diff --git a/iris/tab_ddpm/8_1/0/synth.csv b/iris/tab_ddpm/8_1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ecf1e46a0c9d147c8869ae63f2ec3d7bc9046d5b
--- /dev/null
+++ b/iris/tab_ddpm/8_1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.857920876682102,6.699998959033772,1.9910388744839513,Iris-virginica
+1,5.800370229736127,2.6974184378190498,5.105611412420592,1.8874634787888775,Iris-virginica
+2,6.30372174204563,2.502221382922059,4.880308169093887,1.4998176617414287,Iris-versicolor
+3,5.822780884370986,2.7009184735355607,5.108948017974655,1.9004008664190284,Iris-virginica
+4,5.412050909500963,3.000703124733583,4.504550629907067,1.5016173628655265,Iris-versicolor
+5,5.787642121940919,2.7020584386653423,5.08435092215496,1.8898638495161126,Iris-virginica
+6,5.056273898819072,3.5989812715352443,1.4350964893341212,0.2,Iris-setosa
+7,5.017908800301457,3.249501156829787,1.2339899139035935,0.2,Iris-setosa
+8,6.656122381249112,3.014412166531963,4.410972742393723,1.4011190049397502,Iris-versicolor
+9,5.043948156109204,3.479648519552898,1.3600657568261416,0.29075813622315183,Iris-setosa
+10,5.328997897229094,2.998840790354496,4.476887128592847,1.5069363372234585,Iris-versicolor
+11,5.519721454780222,4.21539923832248,1.400505199785443,0.2,Iris-setosa
+12,4.898705809419003,3.395200927349777,1.6121502748558867,0.2,Iris-setosa
+13,5.0981610936861825,2.496178024123229,3.0578872591671935,1.062487445653252,Iris-versicolor
+14,5.511923814801024,2.388592355011097,3.528911161696622,0.9922608275077464,Iris-versicolor
+15,6.451176448766911,3.1831822817188726,4.537272763016493,1.487316299001645,Iris-versicolor
+16,5.547137768512766,2.6443962987580774,4.318590096043298,1.2730142605159933,Iris-versicolor
+17,5.727744539122271,4.4,1.5357031811074628,0.392548648807206,Iris-setosa
+18,4.925052899293133,2.401606203375701,3.19672273667518,1.0039183615445637,Iris-versicolor
+19,6.851083456758404,3.001388386233127,5.534579498662764,2.103298459911072,Iris-virginica
+20,5.015562821231121,3.49221219448433,1.3015065783822397,0.2995530332632551,Iris-setosa
+21,5.198548488485179,2.6933788773104075,3.793526786937041,1.3971192480805046,Iris-versicolor
+22,5.069655206371284,3.5986181131395214,1.440159870152033,0.35540368630153674,Iris-setosa
+23,5.461528966283909,2.415426666053839,3.709137971487693,1.1138318729952017,Iris-versicolor
+24,5.215628708412521,3.4780568850710045,1.5335211977875942,0.2,Iris-setosa
+25,5.900452545761264,3.200577529778352,4.808640817263106,1.7976869199123946,Iris-versicolor
+26,5.891782155066173,3.187959488502864,4.759323891200013,1.7679039197478559,Iris-versicolor
+27,6.009624456698042,2.9913020162495063,4.8334049517729625,1.793609937637997,Iris-virginica
+28,7.699998086679099,2.7968390319949976,6.699998113228835,2.027487905237285,Iris-virginica
+29,5.1481437886026375,3.4371661763977523,1.4970381071616448,0.2,Iris-setosa
+30,6.713135210224889,3.3360301342623497,5.7297137021894375,2.5,Iris-virginica
+31,5.5427357030421565,2.620311996213973,4.314074064235671,1.273112206996565,Iris-versicolor
+32,4.9369282050806005,3.091580408189583,1.272192233590466,0.2,Iris-setosa
+33,5.178358814362372,3.4791641448337076,1.5079840841827385,0.2,Iris-setosa
+34,5.5063720501931925,2.4046760171925383,3.8878296649358894,0.9508616730781795,Iris-versicolor
+35,7.699998744576812,2.8110420949527857,6.6999983128656595,1.9907336936621338,Iris-virginica
+36,6.724497436145901,2.993763167085859,5.002014055557604,1.6965698210972397,Iris-versicolor
+37,6.682288623065258,3.045429621682739,4.480889847185747,1.4128601232747617,Iris-versicolor
+38,6.4011426818871,3.09897011028698,5.466323961373616,1.803239216332679,Iris-virginica
+39,5.094158734365519,3.837420210294102,1.6303670238288874,0.44141268666339006,Iris-setosa
+40,4.633422314060226,3.431274144083522,1.4003623293966798,0.3054001124128573,Iris-setosa
+41,5.375900043558505,3.3957633669090534,1.686652470485405,0.2,Iris-setosa
+42,6.7987705517920665,2.983712268426017,5.5034587444605885,2.0891324401034286,Iris-virginica
+43,5.514682327391012,4.221104764699019,1.387194817368665,0.2,Iris-setosa
+44,6.12862164109342,3.3129504793948716,4.509065679279242,1.5550289737507332,Iris-versicolor
+45,6.3709155229667065,2.8832502608156627,4.302884559669683,1.2969686084307641,Iris-versicolor
+46,6.295069826270372,2.683166907446321,4.911950534326575,1.8011820871765947,Iris-virginica
+47,4.603500487363692,3.179340203365448,1.3878951458475255,0.2,Iris-setosa
+48,6.014578520873882,2.988992748353313,4.836561976055468,1.8003816871179399,Iris-virginica
+49,6.418839741349384,3.0975032254481767,5.4954965607312545,1.7977068154997538,Iris-virginica
+50,7.699998868237037,2.758642001241363,6.7,1.993599376878311,Iris-virginica
+51,4.631013273212281,3.4027250242250053,1.4119912444617033,0.2954344918284755,Iris-setosa
+52,4.400000512623826,3.189584839352616,1.3038697626979538,0.2,Iris-setosa
+53,6.305837955647659,3.38841029112198,5.598055777633137,2.3948206697361596,Iris-virginica
+54,7.283292135734106,2.9099630670847425,6.2821273783241836,1.8058150454408741,Iris-virginica
+55,4.4,3.2144859569871085,1.3133388558932722,0.2,Iris-setosa
+56,4.847325503844022,2.3890295845493084,3.3678214738041836,0.998997590774592,Iris-versicolor
+57,6.9147768392587,3.2037235038743903,5.685628866910402,2.2763735564641365,Iris-virginica
+58,5.101127632131582,3.6636673393917105,1.4794674338522942,0.43273831924107287,Iris-setosa
+59,5.257436085823914,2.733195167625957,4.083112661223532,1.4091094307027456,Iris-versicolor
+60,4.937895227729165,2.4128820184349924,3.152788505731645,1.0977358965859332,Iris-versicolor
+61,5.142376494182843,3.4384911108769196,1.4988225390216143,0.2,Iris-setosa
+62,5.104759218403472,3.3113495589620845,1.6893359538461428,0.4597665617371258,Iris-setosa
+63,7.7,2.8090389175460864,6.699998920516007,1.9999730417426895,Iris-virginica
+64,6.406574859471248,2.8698667389975734,4.28223251653409,1.294621033542216,Iris-versicolor
+65,4.793902033320165,3.400615776497329,1.5802722852774562,0.2,Iris-setosa
+66,5.49690115117432,2.4031045716026247,3.7881423313308575,1.0713191608157515,Iris-versicolor
+67,6.310522102871186,3.3997416802195177,5.591075180641886,2.398995183648553,Iris-virginica
+68,4.400000463436624,2.8953879393283644,1.4003019409121005,0.2,Iris-setosa
+69,6.304923491412269,2.4841606435550374,5.009454622570892,1.9026087285206001,Iris-virginica
+70,6.407606802039367,3.0996191091170506,5.521608615300443,1.8057968830365336,Iris-virginica
+71,6.694141663745388,3.3004746065257633,5.673467111159338,2.1208585089346172,Iris-virginica
+72,5.871242622543472,3.2022646765246185,4.809681563158687,1.815690560418066,Iris-versicolor
+73,6.326294160410405,2.7826861707877373,5.092848019139516,1.4842055939556948,Iris-virginica
+74,4.598261028561326,3.589888234580842,1.0000004597012415,0.2,Iris-setosa
+75,4.975930019559357,3.4890373809683735,1.2743975395575886,0.3007062928690709,Iris-setosa
+76,5.19458178192299,3.4522016838732132,1.4071692981908221,0.2,Iris-setosa
+77,4.490874365069194,2.294065183049325,1.2962078365065446,0.29560096124447355,Iris-setosa
+78,5.484197923904898,2.3905360737166497,3.7569305034959477,0.948612804129883,Iris-versicolor
+79,5.097255761913699,3.307403274760626,1.6941352272111847,0.5202813109524582,Iris-setosa
+80,4.880266747251919,2.983933141082454,1.403660608124735,0.2,Iris-setosa
+81,5.9671800096994705,3.3719664097276363,4.576600748314366,1.6858161998448677,Iris-versicolor
+82,4.891122123374784,2.9903668181513217,1.401162285165313,0.2,Iris-setosa
+83,5.178899182753711,3.419869155529301,1.4093262703281904,0.2,Iris-setosa
+84,5.9163742673631665,3.1991039237093677,4.774842602328675,1.7861670366404594,Iris-versicolor
+85,5.639607615840643,3.021590677354989,4.359080368678202,1.4319673139533415,Iris-versicolor
+86,5.093394135680992,2.4904185914234995,3.0333386987820363,1.097202502778543,Iris-versicolor
+87,5.99592226904723,2.7011845281385316,5.113146629141169,1.6142202650952584,Iris-versicolor
+88,6.710846867684894,3.0972146551215642,4.416413369905094,1.404925261552605,Iris-versicolor
+89,5.399869175172582,3.429896731368213,1.7105479827150827,0.2,Iris-setosa
+90,6.006444071009764,3.3865757886212617,4.49129412520432,1.5883541922173339,Iris-versicolor
+91,5.894716014251773,2.994413116611234,5.096936436832623,1.804610527364971,Iris-virginica
+92,7.04420309567373,3.008056796882179,5.871093364448623,2.1093403389567866,Iris-virginica
+93,5.368560494119324,3.4064387465478734,1.6985624248427116,0.2,Iris-setosa
+94,6.387101525134209,2.9599566920245075,5.566834047165546,1.786824668268406,Iris-virginica
+95,4.400000647530244,2.9121211355514114,1.3954187002389462,0.2,Iris-setosa
+96,4.49976786288943,2.2983223777310484,1.3143384775135576,0.30399108159193966,Iris-setosa
+97,4.638775283358514,3.4214369414748074,1.3984786398961258,0.2913963175265211,Iris-setosa
+98,6.1076018292224825,2.99331986986495,4.571917297416697,1.400820714947724,Iris-versicolor
+99,5.99340346340066,2.6990455752285967,5.094364416812487,1.5766930018977625,Iris-versicolor
+100,5.0872927577088145,3.745699211202017,1.5082863748855786,0.45269915419988455,Iris-setosa
+101,5.794436301284299,2.6896145980690296,5.104392247809277,1.8900089965954199,Iris-virginica
+102,5.562699053767626,2.999574188460003,4.484522711418256,1.5027426204665961,Iris-versicolor
+103,4.907905947829094,2.4153763700437416,3.2524613424723046,1.08557063550687,Iris-versicolor
+104,6.546782333390748,3.142342217472324,4.453539889611324,1.4583320047707964,Iris-versicolor
+105,6.006230786309995,2.2,5.0047334479477845,1.503050114987325,Iris-virginica
+106,5.914262147326912,3.2122302313455533,4.783855621726983,1.7783133338648038,Iris-versicolor
+107,7.0838550733291274,3.0014105504237816,5.850973029403711,2.0967584730571613,Iris-virginica
+108,6.370781292268951,3.0219082377641935,5.51868520749514,1.7774949770452408,Iris-virginica
+109,4.400000598520739,3.183994893105137,1.3249693226546018,0.2,Iris-setosa
+110,7.69999889484827,2.788305629140513,6.699998922960193,1.9934183927550042,Iris-virginica
+111,6.098281259716682,3.003992973479117,4.626110234328998,1.3938142528558295,Iris-versicolor
+112,6.328382742950526,3.217236431136218,4.532938875550767,1.5155966240774272,Iris-versicolor
+113,5.112156942634853,3.8144124122521084,1.6020702991272109,0.2,Iris-setosa
+114,6.429513845980535,3.180274907429932,4.500492540904989,1.487121386782384,Iris-versicolor
+115,5.205472700218334,3.4109455631537156,1.5623193977667171,0.2,Iris-setosa
+116,5.212100786754406,2.7190348498035446,4.028218786804575,1.4111362789821233,Iris-versicolor
+117,6.305213976092837,2.508078688054965,4.890230313331498,1.5139399206235622,Iris-versicolor
+118,7.699998398234113,2.777304034941746,6.699998943325802,1.9747673695716215,Iris-virginica
+119,4.987612008111096,3.5131182269347807,1.2608308383067794,0.3127179906533712,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/0/test.csv b/iris/tab_ddpm/8_1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/0/train.csv b/iris/tab_ddpm/8_1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/0/val.csv b/iris/tab_ddpm/8_1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/1/synth.csv b/iris/tab_ddpm/8_1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..85e93377d4c99c59c13a4c6172ba6b8dac6ad547
--- /dev/null
+++ b/iris/tab_ddpm/8_1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.98991977817601,3.179604575238464,1.222804651081989,0.2,Iris-setosa
+1,4.400000706997487,2.905491000430092,1.4021121586631569,0.2,Iris-setosa
+2,5.343366652634166,3.88021214962275,1.3875721114704425,0.425357488360115,Iris-setosa
+3,5.69778680122729,4.399998954349752,1.498337054493857,0.3953138083944737,Iris-setosa
+4,5.590911039896247,2.6904419134892668,4.213407135897017,1.2983787234774178,Iris-versicolor
+5,5.02580355223614,3.280025527436928,1.2842024823320086,0.2,Iris-setosa
+6,5.527768807832006,2.5969975025993928,4.37567730567666,1.2625112794318063,Iris-versicolor
+7,5.798044228892298,2.696946385071105,5.106916687707274,1.8982711372650851,Iris-virginica
+8,6.019132585064832,3.404626963459754,4.476717644327469,1.592262524801001,Iris-versicolor
+9,4.843880837400989,2.402735886801346,3.2845249575603654,0.952478486491999,Iris-versicolor
+10,6.59910829462142,3.0420691932485324,4.414726208790731,1.4002891687277372,Iris-versicolor
+11,4.876741807196496,3.1115202931005084,1.4902726419686643,0.1,Iris-setosa
+12,6.491381281988394,2.9747426200196427,5.521905131251556,1.802600737217537,Iris-virginica
+13,6.689003815228044,2.9951150953421934,5.007281628856244,1.7160406370047359,Iris-versicolor
+14,4.887723331192164,3.0139362395833547,1.383709117306546,0.2,Iris-setosa
+15,4.400000547735643,2.8894289973614966,1.3951998387691213,0.2,Iris-setosa
+16,5.092911445001577,2.4987658081538884,2.9360426916532485,1.1345027265276495,Iris-versicolor
+17,5.44579796534311,3.398899696184877,1.9015413659291176,0.2,Iris-setosa
+18,6.017474928739403,2.7068317421851065,5.100089705497202,1.6000028565762394,Iris-versicolor
