
+9,5.806724551140491,2.798849086926007,5.088523298590531,2.4131371087489013,Iris-virginica
+10,5.419952157233586,3.4161579979528662,1.7743145492176253,0.1997693246255453,Iris-setosa
+11,6.1935947085402905,2.200000368024819,4.497077272652789,1.475743389814726,Iris-versicolor
+12,6.409069051819479,2.9036941238749074,4.322785755625879,1.2989802280136227,Iris-versicolor
+13,5.721293837102931,2.514994928370206,5.015947082602734,2.009180322649469,Iris-virginica
+14,6.819844439747188,3.183696827860915,5.8737381914035645,2.2991748871363087,Iris-virginica
+15,6.181210725145745,2.200000328545543,4.452908562665404,1.5033838614900303,Iris-versicolor
+16,6.850888992420417,3.2003040194454684,5.762111020216335,2.30263245578613,Iris-virginica
+17,6.926025580289465,3.178437193136939,5.86843065020056,2.3045732248516284,Iris-virginica
+18,6.840824633790059,2.8163928417061825,4.803084128266416,1.3705274671702332,Iris-versicolor
+19,6.893309627649765,3.087829560334018,5.109568187129301,2.2825416189278824,Iris-virginica
+20,6.684675463629331,3.292926944292529,5.737782559932628,2.112110528146704,Iris-virginica
+21,6.847603904653921,3.225155335544464,5.813672522879999,2.2709096788552734,Iris-virginica
+22,5.577165786059201,2.7386058575333285,4.313021563457006,1.2862594427341716,Iris-versicolor
+23,5.939791478448939,3.0,5.027625311965883,1.8060950559068458,Iris-virginica
+24,4.571050798661969,3.3887171374549565,1.3987947656710829,0.32218596951960127,Iris-setosa
+25,7.717366323174561,2.617837641840086,6.899998841895328,2.3006103892627614,Iris-virginica
+26,5.394543284340618,3.0,4.496410527497153,1.5034859083205325,Iris-versicolor
+27,5.469729792275188,2.3954843391056784,3.799827180555209,1.0885051776351022,Iris-versicolor
+28,5.087684611406942,3.701020929266334,1.5590866883271306,0.19670400389360643,Iris-setosa
+29,7.704865387441439,2.6098819131696676,6.899998417294494,2.2934320625690443,Iris-virginica
+30,7.2844827405504,2.890554338976608,6.261860290959102,1.7982808958355643,Iris-virginica
+31,6.354329549773641,2.9675113060159792,5.5301443966171995,1.801769070933657,Iris-virginica
+32,6.3918224046364704,2.9124238891067002,4.2971878107135435,1.3036195529275096,Iris-versicolor
+33,5.103394266501922,3.392526756486105,1.5071916323605083,0.20464203143909043,Iris-setosa
+34,6.294487492477983,2.2972188521451895,4.439368380108377,1.3223184966954125,Iris-versicolor
+35,6.796710947031966,3.1685196864245637,5.841757919696361,2.2917306370682597,Iris-virginica
+36,6.110877824640195,3.0,4.59647554506178,1.3729457755904688,Iris-versicolor
+37,6.326460278868527,2.502092565664454,4.9467079056283225,1.510939885128759,Iris-versicolor
+38,6.228345374476057,2.2000002795994247,4.477019792155199,1.5039825405358316,Iris-versicolor
+39,5.979523426123755,3.0,4.849725751183865,1.7929972667268104,Iris-virginica
+40,7.677282928447468,2.5838093195193137,6.9,2.318402803699577,Iris-virginica
+41,6.0158433021630096,2.2000003005913222,4.9936554046952235,1.5221302863879862,Iris-virginica
+42,5.72171499571176,2.820705989124843,4.470915527566996,1.2780386931266037,Iris-versicolor
+43,7.311282036729729,2.9113511300071915,6.30430324978481,1.8083118322265397,Iris-virginica
+44,5.3451117669978405,3.6932408035083726,1.570968882951458,0.19759415311552192,Iris-setosa
+45,6.0913697567238865,2.6087230715702128,5.572812899438693,1.4244930352661889,Iris-virginica
+46,4.864164853619847,3.092002198096975,1.6571530088792092,0.10000014156098438,Iris-setosa
+47,5.5551065504241155,2.5844980193575315,4.330973264231137,1.1792050147129538,Iris-versicolor
+48,7.899998913124358,3.8340998092401444,6.4036264678100006,2.0024307012074596,Iris-virginica
+49,5.648191670376183,3.7771290980524577,1.733338711534712,0.33471703302671413,Iris-setosa
+50,5.001345432744628,3.407219468375462,1.498982100257579,0.3594515377406966,Iris-setosa
+51,6.38247232961041,2.698140868907804,5.160630066061874,1.8977857187347489,Iris-virginica
+52,4.872214384816107,3.0716146872596752,1.4949462702048424,0.10000011166888292,Iris-setosa
+53,6.680017862916749,3.283773642019283,5.674534351243184,2.100637866832119,Iris-virginica
+54,5.514893607167966,2.5935942943543195,4.382314778951902,1.1828195784628899,Iris-versicolor
+55,6.883864136747054,3.091023315099691,5.1105378828671215,2.290887077430733,Iris-virginica
+56,6.960950526107536,3.0,5.718351682584527,2.062724676438929,Iris-virginica
+57,5.377199126267837,3.921668358307416,1.5492688489567916,0.31309229282884954,Iris-setosa
+58,6.095306977970099,3.0,4.59861936907567,1.4184751105441529,Iris-versicolor
+59,6.394184412293493,2.898666609163699,4.27809566381863,1.286659896949604,Iris-versicolor
+60,5.046004813036981,3.488242641141063,1.4997835012816219,0.4147652103577838,Iris-setosa
+61,6.553085070093948,3.171096886388866,5.2323083930582435,1.9605745952885347,Iris-virginica
+62,5.645937957592739,3.7895423241789516,1.5515985502626932,0.30429007277943176,Iris-setosa
+63,6.686087312799087,3.0,4.989926036307869,1.7105174127775873,Iris-versicolor
+64,6.477220993039857,3.0,5.477736726775224,1.8025988141889522,Iris-virginica
+65,6.712539393368102,3.301834064248873,5.7813240024547845,2.4999994288472096,Iris-virginica
+66,6.4937438677812835,3.199389661002079,5.097398518293876,2.002248929862941,Iris-virginica
+67,4.835751753429463,3.0,1.4016509075735057,0.10000011898182982,Iris-setosa
+68,7.165832598586897,3.0,5.905117497685793,2.0977103083834763,Iris-virginica
+69,6.40605864687708,2.7018943619668305,5.322055762049373,1.8936216530910455,Iris-virginica
+70,5.271437790062879,3.677474714741151,1.499273326135089,0.19818085500719088,Iris-setosa
+71,6.313934514389377,3.286757587517967,4.709671201748618,1.6108789157263197,Iris-versicolor
+72,4.9067904560917865,3.093231943863675,1.548294681616672,0.1000001157903194,Iris-setosa
+73,5.473746054329268,3.4691808398301593,1.533989373376883,0.36408152628283674,Iris-setosa
+74,4.808692605326433,3.0,1.4146543773254385,0.10000013499703085,Iris-setosa
+75,6.28463783143365,2.4831637767651444,4.931055805743805,1.5034880592342093,Iris-versicolor
+76,5.161186451763868,3.5548375949117843,1.4031646158898456,0.2977924044444749,Iris-setosa
+77,6.510366379476203,3.177750768739708,5.129510000410458,1.9349508606699108,Iris-virginica
+78,7.9,3.88957216584515,6.41061819889411,1.971553523036209,Iris-virginica
+79,6.099227916614988,3.0,4.615461604368482,1.3901163234430514,Iris-versicolor
+80,6.276537984978344,2.5062108925190603,4.916690960971894,1.5127459792896525,Iris-versicolor
+81,6.712741386086256,3.2917973780586336,5.731257704410431,2.5,Iris-virginica
+82,6.325124001712498,2.686306905883036,4.91653595217163,1.8045732427243875,Iris-virginica
+83,4.924531583694045,2.3909601364353885,3.217389017489333,1.0124469405649665,Iris-versicolor
+84,6.102515569623584,2.5966262053804527,5.625647144990718,1.3667950902241333,Iris-virginica
+85,6.099457241310645,2.814343323189823,4.659358056641535,1.2062467571107185,Iris-versicolor
+86,6.056618742564846,3.0,4.600070550510051,1.4226266599908146,Iris-versicolor
+87,4.831447711264926,3.0,1.4013341300275945,0.2911644358043115,Iris-setosa
+88,6.485381295958426,3.0,5.396280548492862,1.882844851159026,Iris-virginica
+89,7.718256498592501,2.604264496060901,6.899998890320507,2.285612813040342,Iris-virginica
+90,5.905518255312849,3.1696244366854454,4.831622690407406,1.7999458457086925,Iris-versicolor
+91,4.611767166168879,3.3962618771517987,1.4041293272205335,0.3654116007688928,Iris-setosa
+92,6.724104474527781,3.29774006074152,5.763107561355941,2.5,Iris-virginica
+93,5.674800252999414,3.7673773028240367,1.7626921590789109,0.29301577234773724,Iris-setosa
+94,7.704681599754913,2.602928616738363,6.899998765789368,2.2995196436806578,Iris-virginica
+95,5.5113865343928055,4.2,1.3807802630623525,0.1887602299523693,Iris-setosa
+96,6.027185871003928,2.68134000467111,5.1102275280202045,1.586042682819361,Iris-versicolor
+97,4.798138287667034,3.0,1.3989289017096938,0.299139923743467,Iris-setosa
+98,5.939368378085403,3.0,4.867875890434446,1.8058427397466632,Iris-virginica
+99,5.227307926463958,3.405865420975623,1.5815689466904443,0.19724714233925325,Iris-setosa
+100,6.8437914720869415,3.0477839657584616,5.13500777856067,2.2205351732427316,Iris-virginica
+101,5.594810007187707,2.9508757220779542,3.7266495024962993,1.3195793060708259,Iris-versicolor
+102,5.573022182315942,2.5860468771495784,4.097504615283327,1.1886640575355132,Iris-versicolor
+103,5.968772577387483,2.7275468379048067,5.101148118277844,1.6049919529646548,Iris-versicolor
+104,5.321193640044148,3.852169138432566,1.5881623842360617,0.3272333463555724,Iris-setosa
+105,7.899998443795189,3.8079857955647807,6.368872890612514,1.9907552799548567,Iris-virginica
+106,4.898985966055673,3.1062863000649426,1.4997037723794695,0.1,Iris-setosa
+107,5.077411225605514,3.283322106442712,1.7598789213127817,0.4612472326646524,Iris-setosa
+108,4.905428261713408,3.0,1.396192892155353,0.1922944477119588,Iris-setosa
+109,5.252950336795953,3.7735199834068327,1.4992288823805313,0.20745439539396426,Iris-setosa
+110,6.2206429639213425,2.342081311195785,4.37974762111251,1.2919822204426326,Iris-versicolor
+111,5.159406332916185,3.4986382997868213,1.4019763682151654,0.2949934550496399,Iris-setosa
+112,5.5309257590526615,3.0,4.420030432849325,1.4686310560342564,Iris-versicolor
+113,5.747549493107189,2.5704368585145136,5.046156441429573,1.9757200829765174,Iris-virginica
+114,6.457713784749836,3.0,5.541426988312779,1.7993873617654024,Iris-virginica
+115,6.796155473697025,2.7818489370956807,4.820074158409738,1.4368306632964907,Iris-versicolor
+116,5.914022972408184,3.0,5.094158584689676,1.7953371801879205,Iris-virginica
+117,5.3505251332172055,2.740766541179541,4.099296361324767,1.3795077965057092,Iris-versicolor
+118,5.654461175026893,2.9611999836242164,4.290886294556961,1.3204153910399932,Iris-versicolor
+119,5.899353091430349,3.0,5.054142005165284,1.8028025478802239,Iris-virginica
diff --git a/iris/tab_ddpm/5_2/25/test.csv b/iris/tab_ddpm/5_2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/25/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/25/train.csv b/iris/tab_ddpm/5_2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/25/val.csv b/iris/tab_ddpm/5_2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/25/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/26/synth.csv b/iris/tab_ddpm/5_2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d5418a7f1cda465adaa9dbeadb3a40e240ed4fa5
--- /dev/null
+++ b/iris/tab_ddpm/5_2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.158227194756624,2.4954796932672894,2.9565728437469456,1.108454886652449,Iris-versicolor
+1,6.68309684545281,3.304932892430432,5.711995571776499,2.1014809118350244,Iris-virginica
+2,5.383345602834544,3.0,4.492337493622474,1.4940330221213491,Iris-versicolor
+3,4.942994706890296,2.4242003499963043,3.2716538454342112,1.0734054183700248,Iris-versicolor
+4,6.3403089979327625,3.3897537081248816,5.603695734203168,2.3986828737754187,Iris-virginica
+5,6.68392895209417,3.302386778980068,5.7204725462225365,2.499999470782778,Iris-virginica
+6,6.784977177659783,3.2218247169088974,5.757921486517117,2.3113817578161964,Iris-virginica
+7,5.152281132374168,3.7462238462805675,1.6940320516271494,0.2008141881190976,Iris-setosa
+8,6.303005193617069,3.4012769316408598,5.660957373358861,2.3920871407540187,Iris-virginica
+9,5.013101371758544,3.4020044684937223,1.6695608050831756,0.3688249809702626,Iris-setosa
+10,4.887548438082634,3.079985020094735,1.4965112830743985,0.10000009152513131,Iris-setosa
+11,6.288882683893252,2.2987175895032337,4.392701128510935,1.3163168185617937,Iris-versicolor
+12,4.991059803906219,3.3993569687264125,1.6030718526838206,0.3641938460383937,Iris-setosa
+13,4.956951709971593,2.422361168243712,3.2728732666122613,1.0768858048942904,Iris-versicolor
+14,6.3564932983702676,2.8911402702038296,4.295225254969322,1.3197453096283012,Iris-versicolor
+15,5.48825968510674,3.5478199885325994,1.5789119570005477,0.20789190177339206,Iris-setosa
+16,5.084838392724236,3.2884131563236183,1.5512799995079114,0.47442311056063424,Iris-setosa
+17,4.995660920102274,3.3880380762837854,1.5953636887361837,0.4583867643129633,Iris-setosa
+18,5.3892638254515175,2.8684326993360005,3.8911739051073586,1.433977086049035,Iris-versicolor
+19,4.6129937840182205,3.18612299101265,1.4044613404723916,0.2034424582384468,Iris-setosa
+20,6.0120880040612255,3.0,4.7034737071846395,1.798812543593894,Iris-virginica
+21,5.038529526488442,3.533702433442525,1.5467305395088735,0.41023476646115903,Iris-setosa
+22,5.09283090880813,3.4719964498018774,1.3869836607330144,0.2963747676145745,Iris-setosa
+23,6.7056242819845515,3.295927976320813,5.680247444740243,2.0987337751015995,Iris-virginica
+24,6.099320544800636,3.0,4.62116075964436,1.3692391847758594,Iris-versicolor
+25,7.9,3.8378931435115113,6.419362082178239,2.018876338581181,Iris-virginica
+26,6.278922999051207,2.3002858709544167,4.365399102490383,1.297036988159537,Iris-versicolor
+27,4.79026349006166,3.0,1.4032001989513698,0.28784379707317326,Iris-setosa
+28,5.715787328408846,3.7784716429714735,1.6173397539704855,0.2974395285679433,Iris-setosa
+29,5.008615133670415,3.2029113491200962,1.2,0.20228534279335775,Iris-setosa
+30,6.2366768999960245,2.5976333354506456,5.021592945847923,1.5377333932027066,Iris-versicolor
+31,6.349330937078641,2.851870527717784,5.543397775535306,1.8177533260070562,Iris-virginica
+32,5.532572799176068,4.199999185088553,1.4043423816781457,0.21260194123819456,Iris-setosa
+33,4.883994887138484,3.0,1.3912509750770587,0.22147394194281478,Iris-setosa
+34,6.00521517401597,2.869788157537198,4.644906106717475,1.2938950302714072,Iris-versicolor
+35,6.088010431199495,2.6001094847198,5.595235092727014,1.4167542197809704,Iris-virginica
+36,4.8162099584032205,3.0,1.397144725236493,0.28751911963401594,Iris-setosa
+37,5.848388009603367,2.8248414195453537,5.105115027149392,2.411486071275681,Iris-virginica
+38,5.14418712700593,3.5032050804708423,1.4001978995357791,0.294850302533574,Iris-setosa
+39,6.69712742048151,3.3084296017476333,5.658875539887193,2.1167982460228156,Iris-virginica
+40,6.754594024535956,3.255669922561483,5.694356789201241,2.1997490983785455,Iris-virginica
+41,5.979893565826138,2.2,4.988975811457758,1.4767930585628781,Iris-virginica
+42,4.607945899371673,3.400763937814613,1.398411409412446,0.3350765046914924,Iris-setosa
+43,6.658408213641533,2.491871995789629,5.6755582313331026,1.7815806182843685,Iris-virginica
+44,6.480308668970111,3.0,5.494299559036181,1.7950176561960194,Iris-virginica
+45,5.090568079371745,3.796591980161028,1.5372905338466896,0.2043281583814596,Iris-setosa
+46,5.723281834877668,2.5467455674273625,5.032619342602506,1.9313005734006152,Iris-virginica
+47,6.200002795665026,2.2,4.485967265738192,1.4999439877416345,Iris-versicolor
+48,6.299582952720061,3.30067030579302,4.730757700156424,1.6308487492436865,Iris-versicolor
+49,5.866287651035873,3.0,5.119263902161856,1.8024121300285396,Iris-virginica
+50,6.7374286312309,3.2996634303861905,5.763495459628599,2.5,Iris-virginica
+51,5.058438086490142,2.483594748755838,3.046333404625001,1.088882147518511,Iris-versicolor
+52,6.287170817826919,2.2983490081264732,4.4157961903913625,1.3033968437887806,Iris-versicolor
+53,6.798077953636816,2.801881495700904,4.786590553439618,1.372530866746757,Iris-versicolor
+54,4.886717366127073,2.388391296455865,3.293808151426988,1.0640077524378526,Iris-versicolor
+55,5.005979801294793,3.525343608011004,1.4987318804577887,0.37759850315113797,Iris-setosa
+56,4.8693169545948845,3.1003241425453987,1.5289901784601205,0.10000010519764813,Iris-setosa
+57,7.701534560233003,2.612787679554134,6.899998388619176,2.2983313284801796,Iris-virginica
+58,7.696825336369445,2.5654920617305055,6.9,2.317930273812112,Iris-virginica
+59,5.490709752973728,2.375239452424231,3.6948097207822315,1.07966399642216,Iris-versicolor
+60,4.806516116415202,3.0,1.3998492257452813,0.1,Iris-setosa
+61,6.876535032764373,3.066226476979306,5.102450133303446,2.2772887447139842,Iris-virginica
+62,6.052088504996483,3.0,4.596968770999106,1.4737280806500537,Iris-versicolor
+63,7.240031508998792,2.9614299352144346,6.1063340478286205,1.8914252044975846,Iris-virginica
+64,4.852735191015249,2.3956496374945195,3.2654847412343155,0.8673332950849999,Iris-versicolor
+65,6.880161243601393,3.0,5.66367213401991,2.0521210248205453,Iris-virginica
+66,6.484764500485388,3.189318862049403,5.099096617653896,2.0121456449546535,Iris-virginica
+67,4.494052503195252,2.307153320951076,1.3035276120146173,0.33938032010445685,Iris-setosa
+68,4.77854171886341,2.381821582539114,3.3858328283160355,0.9283217022796537,Iris-versicolor
+69,6.661252348696083,3.298838137475947,5.682440923855682,2.4999996056959377,Iris-virginica
+70,7.200172272640471,2.9972730715292326,6.079730329941847,1.960312702942614,Iris-virginica
+71,5.099709222086159,3.3041981983696616,1.658046586792703,0.5783575380190193,Iris-setosa
+72,6.776923449992818,2.8314519994764096,4.838436381640834,1.467265248223585,Iris-versicolor
+73,6.298966456069379,3.2958507035457014,4.715013331868546,1.5995039892309593,Iris-versicolor
+74,5.506613286599484,4.199999051860345,1.4078723798488535,0.19948002786572533,Iris-setosa
+75,4.914424857951308,3.0,1.4014485287774956,0.19822387405975156,Iris-setosa
+76,5.101361096619465,3.3114065523294096,1.7584869040548372,0.4711853511545543,Iris-setosa
+77,5.609452524969614,3.0,3.873872729464191,1.3211935934462133,Iris-versicolor
+78,4.764619480210765,3.0,1.4019511688948336,0.29284832329443,Iris-setosa
+79,4.902332001569692,3.116424096026879,1.563545109047919,0.10000011020880735,Iris-setosa
+80,6.8766621378127155,3.204802560630398,5.872235692299635,2.3052271184043023,Iris-virginica
+81,5.1358062600940535,3.6335033278365865,1.655543866798402,0.19820674017868545,Iris-setosa
+82,4.897909188552884,3.0905972446784697,1.4943708957151502,0.10000012180693746,Iris-setosa
+83,6.061022330452648,3.0,4.540982485969688,1.5069725552625546,Iris-versicolor
+84,5.465407088780949,3.45004897219748,1.6560803839614984,0.20105038547538626,Iris-setosa
+85,6.086548238719847,2.5926301601857684,5.598829826821325,1.4272078028873578,Iris-virginica
+86,6.307034164648346,2.707828982442782,4.9075944981703055,1.7973498417973424,Iris-virginica
+87,6.2972847845394035,2.3126745406397626,4.447212955313652,1.3092300372440333,Iris-versicolor
+88,5.426828048270297,3.0,4.547408835394912,1.510763259467725,Iris-versicolor
+89,5.709915856532124,2.612410785852482,5.058379736909447,1.9236027700962017,Iris-virginica
+90,7.68401339253546,2.5880498407109673,6.9,2.3186063162705355,Iris-virginica
+91,4.809078489972376,3.0,1.3885145303485085,0.1,Iris-setosa
+92,7.714227772700949,2.5701385922131372,6.899998708090582,2.302938126750255,Iris-virginica
+93,5.00848889199599,2.452718532010971,2.9960723972650207,1.0823669895617667,Iris-versicolor
+94,6.833534025718289,3.034922550043624,5.83333911400546,2.222204474037797,Iris-virginica
+95,7.899997907156746,3.7208954720316094,6.407045236802552,1.9998278497705186,Iris-virginica
+96,5.929712438424991,3.0,5.076171231618388,1.8005291199657274,Iris-virginica
+97,5.919700708766211,3.0,4.5451726657207345,1.3762929700370936,Iris-versicolor
+98,5.187432217520398,2.5740847025090696,3.5788224174581655,1.2222753135123061,Iris-versicolor
+99,6.287113942210979,2.876830727406228,5.611569490557771,1.7999519984382266,Iris-virginica
+100,6.601872194898913,2.5635698594904115,5.659751217492733,1.805958403315474,Iris-virginica