+19,5.9859872212205545,2.9982194522921417,4.929441022260005,1.799213944087212,Iris-virginica
+20,6.757533453764167,3.282411237491989,5.7006872860028786,2.1518941211967735,Iris-virginica
+21,6.773591633972682,3.2750003370736978,5.686397711811957,2.5,Iris-virginica
+22,6.298474043714182,3.3948466819079504,5.60730837675158,2.406134742440821,Iris-virginica
+23,6.5170706939557,2.9933815220542046,5.509762978641974,1.8012291386223669,Iris-virginica
+24,7.7,2.7936548200093103,6.7,2.001239237347738,Iris-virginica
+25,5.000619384785109,3.3070365146917893,1.410314816808176,0.2,Iris-setosa
+26,5.191517812968436,3.42202964237855,1.4035887805639002,0.2,Iris-setosa
+27,6.902653614565924,3.2261631616499677,5.707338118064695,2.243301812692127,Iris-virginica
+28,7.6999983046106095,2.8265686090497772,6.699998730837576,1.992563451882658,Iris-virginica
+29,5.883549808204739,3.200811020569982,4.8154617657637,1.823480694199512,Iris-versicolor
+30,6.096765795862502,2.9987627255379263,4.584959904093163,1.3875101969174675,Iris-versicolor
+31,5.566692239920279,2.6751319306550183,4.196258091981452,1.2864989033360237,Iris-versicolor
+32,6.333495652143164,2.71613837720642,4.900059230545934,1.8012494258402514,Iris-virginica
+33,7.297360644097732,2.9026802590998164,6.319634664706074,1.7814888787176715,Iris-virginica
+34,6.740999748110861,3.3113171310436207,5.742808002331244,2.110858660326383,Iris-virginica
+35,5.4027634095974415,3.8891279982679046,1.317161911310624,0.3906850848386895,Iris-setosa
+36,6.007251005255774,2.9787612574531863,4.7600119645343515,1.7966441421948942,Iris-virginica
+37,5.39411248327381,3.9092046536941285,1.2787848471422718,0.5156755806252915,Iris-setosa
+38,6.333514022690053,3.2163537922335568,4.516715310064167,1.5047023398833617,Iris-versicolor
+39,4.584173832520405,3.6071462097400238,1.0,0.2,Iris-setosa
+40,5.04770629466156,3.5029813892494106,1.316077013006082,0.28215085281504604,Iris-setosa
+41,4.858392653678196,3.087004948573086,1.4955976264087107,0.10000013496912094,Iris-setosa
+42,5.1036900147194855,3.3001539510958557,1.7060396925995773,0.4657775348766724,Iris-setosa
+43,6.575806577846362,2.9844733430476955,4.38791231443662,1.396638164071359,Iris-versicolor
+44,5.9253791779164215,2.9948009007685368,4.258748290736054,1.3579561409817924,Iris-versicolor
+45,5.397195842074936,3.898272536829825,1.8946728315703059,0.4322300183306414,Iris-setosa
+46,6.0333641134713165,2.2,4.998670140175771,1.4989126054202249,Iris-virginica
+47,4.902240688420828,2.9823290048806945,1.3869480701051857,0.2,Iris-setosa
+48,5.483156778429728,4.204980339972758,1.4007958824892914,0.2,Iris-setosa
+49,5.1892602739763944,3.4905409249190296,1.4933794360053019,0.2,Iris-setosa
+50,5.885886927964051,3.1955535282142695,4.825801335514597,1.8061487851779086,Iris-versicolor
+51,4.9022990945074785,3.0161250941306337,1.3977433015167442,0.2,Iris-setosa
+52,5.547442642151136,2.635964744685188,4.263027123672996,1.271705699434459,Iris-versicolor
+53,6.298575078709107,2.8005292155862493,5.096886801181722,1.5052726943256918,Iris-virginica
+54,5.772247165549544,2.6832197064952727,5.095452312359903,1.9165181946293606,Iris-virginica
+55,5.0981197990276295,3.501344990630535,1.4001356844031576,0.29888999630215546,Iris-setosa
+56,6.381056816987489,3.0979895241786055,5.49023704198671,1.802664038119936,Iris-virginica
+57,5.597775184116687,3.0047774837510564,4.119744263306202,1.2990520774826673,Iris-versicolor
+58,6.336162969700218,2.9209563284714974,5.572292619840037,1.8120248530768008,Iris-virginica
+59,5.203410106741476,3.4007890508811442,1.4005827120863428,0.2,Iris-setosa
+60,6.072797247382982,3.00319669241087,4.570822707170883,1.3948671167019735,Iris-versicolor
+61,6.000276126036164,2.9859121890888627,4.804428688624142,1.803100632958161,Iris-virginica
+62,5.104367349727757,3.7860350822691546,1.893557652360187,0.36162430129078105,Iris-setosa
+63,4.651133135795211,3.388686240222509,1.4561767054974095,0.2636901400712534,Iris-setosa
+64,4.4,2.8998604983608227,1.4050992687879735,0.2,Iris-setosa
+65,5.4631691340785355,2.998941397154554,4.531168166322828,1.5005458260797166,Iris-versicolor
+66,5.085600023644556,2.486647727756403,3.1514758859021343,1.1047646734997933,Iris-versicolor
+67,4.851275611701151,2.3850470285663885,3.2740435350777686,0.965924426439667,Iris-versicolor
+68,5.118621481278194,2.4979364943784215,3.020484785006749,1.043198616293688,Iris-versicolor
+69,4.988798459001809,3.19174212376514,1.208586448160029,0.2,Iris-setosa
+70,5.206036346671568,3.4088920546630814,1.4215178415355296,0.2,Iris-setosa
+71,5.481396200180151,2.4094176095321433,3.8724605646523793,1.147129388910999,Iris-versicolor
+72,4.904716524075587,3.01411378305079,1.3991090459680822,0.2,Iris-setosa
+73,5.467901956465289,3.000261855250064,4.522237023029884,1.5002589385013687,Iris-versicolor
+74,5.494525667787586,2.396603760498706,3.67899596495222,0.998002586617682,Iris-versicolor
+75,5.471360766730199,3.0052190736049327,4.525748730547384,1.5021633181081704,Iris-versicolor
+76,4.918485666409558,2.4134307317607018,3.229826154198732,1.043531614385513,Iris-versicolor
+77,4.4,3.141257417803276,1.3166459519937086,0.2,Iris-setosa
+78,4.8835115143406,2.4006326184495395,3.2168247916618973,1.0059181996389452,Iris-versicolor
+79,6.31369532125289,2.7000701276099957,4.9132753852082205,1.8128365829873319,Iris-virginica
+80,5.04977665212814,3.5053991755977676,1.3761255839506326,0.3124436982910834,Iris-setosa
+81,4.585532796942609,3.5868359102088463,1.0,0.2,Iris-setosa
+82,6.086724458440744,2.600947628442745,5.572444520845487,1.400821767092038,Iris-virginica
+83,5.986840650295206,3.3861543744453018,4.491819894870305,1.5650011546453153,Iris-versicolor
+84,6.816393226090504,2.9927350526624226,5.502488240227654,2.1059974381628503,Iris-virginica
+85,7.699998471151678,2.827019144530966,6.699998018902717,1.9858718903246853,Iris-virginica
+86,6.321061166420514,3.400560735748357,5.596778842502834,2.3991546877832612,Iris-virginica
+87,7.282296916440851,2.8918963643463282,6.310625196271403,1.8025803253067714,Iris-virginica
+88,7.7,2.819474342404276,6.7,1.984400105620112,Iris-virginica
+89,4.4,2.913828510142327,1.3818610276937457,0.2,Iris-setosa
+90,6.099853453090661,2.5978536024442422,5.601790428377676,1.4037088279372294,Iris-virginica
+91,6.029510408301757,3.3723239568970125,4.519273144276928,1.6066680455791547,Iris-versicolor
+92,6.287449957855597,2.51223893378481,4.9058436978067945,1.5098868890938313,Iris-versicolor
+93,6.618063240252896,3.0000787725332736,4.3839123490841345,1.4030439682684654,Iris-versicolor
+94,6.291435667785083,2.5021426088787133,4.995868608017039,1.9010112228288916,Iris-virginica
+95,5.413199589526644,2.990015239951376,4.501476013013529,1.497099680588706,Iris-versicolor
+96,5.05887906393329,3.4960969291272024,1.335277106071617,0.2886293773972851,Iris-setosa
+97,5.818491353306255,2.7040010360957036,5.109055812754598,1.9101146504610345,Iris-virginica
+98,6.293837369005482,2.7141264247751984,4.917391874294317,1.7893166972814052,Iris-virginica
+99,6.380546897216086,2.758551695126262,5.417501283114072,1.8632095331727752,Iris-virginica
+100,7.7,2.8023123393499274,6.7,1.996922850523507,Iris-virginica
+101,6.001430476688238,3.3985705773876203,4.532507743259743,1.5926119496834281,Iris-versicolor
+102,5.527025264262996,2.9980887494016515,4.512058471216715,1.4941437026631454,Iris-versicolor
+103,6.279410955303265,2.7380916189809748,4.878943128008931,1.786294035805243,Iris-virginica
+104,6.606888777402496,2.995932763262788,4.387567718104444,1.403465385251456,Iris-versicolor
+105,6.0022450408571935,3.400523301429209,4.483937331956763,1.5830646286968888,Iris-versicolor
+106,5.572905564915324,2.997053523990363,4.0769493272226836,1.2921115055964272,Iris-versicolor
+107,5.578135768459549,3.019293973189974,4.072205183910245,1.312711962543418,Iris-versicolor
+108,6.445149417798606,3.0850796962409386,5.497260080116387,1.8166091250064784,Iris-virginica
+109,5.481500949915153,2.485944338520366,4.1548011909661176,1.114857984266545,Iris-versicolor
+110,5.785329773107295,2.6928471053044465,5.094405315196502,1.90744173876749,Iris-virginica
+111,6.899006917927913,3.2007572550418946,5.7036695165958395,2.2977419209774808,Iris-virginica
+112,5.693707730462911,2.497624654174228,4.999098586817397,1.9874805351014886,Iris-virginica
+113,4.58376244675667,3.1934193668308084,1.3725083119460635,0.2,Iris-setosa
+114,4.6016001835103895,3.393135418615405,1.3906810125931788,0.305048313506562,Iris-setosa
+115,4.8759409802857325,3.1040090874674386,1.5125146354716235,0.1,Iris-setosa
+116,6.309247471676951,2.6909029815025507,4.911940137642045,1.8018087552751552,Iris-virginica
+117,5.20382934421208,3.4009356435383022,1.4000118916266306,0.2,Iris-setosa
+118,5.455702373054206,4.084840197772333,1.423158339553241,0.2,Iris-setosa
+119,5.9062587671563325,3.2016052474087027,4.777472894914546,1.7665911182611937,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/1/test.csv b/iris/tab_ddpm/8_1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/1/train.csv b/iris/tab_ddpm/8_1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/1/val.csv b/iris/tab_ddpm/8_1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/10/synth.csv b/iris/tab_ddpm/8_1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c206f23e68e2ceb5a7e8bfbe919a175e01674386
--- /dev/null
+++ b/iris/tab_ddpm/8_1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.515026194474524,2.3958076323459676,3.7252072628051858,1.0595575447761478,Iris-versicolor
+1,6.014321526315714,2.702834098258566,5.170886249888506,1.6107620083443457,Iris-versicolor
+2,6.00316516297572,2.998376474002633,4.791699944216656,1.809924816097538,Iris-virginica
+3,6.00671515585854,3.398830319785019,4.473919838866991,1.595139198694607,Iris-versicolor
+4,6.738582029047263,3.2947775710035283,5.723629747208711,2.4999994814019764,Iris-virginica
+5,5.927361446347298,2.9921440989775756,4.195670853400667,1.4921334579254952,Iris-versicolor
+6,4.856749660636214,2.4082701228862193,3.1499025625483688,0.900065877536431,Iris-versicolor
+7,6.694233315667319,3.109818504891106,4.406168620768061,1.4034878096015626,Iris-versicolor
+8,5.279674749859511,3.548188468661473,1.5641183288948772,0.2,Iris-setosa
+9,7.699997881268315,2.7951655394492185,6.699998153796251,1.994561541647548,Iris-virginica
+10,6.318948665478428,2.296409519664736,4.456741743775036,1.3029999293484817,Iris-versicolor
+11,5.915434932977044,3.198425091794956,4.790347212460278,1.8133924563768498,Iris-versicolor
+12,4.400000455583338,2.908445607115691,1.3939262338260665,0.2,Iris-setosa
+13,6.309059203722366,2.524607796050427,5.0315635184929475,1.9038107050018676,Iris-virginica
+14,5.090409786490334,3.6277640789100656,1.4596073735101,0.3904470570812021,Iris-setosa
+15,5.507973573524813,2.39202460449361,3.763584644394043,1.095138974394662,Iris-versicolor
+16,5.08977844422526,3.7586340451723985,1.7103547666357068,0.3872092370231531,Iris-setosa
+17,5.992169686319936,2.2,5.017421830431826,1.496829899388585,Iris-virginica
+18,5.772275684303207,2.9969037281281636,4.289644456367935,1.494292701486924,Iris-versicolor
+19,6.10109282850484,3.3440271396807795,4.494446852981703,1.5563121396268913,Iris-versicolor
+20,5.113429883250383,3.743895307137453,1.5835313267659643,0.2,Iris-setosa
+21,5.111386391439379,3.3011106242325683,1.8447708637012528,0.450026058919127,Iris-setosa
+22,6.113749632195253,2.9934773008494924,4.601524419799506,1.4122660599475174,Iris-versicolor
+23,5.886633384016033,3.205832168011916,4.812828986299422,1.8009747687907356,Iris-versicolor
+24,6.749336625423757,3.3317756238689635,5.697940499958948,2.4999994923752884,Iris-virginica
+25,6.303982858376183,3.388480475556286,5.594942612166184,2.396499748437785,Iris-virginica
+26,5.102713112320947,3.4961244059758267,1.388413975674105,0.2977281582716289,Iris-setosa
+27,7.699999020465874,2.769719017763973,6.699998376512095,1.9627345349849488,Iris-virginica
+28,5.375178527189706,3.92508663217885,1.292090906463612,0.5380658521149959,Iris-setosa
+29,5.989913919491057,2.200000281141056,4.960827910443626,1.496105851519856,Iris-virginica
+30,4.491755069133475,2.298053307167002,1.3008477126060514,0.29736762422126,Iris-setosa
+31,5.402498238414699,3.919407362170111,1.6980985495472742,0.3972878851515922,Iris-setosa
+32,6.305975559433551,2.7085977636483487,4.895677706822844,1.772436363391127,Iris-virginica
+33,7.117831790349552,2.9903459448365837,5.899652930942683,2.0988183369674935,Iris-virginica
+34,5.502883844028277,4.2090542132187405,1.4007988317390188,0.2,Iris-setosa
+35,6.298766376541623,3.408300031372033,5.6214680400121715,2.4071386058890765,Iris-virginica
+36,5.9824560491336625,3.4104382779171725,4.5042780467752905,1.6303665865326213,Iris-versicolor
+37,5.090115304856181,3.770768578488533,2.0541287853616716,0.41422490878091067,Iris-setosa
+38,5.212256806602049,3.4890646725343757,1.5190939691003225,0.2,Iris-setosa
+39,5.912324709648935,2.6797655933236992,4.97521479581049,1.4825153310867982,Iris-versicolor
+40,6.139607211106001,2.996180821227463,4.6134346279121,1.390280287543169,Iris-versicolor
+41,6.689081663492113,3.2962113896562246,5.6885615237620994,2.0908527878111047,Iris-virginica
+42,6.7146484910201485,2.9889049827814467,4.994331708609441,1.7119156689637143,Iris-versicolor
+43,5.784613535643281,2.789030392728523,5.0968031327407735,2.4006161084579,Iris-virginica
+44,5.522092421742066,4.204797027733257,1.4060830213800972,0.2,Iris-setosa
+45,5.506590227234622,2.4110305405712267,3.724651088399633,1.0885609751759167,Iris-versicolor
+46,5.108097421721199,3.7841497929914025,1.916627559725117,0.4796049531617634,Iris-setosa
+47,5.302900518654091,3.7421710618501125,1.5086282428807387,0.2,Iris-setosa
+48,5.503882041873794,2.594284417153775,4.389261082822679,1.1832474319057833,Iris-versicolor
+49,5.996072344521088,3.006345613299481,4.775841106689326,1.8021081249794595,Iris-virginica
+50,5.814606095959563,2.7004180553003736,5.126969312779135,1.899029772878253,Iris-virginica
+51,6.350627884167308,2.456403230274992,4.833016008718084,1.489945817720511,Iris-versicolor
+52,5.389067944200074,2.997871459613283,4.47579843475594,1.48764404458154,Iris-versicolor
+53,6.335266956233598,2.4707337810049013,4.872071296544067,1.4883619841468478,Iris-versicolor
+54,5.522503182837347,2.623425328963422,4.385743821307867,1.2597274638949614,Iris-versicolor
+55,5.802158663897331,2.696833884784585,5.097644292297089,1.9010351128871232,Iris-virginica
+56,5.872004362060053,3.191633655621964,4.791024828717202,1.7917565959466066,Iris-versicolor
+57,5.9033735593981165,3.2095587961631717,4.794165484354626,1.7924668906188412,Iris-versicolor
+58,5.743274262256719,2.5695145583941077,5.04882390754839,1.9637972570947533,Iris-virginica
+59,7.6999989347856195,2.831421445396081,6.699998727404587,1.9991417528225282,Iris-virginica
+60,6.29252075199559,2.500142549519573,4.873460292404423,1.5021181148517766,Iris-versicolor
+61,6.329558404920123,2.5119460719640903,5.028464149595406,1.9002668467089747,Iris-virginica
+62,5.878207197579652,3.0017521349893244,5.116655242728614,1.8083311608983785,Iris-virginica
+63,6.2984942189236675,2.710952504551703,4.8636977468938705,1.7949597714408925,Iris-virginica
+64,5.458999833991749,3.000888433160779,4.521490100298325,1.498860119583495,Iris-versicolor
+65,5.114491987013248,2.537535084321679,3.0661639764842454,1.285812202657744,Iris-versicolor
+66,5.192487519908161,3.8561579041910106,1.7482404817647772,0.38206970910293336,Iris-setosa
+67,5.499881485819271,2.4064503388731215,4.013274666988145,1.1087971624564399,Iris-versicolor
+68,5.0895727698675675,3.396494129417379,1.5044243091473108,0.2,Iris-setosa
+69,6.514066785005182,2.997354483599323,5.512606197735992,1.8032385357122591,Iris-virginica
+70,7.200057719363191,2.8839566193523987,6.208219264176892,1.8117344983528871,Iris-virginica
+71,6.691385625948056,3.1114536347641177,4.4153034796579815,1.406137643992433,Iris-versicolor
+72,6.306844658092029,2.858887623201899,5.646639984257129,1.7965831128399015,Iris-virginica
+73,5.48656667665953,3.0058378493552156,4.484467209348623,1.4920446725815968,Iris-versicolor
+74,4.8569970156933975,3.5379349660402024,1.3987614958693402,0.2,Iris-setosa
+75,4.630711686971493,3.1810373856694247,1.4054925175411879,0.2,Iris-setosa
+76,5.213029463483341,3.4226212300898684,1.40414970737081,0.2,Iris-setosa
+77,4.4,2.908835697383216,1.4112192530564904,0.2,Iris-setosa
+78,5.29410128956853,3.6880230231819273,1.5039870942575644,0.2,Iris-setosa
+79,4.400000490248466,2.8918314152337263,1.3639925319948767,0.2,Iris-setosa
+80,5.07137079806035,3.3952751225402533,1.4994397831831274,0.2,Iris-setosa
+81,5.576157812852717,3.001646800329769,4.04048005874259,1.298955352019259,Iris-versicolor
+82,5.114483998916903,3.8385270420035207,1.8856270694011872,0.3944374444175892,Iris-setosa
+83,4.603535526463906,3.3050981012488965,1.4015753345688293,0.2,Iris-setosa
+84,4.90612089049322,3.0082459081792163,1.3923762931053563,0.2,Iris-setosa
+85,5.005081479516573,3.5999496952525973,1.3776824457896009,0.2,Iris-setosa
+86,6.628236176090608,2.98867412693943,4.362394143713146,1.398069265701519,Iris-versicolor
+87,6.387300595868795,3.120543348517932,5.508801953017667,1.8246745977540708,Iris-virginica
+88,5.914474766824698,2.7906075623246416,5.0057876202589995,1.8414743202449808,Iris-virginica
+89,5.091644500794626,3.7117474277444065,1.4867220876930496,0.4142439497559491,Iris-setosa
+90,4.597819862108696,3.621790607174201,1.0000004923783234,0.2,Iris-setosa
+91,6.274370517147284,2.302466836002303,4.4272632533087295,1.298981275863106,Iris-versicolor
+92,6.007025333724476,2.703962220532614,5.098730182937308,1.6309137690549191,Iris-versicolor
+93,5.204946996622836,2.7050296213838227,3.9352713413083675,1.4068135425177124,Iris-versicolor
+94,5.794591952810473,2.6976429014603522,5.122609617354089,1.8984123904705648,Iris-virginica
+95,7.151187982070716,2.987968979045716,5.956529500269891,2.0890923747524277,Iris-virginica
+96,5.1103991919756275,3.712569079269456,1.593826365816776,0.2,Iris-setosa
+97,7.7,2.8375744787649078,6.7,2.020744567346902,Iris-virginica
+98,6.765265888883508,3.002346005313306,5.500766095443065,2.0826766130326386,Iris-virginica
+99,5.499744273020263,2.4056655352185534,3.67033034148677,1.0646083294845992,Iris-versicolor
+100,5.390399620860796,3.8392931640951464,1.301479548994962,0.3894766354163325,Iris-setosa
+101,7.07762595516396,2.9985721875136013,5.851720481235587,2.094341727408208,Iris-virginica
+102,5.998148926544847,3.421554870668338,4.456220593447824,1.5941757142028332,Iris-versicolor
+103,5.380379702936438,3.87331751136622,1.6774579123567233,0.3951050415245564,Iris-setosa
+104,5.079988601317135,2.4962107001652205,3.1810041080139086,1.1544098204805617,Iris-versicolor
+105,5.688899703213141,2.516220204271755,5.028956155591637,2.047695050928603,Iris-virginica
+106,4.400000685716666,2.904997890796825,1.4003938882126952,0.2,Iris-setosa
+107,7.154835474147959,3.002848845631952,5.942356342673601,2.103545166380539,Iris-virginica
+108,4.586417171948992,3.6188757705753307,1.0000003776571376,0.2,Iris-setosa
+109,5.529637561982095,2.6046375948926066,4.39485609928124,1.2287026814162927,Iris-versicolor
+110,7.329248692308321,2.9165685458894766,6.328570892343971,1.7923532585954447,Iris-virginica
+111,5.006740089009804,3.506564517790157,1.3216590281353349,0.2946484915270666,Iris-setosa
+112,5.237898701440154,3.538677318369234,1.5092122259909482,0.2,Iris-setosa
+113,5.005209343659488,3.30497548670807,1.4100815998774252,0.2,Iris-setosa
+114,6.688006096642976,3.0920800190276485,4.418866977611821,1.405573638164942,Iris-versicolor
+115,5.802573916447167,2.701765577707162,5.098016175421776,1.9038208314621226,Iris-virginica
+116,5.236091580722183,3.403175724228033,1.6056907453887812,0.2,Iris-setosa
+117,6.69795802838177,3.106274814602573,4.419611356513902,1.4111295431211988,Iris-versicolor
+118,5.151014817472609,3.3754976868399424,1.3909453710198119,0.2,Iris-setosa
+119,5.092070075460487,3.385138764594081,1.4811283022904211,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/10/test.csv b/iris/tab_ddpm/8_1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/10/train.csv b/iris/tab_ddpm/8_1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/10/val.csv b/iris/tab_ddpm/8_1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/11/synth.csv b/iris/tab_ddpm/8_1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5d4b0c1684cdc5cf1b87ed6a0d2b9b0af1a12a2c
--- /dev/null
+++ b/iris/tab_ddpm/8_1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.101311524742602,3.638433874902329,1.4859904022064199,0.3934694637470048,Iris-setosa
+1,6.296282469806049,3.3972748294223916,5.615853003832934,2.3967363160319466,Iris-virginica
+2,6.41421611363237,2.9075153448315008,4.325093300323143,1.3124758852863077,Iris-versicolor
+3,5.562136104708659,2.6996704133354976,4.1795219946835624,1.3121923184145652,Iris-versicolor
+4,5.083209170332128,2.496331245438426,2.8219765659517924,1.1548059878205925,Iris-versicolor
+5,4.903532336951815,3.1083350576306046,1.5080830592259782,0.10000014611749515,Iris-setosa
+6,4.857176853156391,3.0794115988469764,1.5061815597945225,0.10000010404413899,Iris-setosa
+7,5.0057195758117885,3.187288084889114,1.1919910325672558,0.2,Iris-setosa
+8,6.689555718846317,3.3050982304266183,5.7005166651647174,2.4999994066917344,Iris-virginica
+9,5.434299461270334,2.9958487735635493,4.526355354757885,1.5047135985494593,Iris-versicolor
+10,6.920313144956368,3.1908975218272233,5.7387560342181025,2.2881120027207684,Iris-virginica
+11,5.830761332253873,2.707013922657034,5.0985158521054075,1.8963270234798313,Iris-virginica
+12,6.386004391816774,2.7007292141509587,5.275036376032887,1.886936687825015,Iris-virginica
+13,5.099175374816626,2.501039315096055,2.9822646622019495,1.101323538284528,Iris-versicolor
+14,5.108075351885687,3.811736783468475,1.720120233203867,0.445887732171523,Iris-setosa
+15,5.301028303107551,3.7557334976621966,1.532971166053087,0.2,Iris-setosa
+16,6.785122218563579,3.0073501349563054,5.506176006652426,2.1130567193545504,Iris-virginica
+17,4.879203455210519,3.10579777965961,1.4922453348488172,0.10000009639297507,Iris-setosa
+18,5.687453966627278,2.4984930313170235,5.004520464655661,1.9989062348145366,Iris-virginica
+19,5.968640157320533,3.3578212280774635,4.523479081075898,1.6298651614059478,Iris-versicolor
+20,6.094963341902325,3.012251921865833,4.563953250452878,1.4001652847937913,Iris-versicolor
+21,6.771640087461092,3.3292149653575787,5.668851691731257,2.5,Iris-virginica
+22,6.696767933449459,3.289649615879405,5.643954838153337,2.499999397306801,Iris-virginica
+23,7.7,2.827882564723771,6.7,2.0388349493340443,Iris-virginica
+24,5.793373789575609,2.8017267032311537,5.104422168607219,2.403542846304387,Iris-virginica
+25,6.426899086937814,2.7444424131123886,5.368186485007057,1.9025511992800017,Iris-virginica
+26,5.48873925622048,2.412838598768416,3.8448976932819514,1.1575832447435772,Iris-versicolor
+27,7.2229530543886025,2.9499155086342026,6.150583991225796,1.9133090785139013,Iris-virginica
+28,4.995914566208891,3.3109717800627982,1.398638174163073,0.2,Iris-setosa
+29,6.737084507988564,3.088660097510428,4.442155117569588,1.390740644487637,Iris-versicolor
+30,6.2942061070305275,2.3014828987882208,4.416412251048355,1.289455996286767,Iris-versicolor
+31,5.991237876163546,2.6970198227000237,5.120940729449085,1.6108212453836812,Iris-versicolor
+32,5.503684281998714,4.211341119651036,1.371171167262239,0.2,Iris-setosa
+33,5.377911186630331,3.41271912986817,1.6817495950701051,0.2,Iris-setosa
+34,5.080488527882324,3.286508553290296,1.6992958947599586,0.5146513712600155,Iris-setosa
+35,6.452791989393979,2.98878811319867,5.4527285909198415,1.8095922131581286,Iris-virginica
+36,6.11662694048564,2.652454422204749,5.498003522019168,1.430309893965347,Iris-virginica
+37,4.804747731899919,3.4102968556093036,1.5892353311316207,0.2,Iris-setosa
+38,4.989471579757531,3.5811971148423356,1.3757807143423149,0.2,Iris-setosa
+39,5.102513848106248,3.3895852511557583,1.4976880703632425,0.2,Iris-setosa
+40,5.189133711174837,2.6886724701991787,3.8922733862325396,1.400553966595552,Iris-versicolor
+41,6.690600449656048,3.296326207483438,5.642885844474708,2.5,Iris-virginica
+42,5.508037729659729,2.4029165229452323,3.813920657496226,1.0416083834859116,Iris-versicolor
+43,4.994830665664517,3.6050873738722324,1.4001691805422714,0.2,Iris-setosa
+44,5.291006115817807,3.6641259031525575,1.5016178557457633,0.2,Iris-setosa
+45,5.343450600918496,2.4298685580371124,3.519820463149501,0.9522567911772032,Iris-versicolor
+46,5.0812067231122695,3.81554183871966,1.627491015497829,0.30739351162885564,Iris-setosa
+47,4.880232781557082,3.1085896444426977,1.5074890040091364,0.1,Iris-setosa
+48,4.4,3.203551912457544,1.3008888275965322,0.2,Iris-setosa
+49,5.502616730975311,2.3915554694698415,3.6483594952552147,1.0003357682907796,Iris-versicolor
+50,6.004724444326975,3.386553641218559,4.515867675145233,1.6160264479554833,Iris-versicolor
+51,5.052182414752679,3.503254014288375,1.3710604974239822,0.31395915622878867,Iris-setosa
+52,6.788746976503189,2.9989663903682366,5.480950432210783,2.0917456987473484,Iris-virginica
+53,6.331474508602054,2.9139195941604856,4.358564574139094,1.3157267118989837,Iris-versicolor
+54,6.689110832597514,3.296299948333959,5.734473943413553,2.5,Iris-virginica
+55,6.299774943506139,2.5128379825069818,5.0239941588091375,1.9037482403816792,Iris-virginica
+56,5.996659995280798,3.4146095552013405,4.490292680518313,1.6043739591873363,Iris-versicolor
+57,4.4,3.110297047337182,1.3256453700819868,0.2,Iris-setosa
+58,5.101721137544113,3.8554096611704165,2.001808866091419,0.38348333843362375,Iris-setosa
+59,6.379999391605003,2.7268387845961914,5.340768540340991,1.8653671742029874,Iris-virginica
+60,6.029098476735794,3.383485700755696,4.482556010731943,1.5978476966827762,Iris-versicolor