+101,5.556388990410062,2.442845140183585,3.8632672843983213,1.0976214334404284,Iris-versicolor
+102,7.654462818708951,2.5868573622771565,6.9,2.298221857331145,Iris-virginica
+103,5.725583996889074,2.5077402561818842,4.9987058816310554,2.0065940906421584,Iris-virginica
+104,6.303951348280287,2.3183113128384414,4.46109781764401,1.2975966755482877,Iris-versicolor
+105,6.085742567175258,2.6147687929279964,5.592498970519824,1.409941435498158,Iris-virginica
+106,6.043013707869733,2.689353423450151,5.103209449997943,1.5821594541869144,Iris-versicolor
+107,5.651177937600978,2.728741784766118,4.4453027374269425,1.2602007877360046,Iris-versicolor
+108,5.958930202388035,3.0,5.001313643761935,1.7921523643850248,Iris-virginica
+109,5.412364302046139,3.401688714417664,1.8006200284898024,0.19899583533628282,Iris-setosa
+110,5.010580779213037,3.3932197802833763,1.6515373946746639,0.433632872116825,Iris-setosa
+111,6.221722796976551,3.156971487459631,4.605675450910993,1.4567968417848316,Iris-versicolor
+112,6.288100131439275,2.307705116284002,4.424168497865421,1.2837093000837565,Iris-versicolor
+113,6.29890891167884,3.2975786989891436,4.678207464525718,1.5996889110891783,Iris-versicolor
+114,6.328134374934793,2.919533300883712,5.628970357814707,1.8098157595660194,Iris-virginica
+115,5.524176941709553,2.41003471184328,3.8641659451608295,1.0987926506888284,Iris-versicolor
+116,6.295139344961466,2.904788540058845,5.592811519548569,1.801752536394553,Iris-virginica
+117,5.072602695429635,2.4694400638615597,3.1745113406972982,1.1012425854964234,Iris-versicolor
+118,5.787682139732085,2.8066758581527704,5.088281530901123,2.3884474730018503,Iris-virginica
+119,5.072335291958153,3.3917961124926372,1.522776145038211,0.20540397438391403,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/26/test.csv b/iris/tab_ddpm/5_2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/26/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/26/train.csv b/iris/tab_ddpm/5_2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/26/val.csv b/iris/tab_ddpm/5_2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/26/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/27/synth.csv b/iris/tab_ddpm/5_2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..003d9f1091ca4e6c11e613d8ec93cca8a3dc8156
--- /dev/null
+++ b/iris/tab_ddpm/5_2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.8999979779641505,3.7709750590542175,6.434473346689302,1.9791707709085886,Iris-virginica
+1,4.885527120448485,3.1014500057369125,1.5807263309232942,0.1,Iris-setosa
+2,5.150206858861012,3.446734082137889,1.5747239532274184,0.19297165983907633,Iris-setosa
+3,5.9351312069882995,3.0,5.09379179369992,1.8057477128743398,Iris-virginica
+4,4.907575316141019,3.094055585050563,1.4980148987686732,0.1,Iris-setosa
+5,7.291962466708019,2.9056300333278484,6.256102263033512,1.8031877494706179,Iris-virginica
+6,4.793638226626106,3.0,1.3930244492067756,0.3145750911916921,Iris-setosa
+7,6.280257041786666,2.297136095877734,4.444852457747575,1.310986136725075,Iris-versicolor
+8,5.003710602897501,3.4095437667680133,1.6867882587986636,0.3840503482963844,Iris-setosa
+9,4.893788599510478,3.0931928783061244,1.4992549020609462,0.10000010042139502,Iris-setosa
+10,4.5960089996468705,3.2020130114818026,1.3994024526448166,0.2033785849336374,Iris-setosa
+11,5.002187707334118,3.209529668736976,1.2000002612142844,0.19744735141592898,Iris-setosa
+12,5.406172453221334,3.0,4.51537000328198,1.480525960139098,Iris-versicolor
+13,4.60792215835444,3.1856320252099977,1.402758484967936,0.19877326614166257,Iris-setosa
+14,6.145447281564124,2.7946971434047523,4.657102641483962,1.1848237144618396,Iris-versicolor
+15,6.317046060043925,2.910236593900711,5.661254087049118,1.8116878016536615,Iris-virginica
+16,6.313686577327729,2.694924261023372,4.868832984883848,1.805253668288739,Iris-virginica
+17,5.751867634196258,3.0,4.236489522523953,1.4246544502194465,Iris-versicolor
+18,4.868592540209545,2.387578589112987,3.445834355326563,1.0383379091941574,Iris-versicolor
+19,5.0857410789891775,3.299832536752774,1.5945134815804018,0.4514720214002097,Iris-setosa
+20,5.096640408544596,3.817505992959168,1.6839245188258203,0.20295097794842998,Iris-setosa
+21,6.7112844834897665,2.4908035613562705,5.820112167287317,1.8015610383361493,Iris-virginica
+22,5.256127171745252,3.5539461607895277,1.6440547605244318,0.2003678630706072,Iris-setosa
+23,5.890551181959097,3.1901434273433997,4.767975297991995,1.7961082687886385,Iris-versicolor
+24,6.693289096229456,3.289607631919388,5.668413598430985,2.2534120217343645,Iris-virginica
+25,5.7251040210330055,2.505971582034938,5.006540540832161,1.987747676076889,Iris-virginica
+26,5.963423867986061,2.9489017944549687,4.367313748224632,1.4740975437686807,Iris-versicolor
+27,4.859750013156397,2.40830983122349,3.336715789821229,1.014271486470807,Iris-versicolor
+28,5.6415722546666895,3.0,4.193218834102617,1.2835638057489287,Iris-versicolor
+29,6.718210603681819,3.2975495206429155,5.752201066053414,2.5,Iris-virginica
+30,6.296173747450894,3.398862865156597,5.572751104208824,2.3927889703785206,Iris-virginica
+31,6.904361869811794,3.183435643478051,5.6635978442301,2.3021468921005193,Iris-virginica
+32,5.59923571957107,2.88282611915952,3.50170123400557,1.3073968483454186,Iris-versicolor
+33,5.255567659352028,2.8762031324274044,4.327406686607059,1.464951578370903,Iris-versicolor
+34,5.109554935863583,3.8112424707770014,1.6523119605945777,0.19894405770536328,Iris-setosa
+35,5.643788806656127,3.8224795736126786,1.7133563004249164,0.29713122556372124,Iris-setosa
+36,5.484421809567957,2.7918953937488467,3.729516022908231,1.3214170562437226,Iris-versicolor
+37,5.5860445796702285,2.464958112282875,3.931748167586072,1.0745949078300512,Iris-versicolor
+38,6.726140062395792,3.3059381725906127,5.702171201280246,2.090603441059266,Iris-virginica
+39,6.7707915987500495,2.803142024953415,4.750329688186985,1.4076262882991875,Iris-versicolor
+40,5.695244098329507,2.775860264374616,4.550411856649005,1.2808686046414972,Iris-versicolor
+41,6.0503211245983595,3.0,4.571621540553579,1.402904508483702,Iris-versicolor
+42,5.003452872438691,3.461319165558848,1.5429610827083784,0.3967309546374274,Iris-setosa
+43,6.278397812490747,2.720441785702765,4.910321245393957,1.8005490241144262,Iris-virginica
+44,4.56615705694854,3.196281651223863,1.3794998345946357,0.20057067935560288,Iris-setosa
+45,6.296936276338558,3.296650419436615,4.6796531835707995,1.595399285017001,Iris-versicolor
+46,6.7950130106137285,3.1850151202926122,5.769275948243826,2.3016839360195194,Iris-virginica
+47,5.988730164840778,2.7015897885383073,5.102369982965861,1.604498734760822,Iris-versicolor
+48,5.047269323179612,3.559713941717459,1.4959911508446522,0.4355556159707939,Iris-setosa
+49,7.688285459808947,2.5838479391879368,6.899998891386242,2.309258696270622,Iris-virginica
+50,4.816641940878324,3.0,1.3963186915956833,0.1,Iris-setosa
+51,6.949194595510323,3.1640367137860133,5.827546874478266,2.2852137812575575,Iris-virginica
+52,5.108520212880645,2.5731454947550545,3.385367940528089,1.2587687985441454,Iris-versicolor
+53,6.427524421020972,2.977091396523949,5.646102854925478,1.8144496778284684,Iris-virginica
+54,4.604082243427,3.2163819423301487,1.401823774263619,0.21520573164293613,Iris-setosa
+55,5.686572899451397,2.5175638218470855,5.005152167660468,2.0202562943594202,Iris-virginica
+56,4.852847470473605,3.0,1.4440285386263536,0.1,Iris-setosa
+57,4.829647120832014,3.0,1.4082034790921683,0.10000018888445782,Iris-setosa
+58,4.990941325093707,3.2115250623169773,1.2,0.20135550944744857,Iris-setosa
+59,6.505457662555122,3.0,5.48165731266322,1.8055298953988843,Iris-virginica
+60,6.800469280215367,3.194615178116213,5.850584079924898,2.288774015122502,Iris-virginica
+61,6.694397549937002,2.492700098170895,5.805104246646637,1.7947077947812615,Iris-virginica
+62,6.678761920567843,3.302053065297992,5.6735198009665435,2.0941989522521323,Iris-virginica
+63,5.44891056682516,4.199999194265051,1.4009706290071031,0.19724720672942309,Iris-setosa
+64,5.346027790116004,3.3684261792545347,1.6716103810888276,0.20339388993313154,Iris-setosa
+65,5.99068918598044,3.0,4.820873170775873,1.808965264900661,Iris-virginica
+66,6.529697998120629,2.6242596188802065,5.508798003570043,1.849768666084583,Iris-virginica
+67,7.706492038422782,2.5937977098781495,6.9,2.2942042582274498,Iris-virginica
+68,4.8508188280843045,3.0,1.3953157360475321,0.22916855044343074,Iris-setosa
+69,5.149898454914043,3.5788293402792797,1.4141779393660137,0.29654762753676445,Iris-setosa
+70,6.686319173184407,3.0,5.006500268530993,1.700936694760841,Iris-versicolor
+71,5.889036005412449,3.1929619709559898,4.7759230631845355,1.792829131726611,Iris-versicolor
+72,5.143919099228029,2.6374136519112614,3.7132968683373924,1.35558949715629,Iris-versicolor
+73,6.681713133393914,3.2997300969637804,5.6867707710219815,2.5,Iris-virginica
+74,5.830465225463015,2.6926550981757646,5.127136151791747,1.8624282729850798,Iris-virginica
+75,6.295437957828068,3.4010080954753565,5.614027474799348,2.3813615988113193,Iris-virginica
+76,7.692577035802702,2.601063147434177,6.9,2.294578687403792,Iris-virginica
+77,5.6689094919789556,3.8019996698057366,1.8428952211163294,0.3401037886959211,Iris-setosa
+78,6.816626150946608,3.0,5.531967679087338,2.086098645506049,Iris-virginica
+79,4.400001222119686,2.900288063943479,1.403999228048205,0.20739199581563458,Iris-setosa
+80,5.510450424585227,3.4747604041136455,1.5975190155128147,0.3682261166192085,Iris-setosa
+81,5.804138157846189,2.842728214090289,4.581893644935126,1.2417487836436516,Iris-versicolor
+82,5.534090293151234,2.5584253752784583,4.278377608862854,1.1822277851185936,Iris-versicolor
+83,5.485097915613287,4.199998288186641,1.40382343137883,0.20417143810547017,Iris-setosa
+84,6.404439782308354,2.8982029907579063,4.2922774239000905,1.2993616413110534,Iris-versicolor
+85,6.12660547585002,2.8105099152457997,4.682274079648584,1.1905829209185834,Iris-versicolor
+86,6.263456518152222,2.905619953333757,5.6079378388876915,1.794580472017877,Iris-virginica
+87,4.8581658098712595,3.0,1.3969442623235286,0.2356983499452129,Iris-setosa
+88,4.400000459034148,2.9317454592358687,1.4032221747582234,0.19372510775583743,Iris-setosa
+89,6.701778315554233,2.8417093222449363,4.672267769777552,1.3923960809355667,Iris-versicolor
+90,6.915747398893902,3.178814250518991,5.787939134657998,2.3029999773514813,Iris-virginica
+91,6.678560336429519,3.2930206547564045,5.681040385701148,2.4999986961992873,Iris-virginica
+92,6.272140113336139,2.499288566644111,4.938471269273843,1.4965427378849006,Iris-versicolor
+93,7.688339358210329,2.6000285722805727,6.899998722350336,2.2956584321710842,Iris-virginica
+94,5.466332029467337,4.199998582045126,1.4114571853942155,0.20009147891937806,Iris-setosa
+95,4.507543225406968,2.3009638875786123,1.3041239196367864,0.3154473072112186,Iris-setosa
+96,6.294672234445041,2.301396424456236,4.387136475515776,1.3071203894068997,Iris-versicolor
+97,6.39062753560618,2.690617043068144,5.234348920467347,1.869924435143564,Iris-virginica
+98,6.30177214568689,2.4451511942861903,4.856785792278038,1.5017039495405315,Iris-versicolor
+99,5.436628115056281,3.506477280958446,1.674422092515058,0.20552022504293319,Iris-setosa
+100,7.711697895867884,2.5993846326611694,6.9,2.294501975094947,Iris-virginica
+101,5.611765241752376,2.973160262842353,3.553072540640974,1.2876270800550262,Iris-versicolor
+102,6.381351296630472,2.902715317962345,4.277303369147427,1.3045500038203224,Iris-versicolor
+103,5.171205020622803,3.7531815481044553,1.5121015511804938,0.20657424165248459,Iris-setosa
+104,6.952582305648499,3.0,5.642236813372995,2.063324665452618,Iris-virginica
+105,5.780936320033851,2.641869383395779,5.0544922537748596,2.1845578940994717,Iris-virginica
+106,5.365036778357425,3.9085402642297353,1.8009366130494433,0.4050131029361222,Iris-setosa
+107,6.1196511103813185,2.9670411844762983,4.344841817894279,1.4271746975862099,Iris-versicolor
+108,6.305519531169497,2.5163239014946757,4.913846179677299,1.497986535631395,Iris-versicolor
+109,5.9876777629750215,2.6982973911778645,5.109155134690028,1.598826745014264,Iris-versicolor
+110,6.5604421474200585,3.0,5.820096941624697,2.2157536441123638,Iris-virginica
+111,6.626768864864154,3.0566343229937596,4.921309782434979,1.7047406712962245,Iris-versicolor
+112,6.719431837438589,3.2673429934504172,5.769002344826686,2.1446095388550215,Iris-virginica
+113,5.51358706163801,4.2,1.4006423964031263,0.2008622417724653,Iris-setosa
+114,4.611243592087209,3.1797720867754937,1.4067181654493188,0.20034490022341617,Iris-setosa
+115,6.191719351434261,2.2,4.516824398027792,1.5128573911017247,Iris-versicolor
+116,6.17384388237385,2.2,4.511524185188039,1.496089944654647,Iris-versicolor
+117,5.3562679892008696,3.38493078508529,1.6305777506907062,0.22120438979554014,Iris-setosa
+118,6.317730557503521,2.5060351878979787,4.883357138453418,1.5157119027859718,Iris-versicolor
+119,5.391450931014824,3.0,4.515989250889403,1.5326377641368731,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/27/test.csv b/iris/tab_ddpm/5_2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/27/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/27/train.csv b/iris/tab_ddpm/5_2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/27/val.csv b/iris/tab_ddpm/5_2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/27/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/28/synth.csv b/iris/tab_ddpm/5_2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..846ba1af5caafa2b629dfd2493b013f8d32ffbad
--- /dev/null
+++ b/iris/tab_ddpm/5_2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.545416350116743,3.8787382520065723,1.8156906396527253,0.3479102862314365,Iris-setosa
+1,6.120057992671441,2.9788016021950217,4.525173938388259,1.4709652170168226,Iris-versicolor
+2,5.977636239409451,3.0,4.888149853901622,1.7967435551983344,Iris-virginica
+3,5.138655352229129,3.390491873975681,1.4994419500347858,0.20303535084166144,Iris-setosa
+4,5.526887255127396,3.5672573209458758,1.4985377695426967,0.3853197671738676,Iris-setosa
+5,6.321925287443484,2.307868360220691,4.360419519891549,1.2993888680059678,Iris-versicolor
+6,5.310120497010848,3.3790804301252053,1.6697006925632831,0.19777782527075521,Iris-setosa
+7,6.53572745319089,3.0,5.487448731661434,1.796696590304279,Iris-virginica
+8,5.937828661075051,3.178081448776893,4.8110400191924345,1.7990061937500463,Iris-versicolor
+9,6.0087645201877224,3.0,4.8779468563505155,1.7985696377116505,Iris-virginica
+10,5.926135009271211,3.168734754906497,4.843267134583435,1.7976802087604187,Iris-versicolor
+11,5.420662037299492,3.8773851048210286,1.687054155338795,0.2997687228320961,Iris-setosa
+12,6.012062205087646,3.0,5.023864090570293,1.7977120897464867,Iris-virginica
+13,6.7277698523831315,3.3110265156325993,5.6932123466464395,2.5,Iris-virginica
+14,5.9514827623795945,3.0,4.449658267567522,1.429877159603694,Iris-versicolor
+15,6.035336046490161,3.0,4.865051894368316,1.7992301058192002,Iris-virginica
+16,4.905177715864822,3.113422317851652,1.4990001059572282,0.1,Iris-setosa
+17,5.031524348497911,2.464018584582447,3.300071189259453,1.1059424236341182,Iris-versicolor
+18,6.11777191222805,2.612049674278137,5.584052356376122,1.386336054411755,Iris-virginica
+19,6.524467676212377,3.0,5.515330883152081,1.8108649170663287,Iris-virginica
+20,6.021281122759558,2.2,4.973127682620425,1.4627603182886388,Iris-virginica
+21,7.352949214779784,2.90413949537636,6.287656121361687,1.792929073908614,Iris-virginica
+22,7.1916435381826345,3.0,6.033850909422945,2.0176103926552424,Iris-virginica
+23,7.899998946443885,3.7780244477734612,6.450779249175896,2.000152143454031,Iris-virginica
+24,6.1877566143673315,2.659472103431759,5.656350536972442,1.5118230025549615,Iris-virginica
+25,6.293325421590619,2.721425782076907,4.912719914965233,1.8015361169640496,Iris-virginica
+26,5.015121043930488,3.318848909724018,1.4035905866603453,0.2077248781714015,Iris-setosa
+27,5.277735016235571,2.4659102806689948,3.450185679942492,1.072672300562659,Iris-versicolor
+28,5.7619226668043675,2.504775527718147,5.0050955831510215,1.9880954695067807,Iris-virginica
+29,6.296209340092923,3.401701224045392,5.624903831646416,2.395942188433882,Iris-virginica
+30,6.3111809009451365,2.51712805343784,4.928863002391581,1.517336632251001,Iris-versicolor
+31,4.623698686048407,3.3959542392656337,1.409472180478421,0.30331245833922504,Iris-setosa
+32,7.278305702445362,2.966729148898119,6.202374813649799,1.9484295403030245,Iris-virginica
+33,6.511087306446853,3.0,5.472048087516856,1.7943504743793781,Iris-virginica
+34,6.328175453168789,2.3115900491077093,4.378326396665598,1.2919040526241923,Iris-versicolor
+35,5.022687438592901,3.5121394890917728,1.5261471084973675,0.4112889253472535,Iris-setosa
+36,5.15073503129196,3.7865258346863815,1.6177840160115138,0.2128217427332012,Iris-setosa
+37,5.38801066996667,3.449120431513708,1.6234486125938767,0.20208286862096336,Iris-setosa
+38,5.570862826173693,2.946521115150416,3.998821266150469,1.3040842587883021,Iris-versicolor
+39,5.994066086209796,3.0,4.781476096000903,1.8001355074165044,Iris-virginica
+40,5.995591375844699,2.700434210086308,5.1166474112851255,1.6263864235446694,Iris-versicolor
+41,5.877227011302275,2.9786735514633165,4.281832586360871,1.484295452454214,Iris-versicolor
+42,5.981919618651717,2.9220036149361817,4.353638575951209,1.5029160386345068,Iris-versicolor
+43,5.396120807485342,3.9035288393331675,1.6403627373072807,0.4249569312287002,Iris-setosa
+44,5.617720547250028,2.61087164125905,4.241850601494875,1.1480525131841557,Iris-versicolor
+45,5.022635782887134,3.1912744203531838,1.2000002311043536,0.194808902084853,Iris-setosa
+46,4.604021140246007,3.3944229246208297,1.4012036250122804,0.30843959390393355,Iris-setosa
+47,5.54600010608486,2.5169490686093146,3.8816384826713293,1.1043315317732616,Iris-versicolor
+48,5.9543121431052475,2.692365598993459,5.088935930874628,1.577115851104615,Iris-versicolor
+49,5.878268544279912,3.1960503974635643,4.743408638200081,1.8081611769404013,Iris-versicolor
+50,5.367208012899946,3.3918583059371175,1.5483277933034247,0.20151436416021087,Iris-setosa
+51,4.4,2.8944301397504835,1.404566933899191,0.19881178946227496,Iris-setosa
+52,4.901498631629918,3.0795457905767245,1.4982269663752588,0.1,Iris-setosa
+53,4.4000005363525885,2.904021330842016,1.4018590680444847,0.20722285305940807,Iris-setosa
+54,6.317955939014018,2.2949735867250616,4.401126824414662,1.2935860252378781,Iris-versicolor
+55,6.390103086258566,2.8951853498706694,4.30844113149197,1.2792844288064034,Iris-versicolor
+56,5.2122358801276585,2.7112624468923183,3.885869033524147,1.4144469655730676,Iris-versicolor
+57,7.9,3.8046936175093524,6.39936852534642,1.9926984790718816,Iris-virginica
+58,7.683756393545489,2.5915417474586686,6.899998465920757,2.294586784707573,Iris-virginica
+59,6.689235050411836,3.300451944332874,5.704994193506972,2.084552672200662,Iris-virginica
+60,6.307245467159508,3.4047632088027653,5.5989217784552086,2.4023066186812674,Iris-virginica
+61,6.617126263240898,3.0,5.488900569813477,1.9500104935422902,Iris-virginica
+62,5.055783560589071,3.536579552529173,1.4973917804537036,0.3454261571392661,Iris-setosa
+63,6.322367916447139,2.891796609550153,5.59865861659995,1.7999705663302517,Iris-virginica
+64,6.684872087841337,3.303288227667829,5.698363286629233,2.5,Iris-virginica
+65,5.555737362449723,4.199999044921078,1.3858832828312382,0.20429931501969253,Iris-setosa