+61,6.299037295948042,2.3025223376097177,4.404068556726047,1.2922070212446801,Iris-versicolor
+62,6.801378672760244,2.983055413394196,5.449841924799657,2.0987547636206707,Iris-virginica
+63,4.609773660618624,3.3393177543291843,1.404228111433424,0.20495407199335186,Iris-setosa
+64,6.4038431997487875,2.810387568745774,5.4534312369608635,1.858089893279024,Iris-virginica
+65,5.575730149183356,2.678659773746778,4.2433607523273755,1.2818669044708273,Iris-versicolor
+66,6.727711268102552,3.0027962876850838,5.010224753869037,1.7060183748694684,Iris-versicolor
+67,6.691434898483265,3.301000037559375,5.67195945796489,2.102501885913513,Iris-virginica
+68,5.082753620998567,3.508401316409011,1.3914438618329132,0.3066755278884268,Iris-setosa
+69,5.93424555065256,2.2,5.003146223598932,1.4841487545856882,Iris-virginica
+70,6.3470529524854316,2.5528270408284692,5.0634512565390155,1.9057619874092677,Iris-virginica
+71,6.299181927681215,2.5121652470827085,4.978734364092133,1.8698201605479632,Iris-virginica
+72,4.5855406546551825,3.1857249145152466,1.3870486950961962,0.2,Iris-setosa
+73,6.779298030722834,3.0194890153090235,5.516970671339114,2.1125249629763134,Iris-virginica
+74,6.389359261484925,2.928605386462837,4.397108268483827,1.328050045374366,Iris-versicolor
+75,5.806940408666058,2.76861649421868,5.090293637379091,2.400613202471569,Iris-virginica
+76,5.455516261403866,4.100711142438976,1.3175896640668854,0.2801033324345499,Iris-setosa
+77,6.540728138318781,2.965458463909397,4.37394727641073,1.361877844731835,Iris-versicolor
+78,5.993468775667166,2.690745414170761,5.102244054164854,1.6062524544498167,Iris-versicolor
+79,5.750988672594975,2.751378700346864,5.084332983820192,2.3526023510873513,Iris-virginica
+80,5.3125534166101875,3.401297775449003,1.6392651690391613,0.2,Iris-setosa
+81,6.599561162136886,3.1109466391361944,4.4836807104656735,1.447399850780885,Iris-versicolor
+82,5.366484448605278,2.9619381607244226,4.440618754831174,1.4912266104892538,Iris-versicolor
+83,6.009009665412157,2.7020944805317773,5.109057254081767,1.5908019306949597,Iris-versicolor
+84,5.793043754277564,2.6993637869398257,5.1112566319074935,1.9046313421780343,Iris-virginica
+85,5.004659008589686,3.221617525409408,1.2205487750790118,0.2,Iris-setosa
+86,6.296364020761875,2.7034438827372504,4.9014316720510065,1.799764008954062,Iris-virginica
+87,5.091367694847892,3.74983737297903,1.774224549159619,0.39654751837482416,Iris-setosa
+88,5.481576447755238,2.397452727546853,3.6150440687063368,0.983958683616918,Iris-versicolor
+89,5.9002445245463955,3.2028694185461357,4.815917338287085,1.7869537004130798,Iris-versicolor
+90,5.728788209229029,4.4,1.4987830001983022,0.5077348767931682,Iris-setosa
+91,5.629980446026451,2.993567862056082,4.16717386721,1.2997373351187718,Iris-versicolor
+92,5.069750925574815,3.7747296281904825,1.60891316674019,0.2,Iris-setosa
+93,5.094929339631275,3.803192734967976,1.910288465159337,0.39265847791854214,Iris-setosa
+94,5.007112326558038,3.5144030545389238,1.2884796387594775,0.2938355827582775,Iris-setosa
+95,5.820904221731388,2.798823831361329,5.133929078674606,2.4038899921958086,Iris-virginica
+96,5.092687675730791,3.291079032239149,1.7583225255360495,0.518431639872363,Iris-setosa
+97,5.796124376877609,2.504705394891447,5.006177734835371,1.9834354013549227,Iris-virginica
+98,5.402010834407261,3.3934590671861353,1.685794102957258,0.2,Iris-setosa
+99,5.804158684877681,2.81106826572887,5.15166158355075,2.4052899572063886,Iris-virginica
+100,6.687825343630396,3.000935381896581,4.9899681311558,1.6733371491130227,Iris-versicolor
+101,5.455324483786785,2.809133331295308,4.151061468916173,1.3214457646098983,Iris-versicolor
+102,5.146181177013911,2.655582786329944,3.8562665316314266,1.385859186754455,Iris-versicolor
+103,5.815653085171097,2.711568373243726,5.117760161582209,1.8956039627243264,Iris-virginica
+104,5.4985544731933205,2.4245029458412426,3.800024421386233,1.1262655419617484,Iris-versicolor
+105,5.090150774133023,3.302210664381884,1.8328200643159847,0.509167073106952,Iris-setosa
+106,5.919581945988675,3.007795438521461,4.221808377860158,1.4964483325640527,Iris-versicolor
+107,5.403082109771811,3.002671098443936,4.465636947122215,1.5005476104735747,Iris-versicolor
+108,6.423059742982613,2.7147568010481624,5.327578630726117,1.9042644272168374,Iris-virginica
+109,6.687761809698626,3.0482179159604907,4.421934264031501,1.4094062068402933,Iris-versicolor
+110,5.7942282285180395,2.790513061443711,5.098582730989789,2.3898863524800005,Iris-virginica
+111,6.664976732418361,3.048437860743798,4.4364526389169985,1.4054761258336674,Iris-versicolor
+112,5.716208451674031,3.0172124245440766,4.12407054609287,1.3453840868102396,Iris-versicolor
+113,6.3091984038623625,2.8823004819583744,5.59510563365365,1.811767111055734,Iris-virginica
+114,4.590427400127072,3.632873805096113,1.0,0.2,Iris-setosa
+115,6.722262024349278,3.313610406737665,5.698551194860078,2.5,Iris-virginica
+116,5.104642155360833,3.7084925318076305,1.522889462315835,0.47766251210360544,Iris-setosa
+117,6.101288751654636,2.6013023975087264,5.60288273906747,1.400669928531268,Iris-virginica
+118,6.320259301384599,2.613894092623811,5.1070211499876494,1.9066577380834417,Iris-virginica
+119,6.8722332425767405,3.2075460896215113,5.653856161165872,2.307346015125407,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/11/test.csv b/iris/tab_ddpm/8_1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/11/train.csv b/iris/tab_ddpm/8_1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/11/val.csv b/iris/tab_ddpm/8_1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/12/synth.csv b/iris/tab_ddpm/8_1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bc46492024c1c437099bd5e509dcb7dfcb434b38
--- /dev/null
+++ b/iris/tab_ddpm/8_1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.9924209569166385,2.993124498041385,4.951778112740789,1.807073069865324,Iris-virginica
+1,6.647846861317513,3.0233957071302413,4.426964173044144,1.400869314242359,Iris-versicolor
+2,5.6485242083778004,4.4,1.4945868177220003,0.3931751864317493,Iris-setosa
+3,5.026353396125043,3.328169547951656,1.4094980103335686,0.2,Iris-setosa
+4,5.810556686421177,2.7084577531340117,5.097672312213639,1.8987487292451952,Iris-virginica
+5,6.288666064716131,2.5070568506140614,4.883038196235151,1.495463769239772,Iris-versicolor
+6,5.900817255445874,3.0049435452466318,4.222699333297583,1.5068988285654128,Iris-versicolor
+7,6.374304057633583,2.901115561299703,4.312547305333072,1.2854073806228679,Iris-versicolor
+8,6.287152955458528,3.3659723312223315,5.581903760258898,2.3847320157458016,Iris-virginica
+9,4.898865642095175,3.100709090363524,1.489321019684209,0.10000009118513874,Iris-setosa
+10,5.050962135913094,3.368448633465302,1.4653195794691494,0.2,Iris-setosa
+11,5.386909639832895,3.8692161144632786,1.2980904473278219,0.42036977020196914,Iris-setosa
+12,7.2849930155972435,2.9104734105421493,6.287343514331086,1.8107111622549368,Iris-virginica
+13,5.51545902113885,2.403078520466783,3.839516400352152,1.1706729114568053,Iris-versicolor
+14,5.403321791844142,3.002211213609822,4.500630982163088,1.4967424659381054,Iris-versicolor
+15,5.50704241214749,2.404466041549032,3.7931226400900773,0.9984624299432826,Iris-versicolor
+16,5.907849791923868,3.2000886042060843,4.816627740229946,1.7852158885687561,Iris-versicolor
+17,5.102240264933777,3.2993569074686238,1.7183958828938894,0.5277253119620491,Iris-setosa
+18,5.111969704986999,3.7644794973282494,1.598488436575685,0.2,Iris-setosa
+19,5.297271729295335,3.7991948469587595,1.5041816383207942,0.2,Iris-setosa
+20,6.852113564866618,3.170284536824675,5.616905318740266,2.26053835234766,Iris-virginica
+21,6.1201237638227095,3.0112669759478203,4.596268930555862,1.4027268171579237,Iris-versicolor
+22,6.317612902128274,2.4869412829838637,5.004379368435507,1.8928321354778808,Iris-virginica
+23,5.001628679513365,3.1908850681522964,1.2154560129495158,0.2,Iris-setosa
+24,5.967781530901582,2.690118538739211,5.082430324462741,1.565958586707473,Iris-versicolor
+25,4.604760491340332,3.219851209658123,1.3951393284110798,0.2,Iris-setosa
+26,4.583595703229793,3.407902274599952,1.3824336979998868,0.3002410787728117,Iris-setosa
+27,6.635557195047138,3.026416549939483,4.394136243734061,1.404682700529837,Iris-versicolor
+28,4.400000507395026,3.2123594676578286,1.2978953278962315,0.2,Iris-setosa
+29,5.6509065833808645,2.7222107080689844,4.188542660793981,1.3114883635954446,Iris-versicolor
+30,7.7,2.857906551764594,6.6999986165575685,2.02065780091304,Iris-virginica
+31,6.268783263321359,2.6938659295634313,4.94379095306021,1.8048722732111833,Iris-virginica
+32,5.000129209976248,3.5964117525660124,1.3944571690696468,0.2,Iris-setosa
+33,5.104916225382302,3.308115076469047,1.6770342811563106,0.4767336964290847,Iris-setosa
+34,5.141686098617821,3.3419621389151613,1.327600387623072,0.2,Iris-setosa
+35,5.406769717145195,3.3882807371707133,1.8278657040598507,0.2,Iris-setosa
+36,6.67255751473573,3.295274892360358,5.691805106075231,2.0586733639426122,Iris-virginica
+37,6.448563986427308,2.897062925169881,4.288911940040868,1.302437908400577,Iris-versicolor
+38,7.7,2.792785999540931,6.7,1.9866108557905662,Iris-virginica
+39,5.4981422592334575,4.173953388521129,1.3979891569371663,0.2,Iris-setosa
+40,5.994248113655311,2.6957201491194387,5.097021947899619,1.612747226539326,Iris-versicolor
+41,5.1628991337426005,3.459416707954295,1.5100593113408138,0.2,Iris-setosa
+42,5.608741864658161,2.993024343332477,4.111962039107269,1.3105407254212176,Iris-versicolor
+43,5.33546640186038,2.989981915404419,4.432224640521237,1.4958265731282123,Iris-versicolor
+44,6.442878763316601,2.91039742799816,4.267640841247077,1.330918381646569,Iris-versicolor
+45,5.072199318219638,2.490452099083667,2.8109254665662435,1.1200259529804275,Iris-versicolor
+46,6.571913186602746,2.978628913329047,4.406768320420355,1.3909776261528228,Iris-versicolor
+47,5.5890674725039915,3.0029406209135834,4.140480440519124,1.2975509972740333,Iris-versicolor
+48,5.08892249476972,3.437689990761025,1.5231524156784877,0.2,Iris-setosa
+49,5.074650461478682,3.786744098186921,1.6424188304304481,0.40600070380602404,Iris-setosa
+50,5.455043344877439,2.7703285210311956,4.104410045636973,1.326730529159685,Iris-versicolor
+51,5.009440613329792,3.288206096878211,1.3343102936176985,0.2,Iris-setosa
+52,7.6999985373653725,2.8040186211750866,6.699998503276966,2.001301054333164,Iris-virginica
+53,5.057459777771744,3.394359064547183,1.5107446188926463,0.2,Iris-setosa
+54,6.264773413965081,2.774656286430596,5.192853557757546,1.4620682014977406,Iris-virginica
+55,5.438923245418806,3.9893156466634676,1.3200980531915585,0.34994758446853214,Iris-setosa
+56,6.827501922473505,3.006373763536205,5.53020721958136,2.105999684339964,Iris-virginica
+57,6.697702893946196,3.1179109857559295,4.399986338221986,1.4022335656345006,Iris-versicolor
+58,6.2995208848275395,3.414238784945401,5.615286276118648,2.398101452053824,Iris-virginica
+59,7.086553755680564,2.987549276175934,5.9024746600599025,2.073399611528621,Iris-virginica
+60,4.908325825611234,3.0986814831322045,1.4923264459089454,0.1,Iris-setosa
+61,5.140971757399828,2.4938145683252464,3.1050417813748856,1.0689426879499764,Iris-versicolor
+62,6.419276318085972,2.90921857594888,4.283361966093074,1.2965715264258644,Iris-versicolor
+63,5.472042561026537,3.014763693529893,4.541131445859657,1.5035693328727013,Iris-versicolor
+64,5.08340950712394,3.395121556542322,1.5035551221463075,0.2,Iris-setosa
+65,5.18516542876709,3.470554474434646,1.5012714820504847,0.2,Iris-setosa
+66,6.281923209777428,2.4921732039334836,4.885977870496551,1.4920298755341053,Iris-versicolor
+67,5.210714629640153,3.515505483190578,1.4987534643106006,0.2,Iris-setosa
+68,5.4978192609212195,2.5847047089893658,4.422195226365394,1.2046554437407824,Iris-versicolor
+69,5.916553538347854,3.2103537316177766,4.80303338192064,1.7943879126787186,Iris-versicolor
+70,6.745386615337409,3.0010957194780055,5.015567637416289,1.7128198982723564,Iris-versicolor
+71,5.473593177095683,4.186980101342562,1.39660269259208,0.2,Iris-setosa
+72,5.492797297001455,4.191894472387791,1.3880092424187427,0.2,Iris-setosa
+73,5.197034690049953,2.692439921643354,3.9134011353998295,1.4044456669707457,Iris-versicolor
+74,5.202181378256102,3.4201898189048285,1.4012016293133793,0.2,Iris-setosa
+75,6.130840806068104,3.0008357695016215,4.60847822773899,1.3930004319809854,Iris-versicolor
+76,5.551897591153205,2.6893460782357557,4.166913693227154,1.2945299302447193,Iris-versicolor
+77,6.3085805725908495,2.8045278808902205,5.089696547807144,1.5249217187235025,Iris-virginica
+78,5.737941725624175,2.549352106082904,5.034716078827118,1.962405184289548,Iris-virginica
+79,5.389949770952548,3.0024690756107577,4.470404262355653,1.5029487186596235,Iris-versicolor
+80,5.378972965217063,3.421504883412276,1.689012597994494,0.2,Iris-setosa