+66,6.30277665671556,2.308468375931655,4.401826043409109,1.30397179661927,Iris-versicolor
+67,6.686729909338709,3.2891634184886183,5.669171801604379,2.5,Iris-virginica
+68,7.289501554450448,2.899441239248366,6.2957909638778435,1.8063742056507586,Iris-virginica
+69,4.885186008157528,3.079035181983967,1.4752126135782335,0.1,Iris-setosa
+70,4.4,2.8971385430215606,1.400773543847498,0.1986301214347082,Iris-setosa
+71,5.4872805982299715,4.199998761436813,1.405751020049556,0.19808905807552263,Iris-setosa
+72,6.292719050680024,3.4027045525575885,5.620157549297313,2.401168567167657,Iris-virginica
+73,5.109178902866006,3.4962857670270338,1.4024840185038325,0.38897505392023074,Iris-setosa
+74,5.408177650079971,3.3987423121546834,1.6050870737000558,0.21630571643373,Iris-setosa
+75,4.7987141824915165,3.0,1.401626857710344,0.35780126773174054,Iris-setosa
+76,5.338105450611208,3.409581197347662,1.4976047534492158,0.1949186373188177,Iris-setosa
+77,5.618758687887859,2.977586599432156,3.9045346456838503,1.3042352342971208,Iris-versicolor
+78,5.905331659056695,3.0,4.234281100752737,1.5203233815629436,Iris-versicolor
+79,5.166057629954151,3.466713492757977,1.5023453745800068,0.23367924253455416,Iris-setosa
+80,4.909178265216529,2.422251360415004,3.3864685815874327,1.0732611371661758,Iris-versicolor
+81,4.59925147196779,3.1673573471830196,1.4021512296496468,0.20145003816542914,Iris-setosa
+82,5.750278845381442,2.5797796493657983,5.0465729563485215,1.9469295649299443,Iris-virginica
+83,5.590962553588243,3.0,4.075328048749504,1.2750778024780929,Iris-versicolor
+84,4.85471591612604,2.385103919678795,3.339373241109656,0.9406858546187815,Iris-versicolor
+85,5.594876640525486,2.7358239963520745,4.311369363041972,1.2561351917360621,Iris-versicolor
+86,5.42381970554555,3.399546182191082,1.6965444280189255,0.19994846879382644,Iris-setosa
+87,5.422271871963236,3.4311310010383123,1.4990920774394496,0.20188870754081387,Iris-setosa
+88,5.374027100427843,3.407678275694286,1.6140506833424406,0.19923842066144015,Iris-setosa
+89,5.086757742693113,3.3885502486532095,1.5668500949302262,0.19425780132784787,Iris-setosa
+90,6.281086854231615,3.2843110028677027,4.712788733832415,1.5735594958814234,Iris-versicolor
+91,6.289502664103258,3.3993800555921894,5.5939694891154526,2.3978415785682667,Iris-virginica
+92,5.577410420093988,2.647647500205935,4.292987874983646,1.2408618241270253,Iris-versicolor
+93,4.4000005718770545,2.8934304687561845,1.4041911424491633,0.19697109637639554,Iris-setosa
+94,6.670561614787356,3.280690034188209,5.666821869075071,2.499999454935895,Iris-virginica
+95,7.660038859415118,2.587525527160674,6.89999890018392,2.2924829382522414,Iris-virginica
+96,5.177575527737361,2.683968356524921,3.7731342549479163,1.3879458796953634,Iris-versicolor
+97,4.688369046340355,3.1127026239434983,1.3976851105365395,0.2018022239843871,Iris-setosa
+98,6.005512398304111,3.0,4.828176402399928,1.8070274259833075,Iris-virginica
+99,6.696121721832307,3.273446962992166,5.64580393587371,2.5,Iris-virginica
+100,4.617827697583954,3.398920660308837,1.3943880664213215,0.3263634484466701,Iris-setosa
+101,6.286601062463388,2.8912918787228983,4.458420993922759,1.286649425150689,Iris-versicolor
+102,6.314777907322962,3.3953292634983274,5.593100011067231,2.3921351129138575,Iris-virginica
+103,4.400000873196168,2.915094474189328,1.407381603198209,0.2031379373109987,Iris-setosa
+104,6.0121490525726635,2.66692183632522,5.0829267460018785,1.6390555723645057,Iris-versicolor
+105,5.628855173328747,2.4931842125333965,4.963176774815571,1.998063032119415,Iris-virginica
+106,4.502592351236929,2.2983837317364486,1.3006040717509226,0.29056839935182743,Iris-setosa
+107,5.007550675498619,3.28625116075684,1.40463393751734,0.19889702797850123,Iris-setosa
+108,5.006537285734321,3.207156649376327,1.2000002477447016,0.19596767773581852,Iris-setosa
+109,6.493435992340833,2.8870269242846067,4.3345475472389365,1.3213862711150366,Iris-versicolor
+110,5.057468716341447,3.3760713084397453,1.4069918630095921,0.23272271027761882,Iris-setosa
+111,5.036937776552104,2.454109168226452,2.8917336923113273,1.0752170235866543,Iris-versicolor
+112,4.8267770406794215,3.0,1.4123417611244344,0.1,Iris-setosa
+113,5.993309376051348,3.0,4.830525371910106,1.7995768517823667,Iris-virginica
+114,5.785455407311762,2.8023280451057766,5.113029695350784,2.409151873615799,Iris-virginica
+115,7.89999871785151,3.7678313355483826,6.367112606947812,2.018913867936952,Iris-virginica
+116,6.846951789364352,3.2023962539343014,5.830091088299179,2.299990636641168,Iris-virginica
+117,6.239850083969525,2.2,4.503338132472165,1.4914745804874203,Iris-versicolor
+118,6.4671496182776504,3.0,5.8145153620844,2.1673006710863483,Iris-virginica
+119,5.901178573582466,3.0,5.103347384165068,1.7979547266663847,Iris-virginica
diff --git a/iris/tab_ddpm/5_2/28/test.csv b/iris/tab_ddpm/5_2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/28/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/28/train.csv b/iris/tab_ddpm/5_2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/28/val.csv b/iris/tab_ddpm/5_2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/28/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/29/synth.csv b/iris/tab_ddpm/5_2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9149bf969bc1013d6acb7fac5d71e6b283e4fe52
--- /dev/null
+++ b/iris/tab_ddpm/5_2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.520089135696544,3.0612732184981626,5.151526460688638,1.9524519381376977,Iris-virginica
+1,5.511989652910641,2.6178057494075024,4.408275238400391,1.2106451980602055,Iris-versicolor
+2,4.912396998111062,3.0,1.3854424319662477,0.2045873791336582,Iris-setosa
+3,5.018923887182471,3.314350007491452,1.4015134960491644,0.20558190951462488,Iris-setosa
+4,5.557560773570714,4.2,1.4014588643100667,0.2042274051043455,Iris-setosa
+5,5.595708248939555,2.689275616699191,4.407236590585251,1.2543831888909693,Iris-versicolor
+6,4.494635454203131,2.3093589412234086,1.2997808275559946,0.2884213654573739,Iris-setosa
+7,6.281570559417664,2.494412307606627,4.942154725245943,1.5307872442375239,Iris-versicolor
+8,4.790220018061756,3.0,1.3972584310347205,0.1,Iris-setosa
+9,6.840458402870231,2.8247748151597887,4.8108508098249025,1.4145392782838162,Iris-versicolor
+10,5.654448616643198,3.0,4.200904918009623,1.2894633657600914,Iris-versicolor
+11,5.0767214537922944,3.3938529455249866,1.6559342429614108,0.20083479881538696,Iris-setosa
+12,5.356248257536764,2.6757654283407075,4.078718715296163,1.320380458633007,Iris-versicolor
+13,5.592383003878718,4.2,1.4127794256049029,0.19999241299924886,Iris-setosa
+14,6.723071693512792,2.5088757940233766,5.832665772242757,1.803722798290529,Iris-virginica
+15,5.026805189565702,3.4678560373189518,1.5032314263742517,0.4228474266107479,Iris-setosa
+16,4.82170257648478,3.0,1.385544117873851,0.1,Iris-setosa
+17,6.896820620819654,3.2023105098241005,5.7013854273158495,2.2957778410379737,Iris-virginica
+18,5.16381638103397,3.3960244777751067,1.5746078954201699,0.19732109621668403,Iris-setosa
+19,4.40000045725142,2.8836695438993973,1.4078782472511018,0.20279203308780916,Iris-setosa
+20,5.25396648745846,3.5160336505243253,1.4978537334115123,0.2003380310999314,Iris-setosa
+21,5.903231272467229,3.203311732723914,4.800103855651249,1.8054820853176,Iris-versicolor
+22,7.899998705946274,3.7864651238061056,6.449397689132197,2.017032315893658,Iris-virginica
+23,6.489869428670589,3.1860556466850074,5.102405824887552,1.9984325701479102,Iris-virginica
+24,6.906486616509361,3.105915108512045,5.108347583375583,2.3165455575173057,Iris-virginica
+25,6.960682761744876,3.0,5.635750617179898,2.172880542794601,Iris-virginica
+26,6.281575647082366,2.7020313559130646,4.825036348688606,1.7927890047424968,Iris-virginica
+27,5.86355534309559,2.7322369784929164,4.983687949568406,1.5100675749084027,Iris-versicolor
+28,6.3033871115605065,2.2916501594255023,4.409410330785641,1.308245906727555,Iris-versicolor
+29,6.761352979740391,3.1051352426711114,5.783287518452511,2.26493119816899,Iris-virginica
+30,5.079517432360532,3.385712380424341,1.4922445759429417,0.20100290418654337,Iris-setosa
+31,5.584824548517916,3.8323367447262227,1.7457522346387173,0.3035260880319911,Iris-setosa
+32,5.225716890068664,3.523501962840401,1.4822853778882605,0.1951667479912837,Iris-setosa
+33,7.265262871254301,2.9042123587632633,6.275796957460348,1.8011867124997738,Iris-virginica
+34,6.849616494413451,3.2068330329345813,5.8316885750127305,2.303073161302369,Iris-virginica
+35,4.894902591282429,3.1083968895541556,1.6104740102016983,0.1,Iris-setosa
+36,5.886745873860176,3.2035323709998047,4.804632313603611,1.8061533688052949,Iris-versicolor
+37,6.4764017688216855,3.0,5.762180158755591,2.1820877126896425,Iris-virginica
+38,4.841361993159314,3.0,1.4005013442637466,0.21000759483588496,Iris-setosa
+39,6.181466580309971,2.2,4.453853069088831,1.495448117667036,Iris-versicolor
+40,5.850603576237749,3.0,4.044077797677426,1.4619333662328426,Iris-versicolor
+41,4.8606279273638195,3.0388733646091315,1.4496722804226787,0.10000011924477749,Iris-setosa
+42,6.896875180045996,3.0803922469010923,5.1123289098295635,2.2817236517334205,Iris-virginica
+43,5.116502312427642,3.705937865458026,1.4919416800168925,0.4034189534356596,Iris-setosa
+44,6.306019755100404,2.9089126443529874,5.614161732053093,1.799403401606769,Iris-virginica
+45,6.354974534450294,2.9062030555971923,4.329858988448194,1.3344418185105051,Iris-versicolor
+46,5.737619218563296,2.800020667684405,4.341940702765199,1.3898668519891262,Iris-versicolor
+47,7.337399186418169,2.930110300608714,6.327313521400935,1.8006667340103466,Iris-virginica
+48,5.582967828912166,2.9865800201905826,3.7805908781012936,1.273249817896759,Iris-versicolor
+49,5.562769039756154,4.19999927675951,1.390824490343996,0.20415375830412325,Iris-setosa
+50,6.1713839321489825,3.1155844885106996,4.607009230899138,1.477633714536684,Iris-versicolor
+51,5.843348652631596,2.774120097647074,5.1371618170901465,1.8408542948814033,Iris-virginica
+52,4.649291664637034,3.4068513586112084,1.4087249086092846,0.29549966508015424,Iris-setosa
+53,6.406908830856264,2.902113491465674,4.317451670514387,1.300658647762249,Iris-versicolor
+54,6.065826947282518,2.599768144984697,5.587616339917867,1.4043103091037021,Iris-virginica
+55,5.595120178083952,2.348970225391407,3.961386584977684,1.1352107532221654,Iris-versicolor
+56,6.306192055482691,2.3037387780167013,4.393177056501676,1.3013676502363098,Iris-versicolor
+57,5.999276780749761,2.703975640897168,5.107819826749569,1.5850902621174017,Iris-versicolor
+58,6.073505901221473,2.584692931524529,5.636006748659991,1.4482887031786447,Iris-virginica
+59,5.389517825344012,3.4259930220352635,1.5457645196189191,0.38065935695394815,Iris-setosa
+60,5.811444176697981,2.8163080334116763,5.100602588123354,2.4008947448994955,Iris-virginica
+61,5.143925093067069,3.5877251564393866,1.4991969283427178,0.20183279339719268,Iris-setosa
+62,4.764142202042074,3.0,1.388757702371073,0.1,Iris-setosa
+63,4.987119750478586,2.4403441911988906,3.1822942821741647,1.0755510905716292,Iris-versicolor
+64,6.787759762363708,2.7920393724466535,4.784650106889919,1.3935816389578881,Iris-versicolor
+65,5.823935479147192,2.8051908490224267,5.093360991869774,2.4105540822721507,Iris-virginica
+66,6.528302215011265,3.0,5.48315468728684,1.8118237702554727,Iris-virginica
+67,5.268204100679561,3.3533003884854278,1.6723505040236821,0.5192394780097866,Iris-setosa
+68,5.104502077045634,3.2995983737801855,1.7615553119497067,0.534901422085913,Iris-setosa
+69,6.005091334147803,2.691654458675332,5.1041663897056,1.598074789674651,Iris-versicolor
+70,6.398419148525973,2.9004671953267,4.284184163225948,1.3327486050909483,Iris-versicolor
+71,5.662394875046242,3.792363098174439,1.8424566673103517,0.3245422696864825,Iris-setosa
+72,7.701709482586898,2.617886004611422,6.9,2.306528554992444,Iris-virginica
+73,6.091683749435,2.6441740026409746,5.072620948544679,1.5826390692627856,Iris-versicolor
+74,6.731543910817458,3.1279494910637857,5.12490351740476,2.219247390028322,Iris-virginica
+75,6.306271316198411,2.936958781622174,5.636638320388237,1.8046163043561725,Iris-virginica
+76,5.9676444198266285,2.745487317993464,5.026847665655931,1.5627936870738908,Iris-versicolor
+77,5.502278371492125,3.8900508305752886,1.6841136802641177,0.39153033409996585,Iris-setosa
+78,5.872558548221053,3.190497510424269,4.785157593852433,1.79442394812963,Iris-versicolor
+79,5.786080347784615,2.9434110970772904,4.364494862037512,1.3203818812999832,Iris-versicolor
+80,5.889886177587371,3.0,4.170622156892815,1.4584842925564305,Iris-versicolor
+81,6.234699434228735,2.2,4.509023737738175,1.5299315508202929,Iris-versicolor
+82,6.860837440560544,3.0,5.400297060126277,2.1644903145059415,Iris-virginica
+83,5.0117243830275395,3.393239575708176,1.7776116229473846,0.3733563534197637,Iris-setosa
+84,4.932512382150653,2.4313445494923798,3.3899926583063187,1.067370447467979,Iris-versicolor
+85,6.39344543829537,2.912020035551737,4.295797408593467,1.3058332696135093,Iris-versicolor
+86,6.095798714724537,2.7930173938425087,4.678576039958913,1.2050823017677803,Iris-versicolor
+87,6.311694003105506,2.2959893360774943,4.363245282380264,1.2886279627720574,Iris-versicolor
+88,5.399963618566502,3.0,4.514781244795884,1.5120023037719936,Iris-versicolor
+89,6.4135198454676905,2.6953045965447293,5.319759094206406,1.89890912687658,Iris-virginica
+90,6.314005643070363,2.2963123754225805,4.419245741422297,1.2901087739544876,Iris-versicolor
+91,7.716736442616961,2.5869414686281296,6.9,2.2988491176121673,Iris-virginica
+92,5.654567846853627,2.489172399424379,4.989383308256109,2.0108438457152076,Iris-virginica
+93,5.011545868192054,3.3161763445049863,1.4105195172776555,0.20050149486453708,Iris-setosa
+94,6.835571163995682,3.0,5.578353398930122,2.0964532513672607,Iris-virginica
+95,6.736314156535375,3.3051056885183088,5.7301680119510525,2.093402432898658,Iris-virginica
+96,5.648929245881021,3.8198805236954017,1.7705169101990839,0.2957210223964035,Iris-setosa
+97,5.772657131361036,2.6883308449269276,5.097266782173146,1.8931751390319764,Iris-virginica
+98,5.148834579325962,2.64081349763511,3.754964976117416,1.3330731187207125,Iris-versicolor
+99,6.797573830507889,3.21604445679261,5.77604225211399,2.278169298282152,Iris-virginica
+100,4.635976796081529,3.147098955024287,1.3881593813094932,0.20049903910394182,Iris-setosa
+101,4.885151728738182,3.0,1.393151349219738,0.20692279494124308,Iris-setosa
+102,5.733431937696866,2.833374166356367,4.505534903435063,1.3177015592284491,Iris-versicolor
+103,6.339872781816493,3.0698217095613605,5.0389253153447795,1.9390301454479244,Iris-virginica
+104,5.7182232014968015,3.0,3.769070589480846,1.3770220804315034,Iris-versicolor
+105,7.899998931605954,3.814840417916036,6.407290757691145,1.979028660519104,Iris-virginica
+106,6.2075234018194045,2.200000362459552,4.570606233419017,1.5225496467196349,Iris-versicolor
+107,6.538511700603188,3.0,5.856798458716336,2.216357736594692,Iris-virginica
+108,5.405311581363831,2.541217452057328,4.054038071660936,1.1564368839119663,Iris-versicolor
+109,7.9,3.793196718274057,6.447353631496769,2.0129479661128546,Iris-virginica
+110,4.815250577619819,3.0,1.4190463123126922,0.1,Iris-setosa
+111,6.704096568187197,2.490812037756742,5.771610283838135,1.7981882089163919,Iris-virginica
+112,5.575396134040397,2.933453424395753,3.7300709763650524,1.2979398328670348,Iris-versicolor
+113,4.9870635700736425,3.2950501709105025,1.3941605590924246,0.20681932778224488,Iris-setosa
+114,6.879090481556762,3.192687479976951,5.733667914004148,2.307598421749953,Iris-virginica
+115,5.523550604904768,2.428336758966034,3.699228146574148,1.0731341319738616,Iris-versicolor
+116,6.812942879787247,3.1569638452746926,5.906203935367607,2.293223805803024,Iris-virginica
+117,6.2827292733203555,2.7424882609374017,4.8688964356610995,1.7975038398498593,Iris-virginica
+118,5.985508949447286,2.899532294214782,4.402423557189157,1.5090315119697555,Iris-versicolor
+119,4.816523074346153,3.0,1.4030750792532742,0.10000009775097717,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/29/test.csv b/iris/tab_ddpm/5_2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/29/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/29/train.csv b/iris/tab_ddpm/5_2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/29/val.csv b/iris/tab_ddpm/5_2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/29/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/3/synth.csv b/iris/tab_ddpm/5_2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5a7761c646790e95c257d866c0a8cebf431cf3ac
--- /dev/null
+++ b/iris/tab_ddpm/5_2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.626378189844751,3.2035513584558895,1.4042795753578223,0.20001539754906683,Iris-setosa
+1,4.5038548962821725,2.3076588534892606,1.301502255595693,0.3213402543463046,Iris-setosa
+2,6.708308527348619,3.2968671777012624,5.671558158528177,2.102291103425599,Iris-virginica
+3,4.400000710234955,2.894638242451609,1.3835857578091666,0.19995959159754528,Iris-setosa
+4,6.404298993906755,2.9879136696929014,5.612966293704895,1.8017776421761857,Iris-virginica
+5,5.536707528503141,2.4970110270866828,3.7523076108554103,1.0878699511511352,Iris-versicolor
+6,4.4,2.901783112389516,1.398595502842032,0.20528658160900087,Iris-setosa
+7,6.070382617442036,2.997998738857595,4.571427643182187,1.4364776990985384,Iris-versicolor
+8,6.198615658531262,2.2,4.538340413658847,1.4864813795668328,Iris-versicolor
+9,7.89999856955847,3.7615797485604463,6.380917313551974,1.9839784754803735,Iris-virginica
+10,5.495482716707456,4.1999988314759245,1.400754186631874,0.20561365913351592,Iris-setosa
+11,6.2151826179478435,2.200000323482838,4.468556671496106,1.5086909715696966,Iris-versicolor
+12,5.598295021664364,2.4747976322890635,3.8841376585703693,1.0837045424528502,Iris-versicolor
+13,5.348195716555295,3.0,4.464396576343362,1.4861900578125944,Iris-versicolor
+14,6.075059443525301,2.595777713586725,5.619457503490301,1.4191632607407623,Iris-virginica
+15,5.095518343066691,3.5330368910169803,1.3958255072295285,0.32952929066354486,Iris-setosa
+16,4.618739098670999,3.1583119262162103,1.3988929338573233,0.20529612776162906,Iris-setosa
+17,5.6105029352738365,2.8565686055613306,3.5869486424691264,1.3149892650519497,Iris-versicolor
+18,6.520255045006906,3.2102540400913884,5.125177173628352,2.0275220255131456,Iris-virginica
+19,5.120020478890504,3.8170524237603916,1.7963357064496006,0.20234514163373793,Iris-setosa
+20,6.920722498319177,3.1450774197607965,5.720075367154363,2.2359073493975656,Iris-virginica
+21,6.306118076871056,2.4632802563086975,4.903523649560725,1.5178516973080476,Iris-versicolor
+22,5.644946771406318,3.786413229605328,1.5552267468575032,0.3354846380594273,Iris-setosa
+23,5.478639601162927,3.4149605082569843,1.7427905286922143,0.2025270570564821,Iris-setosa
+24,5.160379890436939,2.668704767110072,3.6681323987188192,1.363285106767229,Iris-versicolor
+25,5.641645533728039,3.770492835549872,1.8623843728767213,0.33150813046670613,Iris-setosa
+26,6.790123368094549,2.8116983247289946,4.7921601159300256,1.3928997781662416,Iris-versicolor
+27,5.415524325335528,3.0,4.433244014919729,1.4690512438826144,Iris-versicolor
+28,5.387834326420305,3.0,4.492611185333906,1.528471688456921,Iris-versicolor
+29,6.308343701450235,3.3999799604087633,5.564120358571047,2.395773420136279,Iris-virginica
+30,6.074151830654699,2.998355157896841,4.911713108837597,1.8127953104557515,Iris-virginica
+31,4.8832514482402285,3.0997010343908307,1.5164087520265428,0.1000000941949647,Iris-setosa
+32,5.088519260473455,3.517696686325431,1.4029046252971702,0.3210752629158828,Iris-setosa
+33,5.177480589303033,3.376232305364331,1.4969208493037205,0.20062960555791975,Iris-setosa
+34,5.35918860441056,3.396853837981899,1.4973963171325793,0.3794951878148631,Iris-setosa
+35,6.710861410210965,2.520937081738687,5.827748947422173,1.8021297492191517,Iris-virginica
+36,5.009904843644051,3.1914001349795926,1.2000001858072187,0.19598535325058777,Iris-setosa
+37,6.015743861312852,2.821718335817275,4.591873012615597,1.3039749030244796,Iris-versicolor
+38,5.556032232192218,2.5235695844502337,4.1629210053099115,1.1366724667358477,Iris-versicolor
+39,6.858463964868562,3.207482077390188,5.8839639308993235,2.2985745427080206,Iris-virginica
+40,5.443135457985198,3.0,4.491653012205067,1.5208582590882052,Iris-versicolor
+41,5.899883089157802,2.8720541536058843,4.498389474246161,1.4266774086078928,Iris-versicolor
+42,5.597917958291551,2.8852789096727682,3.5665059817238696,1.2801054862088679,Iris-versicolor
+43,5.606781204412164,3.0,4.098561035753532,1.3046298457315424,Iris-versicolor
+44,5.767703628504508,2.8235342350118793,4.4403525683102965,1.3684468940716177,Iris-versicolor
+45,5.632384799798121,2.6932227190490363,4.293701430509718,1.3093893748749519,Iris-versicolor
+46,6.0393847540905385,2.7830399764491793,4.678052802496788,1.1911549793824299,Iris-versicolor
+47,5.47998103728928,3.032588102690961,4.62202807049894,1.6337603316905107,Iris-versicolor
+48,5.519012383092976,3.608444037601575,1.497920625000557,0.3818018294711677,Iris-setosa
+49,4.4,2.8841301024266603,1.3872534547278974,0.20029230843304832,Iris-setosa
+50,6.718726058673829,3.3045331323313443,5.71042143687087,2.5,Iris-virginica
+51,6.02673834280086,2.7062135744619074,5.082151303376347,1.5511920866085949,Iris-versicolor
+52,7.9,3.801938894546484,6.405719504966193,2.0163172077462557,Iris-virginica
+53,6.705123183602355,3.0,5.001685271712707,1.6907667284242938,Iris-versicolor
+54,5.756030413290902,2.7614246768891886,4.55471968550516,1.2665474500631637,Iris-versicolor
+55,6.411362486787115,2.7107528387239332,5.326701262317121,1.8966247485756238,Iris-virginica
+56,5.831875843779268,3.1895591164587556,4.758528461328969,1.7807552710637107,Iris-versicolor
+57,6.173330163720058,2.2,4.476826407203689,1.4819424742301266,Iris-versicolor
+58,5.779716478794718,3.0,4.189202370309296,1.4276652386839825,Iris-versicolor
+59,6.397440785102549,2.906908132300455,4.294500600835792,1.2748421207121436,Iris-versicolor
+60,5.395153032163114,3.39960314599254,1.6706232538078838,0.19643968243668927,Iris-setosa
+61,6.296527009013122,2.496539000540994,4.883532799979816,1.5384124734659013,Iris-versicolor
+62,5.121039885481682,3.417983329551354,1.5349308285879102,0.19591433592803553,Iris-setosa
+63,5.117436682474907,3.71779829770466,1.552685130472133,0.40599690673992556,Iris-setosa
+64,5.114074904459471,3.8030734974474565,1.6991850672002686,0.1975870094524057,Iris-setosa
+65,6.31575617356392,2.9162532661259344,5.612771069324499,1.801611228880627,Iris-virginica
+66,5.373000971038057,3.3910235579328067,1.587513342553158,0.1964981463502221,Iris-setosa
+67,6.705573263358014,3.3020305483758077,5.667344397787792,2.101208973317127,Iris-virginica
+68,6.837483011074953,3.0,5.53021977352053,2.1031956143655504,Iris-virginica
+69,5.382462328402746,3.92951504767531,1.7212500184566395,0.36494649298209436,Iris-setosa
+70,4.953383869889468,3.174887081497025,1.2,0.20672589102990446,Iris-setosa
+71,5.0120399119705175,3.406784731148114,1.5823614730039848,0.3862622370463305,Iris-setosa
+72,6.296703810234787,2.3180940469837754,4.370900916673156,1.3159993668009544,Iris-versicolor
+73,5.977114852317097,3.0,4.925375876807492,1.8053302420090878,Iris-virginica
+74,6.689031165488405,2.4791169149679066,5.821555554023238,1.7863121996310651,Iris-virginica
+75,5.495324155980168,4.199999153181483,1.398073276286935,0.20584233360608006,Iris-setosa
+76,6.052447068699469,2.79102647603419,4.715242704664022,1.2114992224953405,Iris-versicolor
+77,5.964525533194211,3.214934515786975,4.764677693960902,1.7970693993257363,Iris-versicolor
+78,4.59317934830346,3.3996021386170723,1.395660011655629,0.35611640262208005,Iris-setosa
+79,5.043008489698793,3.3980869090172114,1.4001820134542848,0.2568253776852629,Iris-setosa
+80,6.827365327145546,3.0,5.52002734120184,2.090597816340482,Iris-virginica
+81,4.500156145921463,2.2935791753829062,1.3009276712299163,0.29611970598217263,Iris-setosa
+82,6.302591250858206,3.296698107329317,4.706139250015433,1.601878825353654,Iris-versicolor
+83,6.878028418946178,3.0,5.587663273529067,2.0923006932567274,Iris-virginica
+84,7.7258005480479,2.6088572633271387,6.899998509383546,2.313039864388745,Iris-virginica
+85,4.905145799873948,3.109054028527785,1.4955133675466115,0.10000013350764195,Iris-setosa
+86,5.35976965724232,3.3973557981517253,1.4992626310664798,0.4114543521900743,Iris-setosa
+87,6.173056670159886,2.2,4.4801616661776595,1.488490725922002,Iris-versicolor
+88,7.700949786448097,2.632522452013135,6.899996846503866,2.314559358291332,Iris-virginica
+89,6.724966811575372,2.489367548757052,5.876726349210384,1.7908892153904719,Iris-virginica
+90,6.311432388213817,2.292938476520218,4.415558434012846,1.2787843398764682,Iris-versicolor
+91,5.533779235945039,2.6651427374985786,4.352581967771795,1.2580047136489794,Iris-versicolor
+92,5.539413132758912,2.589222679530047,4.2352768811286845,1.225241559004679,Iris-versicolor
+93,4.798366119489027,3.0,1.3974483050360589,0.1,Iris-setosa
+94,6.251307650498956,3.0,4.6081945947792216,1.413437554803322,Iris-versicolor
+95,7.712982450789799,2.58703027165217,6.9,2.2958835084543505,Iris-virginica
+96,6.939561673538662,3.1122134791199176,5.11518462437982,2.2972815488165557,Iris-virginica
+97,5.904849622356222,3.0,4.258545537339008,1.4856477193744297,Iris-versicolor
+98,4.850376057478611,3.0,1.394111955355642,0.21834979747300864,Iris-setosa
+99,4.9243405447810735,3.0,1.3977039721109141,0.19706430407728812,Iris-setosa
+100,5.754661936957888,3.0,4.369739960604985,1.3485477646306274,Iris-versicolor
+101,5.4377947642112625,3.4390007212813076,1.496925701939383,0.4318134724701326,Iris-setosa
+102,6.294764658975825,2.490378170793466,4.919658464366999,1.5099396779993164,Iris-versicolor
+103,7.17303541267847,3.0,5.955249471228986,2.095193868420216,Iris-virginica
+104,6.911512351119833,3.092832011971052,5.096321551500309,2.292590888079328,Iris-virginica
+105,4.795390920146186,3.0,1.4002523974132532,0.3313053688346446,Iris-setosa
+106,6.2942846467773785,2.8953420821182143,5.600618463593844,1.7979246390902357,Iris-virginica
+107,4.789563312371343,3.0,1.394019543242131,0.29635124597133006,Iris-setosa
+108,5.611672336428222,2.6994704253030335,3.9816494375069045,1.2974653014009627,Iris-versicolor
+109,5.073264145841056,3.387339564749149,1.4990850056708782,0.19916686603224298,Iris-setosa
+110,5.458516934364621,2.5801236816667155,4.4027629208456265,1.1644114243400516,Iris-versicolor
+111,6.293194333092893,2.453469569857079,4.858997102410017,1.4753788295616328,Iris-versicolor
+112,6.070254545162719,2.981153340380681,4.527404121475954,1.4329697567590745,Iris-versicolor
+113,6.471755701356436,3.2034039049943703,5.0862124659905135,2.0222597187091775,Iris-virginica
+114,6.898636368267332,3.1853341722029325,5.9057544406231735,2.28144413605347,Iris-virginica
+115,6.374854140039772,2.917771387741695,4.236241879704435,1.285490684976039,Iris-versicolor
+116,4.904948468021602,3.0948685681441437,1.4961971518544677,0.1,Iris-setosa
+117,5.140584469733364,2.602172783784978,3.474551298927219,1.259205446369674,Iris-versicolor
+118,4.400000458354286,2.9307316434890165,1.3954153239029596,0.2127839281435959,Iris-setosa
+119,6.281872142455622,2.3025635627201293,4.354699751242336,1.2660350059101522,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/3/test.csv b/iris/tab_ddpm/5_2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/3/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/3/train.csv b/iris/tab_ddpm/5_2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/3/val.csv b/iris/tab_ddpm/5_2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/3/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/4/synth.csv b/iris/tab_ddpm/5_2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..efc0944b6cccd6792241148fd91ff613ea509265
--- /dev/null
+++ b/iris/tab_ddpm/5_2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.87298035158273,3.0,4.312672081394731,1.440427751079596,Iris-versicolor
+1,7.721447187219297,2.5977468772607275,6.9,2.280264187363941,Iris-virginica
+2,5.0173200890852545,3.1931030935922466,1.2000002732179995,0.20528192805194667,Iris-setosa
+3,6.781389241740077,3.0,5.40812115506219,2.144973547367235,Iris-virginica
+4,6.299423799512201,2.9702352064149538,5.512319849991867,1.7964541942339298,Iris-virginica
+5,6.2430276968439555,2.5436847633082555,4.986477357138075,1.5397669515121253,Iris-versicolor
+6,6.357630231438231,2.506467472042637,4.926562099486278,1.5168042357423184,Iris-versicolor
+7,5.659073253733926,2.483045753710289,4.9421888334855675,2.0133901416452518,Iris-virginica
+8,4.954929469813893,3.4816245080824393,1.3851052113938973,0.382922354184986,Iris-setosa
+9,5.962297553384007,2.8863314641219304,4.4752189049227145,1.4518590811392607,Iris-versicolor
+10,5.121302288111481,3.534977009855865,1.4085572254344392,0.297381398332055,Iris-setosa
+11,7.7213361437258765,2.5880450796681926,6.9,2.2750642579915517,Iris-virginica
+12,6.316507399497512,3.3064090912542277,4.7226560308040595,1.5995974163511484,Iris-versicolor
+13,4.805911483427666,3.0,1.4006460738201596,0.2961392655743028,Iris-setosa
+14,5.606039508513235,3.0,3.8689962360593153,1.275047587197045,Iris-versicolor
+15,5.5132434877178245,2.7067059594482696,3.938621477477062,1.3150399944561668,Iris-versicolor
+16,5.971531195439502,2.6945066481941216,5.078794741196344,1.5873502933915973,Iris-versicolor
+17,6.70148529716723,3.290630616467737,5.738141350159393,2.1080971703440277,Iris-virginica
+18,5.617548220234564,2.688972384880725,4.165927734962811,1.298130722053373,Iris-versicolor
+19,4.856728196009889,3.0146480195876557,1.442609186211124,0.10000009002950813,Iris-setosa
+20,4.8112841596223825,3.0,1.4011446806608225,0.1,Iris-setosa
+21,6.181746562323818,2.2,4.50434273009459,1.4967053296039778,Iris-versicolor
+22,6.299702713929865,2.5057793018909775,4.88893109051993,1.5039127773734684,Iris-versicolor
+23,5.182535232689169,3.3413111241672984,1.602955135415035,0.4457497476017122,Iris-setosa
+24,6.1475673554759425,2.2000004166515246,4.524701000180352,1.5537151428548732,Iris-versicolor
+25,5.867243271310996,3.1953491831055145,4.754954066133366,1.7887029983775065,Iris-versicolor
+26,5.613956709346061,2.505922964488871,4.106409590434558,1.1476063292900873,Iris-versicolor
+27,4.992301916975082,3.2172502839831822,1.2000001949068708,0.19800538601390552,Iris-setosa
+28,6.693152182408141,2.5156365868184474,5.78422682428716,1.8083935316238549,Iris-virginica
+29,6.344325531095956,2.4272407586651124,4.834655327224879,1.4603695725497094,Iris-versicolor
+30,4.798175551548227,3.0,1.4039653999995743,0.1,Iris-setosa
+31,4.501909416559551,2.3025253602070435,1.3097951726397183,0.2997140467077233,Iris-setosa
+32,6.398628449599425,2.8962329311024737,4.323162930681547,1.310396956492746,Iris-versicolor
+33,6.191394760241141,2.2,4.479384267434699,1.489847340331495,Iris-versicolor
+34,4.885518132656831,3.0,1.4062415508372996,0.2024563687063122,Iris-setosa
+35,5.764435421119568,2.613879035390748,4.293322467024818,1.2494581404508733,Iris-versicolor
+36,6.950752748593315,3.122572243456375,5.671951148699902,2.2578283990707364,Iris-virginica
+37,6.328204728193718,3.4075279162548258,5.609700775131334,2.402583014600886,Iris-virginica
+38,4.600111340755455,3.1943545894467067,1.3980762118359134,0.1971676805912404,Iris-setosa
+39,6.352897601899706,2.7108808707924563,5.118818216289199,1.8179188790638217,Iris-virginica
+40,6.699229779473069,3.27466968988106,5.706657355131315,2.499997468637694,Iris-virginica
+41,6.625862504172141,3.0,5.554051067628601,2.001939389945211,Iris-virginica
+42,5.618277533604418,2.413363338512735,3.905392861916682,1.110977271848537,Iris-versicolor
+43,5.59592954053226,2.912736313291476,3.6613971993131456,1.3025640373919596,Iris-versicolor
+44,5.230796789173797,3.8733710131998427,1.5547547243683284,0.35409070397916326,Iris-setosa
+45,5.102945284781017,3.7410306423853266,1.4969785711382098,0.20109791579328162,Iris-setosa
+46,4.757765177020875,3.0,1.401272882484828,0.29577415712165,Iris-setosa
+47,6.102772347400854,3.049053075232755,4.501313461583414,1.3925126685830305,Iris-versicolor
+48,5.306175577006628,3.3998604011943794,1.5196642523180501,0.20007825456371534,Iris-setosa
+49,7.104699400469465,3.0,5.987641579807681,2.0743683447963823,Iris-virginica
+50,6.317332614122809,2.714951553745637,4.899394754902975,1.8058315943638186,Iris-virginica
+51,5.686378241909934,3.790525863532864,1.7866577516155915,0.3379270757444321,Iris-setosa
+52,6.5044485267022285,3.202056488981366,5.087453347446208,2.0158947483432175,Iris-virginica
+53,4.907253610833825,3.0923385641255736,1.5444406671619841,0.10000010395901784,Iris-setosa
+54,6.290574426016872,2.3000488317634136,4.411028909444955,1.3090208132534153,Iris-versicolor
+55,5.881428101163799,3.0,4.127850861650792,1.4995592946677494,Iris-versicolor
+56,6.533257912176814,3.18235938853507,5.107292062733507,1.9944571947011138,Iris-virginica
+57,5.463936395901285,2.8165816841223466,3.814054937545001,1.363347960039314,Iris-versicolor
+58,4.903307884203753,3.0813860891793,1.4971754665622556,0.10000009176528989,Iris-setosa
+59,6.277137512853894,2.31159656482885,4.321240380420651,1.3016915919701573,Iris-versicolor
+60,6.0183478416709635,2.2000003685815543,5.013044468648807,1.5219857029488766,Iris-virginica
+61,5.695899502891042,3.77930719912702,1.6541642450425325,0.29406412164633333,Iris-setosa
+62,4.63994661489562,3.40080800841914,1.3968250398658224,0.3363158012289229,Iris-setosa
+63,6.7145687893593005,3.2800699752600972,5.789249901638879,2.5,Iris-virginica
+64,5.578360935328529,2.481142152359698,3.8845849029626702,1.104059364235769,Iris-versicolor
+65,6.851000150484153,2.793497252219816,4.889031373324317,1.4232459437214255,Iris-versicolor
+66,6.643442102539691,3.2987822165430836,5.665382763066312,2.4999994938153924,Iris-virginica
+67,6.292121186317329,2.3050697886011937,4.434875191725091,1.3060762385540525,Iris-versicolor
+68,5.66567977967077,3.791858131382516,1.7981118562430494,0.3235031752786821,Iris-setosa
+69,5.787970171215688,2.8055193117385078,5.090689076112886,2.3952572493076034,Iris-virginica
+70,6.559715922228343,3.028856076390666,4.963460518626546,1.6721296260897673,Iris-versicolor
+71,5.741211275892318,3.801269561436741,1.729831987387953,0.2959771396563934,Iris-setosa
+72,4.655127590105343,3.3953357925751186,1.4044986135954742,0.2984205819753419,Iris-setosa
+73,4.614467000407917,3.1933214425149328,1.3941214839390668,0.19741058139647166,Iris-setosa
+74,5.404563945855742,3.3959963099017494,1.5025535990984906,0.35786414731891997,Iris-setosa
+75,5.2297187114040895,3.7639937313637066,1.7316393247589106,0.40227576288338235,Iris-setosa
+76,6.409857685840016,2.89645272716263,4.264735843387146,1.3061179772314426,Iris-versicolor
+77,5.142252968392661,2.5459439412145692,3.339127083934675,1.1837288007304552,Iris-versicolor
+78,6.722801003417884,3.301594903401792,5.69710463887812,2.0847446639168883,Iris-virginica
+79,6.276801902498763,2.3082840152880397,4.396945988438269,1.3035546853829654,Iris-versicolor
+80,5.701897439091569,2.726857850125735,4.534070973098625,1.2496429110597933,Iris-versicolor
+81,7.0778412262614285,3.0,5.915240874338955,2.0960238271112464,Iris-virginica
+82,6.288845141183619,3.40257400880306,5.567527236890356,2.400743544022566,Iris-virginica
+83,5.410330970198412,3.39760034266821,1.6427851657867805,0.1982041488722895,Iris-setosa
+84,6.856650926156366,3.200659644211108,5.877064481025393,2.308250077996586,Iris-virginica
+85,6.311212422220602,2.713583818836286,4.887936939194829,1.7994581347791374,Iris-virginica
+86,6.856268829816066,3.1839672267543384,5.846688516604913,2.2971494120265867,Iris-virginica
+87,5.115459776138867,3.8152843779591716,1.6161911179652266,0.19176316678572847,Iris-setosa
+88,6.5715450335970464,3.0,5.850398723771611,2.232223764094441,Iris-virginica
+89,6.397084165443199,2.6879458344756397,5.347666854597198,1.900448607654336,Iris-virginica
+90,5.753260006977218,2.624662361301167,5.083305800016974,1.9408829790660558,Iris-virginica
+91,5.460484102943702,2.376708526930727,3.828034714847436,1.1237579033842098,Iris-versicolor
+92,6.09614685337231,2.8306755594685242,4.67806718049889,1.1738933441196395,Iris-versicolor
+93,5.403813676030254,3.8145618097791383,1.575748509406771,0.22240880618494693,Iris-setosa
+94,5.5993416724975305,2.4907058912359203,3.92390843258758,1.10499316838192,Iris-versicolor
+95,5.089182668677643,3.3065097754268735,1.4960439093786668,0.5820247441916278,Iris-setosa
+96,6.946086469552252,3.195663200189713,5.858117189767734,2.288544411740878,Iris-virginica
+97,5.8072464442696425,3.0,4.2983044664758925,1.532801603187181,Iris-versicolor
+98,5.080674364421133,2.5181585457252926,3.3250920707159195,1.141914183411931,Iris-versicolor
+99,5.564580764672404,2.55108066217284,4.027910095751531,1.1336915610756533,Iris-versicolor
+100,5.249421755916729,2.676088090366407,4.051584588498707,1.3597387522254756,Iris-versicolor
+101,6.0811868899683885,2.6017574089315585,5.578173703780202,1.4473569148002718,Iris-virginica
+102,4.604494883421848,3.209380153923688,1.398111184795402,0.2005364922837384,Iris-setosa
+103,5.389890397357649,3.5213022898355635,1.5452491999113904,0.30465851758237994,Iris-setosa
+104,5.38733150594452,3.907928253354087,1.593855012784105,0.3655040468049928,Iris-setosa
+105,4.4,2.875600825072089,1.40542463168398,0.1977052979352372,Iris-setosa
+106,5.980957503416045,2.896560758924476,4.441930436107887,1.505719945089333,Iris-versicolor
+107,4.884680904078534,3.0958621819757957,1.4977253206076353,0.10000010601908997,Iris-setosa
+108,5.69447610277604,2.495350786433885,4.993213419012109,2.008889792881931,Iris-virginica
+109,6.7044181505909,3.3014185995365652,5.703105735429694,2.106222297180653,Iris-virginica
+110,5.964972442873014,2.560345410119736,4.527166815085031,1.2758136828872428,Iris-versicolor
+111,6.7708818449750705,2.819236764605324,4.822040405433192,1.4337338884586381,Iris-versicolor
+112,4.6885615281135005,3.0255063168208802,1.405086377810824,0.19684579023521215,Iris-setosa
+113,6.013569390968075,2.2000003441893945,4.988978584606677,1.4918967769130385,Iris-virginica
+114,6.67224445959368,3.0,4.982996744974682,1.7267399062409048,Iris-versicolor
+115,6.14025174889137,2.5961773543482436,5.6234138526509145,1.4248393289684784,Iris-virginica
+116,7.20519064472856,2.904806359560957,6.28557710359585,1.79788921979136,Iris-virginica
+117,6.698630290706856,3.0,5.566757570024074,2.07880487745703,Iris-virginica
+118,5.817720139683587,2.831989742976,5.104105888248685,2.413962250419069,Iris-virginica