+81,4.400000693207202,2.9164876665551693,1.36984846120881,0.2,Iris-setosa
+82,4.905685419167561,2.398806750057417,3.246534977675198,1.0499416707302398,Iris-versicolor
+83,5.116162456781973,2.4908789332849026,3.0008044237616884,1.0734091260631136,Iris-versicolor
+84,5.136389671435363,3.4208267924198257,1.5147077422687851,0.2,Iris-setosa
+85,4.599222583566308,3.187710209351404,1.391230791329546,0.2,Iris-setosa
+86,5.945417297804764,3.2541623984813017,4.724873305975984,1.742879484515445,Iris-versicolor
+87,6.2996625559253205,2.3009488989234916,4.372840369515799,1.2882941576441185,Iris-versicolor
+88,5.0677044697059515,3.496723309673566,1.3520342701222443,0.30323833820194135,Iris-setosa
+89,6.347263345114561,2.9277353747332597,5.560612220679181,1.7961102169644025,Iris-virginica
+90,6.0008792092714875,2.9957026970065654,4.7777978712575,1.7944125662736132,Iris-virginica
+91,5.895659573298471,3.202358301736524,4.795153348954072,1.8049125948799372,Iris-versicolor
+92,5.50539599823209,2.611416191956102,4.422333390027379,1.2155232971536276,Iris-versicolor
+93,4.8938840367113965,2.4048884381595723,3.1909124090804006,1.0153105578785566,Iris-versicolor
+94,7.164429636335115,2.9930228064964894,5.964296113286524,2.0670983683291113,Iris-virginica
+95,6.693490772162736,3.286913740550496,5.676828720076636,2.1271344599236808,Iris-virginica
+96,6.722923948011534,3.013248287003278,4.991271839155733,1.6935974649655265,Iris-versicolor
+97,6.31858008998781,3.388384410054658,5.635657541654529,2.3990252218024373,Iris-virginica
+98,4.497971276780234,2.3009811976401386,1.295284316043011,0.2916151357820851,Iris-setosa
+99,5.953263451512388,2.2,4.969945327734266,1.4745383309653701,Iris-virginica
+100,6.388592929049697,3.1072081025639866,5.517682192406267,1.8086007547137952,Iris-virginica
+101,4.612544778566379,3.389599157241007,1.4026376886889742,0.27910970274696134,Iris-setosa
+102,5.801583627509146,2.782708209572188,5.136475393345184,2.400083437159926,Iris-virginica
+103,5.299783786656446,3.6613397927858093,1.508651063668598,0.2,Iris-setosa
+104,5.106194438797211,2.5082759134432133,2.9862039706991252,1.189456464429511,Iris-versicolor
+105,5.427672739642442,3.91563759946677,1.3001035076144638,0.4112935407618786,Iris-setosa
+106,6.360417744474317,2.9164183248246474,5.584579187969785,1.797763005642217,Iris-virginica
+107,5.705693155635007,3.006369853609682,4.524015838111566,1.511547160821499,Iris-versicolor
+108,7.311170696629482,2.8997954135193615,6.318001827677231,1.8011215383632162,Iris-virginica
+109,4.9186054876856335,3.037905009194821,1.3699430078701478,0.2,Iris-setosa
+110,6.6644976853022175,3.283695859654258,5.653265962009385,2.4999995486962523,Iris-virginica
+111,5.157334957307291,3.533313935853275,1.4078219167087889,0.20913926393616944,Iris-setosa
+112,6.671972230482177,2.969295689756424,5.477169583146245,2.1034747410001318,Iris-virginica
+113,5.100239789740215,3.3933201934828805,1.5026633431228213,0.2,Iris-setosa
+114,4.608782396305614,3.212061861670676,1.4033332916952,0.2,Iris-setosa
+115,5.1253357310813685,3.7524362032913805,1.5148346198688927,0.2,Iris-setosa
+116,7.29103946304764,2.8929364575366487,6.297826369592082,1.7974266225348194,Iris-virginica
+117,6.091709760571529,2.6057868523117875,5.591768753562891,1.4033107544517898,Iris-virginica
+118,5.176327858571792,3.396966818257019,1.5474460551245859,0.2,Iris-setosa
+119,5.530613841094231,4.216905791245533,1.39691165538334,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/12/test.csv b/iris/tab_ddpm/8_1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/12/train.csv b/iris/tab_ddpm/8_1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/12/val.csv b/iris/tab_ddpm/8_1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/13/synth.csv b/iris/tab_ddpm/8_1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..145db5b73fc765da39f07cba0da47c00f1a678d9
--- /dev/null
+++ b/iris/tab_ddpm/8_1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.698875210161403,2.472215879607774,4.981126127894274,1.9911656810153462,Iris-virginica
+1,5.848206346550286,3.006966488311289,4.183724160490278,1.4557974086903849,Iris-versicolor
+2,4.613674520227902,3.184586188179078,1.394228400187071,0.2,Iris-setosa
+3,5.792912347336515,2.7038573924836267,5.114220285396578,1.8967910247435438,Iris-virginica
+4,5.988368900293474,2.2,5.013011001246944,1.5208535335315922,Iris-virginica
+5,6.314412730965505,2.4804184652266352,4.8715520100198395,1.4825755203879443,Iris-versicolor
+6,4.9933511814384,3.6008687548049303,1.3957795509848,0.2,Iris-setosa
+7,5.442558832752778,3.8942202296798314,1.3136199677505713,0.3964080593405005,Iris-setosa
+8,4.505506970796321,2.2943147895274563,1.2892133458334598,0.28252339243388946,Iris-setosa
+9,5.997803350273623,2.2000003335958365,5.018866575047494,1.4875420843681793,Iris-virginica
+10,6.383093666294926,3.0875902911496254,5.487153335448595,1.7997053121206754,Iris-virginica
+11,4.904977053914412,3.0964589619429894,1.5040526765871034,0.10000010802444236,Iris-setosa
+12,7.699999056779858,2.787802703418229,6.7,1.9872778464398435,Iris-virginica
+13,5.191316786378055,3.4991543266511926,1.496075827287781,0.2,Iris-setosa
+14,6.298229067252628,2.300348041648321,4.397375950901044,1.2935306319891369,Iris-versicolor
+15,5.1117104921204275,3.3478040900688755,1.3983406705056831,0.2,Iris-setosa
+16,5.974007850776269,2.2,4.988224998268313,1.5028792314168515,Iris-virginica
+17,5.982027255114605,3.0027299704327146,4.760399005390079,1.7900844692039806,Iris-virginica
+18,4.4,3.2009401776586532,1.2931948211100808,0.2,Iris-setosa
+19,7.6999989097633055,2.8186567436184062,6.699998652431765,1.9911644087552454,Iris-virginica
+20,6.8608958965700815,3.211199429564328,5.673293993173235,2.2811569654865727,Iris-virginica
+21,5.211811344043662,3.4111875659713973,1.3931564879624774,0.2,Iris-setosa
+22,4.60544400739574,3.1972001859972394,1.4004011625221073,0.2,Iris-setosa
+23,6.682287140367289,3.1241507446240178,4.4342036708364585,1.4093214674805181,Iris-versicolor
+24,5.155269771076549,3.4863272063311856,1.3917951912977182,0.24319917342362313,Iris-setosa
+25,5.095631914959745,3.302452834181617,1.69330845524183,0.4949665993315556,Iris-setosa
+26,5.793093073271729,2.7901035603396984,5.09906810467486,2.3995736735633355,Iris-virginica
+27,5.198224392039915,2.6962632837719775,3.7231273922599772,1.4057502302527902,Iris-versicolor
+28,5.788087684841103,2.692175270447556,5.088518843415882,1.908343204786205,Iris-virginica
+29,7.35214280798005,2.9028686559676156,6.318428976703255,1.80477403229303,Iris-virginica
+30,6.278218087191829,2.6957273207884525,4.907018947613881,1.8102854507612902,Iris-virginica
+31,5.3788171873915624,3.937709443936187,1.3019402644632732,0.46235038819513635,Iris-setosa
+32,6.669964026163387,2.998472826652741,5.015650475999405,1.7272556269726957,Iris-versicolor
+33,7.7,2.7971476592412623,6.7,1.9928084624466496,Iris-virginica
+34,5.89454802658556,3.0080655492295225,5.096322234536348,1.8063756757040785,Iris-virginica
+35,4.8613251471015335,2.9947979601230177,1.3908048339756431,0.2,Iris-setosa
+36,5.304023034234453,3.73123734565259,1.4991739203562213,0.2,Iris-setosa
+37,5.791199253623733,2.71472400903004,5.09883240332619,1.881137815001032,Iris-virginica
+38,6.015677113414105,3.383569215196763,4.520860894678573,1.6175839062300308,Iris-versicolor
+39,5.80269341246496,2.7204705120850874,5.096020044107912,1.898846913526917,Iris-virginica
+40,4.642409030682954,3.4184164396839423,1.3775510698235065,0.28227666663579554,Iris-setosa
+41,5.105506619539671,3.722252043163694,1.5310089208363928,0.4308490725493925,Iris-setosa
+42,5.0243289852096025,3.3040059007140523,1.4042426024186005,0.2,Iris-setosa
+43,6.315697509762258,2.9025781451424475,5.639196038851414,1.793216369593061,Iris-virginica
+44,4.494263448527029,2.296555153839572,1.2866116056578583,0.3016338488675754,Iris-setosa
+45,4.400000550270297,3.1815713291487606,1.303723815432211,0.2,Iris-setosa
+46,6.29701830663324,2.7736269240490268,5.192842144041566,1.4845297725558428,Iris-virginica
+47,5.1992176269929065,3.388996312043428,1.3845920162618932,0.2,Iris-setosa
+48,6.403353257325699,3.0968996606085106,5.491516785148582,1.8024466611911578,Iris-virginica
+49,4.59467480357652,3.4053619449552075,1.4021921803877027,0.29497128199640593,Iris-setosa
+50,5.67940516986593,4.399998153750905,1.5024904119069817,0.4787615158367569,Iris-setosa
+51,5.888346325160061,3.007190295113562,5.089498353034501,1.7880237828068388,Iris-virginica
+52,4.871970056295657,2.3859667723570577,3.3518953390172754,0.9812576395208114,Iris-versicolor
+53,5.263028753295728,3.574900713626458,1.5355657865794103,0.2,Iris-setosa
+54,6.392749105454772,2.7026476988810035,5.322065205564159,1.9032323459106526,Iris-virginica
+55,6.735847857394856,3.3147861598843718,5.682013800404418,2.4999995398366464,Iris-virginica
+56,5.897512829057603,3.000272845892146,4.198222998929339,1.4986526603693877,Iris-versicolor
+57,5.789346850363283,2.681524360719567,5.105484382813611,1.9104406902025268,Iris-virginica
+58,6.407417869363239,3.095657457423813,5.483297786912214,1.7968484276533911,Iris-virginica
+59,5.103811825197555,3.3107469180974385,1.7531462424934892,0.4669766677988607,Iris-setosa
+60,5.799470244503562,2.6922418783182946,5.100251890671802,1.8992514423890006,Iris-virginica
+61,6.410281772907625,3.0977247341162686,5.509375837314488,1.8031489656330357,Iris-virginica
+62,5.978784520057487,2.2000003010377984,4.9801475127031765,1.4965953939232457,Iris-virginica
+63,5.019012916969863,3.610057306808414,1.4064539606196902,0.2,Iris-setosa
+64,7.2613718433792,2.8870965874766923,6.275237135916342,1.7858882803763514,Iris-virginica
+65,5.1084442914012325,3.799635411040151,1.6017715057694903,0.2,Iris-setosa
+66,6.911476523392257,2.996483249765752,5.586439893131257,2.133143958683693,Iris-virginica
+67,4.4,2.90026442563148,1.4009200704008988,0.2,Iris-setosa
+68,5.711927312839842,4.4,1.5242214724660479,0.6206380140918772,Iris-setosa
+69,5.52600284969427,2.652818850823771,4.235480895896233,1.2810347082652616,Iris-versicolor
+70,4.500630841826803,2.306880126063418,1.304002589419247,0.3147602842338399,Iris-setosa
+71,5.704249731713268,2.4973189738696187,4.992739436195927,1.9995817030819232,Iris-virginica
+72,5.003991365771597,3.2962311376084137,1.401059426807043,0.2,Iris-setosa
+73,5.105929274742898,3.805615631969209,1.5909057923409329,0.2,Iris-setosa
+74,4.88443967290527,2.975438638561603,1.3930371303880675,0.2,Iris-setosa
+75,7.7,2.7819083657040355,6.7,2.0113296851940397,Iris-virginica
+76,4.580256514063847,3.396656099091646,1.3954326323535495,0.30296425208118594,Iris-setosa
+77,4.59316571411059,3.202212998502115,1.4040950779599732,0.2,Iris-setosa
+78,6.304239823212751,2.4971884426686053,4.917998685075564,1.5064220937751804,Iris-versicolor
+79,6.335844213597664,3.4240087431440402,5.595136358954802,2.398255834484593,Iris-virginica
+80,6.023841748419067,2.2,4.987249792469102,1.5050879112484699,Iris-virginica
+81,5.180665929439356,3.40146966139749,1.4032069411028303,0.2,Iris-setosa
+82,4.989922644026946,3.1958000005111895,1.2010311001428664,0.2,Iris-setosa
+83,5.193246536721384,2.6819268987277534,4.023260233395362,1.399486275259432,Iris-versicolor
+84,6.843873791454114,3.18895302922533,5.650024777917126,2.2404981299050912,Iris-virginica
+85,6.835030452446354,2.992601671865332,5.529886224630456,2.1019817779062095,Iris-virginica
+86,5.0077491732903106,3.5084375961318175,1.3458219874099067,0.2612614532650388,Iris-setosa
+87,6.309584473934144,2.837732537059845,5.170576300657724,1.5216400114011275,Iris-virginica
+88,6.78302758298819,2.991645293049367,5.502703974764172,2.1149439575241504,Iris-virginica
+89,5.803997516958274,2.80492007516578,5.099164821820544,2.408500277122376,Iris-virginica
+90,6.111121940673621,3.000555828479939,4.629828858760682,1.3941689762646627,Iris-versicolor
+91,7.7,2.7874000672277655,6.7,1.9906788242051419,Iris-virginica
+92,6.452844268358633,3.020623479174964,5.485058253998635,1.7980333374647803,Iris-virginica
+93,6.788081336795626,3.3408159751984052,5.695949836116047,2.4999995257102805,Iris-virginica
+94,4.900534709860778,3.1224679727928613,1.496547163377206,0.1,Iris-setosa
+95,7.7,2.8147005450598783,6.7,2.006648431349387,Iris-virginica
+96,7.7,2.8144568985023874,6.7,2.0538539448249327,Iris-virginica
+97,6.4338948075344,3.074883256843919,5.501849724793614,1.8013743950832284,Iris-virginica
+98,4.895333985917422,2.3998098804103694,3.2223530143033745,1.033196115833198,Iris-versicolor
+99,7.7,2.8475083793634823,6.7,2.004716874661354,Iris-virginica
+100,5.804507514854435,2.8172524834404244,5.115260863186073,2.4022637187852856,Iris-virginica
+101,5.999438885228442,3.4037383552472473,4.51764137562578,1.6005932350334742,Iris-versicolor
+102,6.909836001771602,3.193859416660966,5.679991359012227,2.294068001898888,Iris-virginica
+103,5.997195051991214,3.407294549024696,4.495709702004945,1.6024298044515943,Iris-versicolor