+119,5.547723114828941,2.474434495118235,3.8681182176394326,1.1013380435298872,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/4/test.csv b/iris/tab_ddpm/5_2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/4/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/4/train.csv b/iris/tab_ddpm/5_2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/4/val.csv b/iris/tab_ddpm/5_2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/4/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/5/synth.csv b/iris/tab_ddpm/5_2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dc41f912e857568358a75d342a482d51cad48703
--- /dev/null
+++ b/iris/tab_ddpm/5_2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.468159452339962,2.862202282245673,3.68568043877663,1.3767898346546483,Iris-versicolor
+1,4.897279265694767,3.078841706633139,1.499325238412318,0.10000009278836391,Iris-setosa
+2,6.3084379792721075,2.505902508872026,4.928970654208597,1.510839585015237,Iris-versicolor
+3,4.9907372524956894,3.3966140962666453,1.5541216963224591,0.42942266505007864,Iris-setosa
+4,4.979178113970549,3.3115649508575458,1.4253140784194043,0.20611477428812355,Iris-setosa
+5,6.719148773992421,2.4923210026122438,5.813578854089359,1.802407573985813,Iris-virginica
+6,5.644985259501873,2.73977108040979,4.446394940756586,1.2819272555412393,Iris-versicolor
+7,6.892579860226555,3.098501205000734,5.104726785875745,2.307243078411737,Iris-virginica
+8,6.656389175380495,3.035278609269545,5.804798434406538,2.253196158128021,Iris-virginica
+9,5.892697288118307,3.2365412263932742,4.793839702194555,1.7981790653437257,Iris-versicolor
+10,5.528560816157888,2.3952272152973535,3.93599583832437,1.1246382542171165,Iris-versicolor
+11,4.913164287611387,2.4073906229559205,3.2220112777851755,1.0508420534796226,Iris-versicolor
+12,6.707074494235893,2.477192673881703,5.844998305761669,1.7985302088254547,Iris-virginica
+13,5.142480496592393,3.7548817601344684,1.581415573493282,0.1992984151221026,Iris-setosa
+14,5.326987859914005,3.597384782570816,1.5692561501599624,0.20420996596723986,Iris-setosa
+15,5.65336325947061,2.8415835347326546,4.281925456493806,1.3378951883069004,Iris-versicolor
+16,6.2910482162065176,3.3042885534986177,4.678561789305287,1.5947049415672037,Iris-versicolor
+17,5.995815996054892,2.696077983211265,5.107185142675653,1.5935833389155665,Iris-versicolor
+18,7.055074230616041,3.0,5.944589482669003,2.008557239506904,Iris-virginica
+19,6.315686232325297,3.300897001113469,4.728958647414302,1.5776614815437693,Iris-versicolor
+20,7.8999988518158215,3.78489722689433,6.402904871485646,2.019522771020277,Iris-virginica
+21,5.6557782882911685,2.765633914494127,4.3080021900031955,1.2867344887836456,Iris-versicolor
+22,4.4,2.885105834341755,1.4045806972009218,0.19946404985963792,Iris-setosa
+23,5.98100452644962,2.693866172372039,5.073372551343084,1.5722386841782048,Iris-versicolor
+24,6.058299058313935,3.0,4.777359657691431,1.799857318741052,Iris-virginica
+25,4.904252241613259,3.4652259648581016,1.3880913042672696,0.33242150250393765,Iris-setosa
+26,5.31743280560414,3.8406247913858564,1.6170461218770464,0.33041480302202875,Iris-setosa
+27,4.749310422598035,3.261064290922195,1.4062335607609004,0.19822649916978824,Iris-setosa
+28,6.2906529307471635,3.290979522780733,4.6548589977348875,1.6028227411307558,Iris-versicolor
+29,5.8062459575370955,2.7947750337139206,5.097027687858054,2.398211849677669,Iris-virginica
+30,6.338953919548989,3.0,5.484792708189397,1.7953818384076503,Iris-virginica
+31,6.299292087190333,2.7062590033968363,4.888913201833753,1.806459955346091,Iris-virginica
+32,5.067308445263288,3.488191300055398,1.402771569689275,0.313547801127702,Iris-setosa
+33,5.889338659936573,3.0,4.021389795080321,1.481547810064489,Iris-versicolor
+34,6.9184370273426445,3.120673555667843,5.752235564631907,2.257641870798593,Iris-virginica
+35,4.400000625865503,2.909505791661267,1.4085226675452456,0.20652943288124723,Iris-setosa
+36,5.103691566940811,2.5971852567251066,3.6250477622432067,1.3199038874297784,Iris-versicolor
+37,6.755883537402855,3.1842202086013964,5.849376155903107,2.2859579586031256,Iris-virginica
+38,4.620568591999502,3.389297586404014,1.4088831017370722,0.293490199778391,Iris-setosa
+39,5.487383729086877,2.372277126842304,3.8038647486511836,1.115968231102271,Iris-versicolor
+40,5.571048603172521,2.6047918079157215,4.253420354010544,1.1610282695657241,Iris-versicolor
+41,6.2177834616365395,2.2,4.5150098777165155,1.4998463760180771,Iris-versicolor
+42,6.651023918080655,2.548350246417551,5.696483745504814,1.8032651260887838,Iris-virginica
+43,6.670269034947986,3.2914813635159312,5.766857157014558,2.138297158873833,Iris-virginica
+44,6.695952317600958,3.0,5.008859116015468,1.7105138896958239,Iris-versicolor
+45,6.058368787787946,2.908842676629179,4.524671975586187,1.5152162661972994,Iris-versicolor
+46,5.455195408392661,3.4095678069579973,1.7011042876474967,0.2500668067184787,Iris-setosa
+47,5.029219734965877,3.312711580510148,1.393302793399331,0.19651945488208622,Iris-setosa
+48,5.087542454180129,2.5056574710690196,2.957123686756732,1.1153271167200334,Iris-versicolor
+49,4.9809047534867466,3.170174781499483,1.2,0.19883448281355864,Iris-setosa
+50,5.7668935006840565,2.601713022805941,5.054058916925598,1.9105043677070905,Iris-virginica
+51,5.670032060459088,3.771407612768464,1.67287587318372,0.3021123062131038,Iris-setosa
+52,5.646663397079095,2.7619963760114064,4.275971667026951,1.3590452812246914,Iris-versicolor
+53,5.40699614675643,3.8823782588705935,1.579495727771657,0.45924446309901823,Iris-setosa
+54,5.696189502889135,3.781658754914635,1.6241874079055028,0.2882446562508482,Iris-setosa
+55,6.026463992909054,2.70375171300772,5.109694356977372,1.6205107132517316,Iris-versicolor
+56,4.997175348507844,3.3999486967165313,1.6724701834853803,0.36549500962334713,Iris-setosa
+57,6.954685488006351,3.0963686372388226,5.090520431243218,2.3075661059283465,Iris-virginica
+58,6.283321800728118,2.5390635355358735,4.965684086239499,1.5232807119258693,Iris-versicolor
+59,5.515023714560403,2.4036603116002846,3.635701640508975,1.0763659943808364,Iris-versicolor
+60,4.905502656888482,3.0,1.403686538674416,0.20326286987152195,Iris-setosa
+61,7.252800375411043,2.9053507354699986,6.305291678769791,1.7978123827779284,Iris-virginica
+62,7.727372211412912,2.610812309413853,6.899998862835788,2.307163222272922,Iris-virginica
+63,4.906407578933837,3.1176307333536184,1.5182158432343926,0.10000012604979998,Iris-setosa
+64,4.9954440528391935,3.1718779143554037,1.2,0.19979752743377605,Iris-setosa
+65,6.25116415083134,2.723675881772282,4.948982047104869,1.8008878303523486,Iris-virginica
+66,6.054106266751487,2.6829090409901015,5.099165275658796,1.593811168871049,Iris-versicolor
+67,5.926431530581502,3.0,5.1232920043441625,1.7974610647803033,Iris-virginica
+68,6.146644401620061,2.6659970148709093,5.525937347355162,1.5336678990021364,Iris-virginica
+69,6.113609463411015,2.806837255304697,4.69316407572038,1.1753284145802152,Iris-versicolor
+70,5.800889676707866,2.8206776976877266,5.0969643940483556,2.4029829173123454,Iris-virginica
+71,5.8004028526094755,3.194423412278469,4.788164806007238,1.7961804227419766,Iris-versicolor
+72,6.2861637151903675,2.2869479364298044,4.430598924719941,1.3150251717313304,Iris-versicolor
+73,4.811717376762861,3.0,1.3886760547123176,0.1,Iris-setosa
+74,6.4108817956965005,2.9040202074386787,4.295381811332603,1.3067637699264756,Iris-versicolor
+75,4.40000080624481,2.896279528918993,1.3860869340501358,0.20000948922056389,Iris-setosa
+76,5.650440319221869,2.792784395536902,4.393474293854041,1.3118886002319177,Iris-versicolor
+77,6.716653994722607,3.0,5.003271347232865,1.697547461387206,Iris-versicolor
+78,5.08152326943546,3.767004682484321,1.6394326001948363,0.2026440172862842,Iris-setosa
+79,6.409650168313741,2.694132877582216,5.350464099985153,1.8718097577835635,Iris-virginica
+80,6.422798521709202,2.881807066409986,4.131844769836074,1.2726023191118447,Iris-versicolor
+81,5.711051858781377,2.6198280482971623,5.072874219691457,1.9281415691433805,Iris-virginica
+82,5.606647925058028,2.705916187001708,4.483410127677374,1.2840221577080426,Iris-versicolor
+83,6.288197136419919,3.4036173210929275,5.537805485771331,2.3918846145702592,Iris-virginica
+84,5.623938975087889,3.0,3.940993688024149,1.2997794219965837,Iris-versicolor
+85,4.994062684715518,3.2876869009282284,1.4059609758835323,0.19354456117635788,Iris-setosa
+86,5.101326734006966,3.3093986072227612,1.7780464767220332,0.5007940956008398,Iris-setosa
+87,5.610263437743666,2.9271175554065487,3.602114418661806,1.293042619075134,Iris-versicolor
+88,6.840260986530652,3.204288061102579,5.75679710937534,2.300721125413407,Iris-virginica
+89,5.581263761841645,2.6251014821928003,4.262183015934631,1.224440815525876,Iris-versicolor
+90,6.7005253693585995,3.2870697595282623,5.794175797158727,2.5,Iris-virginica
+91,6.27400417676508,2.934646657643366,4.3323934503061166,1.3871335405295786,Iris-versicolor
+92,6.395959435212295,2.888224601329652,4.4211519294926385,1.2931939475949936,Iris-versicolor
+93,6.270991615201075,2.689847708980826,4.880957595315678,1.7983426117394323,Iris-virginica
+94,4.815117507405332,3.0,1.4011569685064715,0.36275716977389055,Iris-setosa
+95,5.738516290100744,2.5697027585177303,5.033858570568507,1.983887503320189,Iris-virginica
+96,5.700758645755958,2.778730931703384,4.464575490984116,1.3124894161152176,Iris-versicolor
+97,5.806958378444747,2.787896172064468,5.100619151597117,2.374495321590243,Iris-virginica
+98,6.544776261830599,3.0,5.422655599468064,1.8169134874795096,Iris-virginica
+99,6.141800225895137,2.854528124013522,4.6834220898013434,1.2311658100679983,Iris-versicolor
+100,5.592941772539077,2.853957685687196,3.639743243695849,1.2949538192748928,Iris-versicolor
+101,5.538420020064509,3.8258469113950144,1.6072126296267104,0.3299836323835723,Iris-setosa
+102,5.484445252415782,2.576409027402484,4.350210965392169,1.1828468575183901,Iris-versicolor
+103,5.021057538854754,3.387289903481581,1.7413058870288982,0.3611217447206844,Iris-setosa
+104,6.326374204686532,2.435488838957784,4.803623572746736,1.4721269095446106,Iris-versicolor
+105,6.7978611261427435,2.7969582483220754,4.770218712963856,1.3871166285479584,Iris-versicolor
+106,5.314951495927065,3.74447442011075,1.5205488205605149,0.2044715290809248,Iris-setosa
+107,5.51597044809438,4.199999095336853,1.3869405937551742,0.19690489664877245,Iris-setosa
+108,4.400000949018342,2.898594795493898,1.4016812072401559,0.20694581233942283,Iris-setosa
+109,5.090551734890406,3.293423036875098,1.676745658325645,0.47433850864324184,Iris-setosa
+110,6.505798930788907,3.1868156583064975,5.111512209006283,2.0076907048023735,Iris-virginica
+111,5.189606399361839,3.3473643075389568,1.6186096827803207,0.4502931998661417,Iris-setosa
+112,6.7862236943778695,2.7983021356594797,4.802613410536447,1.392228837147596,Iris-versicolor
+113,5.59952651517401,2.501224487383766,3.9274491214520166,1.1247450300411777,Iris-versicolor
+114,5.907855433146545,3.0,5.113446587860203,1.8046619718904504,Iris-virginica
+115,6.21320666485085,2.2,4.508424191173213,1.5405576756970314,Iris-versicolor
+116,6.224229070611868,2.613021563022381,5.612310229985296,1.5362928764780373,Iris-virginica
+117,6.322031570981489,3.311903604792995,4.690263480163497,1.5790220187438744,Iris-versicolor
+118,7.091809302451085,3.0,5.917675767490949,2.0252996107364956,Iris-virginica
+119,5.882039983819415,3.0,4.075866525443594,1.4829293367619187,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/5/test.csv b/iris/tab_ddpm/5_2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/5/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/5/train.csv b/iris/tab_ddpm/5_2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/5/val.csv b/iris/tab_ddpm/5_2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/5/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/6/synth.csv b/iris/tab_ddpm/5_2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2291218b13c3cbdd8109908bd26d4b4c87db9d7f
--- /dev/null
+++ b/iris/tab_ddpm/5_2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.591575274454146,2.6211841344502567,4.276566302737002,1.2452973848463484,Iris-versicolor
+1,6.383000370061591,2.697336021345392,5.269295010440206,1.8863718855191804,Iris-virginica
+2,6.262691433218204,2.707092650324293,4.9173633153252645,1.7891219077620562,Iris-virginica
+3,5.404464838370621,3.0,4.477635940813933,1.494943196625454,Iris-versicolor
+4,6.2052478150625525,2.309257465826862,4.34860012715152,1.227986804695132,Iris-versicolor
+5,7.71544900587396,2.6063747325485247,6.9,2.311057686629126,Iris-virginica
+6,5.172574234150597,3.716528061808191,1.499403496373805,0.19954528901013585,Iris-setosa
+7,7.70774057600355,2.5963211318273345,6.9,2.30108319786949,Iris-virginica
+8,6.47644892274651,3.0,5.5072699071817395,1.8010807082714722,Iris-virginica
+9,6.7077484176777755,3.297709247569648,5.6914055835207735,2.098018419674826,Iris-virginica
+10,5.598516322757486,3.805314242085369,1.7000881756774673,0.3442203137466201,Iris-setosa
+11,4.764561146079135,3.0,1.3925746318432561,0.1,Iris-setosa
+12,6.90053112707447,3.104578100156411,5.101415165099691,2.300932101026079,Iris-virginica
+13,6.105211386583594,3.0,4.6632454679053135,1.3710232024434086,Iris-versicolor
+14,6.688788998207507,3.3061490182886626,5.708689821491616,2.499999630942774,Iris-virginica
+15,6.305349315502938,2.913757499263904,5.599114252272665,1.805237427320078,Iris-virginica
+16,5.1822063434596926,3.336374293327378,1.4996551578158137,0.5235602117339273,Iris-setosa
+17,4.9076933528004725,3.100375704497332,1.546796810056489,0.1000001070680054,Iris-setosa
+18,6.295727425868139,2.8729829061701255,4.409615034420981,1.3395759189936856,Iris-versicolor
+19,5.474968936953867,3.907196573836142,1.8118310922282723,0.3347821273026479,Iris-setosa
+20,6.673925952784267,3.0,5.001395001624816,1.7119646610440653,Iris-versicolor
+21,7.6976035393274485,2.595541529639527,6.9,2.306069656651341,Iris-virginica
+22,6.558895500807674,3.0,5.864625985816274,2.233115759309016,Iris-virginica
+23,4.7979139002897675,3.0,1.4045128633866453,0.2935862329555168,Iris-setosa
+24,4.7857574826163924,3.0,1.3943777666462696,0.29635610549770075,Iris-setosa
+25,7.323695918591728,2.90584974844728,6.303486782345554,1.782010084895822,Iris-virginica
+26,6.194376532957181,2.2,4.53584368796973,1.5069193442999052,Iris-versicolor
+27,4.796380412786168,3.0,1.3932322123567094,0.10000011093788314,Iris-setosa
+28,6.494412253197165,3.194012024405594,5.090724486318445,1.991718580248977,Iris-virginica
+29,5.08890240279649,3.3189361725537907,1.720932595012049,0.4854036342656475,Iris-setosa
+30,6.075695008311146,2.6073315172039933,5.635146000867436,1.4108550137366442,Iris-virginica
+31,5.004594063366835,3.3929632540681305,1.533844255373801,0.38458513769111125,Iris-setosa
+32,5.901821324708973,3.0,4.329026761389618,1.5801781711069387,Iris-versicolor
+33,6.393200494161055,2.710736905216973,5.309089516677162,1.8804084092921822,Iris-virginica
+34,5.807855914594321,2.801016312819364,5.104462218369111,2.4115823677991997,Iris-virginica
+35,5.062773235676572,3.355993912870237,1.4654326733053422,0.35509762550244917,Iris-setosa
+36,6.67077976488438,3.289897387933734,5.661266828375852,2.1021272440738232,Iris-virginica
+37,6.245166367060848,2.596608765459768,5.021079149137171,1.5416629040156695,Iris-versicolor
+38,6.401014640964379,2.891657708745918,4.297411444768034,1.3028700016235086,Iris-versicolor
+39,4.811513816885925,3.0,1.4005260858929625,0.3135744335481672,Iris-setosa
+40,6.499588724591916,3.0,5.305909176601407,1.8177672902163675,Iris-virginica
+41,6.728150125682137,3.306411885677116,5.704862738925836,2.5,Iris-virginica
+42,6.138258541546539,2.5991713082672203,5.605579942234166,1.444291417991369,Iris-virginica
+43,4.8884082882897175,3.1198324546347935,1.4997568802979022,0.10000009823411093,Iris-setosa
+44,6.687048345242217,3.0,4.984423017559437,1.7272766796501393,Iris-versicolor
+45,5.6986100738607774,2.815821242153832,4.442043869241001,1.336847706063543,Iris-versicolor
+46,5.311655675410246,3.7277480583668865,1.5430038685966032,0.21304237922139796,Iris-setosa
+47,6.303940296070748,2.700982799757035,4.859732889997068,1.8106042662391275,Iris-virginica
+48,7.9,3.8383098167497343,6.397902297254491,1.9775243932593545,Iris-virginica
+49,6.289693922590011,3.402465416508191,5.595519323312761,2.4001567467579745,Iris-virginica
+50,4.400000528665055,2.9207397552782037,1.4036468515544709,0.20402623052415358,Iris-setosa
+51,5.861241697992828,3.0,4.223194167898711,1.4681195791294428,Iris-versicolor
+52,5.314055150027512,3.8068987832392125,1.6935949973357214,0.40297178369828435,Iris-setosa
+53,5.286601999096736,3.7121815276150816,1.5609197879129213,0.2001761295456947,Iris-setosa
+54,5.774053164348332,2.793819829882869,5.107466242062679,2.389826774675316,Iris-virginica
+55,5.789709044778665,2.775733180284916,5.092736931447685,2.3919566792000357,Iris-virginica
+56,5.497314307863334,4.2,1.3907935995146947,0.20259026502870112,Iris-setosa
+57,5.192183732753503,3.834432541597905,1.576088034600374,0.353416655596537,Iris-setosa
+58,6.113685695164901,2.606880671524407,5.599745966357888,1.432378946803882,Iris-virginica
+59,5.2630394901394855,2.692483484115776,3.9965404965281093,1.3905691454964637,Iris-versicolor
+60,5.247640018654506,3.349186520114542,1.703962496792513,0.37405006209149977,Iris-setosa
+61,5.793910336575161,2.6528665316989857,5.057985885199702,1.9388690395213573,Iris-virginica
+62,6.678453251975199,3.2925530203763853,5.689108790481246,2.104254908882483,Iris-virginica
+63,6.074879246900763,2.790486880978767,4.68054404647815,1.2235271257142513,Iris-versicolor
+64,5.879393545589396,3.19909323784268,4.797520957797721,1.8037309214527688,Iris-versicolor
+65,4.400000455104514,2.8853236829925506,1.4077827350474514,0.19529149700437243,Iris-setosa
+66,7.899998585929219,3.8578593505858283,6.346857962676407,1.9784482989052716,Iris-virginica
+67,5.552262246356079,3.0,4.0340785889904565,1.2836484427080634,Iris-versicolor
+68,5.586255192670306,2.4463068706703606,3.869994074164885,1.0914668855892615,Iris-versicolor
+69,5.648489386855899,3.7833748752985166,1.6993337309521603,0.30719308794684874,Iris-setosa
+70,4.896298685111274,3.0,1.3904591651181732,0.1923716258574694,Iris-setosa
+71,6.314129874767864,3.2061077205839985,4.720354480680644,1.579173600606253,Iris-versicolor
+72,5.390979492659923,3.0,4.515163378259325,1.4943389099111188,Iris-versicolor
+73,6.202277127541906,2.200000395489746,4.491722667358679,1.4847831984573545,Iris-versicolor
+74,7.130439459429157,3.0,5.946371271613645,2.0847183145540065,Iris-virginica
+75,4.9107414489003105,2.4042801005652943,3.181982380992605,1.0244175766336807,Iris-versicolor
+76,6.413871226027825,2.7201738876788992,5.224218751919125,1.9135049512509221,Iris-virginica
+77,5.9213246396026005,3.2175490941999723,4.856937656254107,1.8141721475020638,Iris-versicolor
+78,6.024835665004594,3.0,4.808093075582577,1.79991723658599,Iris-virginica
+79,6.0411724746574365,2.9839509459676887,4.459081594833565,1.492076480008867,Iris-versicolor
+80,4.896866765076847,3.102753685710422,1.7188024731524796,0.1000001036702214,Iris-setosa
+81,6.4953258665246505,3.0,5.785310656040972,2.2013044294756288,Iris-virginica
+82,5.222380860834783,2.729579304215018,3.9525970047171697,1.4254488112071877,Iris-versicolor
+83,6.297298561522775,3.283816821749682,4.674815880194118,1.5907736510918735,Iris-versicolor
+84,5.148205421406063,2.644813660755547,3.739940562205463,1.3371582252111944,Iris-versicolor
+85,5.81350389341302,2.737125202368878,5.114585854953077,1.8733214828994527,Iris-virginica
+86,7.157413956751297,3.0,5.966604571310548,2.105984824088813,Iris-virginica
+87,5.264148245188629,2.695952035824072,3.9038030481080033,1.3652805102974428,Iris-versicolor
+88,6.920612445575923,3.0,5.677453848139721,2.1017233182670356,Iris-virginica
+89,6.017813790590012,2.9026230975815825,4.487733367156321,1.4418325809054957,Iris-versicolor
+90,6.317236747807008,2.6985878392206746,4.952153098438441,1.8034050313701535,Iris-virginica
+91,5.709188180936492,3.7814973506648992,1.7549988251665583,0.2971533501146943,Iris-setosa
+92,6.542875472408651,3.0,5.849398033770152,2.215748483216851,Iris-virginica
+93,4.804318873818261,3.0,1.4057119098711468,0.10000011694549897,Iris-setosa
+94,6.7870993197668925,3.227621410176653,5.818837922498662,2.0789217402227846,Iris-virginica
+95,6.933194376280556,3.177703051912212,5.730094538365784,2.3127525396881894,Iris-virginica
+96,6.06378928825788,3.0,4.547326174596292,1.4189408743446965,Iris-versicolor
+97,6.433464666906864,3.0,5.7148958421669045,2.1335128058118182,Iris-virginica
+98,6.6942835269202146,2.496868853920929,5.820973442855255,1.7990304569639664,Iris-virginica
+99,5.028741591863952,3.234203310972286,1.4507191328608422,0.21182295217488611,Iris-setosa
+100,5.133469274492001,3.3058950942232332,1.7816600643086962,0.5475607690098212,Iris-setosa
+101,6.115165546285608,2.598399874073232,5.630222902667468,1.4430353815394585,Iris-virginica
+102,6.293545432504173,2.4381835964915894,4.852971378983873,1.4862637758468011,Iris-versicolor
+103,6.1249025882953365,2.9646901720836496,4.62515881349059,1.360565966511257,Iris-versicolor
+104,5.928205635062264,3.0,4.252642680731572,1.5064502677795684,Iris-versicolor
+105,5.490953207946736,4.2,1.3983670657048544,0.19592300314323366,Iris-setosa
+106,5.149461985263495,2.517985621507634,3.2044712620238003,1.096063165963847,Iris-versicolor
+107,5.1233217917878004,3.312840281485013,1.7978389988810832,0.4261760877465004,Iris-setosa
+108,5.297376114791496,3.6743849141466995,1.5275190057047978,0.20139806271943478,Iris-setosa
+109,6.298552764413965,2.2822134438995434,4.386301464424789,1.2904689568078835,Iris-versicolor
+110,5.549568755924746,2.899300933873546,3.645285290577704,1.3024387846176293,Iris-versicolor
+111,6.752812418287184,2.7768620263841246,4.842821899603753,1.4380329022808724,Iris-versicolor
+112,7.9,3.7971978725292237,6.399686956122033,2.013864799312896,Iris-virginica
+113,7.711529619147589,2.5890597115451746,6.9,2.299674570686107,Iris-virginica
+114,7.290108582198883,2.9058318504237546,6.255679001714505,1.805184637337877,Iris-virginica
+115,6.532223459590067,3.204899858363478,5.106122505783552,1.9967053466382951,Iris-virginica
+116,6.246128092916263,2.2,4.53056839420751,1.5214378613569535,Iris-versicolor
+117,6.770664189256672,3.0,5.443110488609012,2.067078786882098,Iris-virginica
+118,6.474627402329289,3.0,5.532948080779135,1.8085671109016714,Iris-virginica
+119,5.985487883893231,2.849533646883234,4.587859734433682,1.4942296668306156,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/6/test.csv b/iris/tab_ddpm/5_2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/6/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/6/train.csv b/iris/tab_ddpm/5_2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/6/val.csv b/iris/tab_ddpm/5_2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/6/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/7/synth.csv b/iris/tab_ddpm/5_2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..32da30fe0e8182581876e43b7ab6b8aada9a7053
--- /dev/null
+++ b/iris/tab_ddpm/5_2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.500309357187858,2.295413476407726,1.3019994425532384,0.2968432886441623,Iris-setosa
+1,4.813801532830178,3.0,1.400273210547814,0.27560186640957895,Iris-setosa
+2,6.976318283761,3.089166959910502,5.094331356266992,2.2980209505736577,Iris-virginica
+3,5.815132467220802,2.820458767921049,5.092271980645841,2.397915201885344,Iris-virginica
+4,5.98004732848118,2.2000002769264495,5.0073607568044896,1.5196137254475335,Iris-virginica
+5,7.70699745798948,2.5974997132450794,6.9,2.308101021885814,Iris-virginica
+6,5.012523035307499,3.4039248415232004,1.5811137286233725,0.40002500748429054,Iris-setosa
+7,5.605960759050983,2.6919747360455424,4.266028524996194,1.2841326439040581,Iris-versicolor
+8,6.282232376559085,3.407603000672154,5.574167521290599,2.4048325168101305,Iris-virginica
+9,5.90710021753453,3.0,5.084782404684645,1.7964434068176307,Iris-virginica
+10,4.4000008185603985,2.9273119678096013,1.4063912998711214,0.21470868308367522,Iris-setosa
+11,4.903572627851168,3.1110679021006504,1.4953518279100415,0.1,Iris-setosa
+12,5.023271066045312,3.4718645850726935,1.5248847308996658,0.40592433406941253,Iris-setosa
+13,5.012017989438965,3.204710360488619,1.2,0.19847322098527148,Iris-setosa
+14,4.994279955735751,3.3954724063312414,1.5259727075223743,0.4426530190448985,Iris-setosa
+15,6.097848247335506,2.589730625026031,5.603649708648882,1.4178637159632068,Iris-virginica
+16,4.504730360921768,2.312508912114314,1.3033306672131166,0.2990441321862756,Iris-setosa
+17,6.4260303873196545,2.6406543045939483,5.404813204162895,1.845649408443216,Iris-virginica
+18,5.01491871069936,3.2058790228773506,1.2,0.1956062134125229,Iris-setosa
+19,6.307973264119611,2.897690399152507,5.609044841878678,1.7983269485322402,Iris-virginica
+20,6.6386477087182145,3.145935712493062,5.128759996911085,2.052493787888213,Iris-virginica
+21,6.904026478279561,3.095815281899612,5.112581604721146,2.310514292368201,Iris-virginica
+22,6.942185341423829,3.130493935849662,5.9530534984923955,2.24510763554416,Iris-virginica
+23,4.80129654395318,3.0,1.3981070104664495,0.10000010318844252,Iris-setosa
+24,6.053799613592432,2.2,5.003785894025073,1.5021750749460188,Iris-virginica
+25,6.707189001149386,3.29942895293084,5.765631976035354,2.4999994180463934,Iris-virginica
+26,7.296807852117442,2.8943157722023014,6.352995258876499,1.8011023049891592,Iris-virginica
+27,7.273033105241129,2.8913881095999967,6.272466911190195,1.7991102699678478,Iris-virginica
+28,5.009423241430341,3.4042245515715415,1.5598566141851173,0.4713184502503833,Iris-setosa
+29,5.817717246248389,2.809456401304276,5.0973150454023335,2.37440196041088,Iris-virginica
+30,6.098458838061266,2.9668754212740525,4.646382792976721,1.3421732826989299,Iris-versicolor
+31,5.277713780344425,3.723709445937901,1.4960853991003338,0.19859803901780615,Iris-setosa
+32,6.21125319181008,2.2,4.508091042123292,1.5029524525549054,Iris-versicolor
+33,6.117701759898041,2.588703705563283,5.591981192058974,1.3834467270733708,Iris-virginica
+34,6.276333956352805,3.28669948437765,4.678192715272137,1.6218793537433267,Iris-versicolor
+35,5.00138028202557,3.2164610757690713,1.2000004560272475,0.20006970256246956,Iris-setosa
+36,4.863740159008172,3.0,1.4016891276043533,0.20096852576755211,Iris-setosa
+37,5.13406531242053,3.3953083987593624,1.5888834117916977,0.1979900341323752,Iris-setosa
+38,5.771350596972017,2.815759948927894,5.100571533420523,2.403465922962915,Iris-virginica
+39,5.603920032418624,2.3945331501854943,3.883850972571973,1.0972971734255874,Iris-versicolor
+40,6.815765238991628,2.811161567151125,4.826388198162033,1.4421245384145311,Iris-versicolor
+41,7.9,3.8177967148524496,6.417955118140597,2.0034897742263498,Iris-virginica
+42,6.30483766142241,2.347336509711984,4.396157825701714,1.3077630866833503,Iris-versicolor
+43,5.56533960002528,3.0,4.268340179541136,1.331768369064987,Iris-versicolor
+44,5.0778517675983394,3.4123042976240687,1.4086900041754804,0.31273448616100136,Iris-setosa
+45,4.907881545189537,3.1186486692978157,1.4984093488001535,0.10000010075970832,Iris-setosa
+46,5.882716883180804,2.5733129728101356,4.991746725493616,1.9601769968210332,Iris-virginica
+47,6.463107660380684,2.8779714623161228,4.352531062264548,1.3355935705820958,Iris-versicolor
+48,6.183734183618295,2.2000003147211777,4.551130274428959,1.501829113409105,Iris-versicolor
+49,6.789934709144585,3.157646034688774,5.814989250084267,2.3001093192726794,Iris-virginica
+50,4.581611659875956,3.401255086421134,1.4036281686628407,0.3557057445440519,Iris-setosa
+51,6.18149788880613,2.8210138649153293,4.710373886769605,1.1814167972585268,Iris-versicolor
+52,4.591566174533673,3.400661556049273,1.4016106765590175,0.30536401797187135,Iris-setosa
+53,6.691589394777152,2.523251309749289,5.710348708905916,1.805069286314648,Iris-virginica
+54,6.799466080105237,2.6117040191823984,5.936096695301276,1.7838929141766775,Iris-virginica
+55,5.767798218122649,2.8063140639887956,5.096392897058962,2.405708930271879,Iris-virginica
+56,6.293517241367041,2.88746797974388,5.560866977768345,1.790752711831267,Iris-virginica
+57,6.102235105306108,2.6081043258043075,5.613192201192346,1.35977942630657,Iris-virginica
+58,6.44680641282127,2.6564516152412514,5.441500920238687,1.8994749280410306,Iris-virginica
+59,5.7882514618647365,2.7121711259487205,5.116869479777611,1.883514036403841,Iris-virginica
+60,7.7056497616016495,2.639963775662548,6.899998471819216,2.3092219269901997,Iris-virginica
+61,5.594472472089371,2.487517007509395,3.9541058302835097,1.1135445307150367,Iris-versicolor
+62,6.300444515554689,2.739553077920575,4.943649030244735,1.807463554072873,Iris-virginica
+63,5.542514317478506,2.4321474328561132,3.916697472199396,1.0863226708427698,Iris-versicolor
+64,6.189719229736956,2.2,4.484389127544554,1.4852037088070713,Iris-versicolor
+65,5.081099106726202,2.493720529497775,2.7932474749496503,1.0985716779231764,Iris-versicolor
+66,4.904936285309007,3.0929532353987765,1.5169723652411335,0.10000009601789996,Iris-setosa
+67,6.030988515860479,2.6941699252522113,5.108235410936663,1.6037308076324113,Iris-versicolor
+68,5.4924237654553485,2.670153580818757,4.402000325801421,1.2536428947303013,Iris-versicolor
+69,5.583778531518537,3.0,4.009450483771856,1.294083040583517,Iris-versicolor
+70,5.937998764514536,3.0,4.373247375417492,1.4659182986863863,Iris-versicolor
+71,6.058751120042866,3.0,4.525089891845444,1.4657077001413787,Iris-versicolor
+72,5.390022315888053,3.868809594581334,1.866874119858578,0.37977465183303905,Iris-setosa
+73,5.544680709356688,4.2,1.4081061417018392,0.2156917832678629,Iris-setosa
+74,5.684434234253238,3.7770517620512694,1.5549419144216237,0.32682604505548435,Iris-setosa
+75,6.003966152664273,2.200000309720469,4.993906972162088,1.472204941026699,Iris-virginica
+76,5.095749045177196,2.4924160715030825,3.0388870104971586,1.0933152425226338,Iris-versicolor
+77,6.2910146422341855,2.301777622095018,4.398972821481324,1.2924865612251126,Iris-versicolor
+78,6.293171112984116,3.2800460014927233,4.6859967955562265,1.6045923847179153,Iris-versicolor
+79,4.901958807894029,3.104046583321943,1.6389385013322508,0.1,Iris-setosa
+80,6.288466067247213,2.7140119694172933,4.824526107362605,1.7979283639602004,Iris-virginica
+81,6.366954131326356,2.966834724878094,5.5309667094806745,1.8043155841702856,Iris-virginica
+82,5.870325121019946,2.995181651483146,5.113499583656657,1.8100656371027362,Iris-virginica
+83,7.9,3.8058468319558902,6.417419959758675,1.97346750584176,Iris-virginica
+84,5.735192977377353,3.788067536799005,1.6576074531967946,0.2983047385688643,Iris-setosa
+85,5.78600195977031,2.7217916495435857,5.113832114208909,1.8662931918375314,Iris-virginica
+86,5.438070393403913,3.0,4.5342174097311805,1.509332437135169,Iris-versicolor
+87,7.289749217836671,2.9121228177826946,6.238939158922894,1.8497136150278273,Iris-virginica
+88,5.162701314677263,3.80280780525391,1.5542698800256018,0.195032252265331,Iris-setosa
+89,5.180020128524866,3.8484167769978037,1.7379354338490423,0.39943695968392645,Iris-setosa
+90,5.8972626817356195,3.1731625875513103,4.810431888715524,1.7989750899570174,Iris-versicolor
+91,5.1076739835911935,3.310221297013022,1.5833773990909683,0.4487379518052184,Iris-setosa
+92,5.105810554521181,3.516312076961334,1.4006104170243097,0.2977148540349073,Iris-setosa
+93,6.114545252405853,2.7943252751906527,4.723979016234273,1.2011193412935994,Iris-versicolor
+94,5.6117777248728435,2.7419284573964338,4.322806419515963,1.3161033404801044,Iris-versicolor
+95,5.915613874024466,3.0,4.223305046655792,1.477706454491281,Iris-versicolor
+96,5.849144809756371,3.0,5.099426560218692,1.817884760760315,Iris-virginica
+97,6.73206101002669,3.3079498096680564,5.69035317859102,2.5,Iris-virginica
+98,6.0435450801663935,2.6661694097770896,5.06996872592342,1.6009487905193354,Iris-versicolor
+99,5.367897829878453,3.886453065401027,1.7106705817144623,0.40603085007078016,Iris-setosa
+100,6.290655938028022,2.6506495477635483,4.876547655600748,1.7916169436141416,Iris-virginica
+101,4.824116465960892,3.0,1.4003322148579342,0.3425854366033405,Iris-setosa
+102,5.84303762646263,2.8036204940190754,5.089615735856377,2.4009656362059864,Iris-virginica
+103,7.318095390650342,2.9000138881779916,6.285304503748316,1.7984539862114106,Iris-virginica
+104,6.288747530794984,2.454682015319365,4.879903864198326,1.4843172097205903,Iris-versicolor
+105,4.602462917994366,3.4062734765109637,1.3924035276232423,0.3026475326430444,Iris-setosa
+106,6.3708022240873925,2.9711182506509246,5.581254565345612,1.795783424924304,Iris-virginica
+107,6.083019802445941,3.2658068447258177,4.744638190123928,1.7537149197528132,Iris-versicolor
+108,6.109363311466134,2.326548373518884,4.349676385161368,1.2676090446556545,Iris-versicolor
+109,7.294485780101033,2.9112456378174234,6.297671773920485,1.807045676306992,Iris-virginica
+110,5.880481052128998,3.1870966706410293,4.794188162849547,1.7960067145488394,Iris-versicolor
+111,5.920348880773401,3.0,5.104139545809161,1.7974455662462716,Iris-virginica
+112,6.513736380986469,3.3486990994642634,5.660461662924179,2.2536069875521343,Iris-virginica
+113,6.8966015471039634,3.0780743519418,5.111312105688237,2.273502846675216,Iris-virginica
+114,6.657962835428752,3.2945921223572348,5.663690325651734,2.5,Iris-virginica
+115,7.715716483216709,2.592692755615566,6.9,2.3174364480129075,Iris-virginica
+116,5.937089569677278,3.0,4.286168258300847,1.5040894674901564,Iris-versicolor
+117,5.900427920025997,3.0,5.109124957913123,1.7997196611580504,Iris-virginica
+118,7.201087451025459,3.0,6.004211272042459,2.0255236849428524,Iris-virginica
+119,5.194718734438218,3.342653922051782,1.6207253490006446,0.4069708917221125,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/7/test.csv b/iris/tab_ddpm/5_2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/7/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/7/train.csv b/iris/tab_ddpm/5_2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/7/val.csv b/iris/tab_ddpm/5_2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/7/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/8/synth.csv b/iris/tab_ddpm/5_2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4fea220b25a377c58146a82c4c724f3b55ef8300
--- /dev/null
+++ b/iris/tab_ddpm/5_2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.511272833026693,3.0,5.507457213762438,1.80530004465412,Iris-virginica
+1,5.635140248188579,2.820832959734949,4.529275286797331,1.313645963796147,Iris-versicolor
+2,5.377445474757314,3.4035735946143517,1.6542518244296143,0.20500035627789437,Iris-setosa
+3,5.152491058418781,3.7977713440496044,1.6169316435519134,0.19940143479421613,Iris-setosa
+4,6.10338019786028,2.7953325484250104,4.6796573794868,1.2011563234990605,Iris-versicolor
+5,6.291654825352895,2.435854401986976,4.771249326255695,1.4454449552101718,Iris-versicolor
+6,6.290309113737406,2.303461039865989,4.4424042093855745,1.3024641950083427,Iris-versicolor
+7,5.680693162891982,3.8165453779758387,1.7942031396172071,0.371364946834157,Iris-setosa
+8,5.64884461018503,2.728521452084167,4.4490894967165975,1.2816996629914523,Iris-versicolor
+9,6.526721148725034,3.0,5.504410947333073,1.793436846595823,Iris-virginica
+10,6.155249164597317,2.2000002968738315,4.497642637287205,1.478823857753748,Iris-versicolor
+11,7.307557693711094,2.963083074359685,6.244516151621702,1.9208095551034658,Iris-virginica
+12,4.512355435493468,2.2972181074062177,1.3031342927207223,0.32007824716071925,Iris-setosa
+13,6.659045241133731,3.307021917794614,5.682678001427423,2.4999993452451457,Iris-virginica
+14,5.020634942840627,3.32908580909731,1.3960336997645915,0.20428016589474507,Iris-setosa
+15,6.30052968089876,2.2892926553788024,4.4145564821519345,1.294475878394773,Iris-versicolor
+16,5.009188708600831,3.204969475916004,1.2000003231705954,0.20353220147991927,Iris-setosa
+17,5.160467738662448,2.4797848801797002,3.3449073300097534,1.0847340375736994,Iris-versicolor
+18,5.852910623104732,3.0,4.102784660809295,1.5100212287918358,Iris-versicolor
+19,4.984901286485498,3.2231202310512077,1.2,0.19333283410542595,Iris-setosa
+20,6.060474064752003,2.200000357966707,4.968366615946392,1.5372545130570847,Iris-virginica
+21,6.146575256118033,2.5990604645148574,5.615157615628605,1.4260472197826684,Iris-virginica
+22,5.65813217356026,2.4747009820436308,4.995222206560122,1.9866813171166793,Iris-virginica
+23,6.665390222649267,3.2892415035190457,5.796989858691588,2.1011843436490554,Iris-virginica
+24,5.012701200512,3.2212343363694536,1.2000001964696916,0.19715930310357388,Iris-setosa
+25,5.535238386442772,2.6674793352797614,4.461673299972642,1.2513527909211886,Iris-versicolor
+26,5.408687947019217,3.4090563229791013,1.7539598667136858,0.2035424836943328,Iris-setosa
+27,4.995162792941881,3.4036391381424376,1.617124557443665,0.4087688216257588,Iris-setosa
+28,6.781252922653794,2.7948871506089126,4.771629878111858,1.4122564708752998,Iris-versicolor
+29,5.980217287625742,2.2,5.002050392848907,1.5042082838988151,Iris-virginica
+30,7.699526565815092,2.598101500072965,6.9,2.3080875155209153,Iris-virginica
+31,4.498603940954563,2.302062020216214,1.2957431738279217,0.2976871910626254,Iris-setosa
+32,4.907719280233423,3.090855424351785,1.5935999150215059,0.10000009039179725,Iris-setosa
+33,5.78244303103728,2.685861191133982,5.090174161896295,1.9096465284562538,Iris-virginica
+34,5.926221898689105,3.0,5.08310915471865,1.8128199847801523,Iris-virginica
+35,6.382268924184495,2.9688208706009247,5.629897561757784,1.8055048115753425,Iris-virginica
+36,6.9195331007207725,3.0,5.910681744486748,2.1034092136128084,Iris-virginica
+37,5.2988008450167134,3.409377096912519,1.5347633708255786,0.19954704607770524,Iris-setosa
+38,6.305098327952967,2.3026592601204188,4.442890072634682,1.3043238602585001,Iris-versicolor
+39,5.220364400380674,3.384345324568736,1.713353366498994,0.21231498298353096,Iris-setosa
+40,7.698128858207802,2.61506099159353,6.9,2.3014496208314665,Iris-virginica
+41,5.449104546318825,3.8942037975315698,1.8148742206344157,0.3930964547078734,Iris-setosa
+42,5.363100520291906,3.0,4.458715910299336,1.5105919247717867,Iris-versicolor
+43,5.958520972842107,2.7070699724426666,5.103348101657504,1.6134085961185067,Iris-versicolor
+44,6.4267483528069285,3.177202583699151,5.084598773648255,1.9910157569157942,Iris-virginica
+45,5.571518348574703,3.676347963783256,1.6504054553387366,0.26053023262722125,Iris-setosa
+46,4.926250178469898,2.4149311706839742,3.4713565121076835,1.0639410658524062,Iris-versicolor
+47,6.130979518074623,2.63808253088617,5.595866941510036,1.4943176068414166,Iris-virginica
+48,6.503517520448411,3.0,5.5099007003172975,1.8005431931108318,Iris-virginica
+49,4.40000099491049,2.9298529216271256,1.4135079205714354,0.2073504752590058,Iris-setosa
+50,5.611139894112714,3.07716359458803,4.683816208404952,1.7490488376776598,Iris-versicolor