+104,7.14925742106376,2.9957830335784235,5.923735919279374,2.0726825390092944,Iris-virginica
+105,4.996514852862512,3.210335699046484,1.2026639770408933,0.2,Iris-setosa
+106,7.7,2.816719554743673,6.7,2.0264017752319416,Iris-virginica
+107,4.616741917316402,3.397619827387938,1.406314837858922,0.30443568955306977,Iris-setosa
+108,7.7,2.7737328918407966,6.7,2.002447059070656,Iris-virginica
+109,5.915488975021881,3.0026280815111157,4.164070919791532,1.5128719943109992,Iris-versicolor
+110,5.77927050244204,2.802478328995419,5.147008188001737,2.414547203239501,Iris-virginica
+111,6.377437117146928,2.6346478830822297,5.158071284117462,1.9122453804669801,Iris-virginica
+112,5.6198632802905015,3.0010950370729543,4.087930522075523,1.3109527322884593,Iris-versicolor
+113,5.599735302390531,2.993828368902135,4.093508314078742,1.2729497216621575,Iris-versicolor
+114,4.888972801517788,3.455751584942442,1.6161567384669908,0.2,Iris-setosa
+115,5.093061336794704,3.508156465715003,1.3913298792533306,0.3053713947421726,Iris-setosa
+116,5.445590595863645,3.4071339218957437,1.9996610217701447,0.2,Iris-setosa
+117,7.7,2.810166147169385,6.7,1.97519704105959,Iris-virginica
+118,5.048738467708598,3.5088245542427794,1.365427684949211,0.30338971241515106,Iris-setosa
+119,6.344359772962284,2.7853314521213304,5.104841643889272,1.4942408609218436,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/13/test.csv b/iris/tab_ddpm/8_1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/13/train.csv b/iris/tab_ddpm/8_1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/13/val.csv b/iris/tab_ddpm/8_1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/14/synth.csv b/iris/tab_ddpm/8_1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..945ca22b9fe4ab81a29f3e4186dda0df25429079
--- /dev/null
+++ b/iris/tab_ddpm/8_1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.499652645301015,2.4034512484024617,3.693276920618165,1.0155314140746372,Iris-versicolor
+1,6.400925585305068,2.9068541847307543,4.316487828064408,1.3009327158364372,Iris-versicolor
+2,5.963606997645158,2.6843355685470676,5.071981580136694,1.5534560168302107,Iris-versicolor
+3,4.91994434313229,2.4002442010432223,3.0566137110837484,1.014283468623951,Iris-versicolor
+4,4.599846201862584,3.3941263231647465,1.3751448824155394,0.3054385934237257,Iris-setosa
+5,4.605699767803108,3.6098149113142775,1.0,0.2,Iris-setosa
+6,7.7,2.823144803244775,6.7,2.002254939399022,Iris-virginica
+7,6.327323036642094,2.8017522786502442,5.112753154006441,1.5118912593878175,Iris-virginica
+8,4.587482385864205,3.2105384256760057,1.3979231273834942,0.2,Iris-setosa
+9,5.001709390173976,3.323875389741974,1.4013477772841398,0.2,Iris-setosa
+10,6.01127885037499,2.69846848928093,5.099607569416786,1.6128285449936157,Iris-versicolor
+11,6.31889475336157,2.7168078219977434,4.913073630548971,1.7763676186678672,Iris-virginica
+12,6.037494398831708,3.000229333793889,4.528808525493824,1.387779099709855,Iris-versicolor
+13,5.155451089353409,3.451133128554944,1.5005677223371225,0.2,Iris-setosa
+14,5.475376265673662,2.5451626635755247,4.2622128736982425,1.0617939260413547,Iris-versicolor
+15,4.4,2.894107130790132,1.4007194503642857,0.2,Iris-setosa
+16,6.332198950023588,2.910666963098797,5.592246544229917,1.792924771916113,Iris-virginica
+17,5.9926123847685036,3.403150994095537,4.477891170497072,1.5935931728210113,Iris-versicolor
+18,6.013306644499949,3.0099255169372197,4.76797558726673,1.8014267277988574,Iris-virginica
+19,6.3199506327031445,2.897696165268468,5.6125187763339985,1.8028657259102252,Iris-virginica
+20,6.698894964405758,3.306197461426671,5.699154021099743,2.0859411555484075,Iris-virginica
+21,4.8795944536157645,2.3918815793310904,3.2318386216827775,0.9676476688639718,Iris-versicolor
+22,6.068076621511188,2.989473489938618,4.574064669319972,1.390837708066435,Iris-versicolor
+23,6.792666357918889,3.109536948771455,4.41005483451951,1.3984597265151524,Iris-versicolor
+24,5.364130987685763,3.8944220072296067,1.8133523633369983,0.44755952352013384,Iris-setosa
+25,6.287990458639065,2.3069860629504957,4.412071748183268,1.301823009527584,Iris-versicolor
+26,6.434252598341804,3.060084728715861,5.489909730984554,1.8063315285247052,Iris-virginica
+27,6.003682747470287,2.7053656663724945,5.106766923543052,1.6048177304655962,Iris-versicolor
+28,6.686613940320197,3.2881338437589176,5.754076768125733,2.091301391432109,Iris-virginica
+29,6.098077338621558,3.002791057148624,4.605617326600361,1.3978625545398466,Iris-versicolor
+30,5.880199003625979,3.0050276679774384,4.224513737492726,1.5006530971995657,Iris-versicolor
+31,6.038433053985609,2.200000309260929,5.017589927994638,1.5027031818380683,Iris-virginica
+32,5.753797117425128,2.6125322167223275,5.063452876539142,1.9373458532057517,Iris-virginica
+33,6.516793580328589,2.982975398300099,5.435051154649372,1.8038994917319946,Iris-virginica
+34,4.597644779814872,3.215299436648409,1.3952332341999139,0.2,Iris-setosa
+35,6.323583778201584,2.295874534610568,4.381054619682599,1.2967239062914493,Iris-versicolor
+36,6.277939765620147,3.2597603710842025,4.499324522845558,1.5230545236026092,Iris-versicolor
+37,5.098875173554009,3.6265615105002347,1.4787004736160283,0.39730324574967923,Iris-setosa
+38,6.83182165846743,3.2421730091424616,5.686240562036638,2.2398492928472855,Iris-virginica
+39,6.672052769646145,2.9758225245359977,5.472261207593861,2.116942328670573,Iris-virginica
+40,5.12856030823786,3.357970328550404,1.3756717616784606,0.2,Iris-setosa
+41,6.123043660564603,2.6299361928258818,5.58472240141,1.4245878758845552,Iris-virginica
+42,5.08125706615768,3.721194422927587,1.627062037533615,0.2,Iris-setosa
+43,5.957436972986609,2.2,5.009540312392138,1.496595133098484,Iris-virginica
+44,5.396347996512735,3.884701160034272,1.6905338103242933,0.3886209116604349,Iris-setosa
+45,5.503504852490635,2.6005499312164084,4.421249022477833,1.1545149760808444,Iris-versicolor
+46,5.536967442302884,2.619643708938346,4.389825118331905,1.2573621495224232,Iris-versicolor
+47,6.33575602773374,2.91086776493682,5.59148019322235,1.785000419179752,Iris-virginica
+48,6.278890736470394,2.4965339112204847,5.005982583163999,1.8935313165673218,Iris-virginica
+49,6.284078381522268,2.297699677834952,4.37492011587931,1.3058254703149632,Iris-versicolor
+50,4.98769362891403,3.582413188807766,1.3936038201354828,0.2,Iris-setosa
+51,4.932114612161266,3.5252716517170604,1.3150270111058686,0.2985109482831811,Iris-setosa
+52,4.4,2.9057152548005654,1.409328108940225,0.2,Iris-setosa
+53,6.621462874523467,3.0112572879280117,4.390380173210171,1.399785450450174,Iris-versicolor
+54,4.634940077754873,3.4494592670283977,1.4002960923321908,0.2890446286106423,Iris-setosa
+55,5.0852974276635,3.694826439952334,1.4918051199831128,0.3945760939565327,Iris-setosa
+56,5.486963789123636,2.6008388484213736,4.381553973569922,1.1268135852682462,Iris-versicolor
+57,5.797928820768622,2.795459932321277,5.111846249046391,2.40413051703204,Iris-virginica
+58,4.988308076651001,3.2936040640036244,1.3926633502155388,0.2,Iris-setosa
+59,5.386730134530432,3.905430337946492,1.8311255328958558,0.3996244462120325,Iris-setosa
+60,7.699998267768895,2.7899380218338066,6.699998166854283,1.977812259183508,Iris-virginica
+61,6.1729764536318,2.8794488622427883,4.849168109507785,1.8042690152397272,Iris-virginica
+62,6.681953696690534,3.0997069355045745,4.4061902611980255,1.396483911072715,Iris-versicolor
+63,5.4613691109200655,2.9853447410004073,4.464296895826667,1.49880114556799,Iris-versicolor
+64,5.903515112736958,3.209391872674512,4.756005119789503,1.8043977063620125,Iris-versicolor
+65,5.496301943173453,2.60729256908356,4.3248103097268515,1.2082458812852563,Iris-versicolor
+66,5.785297072379493,2.706866344723391,5.085058983759969,1.9024032435425227,Iris-virginica
+67,6.728391404647639,3.291485014058045,5.728460093701648,2.100134467540075,Iris-virginica
+68,5.486558786178884,2.4000694298547067,3.7342998054961214,1.0860961658006536,Iris-versicolor
+69,5.616427538409516,2.678938150067411,4.201432331742349,1.296687745756019,Iris-versicolor
+70,6.688415469672679,3.29815919187718,5.645018577980629,2.0969854695094323,Iris-virginica
+71,5.4977821485262535,2.394553969089196,3.738604758047649,1.0662947259473092,Iris-versicolor
+72,4.91131510926529,2.411022005296901,3.291674279403751,1.054253362646073,Iris-versicolor
+73,5.175130410306501,3.481107969482346,1.5013020764952725,0.2,Iris-setosa
+74,6.912515678696894,3.2119388073745707,5.69702346596137,2.276809165076956,Iris-virginica
+75,4.601383343219063,3.1984272441820343,1.3830962992224445,0.2,Iris-setosa
+76,4.8623055851760135,2.968057392061886,1.4029102479680786,0.2,Iris-setosa
+77,5.002580252610719,3.4985164595672775,1.3077886956731475,0.30487760426688976,Iris-setosa
+78,4.4,2.909155441103313,1.4017045623314002,0.2,Iris-setosa
+79,7.699998964085013,2.783749840437065,6.7,1.999769364674339,Iris-virginica
+80,5.101478352646342,3.8394707145509934,1.5937809883296423,0.2,Iris-setosa
+81,4.592605216905947,3.6063965239936198,1.0,0.2,Iris-setosa
+82,5.011743045373046,3.4989150378208,1.3053441141757123,0.29594686217616895,Iris-setosa
+83,5.9059284918223875,2.994665178528968,5.097782559092527,1.8034088020032977,Iris-virginica
+84,5.11028033613454,3.804456390441799,2.1288334858651643,0.4290098929138112,Iris-setosa
+85,6.188549148631686,3.316849741884995,4.500374619656302,1.5563175452068037,Iris-versicolor
+86,5.986213424495077,2.710169179397743,5.087918106958639,1.6026428507817332,Iris-versicolor
+87,5.221594643548077,3.4002686644096087,1.3906009335205514,0.2,Iris-setosa
+88,4.4,2.8893729409436255,1.4084052026159686,0.2,Iris-setosa
+89,5.07477932812713,3.5028933724215654,1.3623288119891659,0.3256986018181559,Iris-setosa
+90,5.783673210593821,2.610429514797912,5.036064814336518,1.9418783871023744,Iris-virginica
+91,6.268553982748692,3.40575380654595,5.5933924055258,2.397851602057152,Iris-virginica
+92,5.4802170308669105,2.513901638716914,4.023281163363806,1.1813637040407237,Iris-versicolor
+93,4.990361267875511,3.5051595403117393,1.3065162487538355,0.286328106484506,Iris-setosa
+94,6.001102891564887,3.020454358674813,4.379046739418363,1.4960413788355154,Iris-versicolor
+95,5.1198557446789,3.8141793264897617,1.6201950503560045,0.38485984622307146,Iris-setosa
+96,6.327629756463948,2.2955475618960746,4.421440511876405,1.2948933471466346,Iris-versicolor
+97,5.901115718381203,3.0074502686730513,5.1076368053463295,1.7975009990283568,Iris-virginica
+98,5.992449935464163,2.6996039883776377,5.131389653064289,1.6014763010678301,Iris-versicolor
+99,6.30663999824008,2.7993783865274913,5.099592909497698,1.4910753463185156,Iris-virginica
+100,4.905151018168989,3.113501594054425,1.5194753998380577,0.1,Iris-setosa
+101,5.100842759318454,3.7976584179471473,2.054232061830369,0.39978991211351067,Iris-setosa
+102,5.186384091278087,3.3894223270442065,1.3996100132493874,0.2,Iris-setosa
+103,6.0097197469482655,3.386825805899954,4.50738453884252,1.5909267936481466,Iris-versicolor
+104,5.998993329600508,2.9964990919334666,4.802431901099667,1.8029026939166248,Iris-virginica
+105,6.778957712722349,3.0004015871646965,5.472211113881992,2.093604296117571,Iris-virginica
+106,4.6037626112108665,3.1912654406421055,1.3765682866135394,0.2,Iris-setosa
+107,5.08448139897107,3.5017756295591993,1.4562562196594817,0.2,Iris-setosa
+108,5.20378422691928,2.6851196550413468,3.881630347660815,1.3999574531898775,Iris-versicolor
+109,5.9814249451489125,3.3817311284175595,4.503176544265488,1.6156644909787834,Iris-versicolor
+110,5.640499120957271,2.985456226872913,4.096005390256814,1.298768103671612,Iris-versicolor
+111,6.292483556758248,2.88530830907125,5.669647679620031,1.8149073256151964,Iris-virginica
+112,6.440246189352994,2.7339369632843953,5.325847758172138,1.8948793348552468,Iris-virginica
+113,4.639775963678087,3.4269391668917666,1.3926475265421416,0.28679249649063177,Iris-setosa
+114,5.158544368820953,3.5151093144542953,1.449244568190289,0.2,Iris-setosa
+115,5.17326736667245,2.681276499694283,3.8676632380971245,1.4058709623183554,Iris-versicolor
+116,4.628415704585708,3.399765029309844,1.4031609803164915,0.2983158412510886,Iris-setosa
+117,4.974628787930677,3.5944233464801,1.3753963315497908,0.2,Iris-setosa
+118,6.4588696110506225,3.0330745344446046,5.4759315605162175,1.8134646149620404,Iris-virginica
+119,5.789201113388752,2.7906174648461843,5.087771527606805,2.4112097428417547,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/14/test.csv b/iris/tab_ddpm/8_1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/14/train.csv b/iris/tab_ddpm/8_1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/14/val.csv b/iris/tab_ddpm/8_1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/15/synth.csv b/iris/tab_ddpm/8_1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6267a604a012f6e77e6cb2f7f8316c64db5d468b
--- /dev/null
+++ b/iris/tab_ddpm/8_1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.616240859836043,3.0019463387159413,4.126707323922281,1.3009450505646762,Iris-versicolor
+1,6.388269529242146,2.895582563162485,4.279786763045268,1.292683375744443,Iris-versicolor
+2,4.810770438049695,3.3986378778054616,1.6025510112947838,0.2,Iris-setosa
+3,4.9001386541094005,2.401975383332177,3.4042971503055153,0.950597254991232,Iris-versicolor
+4,4.883938633661664,3.0946192541859285,1.4901814409627643,0.10000011210375183,Iris-setosa
+5,5.54236117515857,2.6618874595002238,4.253374924463599,1.282635806701339,Iris-versicolor
+6,5.879379824885736,3.0038640478852336,4.21158856020229,1.5084060745447683,Iris-versicolor
+7,6.285443579371728,2.299601610600947,4.379372952547667,1.303618414899751,Iris-versicolor
+8,7.7,2.8111208574024964,6.7,1.9878502428789813,Iris-virginica
+9,7.29820646711993,2.893354959984007,6.321210045021987,1.7941693176953215,Iris-virginica
+10,5.105969074782546,3.791625952182863,1.6889379493983125,0.4759858476834542,Iris-setosa
+11,6.282212967088852,2.710422434821333,4.869345899135114,1.7962343190938383,Iris-virginica
+12,4.874548108366128,3.097642799313587,1.4927391966329715,0.1,Iris-setosa
+13,6.867079583180763,3.193703753772264,5.730838027600632,2.2466048041747393,Iris-virginica
+14,7.6999989001992715,2.7848065977125187,6.699998994168312,1.987570389869,Iris-virginica
+15,4.999696405760187,3.606449566353396,1.3777020160200828,0.2,Iris-setosa
+16,5.4828906120411345,2.401898770313881,3.5979006232170194,0.9789998776452373,Iris-versicolor
+17,5.626914662154159,2.7256270508251714,4.134301955968408,1.311579285200535,Iris-versicolor
+18,6.309054978142052,2.741557872217448,5.273665211188805,1.4909013382908385,Iris-virginica
+19,5.4164039044125785,3.8989039885145544,1.3034023383075235,0.4187467593830677,Iris-setosa
+20,5.378544336918097,3.8894091272587263,1.8622444644450398,0.47239999070682415,Iris-setosa
+21,5.989575021065378,2.704256659552983,5.094725488733551,1.5959433360601816,Iris-versicolor
+22,5.545480651903513,2.4286387533397518,3.7905076704541543,1.1419840061213118,Iris-versicolor
+23,6.7088755708004895,2.994957903397366,5.013802948486031,1.7033276139406601,Iris-versicolor
+24,6.302965357564061,2.65984256828653,4.91344416413193,1.808975237958013,Iris-virginica
+25,5.498103093993175,2.391254154876733,3.542046595785407,1.1200790065207693,Iris-versicolor
+26,4.786608920863408,3.3996918583273796,1.6081668395503954,0.2,Iris-setosa
+27,5.9657216767740815,3.3280956845332166,4.60340519017483,1.6679450357977161,Iris-versicolor
+28,6.901796424140894,3.177595254599398,5.69409958415397,2.2823725719759653,Iris-virginica
+29,5.878576959439762,3.2116580113870206,4.744408119525667,1.8131818660429238,Iris-versicolor
+30,5.391664406718538,3.896991560145537,1.6955402440252905,0.39208586865742745,Iris-setosa
+31,4.503082854959025,2.2994677352519375,1.3091186543769375,0.3098961561214607,Iris-setosa
+32,5.494047469377481,4.217089877403776,1.3827124051421404,0.2,Iris-setosa
+33,4.883298124476873,3.108252813489486,1.4893419229832856,0.10000018988645823,Iris-setosa
+34,6.108784515187929,2.5933345368191696,5.5968593079061515,1.415500262848397,Iris-virginica
+35,4.606766540063754,3.602635792680941,1.000000473198045,0.2,Iris-setosa
+36,5.047269160316547,3.4912596565113225,1.3428475805053575,0.2849087317115939,Iris-setosa
+37,6.490529157068407,3.028724042954131,5.515398657626059,1.7897041182695448,Iris-virginica
+38,5.036237743597005,2.4675303864631752,3.124662119957078,1.1607746979717484,Iris-versicolor
+39,6.476086886227128,2.9956426118197164,5.484775984831073,1.8040112002259818,Iris-virginica
+40,4.90604279337385,3.0080725597842504,1.3770122089733865,0.2,Iris-setosa
+41,4.885185943216655,2.394768380693349,3.748735912240268,1.025693150291084,Iris-versicolor
+42,5.987446696578174,3.3733908597345033,4.544125612603175,1.6155945983806868,Iris-versicolor
+43,5.819309458067656,2.7225062457979203,5.097801669191858,1.8962570768836138,Iris-virginica
+44,6.4026185734893275,2.730206785674551,5.390255529772386,1.893593714891618,Iris-virginica
+45,6.683547405128551,3.279572099529327,5.690018026831556,2.1149005067670212,Iris-virginica
+46,6.416966614711819,2.902578974382555,4.313091710225375,1.314828605794215,Iris-versicolor
+47,5.796880714507293,2.804033833289919,5.114306785655165,2.4004791050594143,Iris-virginica
+48,6.373737886655195,3.215525439790842,4.502287903600829,1.5072484627525522,Iris-versicolor
+49,5.085741989497509,2.4947076370432604,2.9862007254769116,1.0253309466184297,Iris-versicolor
+50,7.699998468495071,2.8166779896692087,6.699998628812926,1.9978988604756465,Iris-virginica
+51,4.400000611690622,2.9030908761123624,1.404522193541346,0.2,Iris-setosa
+52,5.225641941111133,3.4111182558004627,1.397390189680403,0.2,Iris-setosa
+53,7.699998858006916,2.8082899693747674,6.7,2.008315018953855,Iris-virginica
+54,5.67910062934825,4.4,1.4861288606174468,0.38819851608182343,Iris-setosa
+55,5.071826440148167,3.5005982192379403,1.3532967195226802,0.3020516744344512,Iris-setosa
+56,6.47810545072451,3.182550346973485,4.4633548030527015,1.48346234515789,Iris-versicolor
+57,5.409953720551827,3.3885973349320473,1.7300004468940837,0.2,Iris-setosa
+58,6.278049510696119,2.4145877894293553,4.725712198692813,1.426583460316102,Iris-versicolor
+59,5.791536148860369,2.7989088816327077,5.10273339272375,2.4073110722612427,Iris-virginica
+60,6.292416176644362,2.4873650418639475,4.865896385437699,1.4920528943468374,Iris-versicolor
+61,4.985096288015927,3.586861314607514,1.4006662183768812,0.2,Iris-setosa
+62,5.80736012735498,2.7354254329732544,5.136234472309874,1.8933075564552304,Iris-virginica
+63,6.686653799874355,3.269465769992607,5.691247356305433,2.081012043515539,Iris-virginica
+64,5.70288595400811,2.48954182398908,5.010147361611881,2.013366452252257,Iris-virginica
+65,6.296750210093933,2.7823361253717835,5.084576685599226,1.5047317782900718,Iris-virginica
+66,7.7,2.7926476078976097,6.7,1.9980357359898626,Iris-virginica
+67,5.8835574903040095,2.9869504832647795,5.093675821632967,1.8007035510489395,Iris-virginica
+68,5.42201744282461,3.386357597819005,1.8653059780638632,0.2,Iris-setosa
+69,6.086978621430555,3.318853342089436,4.544376690377959,1.6088557862898056,Iris-versicolor
+70,6.1294727560556455,3.004597963116315,4.562819512558727,1.3997137535130408,Iris-versicolor
+71,6.017896454462217,2.697580371031311,5.135186015428427,1.6088428541023059,Iris-versicolor
+72,6.7155004020880185,3.2998101723106728,5.722431096463896,2.110480216360285,Iris-virginica
+73,6.287535575539718,2.476469339897233,4.851558287871892,1.4864260432378427,Iris-versicolor
+74,6.308740671145155,3.4059421048990313,5.609886669490493,2.4077488961330236,Iris-virginica
+75,6.749954211158107,3.3161785142013436,5.682514140630619,2.5,Iris-virginica
+76,4.4,3.2226063051639584,1.2999493493198788,0.2,Iris-setosa
+77,6.012246021008575,3.39903340816398,4.512343203771546,1.6156930414634998,Iris-versicolor
+78,7.250517914293756,2.884939216176584,6.2788389711470165,1.8111343337148431,Iris-virginica
+79,5.683387121741641,4.399999165973522,1.4910527074034015,0.45038678971531554,Iris-setosa
+80,5.49622685136538,4.20917957523436,1.40105577413344,0.2,Iris-setosa
+81,5.820632996622156,2.7027364154250835,5.120377746479382,1.8953985619535223,Iris-virginica
+82,6.473779296355776,2.997732216452128,5.460801876589737,1.8070063967067003,Iris-virginica
+83,6.305304537463209,2.4697400594034384,4.836420106196642,1.4855160781748697,Iris-versicolor
+84,5.46938466680443,3.0071660869139656,4.527193205015156,1.5040566266034545,Iris-versicolor
+85,6.343811729272333,3.389793714339823,5.61902083160573,2.388241778202003,Iris-virginica
+86,7.7,2.7904483272774083,6.7,2.0147328645135056,Iris-virginica
+87,5.660341946478137,4.3999990387611545,1.4849232087697302,0.3838297477132817,Iris-setosa
+88,6.028467883254645,2.2,5.003498058039322,1.5032296327886796,Iris-virginica
+89,6.0045159231103895,2.6943239153943797,5.129699400920649,1.6083662414206399,Iris-versicolor
+90,5.093188184944952,3.766738599657715,1.6198513891779889,0.397326002595935,Iris-setosa
+91,6.489989320416582,2.997285791110546,5.496863054755638,1.7834419200768075,Iris-virginica
+92,5.42329798044945,3.920396708983319,1.3030333939527596,0.4339688948022531,Iris-setosa
+93,6.323163787117916,2.9280188552179474,5.566881024303793,1.8226267945480168,Iris-virginica
+94,4.6055945520800705,3.630357896742683,1.0000004858453166,0.2,Iris-setosa
+95,5.718981769232828,4.399999210337913,1.5114022313637034,0.389368250759487,Iris-setosa
+96,4.980969038337954,3.457994251003892,1.2921371698881408,0.2947495447097116,Iris-setosa
+97,5.49214458420281,2.407051891626481,3.7653905249835207,1.1295024955333615,Iris-versicolor
+98,5.5142522742825575,4.205839693368947,1.3993956702797972,0.2,Iris-setosa
+99,4.606948605701567,3.170279456984433,1.4061319459440837,0.2,Iris-setosa
+100,6.308668571830061,2.512033694920443,5.010583748633016,1.891891035452419,Iris-virginica
+101,5.60420133808759,2.6797967929751336,4.183953816755545,1.2989573214297818,Iris-versicolor
+102,5.11934566524792,3.2970274287379913,1.7802761583754827,0.47659206609172866,Iris-setosa
+103,5.981705174967846,2.7106132857768364,5.077111306157739,1.59446676484946,Iris-versicolor
+104,5.681468527096311,4.399999135139182,1.4993407180849836,0.3770120398278656,Iris-setosa
+105,6.7165597650599915,2.9950917579841065,5.010484438801298,1.713765107119514,Iris-versicolor
+106,6.696057196811311,3.2920768647709724,5.695376789627614,2.1822905075059253,Iris-virginica
+107,4.582434778020325,3.6497082759310575,1.0,0.2,Iris-setosa
+108,5.20254847266572,3.5014278355326005,1.5008032025615268,0.2,Iris-setosa
+109,6.791778029121761,3.2200154857184047,5.755660836373883,2.2548015428868022,Iris-virginica
+110,6.389273844714955,2.8852094695107806,4.279432603147174,1.2921403321625458,Iris-versicolor
+111,5.806645913811964,2.8167807372067384,5.093734694878687,2.40141393383952,Iris-virginica
+112,6.279509511193446,2.4903145675208047,4.902977809517309,1.5102682668958822,Iris-versicolor
+113,6.004390803816793,3.4142506273656994,4.527628384772338,1.6137552591392348,Iris-versicolor
+114,5.498913849522975,2.424294359323443,4.072996878182247,0.9745837224866241,Iris-versicolor
+115,5.509314575440321,2.3918833547276814,3.7300071619248865,0.9979728447877461,Iris-versicolor
+116,6.882856042290464,2.991631402492068,5.554430068059632,2.1015407315905934,Iris-virginica
+117,6.099806889088276,2.5958277349117074,5.63780246621003,1.3956168385983103,Iris-virginica
+118,5.117743506061796,3.820615435234238,1.7887519035259396,0.44220513928700267,Iris-setosa
+119,4.501602569559489,2.30252755052535,1.3075806656293922,0.2996078312812894,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/15/test.csv b/iris/tab_ddpm/8_1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/15/train.csv b/iris/tab_ddpm/8_1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/15/val.csv b/iris/tab_ddpm/8_1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/16/synth.csv b/iris/tab_ddpm/8_1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d54b37ca70c433112510062e1d6a111031c3c1e9
--- /dev/null
+++ b/iris/tab_ddpm/8_1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.8918057234968515,2.9977701961265075,1.3797384758549847,0.2,Iris-setosa
+1,5.465732947403186,3.0033755580113115,4.49004488127998,1.5127094214584917,Iris-versicolor
+2,6.837633880607097,3.0184432484741315,5.528451784866981,2.1365883530482814,Iris-virginica
+3,6.6879799033175,3.0692890535321036,4.697247363775449,1.5208040820976818,Iris-versicolor
+4,6.670661832037518,3.252832066277783,5.678814599918777,2.0812532118712426,Iris-virginica
+5,5.8572526893850725,2.862477986042093,5.145753647815419,1.8437301110394169,Iris-virginica
+6,6.684427753866606,3.1075706253013253,4.420597502882152,1.402277603088652,Iris-versicolor
+7,5.009871065259109,3.367282026229178,1.4930169952176116,0.2,Iris-setosa
+8,4.660028450966557,3.42962827451226,1.3867672848731558,0.3268502252601844,Iris-setosa
+9,5.133705935705968,3.420304268976052,1.48989887152502,0.2,Iris-setosa
+10,5.06808807697027,2.4925069000296665,2.814101537470128,1.0216911442918433,Iris-versicolor
+11,6.699692457424882,3.2928578788493064,5.700683217266957,2.499999478033621,Iris-virginica
+12,6.000480015480843,2.200000307895565,4.971629693148164,1.4998258018514237,Iris-virginica
+13,5.423398112770102,2.9999009115869515,4.501840418457533,1.4964158338788551,Iris-versicolor
+14,4.938756687292603,2.4110500720003647,3.1815506658144677,0.9843830680538191,Iris-versicolor
+15,5.0564911605573615,3.3306476217487826,1.4056442706016183,0.2,Iris-setosa
+16,5.600295620442685,3.000562761162305,4.094977058708399,1.3012173082886644,Iris-versicolor
+17,5.784346264999035,2.695632942875415,5.105019140727546,1.898941408695721,Iris-virginica
+18,5.579832986162927,2.693466375152554,4.211542677913234,1.2964857968274452,Iris-versicolor
+19,4.4,3.1745700509419588,1.3043884495910476,0.2,Iris-setosa
+20,5.496508596665647,2.4001811565092663,3.59229970342243,1.0880044489312255,Iris-versicolor