+51,4.8340475932683065,3.0,1.412733378097463,0.10000011850644629,Iris-setosa
+52,6.299073545534295,3.401973575919406,5.632320398222503,2.384808729236192,Iris-virginica
+53,5.058962692432319,3.3556942062783888,1.4250794317552353,0.20232271982924918,Iris-setosa
+54,5.3230381845175065,3.8549921076051388,1.7818775749981495,0.37850717541064943,Iris-setosa
+55,6.303603086829969,2.300208564739987,4.408337675569325,1.2788558787108761,Iris-versicolor
+56,5.9954551463919294,2.704654162124002,5.10493854413243,1.6001319727805856,Iris-versicolor
+57,5.501811614874231,2.5969999938552464,4.321625496039546,1.1914302170933282,Iris-versicolor
+58,7.050948559698702,3.0045336942603593,5.8299747574617395,2.1904595221148213,Iris-virginica
+59,5.905623980729576,3.2168106879609075,4.804336497364207,1.8101921915747057,Iris-versicolor
+60,4.932922515263876,3.0,1.40579243355997,0.20077003369457805,Iris-setosa
+61,6.485888166894735,3.0,5.848664722469235,2.217262555387493,Iris-virginica
+62,6.524740380657935,3.2089965622284358,5.083335112781844,2.035642638943128,Iris-virginica
+63,6.79780087551362,2.803524322157348,4.818189448059046,1.4063123535276263,Iris-versicolor
+64,5.090256071484325,3.497558924279259,1.3989842463776734,0.3605070163977814,Iris-setosa
+65,5.273009519228073,3.3678270745168972,1.6164590586075054,0.3934679841925352,Iris-setosa
+66,5.474462683867366,2.7623070998056263,3.7356449466756367,1.3485393150088196,Iris-versicolor
+67,5.971318054754165,3.0,4.777925578726139,1.7966255701964342,Iris-virginica
+68,7.2984071717176775,2.9631357461090344,6.14341838623281,1.9315611631801541,Iris-virginica
+69,7.6830285987665565,2.587841121506417,6.9,2.285335918535311,Iris-virginica
+70,6.51609046766588,3.2092414108317664,5.084881453743553,1.9815087618218492,Iris-virginica
+71,5.903392899995941,3.0,4.272009663970371,1.524780720266762,Iris-versicolor
+72,6.280573855822686,3.2855204363133432,4.708034390730453,1.5928847652916018,Iris-versicolor
+73,4.814849564086913,3.0,1.4162890571979618,0.10000010130331492,Iris-setosa
+74,4.975675306218761,3.2404832675302817,1.3980532589367316,0.19962427317172143,Iris-setosa
+75,5.564204583954995,2.4743085565219953,3.967799065609806,1.125351062824859,Iris-versicolor
+76,6.592961024722225,3.252425498645793,5.361261013886498,2.037541969746842,Iris-virginica
+77,5.732103710720047,2.5946674804049015,5.059349139084024,1.954220045587916,Iris-virginica
+78,5.9979425603058285,2.200000340942899,5.01022683922217,1.485238760187909,Iris-virginica
+79,6.8729257086248,3.1298687774100493,5.69781898578818,2.2783103749153355,Iris-virginica
+80,4.7921120598018545,3.0,1.3997980041168343,0.28562558776749575,Iris-setosa
+81,5.8119708316975025,2.756805514312004,4.606823244700817,1.180759174869569,Iris-versicolor
+82,5.40934684365305,3.0,4.50904045539108,1.5088815819478545,Iris-versicolor
+83,6.219336155221239,2.2000005120118153,4.568597298171068,1.4804606078287912,Iris-versicolor
+84,6.881046682964058,3.2096375068667586,5.8841503852127754,2.3121755466814853,Iris-virginica
+85,6.291220040985149,3.3033213684990437,4.728167150649544,1.5789973996453819,Iris-versicolor
+86,4.493255278977311,2.2971395319430616,1.3049873805023937,0.29493433981434564,Iris-setosa
+87,7.223301089088254,2.87742525513903,6.257602487224057,1.805063772472506,Iris-virginica
+88,5.938008833154229,2.91335203332141,4.4435803320959,1.4834445753893089,Iris-versicolor
+89,6.1859874827535455,2.2000003238113583,4.532354891416293,1.487761811174385,Iris-versicolor
+90,5.19822740129956,3.3647630101846135,1.5338853466691162,0.4390302852797101,Iris-setosa
+91,4.835542414456714,3.0,1.3936350847411494,0.3736997751529676,Iris-setosa
+92,5.9776260401771735,2.8990616225932584,4.511850280993345,1.4971233830120205,Iris-versicolor
+93,6.046133603061645,3.0,4.518206994832039,1.3883896147634032,Iris-versicolor
+94,4.500107253603896,2.310031878508875,1.2982816570050553,0.3214573275684629,Iris-setosa
+95,5.609093977072609,2.4527993296484834,3.8723478572579744,1.0898746327494977,Iris-versicolor
+96,6.154629358471528,3.2600382477469494,4.73448849482762,1.73577682121024,Iris-versicolor
+97,4.8905978869080915,3.1044008281869235,1.494260423121806,0.10000009938441505,Iris-setosa
+98,4.887025391872209,3.10876605080702,1.7057759500631904,0.10000010518218976,Iris-setosa
+99,5.080697145918947,3.404899928447208,1.497730857644498,0.19784138363795906,Iris-setosa
+100,4.776290605367484,3.0,1.3939112512045615,0.29990269559282834,Iris-setosa
+101,5.4958476565772045,3.581428866848214,1.5995986143543068,0.41573546960927016,Iris-setosa
+102,4.776690179844359,3.0,1.397585252299017,0.3058498335142734,Iris-setosa
+103,5.087541112520386,3.837994307480471,1.6525350530246097,0.19676485326677656,Iris-setosa
+104,5.918150144066856,3.0,5.031546368887656,1.7987793558298195,Iris-virginica
+105,6.280235776629807,3.276907193335967,4.710957922797883,1.6360819094033787,Iris-versicolor
+106,6.692031206468841,3.0,4.98230001240698,1.7041926951993729,Iris-versicolor
+107,4.8840795049868735,3.1162714424050177,1.54883134231948,0.1,Iris-setosa
+108,4.601359422642467,3.2140352708227415,1.4002165606761166,0.19692536551988093,Iris-setosa
+109,4.811556857452634,3.0,1.4021116109754719,0.10000009494856832,Iris-setosa
+110,6.309481241271644,2.890697499094567,5.606073448544957,1.7992113116254864,Iris-virginica
+111,5.04180724100222,3.345105611663193,1.4017041311504572,0.2037578352019782,Iris-setosa
+112,6.027495313307025,2.200000335054225,5.00679359002024,1.4648767709748185,Iris-virginica
+113,6.398388907523297,2.9051200384145424,4.324056024257751,1.2971864629957828,Iris-versicolor
+114,5.709108550565151,2.7881178630022974,4.3335713215482174,1.370016757242714,Iris-versicolor
+115,6.314892383495902,2.29507806497456,4.446934359610624,1.2948697833354796,Iris-versicolor
+116,7.085015656442121,3.0,5.888087942761451,2.069222750897803,Iris-virginica
+117,6.885377050787076,3.0629686264857288,5.102331788125483,2.3019545456214265,Iris-virginica
+118,6.304335765469601,2.3026373170670396,4.430609581437528,1.3145368104507957,Iris-versicolor
+119,6.025585543275901,2.8084763387879996,4.671823922650977,1.2459352864971462,Iris-versicolor
diff --git a/iris/tab_ddpm/5_2/8/test.csv b/iris/tab_ddpm/5_2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/8/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/8/train.csv b/iris/tab_ddpm/5_2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/8/val.csv b/iris/tab_ddpm/5_2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/8/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/9/synth.csv b/iris/tab_ddpm/5_2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a905052a8381376aca64a7a9ab4dc79a874cdab4
--- /dev/null
+++ b/iris/tab_ddpm/5_2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.317793706885762,3.382417042660758,1.644280603518393,0.20666769298802778,Iris-setosa
+1,6.838952526126347,3.072216827303456,5.109089928866699,2.275226610567256,Iris-virginica
+2,4.9303788056371545,2.4190940479685548,3.3214748059413144,1.0706082482845383,Iris-versicolor
+3,5.141790786526794,3.3251955597810205,1.698061248888745,0.47314416481392374,Iris-setosa
+4,5.3700377005143505,3.3949144672054885,1.64899780396853,0.1978175664318529,Iris-setosa
+5,5.574130819813712,3.0,3.867317321214819,1.2883792602027964,Iris-versicolor
+6,4.903658035503726,3.10651207296166,1.499639447479511,0.10000010346391539,Iris-setosa
+7,5.140939647292246,3.610667800193418,1.5942304206497122,0.20328940820836608,Iris-setosa
+8,5.436675247272497,3.908187951426225,1.8152487326546605,0.36812159901874775,Iris-setosa
+9,5.183242327974591,2.7453106796031923,4.11499559859604,1.4399493413882538,Iris-versicolor
+10,5.519163929056214,2.443813450558253,3.9377112441083435,1.0689529562845366,Iris-versicolor
+11,5.353006797445708,3.4008240077367478,1.6445537325453468,0.20224290403373255,Iris-setosa
+12,6.033730035316361,3.0,4.568683862070774,1.4407355183526624,Iris-versicolor
+13,6.2881830123198394,3.305108168551891,4.708116684729288,1.61262067706588,Iris-versicolor
+14,7.707404053987374,2.6031652959585005,6.899998719880079,2.2681795160347575,Iris-virginica
+15,5.4039546672092005,3.8983020745488317,1.6985176618676512,0.47673570897327966,Iris-setosa
+16,5.098202013811563,3.6799723220561003,1.4939788302649375,0.1961337729553127,Iris-setosa
+17,6.726095930394964,3.177449977092753,5.906094766616622,2.2955092909362853,Iris-virginica
+18,6.681656567488078,3.303957223582153,5.676673567718465,2.1017078522007298,Iris-virginica
+19,5.943469876503476,2.912802175607135,4.384383283987517,1.4827032618324758,Iris-versicolor
+20,5.698006769567186,2.810554670950327,4.514054663297863,1.3148491007016303,Iris-versicolor
+21,5.0151912927441815,3.409741605369091,1.6079739854430402,0.4380861662464298,Iris-setosa
+22,6.047762630677928,2.860628839012204,4.506963768783537,1.4374926076446988,Iris-versicolor
+23,5.792469071403832,2.795278027165925,5.0956399787199365,2.393135889651717,Iris-virginica
+24,4.880508010902278,3.101149489461398,1.4998897337975812,0.10000009769849015,Iris-setosa
+25,4.8929983383680025,3.1078812695651967,1.6021929271580493,0.10000011130558996,Iris-setosa
+26,7.2480609901223065,2.99835397465874,6.128435818538923,1.9874974866237434,Iris-virginica
+27,6.244614123101848,2.8053756041087077,5.068948040450499,1.609582305555003,Iris-versicolor
+28,4.977268333620297,3.4455534322249486,1.415292555215899,0.32345954784973113,Iris-setosa
+29,5.8408407416363035,2.811337281346272,4.45367053889529,1.3945243689951867,Iris-versicolor
+30,4.806651301769359,3.0,1.401579137507441,0.29781615700605235,Iris-setosa
+31,7.9,3.8169916656321146,6.398884929729561,2.0344951888585983,Iris-virginica
+32,4.815229464675744,3.0,1.4074392969023755,0.10000011807676032,Iris-setosa
+33,6.506051661997028,3.2092644234574133,5.136069435201935,2.029625795993812,Iris-virginica
+34,7.899998759539224,3.8244937495415923,6.391835924270791,2.017940991967212,Iris-virginica
+35,6.4152123495184235,3.1762253688980997,5.082661763630464,1.9577494225754306,Iris-virginica
+36,5.223347465933906,3.756352294780897,1.4935480200760642,0.19915458272271774,Iris-setosa
+37,6.036344945656151,3.0,4.8010000578978556,1.8031118465349631,Iris-virginica
+38,5.5634012072311485,2.692611350797375,4.28698003034631,1.3059181718934165,Iris-versicolor
+39,5.118293757771974,3.6688109539569886,1.5900515284514383,0.34227025531420946,Iris-setosa
+40,6.399088975794384,2.872629888765222,4.407536675255216,1.2645459852586551,Iris-versicolor
+41,5.564355187348871,3.0,4.442209744441947,1.4072256296709307,Iris-versicolor
+42,6.332447265036339,2.8749945352126387,5.5820360687735615,1.8073760468439635,Iris-virginica
+43,4.505842831867881,2.301060445842883,1.3037287611824597,0.3455662482850574,Iris-setosa
+44,5.267668335153449,2.7645333821525373,4.013027270854556,1.4026401586886035,Iris-versicolor
+45,6.072161174839129,2.992568211481043,4.872472013208791,1.7987496879891254,Iris-virginica
+46,5.890767459821423,3.1819655440364674,4.820441255393699,1.8031044937335141,Iris-versicolor
+47,6.692720138518006,2.5003221431594174,5.80459932648979,1.8052975869472476,Iris-virginica
+48,6.491219564290148,3.2019319483081574,5.091915502738633,1.9841363240647318,Iris-virginica
+49,7.298923727092069,2.8972414518636675,6.293650867417752,1.8050280533252188,Iris-virginica
+50,5.096888721426113,3.8307477483416763,1.5821244836652533,0.2039170132443581,Iris-setosa
+51,6.911156699455709,3.213648518758476,5.6996270258637844,2.312925204439813,Iris-virginica
+52,6.335438517361555,2.3926907900355627,4.727618271667471,1.4509648170847167,Iris-versicolor
+53,7.9,3.849227258598334,6.371364236122262,2.0002855437482605,Iris-virginica
+54,6.005062922581368,3.0,4.779750425989892,1.8042942140670706,Iris-virginica
+55,5.25156737888189,3.3597334227173223,1.6213472618684672,0.2971638632259702,Iris-setosa
+56,5.50145732918383,3.5861379748831808,1.5201005078495933,0.20910541833855845,Iris-setosa
+57,4.598236674014698,3.2039074131814864,1.4050126863192516,0.2018085276864452,Iris-setosa
+58,5.034328844712369,3.3549454663766642,1.431038808123013,0.19877181649429998,Iris-setosa
+59,7.899998236231001,3.75964356800428,6.421412075499598,2.010177194350042,Iris-virginica
+60,5.2030787145298145,3.7361654211151967,1.4975664483461817,0.19448436198488117,Iris-setosa
+61,5.998555528868817,2.2,5.011619246695835,1.517723924459967,Iris-virginica
+62,5.788785317172423,2.777216004063744,5.105098086683094,2.3954490124661856,Iris-virginica
+63,5.21483378405653,2.4790590208861545,3.227256572563936,1.0870335134163969,Iris-versicolor
+64,5.553168412464188,2.5651516139596517,4.242123693278413,1.1375940043007016,Iris-versicolor
+65,6.831739850479859,3.0173652807888405,5.217912267309234,2.210397978020448,Iris-virginica
+66,5.442715908816185,3.5643334667683377,1.497504067706789,0.4591629076428132,Iris-setosa
+67,6.413525557837721,2.701667440231416,5.343617157723453,1.8998936016934562,Iris-virginica
+68,4.4,2.9010823421922622,1.4013495493950905,0.20078713634772588,Iris-setosa
+69,4.93878803540694,2.4232795979263524,3.1680421645566796,1.0981935875956454,Iris-versicolor
+70,5.367609865775778,3.4934499454850574,1.6502919501600901,0.193849433504251,Iris-setosa
+71,5.676885526310898,2.781964513428078,4.419355355080642,1.2898517083331498,Iris-versicolor
+72,6.518458031713138,3.0,5.850158826157671,2.1896894956819617,Iris-virginica
+73,6.5321892433919535,3.0,5.51505091841738,1.788801316469364,Iris-virginica
+74,6.684891515199723,3.287210750184495,5.696607563057739,2.499998979588855,Iris-virginica
+75,5.10050132727632,3.8452541095101247,1.6241192835841447,0.20482618698537045,Iris-setosa
+76,6.476371855771038,3.1489943958591415,5.117037803310807,1.958131491034874,Iris-virginica
+77,5.867412806805088,2.697104715121347,5.115640143588854,1.8788728484462942,Iris-virginica
+78,6.180727805181202,2.200000322631264,4.4828874942655315,1.471012485016887,Iris-versicolor
+79,6.83342757843627,3.1915538897602334,5.886300995898224,2.3011436005158483,Iris-virginica
+80,6.98792127155176,3.096619657963432,5.905675396776886,2.23648061419984,Iris-virginica
+81,4.61895017140829,3.3995691783045996,1.4086045544637342,0.3483006399351546,Iris-setosa
+82,6.021172106641715,2.2000003025358863,5.012147646946133,1.5349598166608713,Iris-virginica
+83,4.904637557935423,3.106565992492475,1.5113254649177612,0.1,Iris-setosa
+84,5.596099298227217,2.6813898011960084,4.0730348293678915,1.2875967244004176,Iris-versicolor
+85,5.098741259375969,3.505520318451032,1.396009521777569,0.2985989979279302,Iris-setosa
+86,6.314218929537257,2.891609815445663,4.4423399303214,1.274812497805681,Iris-versicolor
+87,5.54286795473258,3.0,4.270673342824467,1.3158902651594775,Iris-versicolor
+88,4.879626730105542,3.1010336802310325,1.5861736087321296,0.1,Iris-setosa
+89,6.964897157808829,3.127163916118792,5.113860994662268,2.308529548017527,Iris-virginica
+90,4.86604855294025,3.093852451628663,1.4914064294096243,0.10000009559542085,Iris-setosa
+91,6.002262799500003,2.7181612211948907,5.087858023616309,1.5968744288484682,Iris-versicolor
+92,4.996939770844515,3.1941635478989947,1.2000001822800024,0.20378620106905299,Iris-setosa
+93,5.801427713467168,2.673202986059065,5.096695745670322,1.9086125262416769,Iris-virginica
+94,6.029826213997829,2.6979286042296335,5.084063108773105,1.6084302028695288,Iris-versicolor
+95,6.798874177488202,3.0,5.461559581257568,2.1062956729514015,Iris-virginica
+96,4.882613956064466,3.112869877118127,1.5134088682824955,0.1,Iris-setosa
+97,5.172432360253193,3.817645670037094,1.6133056302971291,0.207901677458834,Iris-setosa
+98,5.5117155244692775,2.406002784590977,3.8393192377312766,1.0962950173385786,Iris-versicolor
+99,5.948554632618803,3.0,4.262924492183713,1.5296853988063321,Iris-versicolor
+100,5.136167010137361,3.302670651332404,1.8734685528819501,0.5070247179357457,Iris-setosa
+101,5.908682699747525,3.1668373086062744,4.773618352926473,1.8054088179849919,Iris-versicolor
+102,6.026063581488143,2.690070653408702,5.080019015232063,1.5603244402232863,Iris-versicolor
+103,6.689961548182032,3.298236811756727,5.655486664847979,2.107039013566264,Iris-virginica
+104,6.350899955724192,2.913030281873636,4.429249951070312,1.3352673082146993,Iris-versicolor
+105,6.180033379869556,2.2000002732747954,4.5072848042582185,1.4828129386660425,Iris-versicolor
+106,7.082165789970057,3.0,5.872516629735626,2.1449790219562583,Iris-virginica
+107,5.59831034373885,2.7138022895630605,4.348004890420407,1.2822830072094185,Iris-versicolor
+108,6.002233979047727,2.692069948055719,5.117325026106815,1.6101349363620077,Iris-versicolor
+109,4.824320798934299,3.0,1.3892954128780333,0.326938214468005,Iris-setosa
+110,6.324937556025619,2.6977966413315655,5.016597858147955,1.8148451341220146,Iris-virginica
+111,5.44832556126755,3.396037628587997,1.8496644823232153,0.20628683429809108,Iris-setosa
+112,7.689954985448862,2.612685110171076,6.9,2.2853775991633922,Iris-virginica
+113,5.5525919742256065,2.4499036757683275,3.839496159212355,1.1158087431005304,Iris-versicolor
+114,6.8065127396160205,2.8088350352300187,4.794245089040661,1.3998121249417754,Iris-versicolor
+115,6.14957137108497,2.625880455041611,5.0273765439212985,1.5715209074197616,Iris-versicolor
+116,6.287216632228071,2.9868829951765825,4.366678611130328,1.3716871025433828,Iris-versicolor
+117,5.111679441042643,3.830106910976052,1.6601832355558455,0.20127207801812627,Iris-setosa
+118,6.29674891946401,2.6957835945934594,4.916978984307995,1.799886568301313,Iris-virginica
+119,5.148863624717504,3.784938552365488,1.5615480942639914,0.2975031266522557,Iris-setosa
diff --git a/iris/tab_ddpm/5_2/9/test.csv b/iris/tab_ddpm/5_2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/9/test.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/9/train.csv b/iris/tab_ddpm/5_2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/5_2/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+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/5_2/9/val.csv b/iris/tab_ddpm/5_2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/5_2/9/val.csv
@@ -0,0 +1,31 @@
+,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
diff --git a/iris/tab_ddpm/5_2/params.json b/iris/tab_ddpm/5_2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..ad9511be7bc223ac6a477bd52d511f1951fc0fb3
--- /dev/null
+++ b/iris/tab_ddpm/5_2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:736f90396b11be64d38e50cf131306b3dc9b4746a61359007654bac099c45411
+size 331
diff --git a/iris/tab_ddpm/5_2/tab_ddpm_eval.ipynb b/iris/tab_ddpm/5_2/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..360e6f93e5ebef255992d9a49f875eee2a1fcdc9
--- /dev/null
+++ b/iris/tab_ddpm/5_2/tab_ddpm_eval.ipynb
@@ -0,0 +1,2056 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "3cdd889f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:18.291151Z",
+     "iopub.status.busy": "2024-07-22T03:04:18.290796Z",
+     "iopub.status.idle": "2024-07-22T03:04:29.085548Z",
+     "shell.execute_reply": "2024-07-22T03:04:29.084304Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.807065,
+     "end_time": "2024-07-22T03:04:29.088212",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:18.281147",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 86%\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": "74b9e47e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:29.111138Z",
+     "iopub.status.busy": "2024-07-22T03:04:29.110806Z",
+     "iopub.status.idle": "2024-07-22T03:04:29.118607Z",
+     "shell.execute_reply": "2024-07-22T03:04:29.117772Z"
+    },
+    "papermill": {
+     "duration": 0.021711,
+     "end_time": "2024-07-22T03:04:29.120804",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:29.099093",
+     "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": "2d7826bc",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009734,
+     "end_time": "2024-07-22T03:04:29.140301",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:29.130567",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "80681885",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:29.160947Z",
+     "iopub.status.busy": "2024-07-22T03:04:29.160639Z",
+     "iopub.status.idle": "2024-07-22T03:04:29.167847Z",
+     "shell.execute_reply": "2024-07-22T03:04:29.166922Z"
+    },
+    "papermill": {
+     "duration": 0.019648,
+     "end_time": "2024-07-22T03:04:29.169722",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:29.150074",
+     "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": "ddc7c598",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:29.190331Z",
+     "iopub.status.busy": "2024-07-22T03:04:29.190065Z",
+     "iopub.status.idle": "2024-07-22T03:04:29.195008Z",
+     "shell.execute_reply": "2024-07-22T03:04:29.194187Z"
+    },
+    "papermill": {
+     "duration": 0.017638,
+     "end_time": "2024-07-22T03:04:29.196990",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:29.179352",
+     "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 = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/5_2\"\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 = 0.6\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "daaf6d78",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:29.219166Z",
+     "iopub.status.busy": "2024-07-22T03:04:29.218617Z",
+     "iopub.status.idle": "2024-07-22T03:04:29.224221Z",
+     "shell.execute_reply": "2024-07-22T03:04:29.223388Z"
+    },
+    "papermill": {
+     "duration": 0.018905,
+     "end_time": "2024-07-22T03:04:29.226405",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:29.207500",
+     "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": "9bde601f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:29.248415Z",
+     "iopub.status.busy": "2024-07-22T03:04:29.247678Z",
+     "iopub.status.idle": "2024-07-22T03:04:30.510226Z",
+     "shell.execute_reply": "2024-07-22T03:04:30.509298Z"
+    },
+    "papermill": {
+     "duration": 1.276052,
+     "end_time": "2024-07-22T03:04:30.512629",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:29.236577",
+     "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": "8c3083f0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:30.535409Z",
+     "iopub.status.busy": "2024-07-22T03:04:30.535059Z",
+     "iopub.status.idle": "2024-07-22T03:04:31.552096Z",
+     "shell.execute_reply": "2024-07-22T03:04:31.550947Z"
+    },
+    "papermill": {
+     "duration": 1.030986,
+     "end_time": "2024-07-22T03:04:31.554199",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:30.523213",
+     "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": "eb2ab2b5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:31.577920Z",
+     "iopub.status.busy": "2024-07-22T03:04:31.577571Z",
+     "iopub.status.idle": "2024-07-22T03:04:31.586711Z",
+     "shell.execute_reply": "2024-07-22T03:04:31.585947Z"
+    },
+    "papermill": {
+     "duration": 0.023337,
+     "end_time": "2024-07-22T03:04:31.588767",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:31.565430",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/5_2\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": "3208090a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:31.614458Z",
+     "iopub.status.busy": "2024-07-22T03:04:31.614174Z",
+     "iopub.status.idle": "2024-07-22T03:04:31.985669Z",
+     "shell.execute_reply": "2024-07-22T03:04:31.984703Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.387593,
+     "end_time": "2024-07-22T03:04:31.988137",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:31.600544",
+     "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": "09597fe2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:32.011108Z",
+     "iopub.status.busy": "2024-07-22T03:04:32.010838Z",
+     "iopub.status.idle": "2024-07-22T03:04:33.628770Z",
+     "shell.execute_reply": "2024-07-22T03:04:33.627915Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.632046,
+     "end_time": "2024-07-22T03:04:33.631106",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:31.999060",
+     "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": "c394a7ff",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:33.656780Z",
+     "iopub.status.busy": "2024-07-22T03:04:33.655885Z",
+     "iopub.status.idle": "2024-07-22T03:04:33.665475Z",
+     "shell.execute_reply": "2024-07-22T03:04:33.664780Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.024484,
+     "end_time": "2024-07-22T03:04:33.667493",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:33.643009",
+     "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": "d6479622",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:33.690450Z",
+     "iopub.status.busy": "2024-07-22T03:04:33.689863Z",
+     "iopub.status.idle": "2024-07-22T03:04:33.694157Z",
+     "shell.execute_reply": "2024-07-22T03:04:33.693307Z"
+    },
+    "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": 0.018382,
+     "end_time": "2024-07-22T03:04:33.696604",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:33.678222",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "d549503f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:33.719584Z",
+     "iopub.status.busy": "2024-07-22T03:04:33.719325Z",
+     "iopub.status.idle": "2024-07-22T03:04:33.835363Z",
+     "shell.execute_reply": "2024-07-22T03:04:33.834375Z"
+    },
+    "papermill": {
+     "duration": 0.130209,
+     "end_time": "2024-07-22T03:04:33.837669",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:33.707460",
+     "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": "fc7f9d40",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:33.862958Z",
+     "iopub.status.busy": "2024-07-22T03:04:33.862659Z",
+     "iopub.status.idle": "2024-07-22T03:04:38.276753Z",
+     "shell.execute_reply": "2024-07-22T03:04:38.275769Z"
+    },
+    "papermill": {
+     "duration": 4.429526,
+     "end_time": "2024-07-22T03:04:38.279206",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:33.849680",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 03:04:35.633219: 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 03:04:35.633280: 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 03:04:35.634845: 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": "46d23098",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:38.303951Z",
+     "iopub.status.busy": "2024-07-22T03:04:38.302883Z",
+     "iopub.status.idle": "2024-07-22T03:04:38.308697Z",
+     "shell.execute_reply": "2024-07-22T03:04:38.307805Z"
+    },
+    "papermill": {
+     "duration": 0.019954,
+     "end_time": "2024-07-22T03:04:38.310605",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:38.290651",
+     "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": "7d714810",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:38.335684Z",
+     "iopub.status.busy": "2024-07-22T03:04:38.335398Z",
+     "iopub.status.idle": "2024-07-22T03:04:41.178570Z",
+     "shell.execute_reply": "2024-07-22T03:04:41.177476Z"
+    },
+    "papermill": {
+     "duration": 2.858633,
+     "end_time": "2024-07-22T03:04:41.181007",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:38.322374",
+     "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": "2ec229b7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:41.207347Z",
+     "iopub.status.busy": "2024-07-22T03:04:41.206999Z",
+     "iopub.status.idle": "2024-07-22T03:04:41.213544Z",
+     "shell.execute_reply": "2024-07-22T03:04:41.212547Z"
+    },
+    "papermill": {
+     "duration": 0.021765,
+     "end_time": "2024-07-22T03:04:41.215450",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:41.193685",
+     "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": "32c5f4dc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:41.239974Z",
+     "iopub.status.busy": "2024-07-22T03:04:41.239460Z",
+     "iopub.status.idle": "2024-07-22T03:04:41.735809Z",
+     "shell.execute_reply": "2024-07-22T03:04:41.734604Z"
+    },
+    "papermill": {
+     "duration": 0.511641,
+     "end_time": "2024-07-22T03:04:41.738490",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:41.226849",
+     "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": "93d57310",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:41.767264Z",
+     "iopub.status.busy": "2024-07-22T03:04:41.766844Z",
+     "iopub.status.idle": "2024-07-22T03:04:41.773687Z",
+     "shell.execute_reply": "2024-07-22T03:04:41.772321Z"
+    },
+    "papermill": {
+     "duration": 0.024537,
+     "end_time": "2024-07-22T03:04:41.776343",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:41.751806",
+     "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": "2dca95e8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:41.803371Z",
+     "iopub.status.busy": "2024-07-22T03:04:41.803002Z",
+     "iopub.status.idle": "2024-07-22T03:04:41.854229Z",
+     "shell.execute_reply": "2024-07-22T03:04:41.853184Z"
+    },
+    "papermill": {
+     "duration": 0.068357,
+     "end_time": "2024-07-22T03:04:41.856761",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:41.788404",
+     "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": "5e0ba518",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:41.888221Z",
+     "iopub.status.busy": "2024-07-22T03:04:41.887882Z",
+     "iopub.status.idle": "2024-07-22T03:04:41.893738Z",
+     "shell.execute_reply": "2024-07-22T03:04:41.892805Z"
+    },
+    "papermill": {
+     "duration": 0.024131,
+     "end_time": "2024-07-22T03:04:41.895685",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:41.871554",
+     "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": "38d922a4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:41.921613Z",
+     "iopub.status.busy": "2024-07-22T03:04:41.921325Z",
+     "iopub.status.idle": "2024-07-22T03:04:41.925319Z",
+     "shell.execute_reply": "2024-07-22T03:04:41.924553Z"
+    },
+    "papermill": {
+     "duration": 0.019219,
+     "end_time": "2024-07-22T03:04:41.927212",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:41.907993",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "8a0d94e0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:41.952881Z",
+     "iopub.status.busy": "2024-07-22T03:04:41.952546Z",
+     "iopub.status.idle": "2024-07-22T03:04:41.958777Z",
+     "shell.execute_reply": "2024-07-22T03:04:41.957837Z"
+    },
+    "papermill": {
+     "duration": 0.021263,
+     "end_time": "2024-07-22T03:04:41.960667",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:41.939404",
+     "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": "3eca8774",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:41.987834Z",
+     "iopub.status.busy": "2024-07-22T03:04:41.987089Z",
+     "iopub.status.idle": "2024-07-22T03:04:41.994786Z",
+     "shell.execute_reply": "2024-07-22T03:04:41.994045Z"
+    },
+    "papermill": {
+     "duration": 0.023287,
+     "end_time": "2024-07-22T03:04:41.996839",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:41.973552",
+     "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": "852c60d4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:42.022592Z",
+     "iopub.status.busy": "2024-07-22T03:04:42.022281Z",
+     "iopub.status.idle": "2024-07-22T03:04:42.031030Z",
+     "shell.execute_reply": "2024-07-22T03:04:42.030128Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024197,
+     "end_time": "2024-07-22T03:04:42.033093",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:42.008896",
+     "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": "a7a05f34",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:04:42.058891Z",
+     "iopub.status.busy": "2024-07-22T03:04:42.058543Z",
+     "iopub.status.idle": "2024-07-22T03:08:39.197032Z",
+     "shell.execute_reply": "2024-07-22T03:08:39.195905Z"
+    },
+    "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": 237.154273,
+     "end_time": "2024-07-22T03:08:39.199588",
+     "exception": false,
+     "start_time": "2024-07-22T03:04:42.045315",
+     "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 1000/50898 MLoss: 0.0 GLoss: 0.3566 Sum: 0.3566\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/50898 MLoss: 0.0 GLoss: 0.3054 Sum: 0.3054\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/50898 MLoss: 0.0 GLoss: 0.2927 Sum: 0.2927\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/50898 MLoss: 0.0 GLoss: 0.2811 Sum: 0.2811\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/50898 MLoss: 0.0 GLoss: 0.2711 Sum: 0.2711\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/50898 MLoss: 0.0 GLoss: 0.2644 Sum: 0.2644\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/50898 MLoss: 0.0 GLoss: 0.258 Sum: 0.258\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/50898 MLoss: 0.0 GLoss: 0.2552 Sum: 0.2552\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/50898 MLoss: 0.0 GLoss: 0.25 Sum: 0.25\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/50898 MLoss: 0.0 GLoss: 0.2472 Sum: 0.2472\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/50898 MLoss: 0.0 GLoss: 0.2441 Sum: 0.2441\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/50898 MLoss: 0.0 GLoss: 0.2397 Sum: 0.2397\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/50898 MLoss: 0.0 GLoss: 0.2384 Sum: 0.2384\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/50898 MLoss: 0.0 GLoss: 0.2357 Sum: 0.2357\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/50898 MLoss: 0.0 GLoss: 0.2314 Sum: 0.2314\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/50898 MLoss: 0.0 GLoss: 0.2329 Sum: 0.2329\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 17000/50898 MLoss: 0.0 GLoss: 0.2289 Sum: 0.2289\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 18000/50898 MLoss: 0.0 GLoss: 0.226 Sum: 0.226\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 19000/50898 MLoss: 0.0 GLoss: 0.2266 Sum: 0.2266\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 20000/50898 MLoss: 0.0 GLoss: 0.2215 Sum: 0.2215\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 21000/50898 MLoss: 0.0 GLoss: 0.2221 Sum: 0.2221\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 22000/50898 MLoss: 0.0 GLoss: 0.2222 Sum: 0.2222\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 23000/50898 MLoss: 0.0 GLoss: 0.2228 Sum: 0.2228\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 24000/50898 MLoss: 0.0 GLoss: 0.2177 Sum: 0.2177\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 25000/50898 MLoss: 0.0 GLoss: 0.2164 Sum: 0.2164\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 26000/50898 MLoss: 0.0 GLoss: 0.2147 Sum: 0.2147\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 27000/50898 MLoss: 0.0 GLoss: 0.2143 Sum: 0.2143\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 28000/50898 MLoss: 0.0 GLoss: 0.2139 Sum: 0.2139\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 29000/50898 MLoss: 0.0 GLoss: 0.214 Sum: 0.214\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 30000/50898 MLoss: 0.0 GLoss: 0.2114 Sum: 0.2114\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 31000/50898 MLoss: 0.0 GLoss: 0.2075 Sum: 0.2075\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 32000/50898 MLoss: 0.0 GLoss: 0.2107 Sum: 0.2107\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 33000/50898 MLoss: 0.0 GLoss: 0.2083 Sum: 0.2083\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 34000/50898 MLoss: 0.0 GLoss: 0.2077 Sum: 0.2077\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 35000/50898 MLoss: 0.0 GLoss: 0.2062 Sum: 0.2062\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 36000/50898 MLoss: 0.0 GLoss: 0.2067 Sum: 0.2067\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 37000/50898 MLoss: 0.0 GLoss: 0.206 Sum: 0.206\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 38000/50898 MLoss: 0.0 GLoss: 0.2026 Sum: 0.2026\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 39000/50898 MLoss: 0.0 GLoss: 0.2063 Sum: 0.2063\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 40000/50898 MLoss: 0.0 GLoss: 0.2044 Sum: 0.2044\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 41000/50898 MLoss: 0.0 GLoss: 0.2028 Sum: 0.2028\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 42000/50898 MLoss: 0.0 GLoss: 0.2033 Sum: 0.2033\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 43000/50898 MLoss: 0.0 GLoss: 0.2016 Sum: 0.2016\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 44000/50898 MLoss: 0.0 GLoss: 0.2029 Sum: 0.2029\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 45000/50898 MLoss: 0.0 GLoss: 0.1994 Sum: 0.1994\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 46000/50898 MLoss: 0.0 GLoss: 0.2005 Sum: 0.2005\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 47000/50898 MLoss: 0.0 GLoss: 0.1974 Sum: 0.1974\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 48000/50898 MLoss: 0.0 GLoss: 0.1976 Sum: 0.1976\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 49000/50898 MLoss: 0.0 GLoss: 0.1995 Sum: 0.1995\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/50898 MLoss: 0.0 GLoss: 0.1963 Sum: 0.1963\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": "08eafa16",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016898,
+     "end_time": "2024-07-22T03:08:39.234068",
+     "exception": false,
+     "start_time": "2024-07-22T03:08:39.217170",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "3e772318",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:08:39.268448Z",
+     "iopub.status.busy": "2024-07-22T03:08:39.267596Z",
+     "iopub.status.idle": "2024-07-22T03:08:39.275628Z",
+     "shell.execute_reply": "2024-07-22T03:08:39.274777Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.027634,
+     "end_time": "2024-07-22T03:08:39.277527",
+     "exception": false,
+     "start_time": "2024-07-22T03:08:39.249893",
+     "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": "dd59025c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:08:39.310938Z",
+     "iopub.status.busy": "2024-07-22T03:08:39.310436Z",
+     "iopub.status.idle": "2024-07-22T03:08:56.105261Z",
+     "shell.execute_reply": "2024-07-22T03:08:56.104439Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.814474,
+     "end_time": "2024-07-22T03:08:56.107841",
+     "exception": false,
+     "start_time": "2024-07-22T03:08:39.293367",
+     "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": "5b8b7b98",
+   "metadata": {
+    "papermill": {
+     "duration": 0.017031,
+     "end_time": "2024-07-22T03:08:56.142249",
+     "exception": false,
+     "start_time": "2024-07-22T03:08:56.125218",
+     "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": 282.169077,
+   "end_time": "2024-07-22T03:08:59.021415",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/5_2/tab_ddpm_eval.ipynb",
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\ No newline at end of file