+21,5.021098158417007,2.4737804861553396,3.2243883738466748,1.0426504490262034,Iris-versicolor
+22,5.098497570502914,3.7730939605880787,1.693224027129847,0.4034434742475296,Iris-setosa
+23,5.804140161966389,2.703600562118608,5.099456128294683,1.897383504827947,Iris-virginica
+24,5.301167013171103,3.7330510382526723,1.496516685445087,0.2,Iris-setosa
+25,5.899069309089254,3.0033177760562797,4.177445695329248,1.5007663838658232,Iris-versicolor
+26,4.4,3.2084376637119374,1.2938081693289571,0.2,Iris-setosa
+27,6.700188288357701,3.091374083100858,4.383595033090753,1.3978142006813161,Iris-versicolor
+28,4.9957346362802415,3.233838885399948,1.3514234076998881,0.2,Iris-setosa
+29,6.694971998392614,3.267976349056445,5.7305365482191535,2.5,Iris-virginica
+30,5.804801733677261,2.7075015791389534,5.101945617320508,1.909289664386006,Iris-virginica
+31,5.056796898332851,3.6766443530671653,1.608286442355788,0.2,Iris-setosa
+32,4.400000452897117,2.914147491953984,1.393390242601578,0.2,Iris-setosa
+33,6.830181587388081,3.202683425929332,5.6727991013646095,2.2571920161873544,Iris-virginica
+34,6.409773954729974,2.9955398879474155,5.507863692535954,1.7865101122396776,Iris-virginica
+35,5.496361369543423,2.611613195014708,4.373000322922695,1.2484111038695163,Iris-versicolor
+36,6.296083088586983,2.782510527367372,5.10325786115719,1.483060860181651,Iris-virginica
+37,4.589118173109426,3.60661824403891,1.0,0.2,Iris-setosa
+38,4.856962025145996,3.1217256557753865,1.4877539258479988,0.10000010708750753,Iris-setosa
+39,5.128283469057491,2.4856741391765396,3.3085643547363164,1.1711101726310602,Iris-versicolor
+40,5.103779272753612,2.491004635245979,3.0480824965241853,1.093968394117499,Iris-versicolor
+41,5.9102051709897925,2.9973074635079016,4.191563640462983,1.4987962071426142,Iris-versicolor
+42,6.7493678088561335,2.9894504261321573,5.465759311441274,2.0594841304309273,Iris-virginica
+43,6.2218384658128425,2.8461239906152205,5.501327538748947,1.8637504329942702,Iris-virginica
+44,7.7,2.7420053074576782,6.7,2.074267887514282,Iris-virginica
+45,5.911629613159662,3.2154977337267336,4.791777445364844,1.7966994862011434,Iris-versicolor
+46,7.7,2.817011106365797,6.7,1.971675358139985,Iris-virginica
+47,4.822742843627166,3.403106095207952,1.596040644390801,0.2,Iris-setosa
+48,5.505489238527427,2.401846938359339,3.8417019456152293,1.0674560202712762,Iris-versicolor
+49,5.108643890174955,3.3061521174048076,1.7715881536051132,0.5226677713073119,Iris-setosa
+50,6.667882713661263,3.306781525889596,5.70330063820246,2.499999478972068,Iris-virginica
+51,5.991305823479103,2.200000306178106,4.997297806146729,1.482042640754753,Iris-virginica
+52,4.612357269653569,3.1990017611158694,1.3874798955541077,0.2,Iris-setosa
+53,5.793939061562712,2.705855894508358,5.103273850569334,1.8972154826997905,Iris-virginica
+54,4.651891873255415,3.2420948193386168,1.4030976439304426,0.2,Iris-setosa
+55,6.730117056542531,2.992299187636844,5.015225591534048,1.7059269408554543,Iris-versicolor
+56,5.13021438874014,3.3666512217815554,1.404414052912238,0.2,Iris-setosa
+57,5.98643891491056,3.423751505653701,4.535914015988222,1.585376326194583,Iris-versicolor
+58,6.007117891592362,2.2,4.994273133164378,1.5023699858355324,Iris-virginica
+59,5.884242303146165,2.991449299525342,5.096530178572618,1.8054272460135412,Iris-virginica
+60,6.073878498002805,2.9527781386477003,4.906905601965235,1.7893223700596987,Iris-virginica
+61,5.474846771131518,2.406184367041958,3.67806043963665,1.033989758268184,Iris-versicolor
+62,6.750859433642391,3.3001304988992146,5.6865885318843805,2.5,Iris-virginica
+63,5.8024606841581585,2.7056023415732136,5.0985876294921635,1.8919949624595274,Iris-virginica
+64,5.888835179893266,2.9894762649091917,5.095756894013927,1.8127313023262788,Iris-virginica
+65,4.593263587698108,3.602977718414556,1.0,0.2,Iris-setosa
+66,5.058354304202051,3.5306982911457596,1.3992395872112438,0.2,Iris-setosa
+67,6.326944414096917,3.212686687374167,4.515149750208669,1.4989838729172262,Iris-versicolor
+68,6.323092183326227,2.717263623332104,4.851213211225442,1.7747677965730633,Iris-virginica
+69,6.09343944749573,2.6008722018418893,5.611128537593209,1.3927495651788755,Iris-virginica
+70,5.07240345689921,3.3890157746923406,1.4996431474270997,0.2,Iris-setosa
+71,6.236523486425184,3.428230018027131,5.6402146876239545,2.4031446950144164,Iris-virginica
+72,5.108918237578055,3.794159006968644,1.6230261531675363,0.2,Iris-setosa
+73,5.478063756877669,2.411038693049702,3.6084784042144205,1.0822804647415,Iris-versicolor
+74,5.483538870871507,2.395660881750136,3.760628840269784,1.062419682547074,Iris-versicolor
+75,5.110084350115862,3.397225442972837,1.5051455977599775,0.2,Iris-setosa
+76,5.87040821998085,2.8031495941150832,5.111494794150351,2.3967461224638313,Iris-virginica
+77,5.3162346113338765,3.62489511130047,1.5129880717154263,0.2,Iris-setosa
+78,5.823128493236689,2.8024716537429515,5.1158238384119095,2.392114223013901,Iris-virginica
+79,5.8042192574165545,2.696675533765456,5.088680400755698,1.8813254514991826,Iris-virginica
+80,4.906306380803041,2.4126532921724446,3.23757011127071,1.0365696869800543,Iris-versicolor
+81,6.658054104952091,3.0987789466931726,4.393596920829557,1.420044038608355,Iris-versicolor
+82,7.089881057221358,2.999981357897009,5.876289080512743,2.0942502272853263,Iris-virginica
+83,5.020390472434296,3.3249969522772442,1.4031880568263075,0.2,Iris-setosa
+84,5.417103537572333,3.9094739079697853,1.2934150481015547,0.45242928500678525,Iris-setosa
+85,6.065551976041722,2.99297217509143,4.572432279444184,1.3945369599611814,Iris-versicolor
+86,5.1018699458968735,3.8088561866017487,1.5997331132076644,0.2,Iris-setosa
+87,5.315772102457805,3.7245293260640864,1.5092046783589603,0.2,Iris-setosa
+88,5.893494207967994,3.0014165257800745,5.1084962313738425,1.8189523778853238,Iris-virginica
+89,4.6353102328679405,3.5773425130081273,1.0000004356976022,0.2,Iris-setosa
+90,6.6932557008076525,3.1007263113660066,4.381999288417994,1.3903768405153512,Iris-versicolor
+91,4.590535828293967,3.203278938804617,1.3812763479391181,0.2,Iris-setosa
+92,5.64884140470657,4.4,1.509223791793883,0.3656441979520264,Iris-setosa
+93,5.590163199341975,2.995839176288842,4.119821347606042,1.2968705940589236,Iris-versicolor
+94,7.094791272917652,3.005513585336864,5.896767218517057,2.123937538840844,Iris-virginica
+95,5.99703618259551,3.4237890446065276,4.5319348874841765,1.6410059571294473,Iris-versicolor
+96,7.699998891881077,2.7854999884642346,6.699998664698187,2.000192886439166,Iris-virginica
+97,5.797029024531511,2.9780036278635085,4.244601929794628,1.4791347635063257,Iris-versicolor
+98,4.911745735162975,3.0094674831361696,1.401433470194053,0.2,Iris-setosa
+99,5.001747963175362,3.3113888527618536,1.389015673961566,0.2,Iris-setosa
+100,5.794267464387032,2.6865911201232153,5.092457902860419,1.902145476785542,Iris-virginica
+101,5.1085963004433035,3.3892166299576685,1.484502521966858,0.2,Iris-setosa
+102,4.496216132305682,2.2981340882647436,1.3023782263306103,0.2816037917097182,Iris-setosa
+103,5.380015130322197,3.4005999192331755,1.7230287422211907,0.2,Iris-setosa
+104,5.4224450724679905,3.3982820967655414,1.6803446517561733,0.2,Iris-setosa
+105,6.698587025349373,3.0028857796867037,4.993776611867145,1.6960160425626976,Iris-versicolor
+106,5.727552599173447,2.9950847005342904,4.219733760375571,1.3085151355055575,Iris-versicolor
+107,5.60248805715093,3.0031734393088994,4.48943970213866,1.5008688936721415,Iris-versicolor
+108,6.627794662090799,3.022672289699447,4.3911061649267396,1.4059671321452443,Iris-versicolor
+109,4.400000503715245,3.200203613278652,1.3078033856105726,0.2,Iris-setosa
+110,6.278139309371906,2.8880865676255536,5.619958520979403,1.8085467356540836,Iris-virginica
+111,5.351773568989241,2.994051792860748,4.4857997070847775,1.5006511884436151,Iris-versicolor
+112,5.793517027978755,2.695666076957305,5.108455212593494,1.8984715698024828,Iris-virginica
+113,6.279712446667029,3.4094065746586573,5.636882154984821,2.4055116189971417,Iris-virginica
+114,4.4,2.885959891796938,1.4050614140217197,0.2,Iris-setosa
+115,5.3435862341493605,3.8650279110207224,1.8731135793461078,0.4429913107384389,Iris-setosa
+116,4.400000471276492,2.90914990884856,1.403036234916753,0.2,Iris-setosa
+117,6.933084077385991,3.1982945719403353,5.731202738582926,2.2950451782391794,Iris-virginica
+118,5.322477638642613,2.992320740838227,4.432177125590062,1.4904157785159569,Iris-versicolor
+119,6.594383969148092,3.1444880730537115,4.448540925068944,1.4538088251373222,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/16/test.csv b/iris/tab_ddpm/8_1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/16/train.csv b/iris/tab_ddpm/8_1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/16/val.csv b/iris/tab_ddpm/8_1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/17/synth.csv b/iris/tab_ddpm/8_1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d5132e38a84ae53f3222b8bf7743a9eac37e5709
--- /dev/null
+++ b/iris/tab_ddpm/8_1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.101317107500327,2.507068116283274,3.1675028889111703,1.1552528778737332,Iris-versicolor
+1,6.413225266646897,3.1937144843906884,4.551080115314891,1.489061832574849,Iris-versicolor
+2,5.3747554338237,3.8723295516688707,1.6892908117017362,0.3957366348503044,Iris-setosa
+3,5.200617788849077,3.481407255348147,1.487864563242701,0.2,Iris-setosa
+4,6.418846448505692,3.092213349835499,5.506061506539493,1.8091656447002473,Iris-virginica
+5,4.601278887650373,3.597689083271922,1.0000006706698532,0.2,Iris-setosa
+6,5.4147438551326355,2.4225035751666844,3.5521115970054797,1.1048445683830441,Iris-versicolor
+7,6.243678396377598,2.8844625157131607,5.5758174783669,1.8132885500148683,Iris-virginica
+8,5.096039186353636,3.749054015512546,1.6090968763459048,0.3981707459549215,Iris-setosa
+9,6.284097270842428,2.8738836500211296,5.603564241419215,1.7918047824539771,Iris-virginica
+10,6.104035242118026,2.6072002165467203,5.613724944176044,1.407971812081867,Iris-virginica
+11,6.285175052994909,2.884937201434046,5.640960241381666,1.8057477468339265,Iris-virginica
+12,6.4382199431469,3.187727057947865,4.500217464528902,1.4809583171111909,Iris-versicolor
+13,6.390752659964579,3.066939427968416,5.468455802492564,1.7676815951333749,Iris-virginica
+14,6.465367820437383,3.009078164957969,5.496111382800801,1.7948247324458597,Iris-virginica
+15,4.580347105182593,3.2064290312819304,1.3958673190931201,0.2,Iris-setosa
+16,6.285875768103971,2.6975770884379817,4.922444246896585,1.810589156133816,Iris-virginica
+17,5.76813048444671,2.7947213158440856,5.094254674969437,2.41406768035692,Iris-virginica
+18,5.70570365165831,4.4,1.5158379148331875,0.5060180506695034,Iris-setosa
+19,5.233077256996273,2.7256246435276554,4.018567851795384,1.4078977892331588,Iris-versicolor
+20,6.007371944571035,3.0034167473064235,4.750350779562935,1.8055427568060731,Iris-virginica
+21,5.800957219449953,2.8097775050702545,5.0986161583196195,2.4016798091417972,Iris-virginica
+22,4.4,3.1920004216250213,1.2916603557342374,0.2,Iris-setosa
+23,4.596907063128622,3.609809730943216,1.0000003791695142,0.2,Iris-setosa
+24,5.654529288671816,4.399998781103391,1.4970505894648924,0.39354894829218656,Iris-setosa
+25,5.8141813093535415,2.7116169286594336,5.1078190900204845,1.88939941112994,Iris-virginica
+26,4.985898861879698,3.5803810869071926,1.3999062839591887,0.2,Iris-setosa
+27,5.209102321850256,3.482124306072696,1.5161364769910244,0.2,Iris-setosa
+28,5.990705775204108,3.4036964423910168,4.446747901740393,1.5637296652537487,Iris-versicolor
+29,6.425397320167441,2.909334428243984,4.3483162311330705,1.3245979719725,Iris-versicolor
+30,5.400893092456676,3.9070986139736004,1.727761000830571,0.39462862518113406,Iris-setosa
+31,6.6082785505873565,2.9957868480534025,5.016006465196339,1.6862911274501704,Iris-versicolor
+32,5.211158250056745,3.4092633755399158,1.4053721818521685,0.2,Iris-setosa
+33,5.9136757374519755,3.0024306169153343,4.2094033794737635,1.5048944725352429,Iris-versicolor
+34,5.056207481367693,3.358507210389026,1.4092565192868356,0.2,Iris-setosa
+35,5.460980681740385,3.0063565264268566,4.542934633544882,1.5076501470111219,Iris-versicolor
+36,5.501232517802089,4.20011486848218,1.3941503335497702,0.2,Iris-setosa
+37,6.69475728654732,3.1073381486880636,4.396700355444544,1.4017433967251276,Iris-versicolor
+38,5.692651424396692,4.399999040369772,1.488099071425041,0.35944198716327164,Iris-setosa
+39,6.003189746882673,2.7201690876758113,5.111397374215515,1.5984834277731605,Iris-versicolor
+40,6.971910524482787,3.1031656295377537,5.753977226000639,2.2271357267209337,Iris-virginica
+41,5.096331294913163,3.2898857796589613,1.7697616703962558,0.4462788940897241,Iris-setosa
+42,7.7,2.777146606256159,6.7,2.061782238083908,Iris-virginica
+43,5.2674045155839755,3.5963766575118807,1.4948584868702215,0.2,Iris-setosa
+44,5.700565425818803,4.4,1.4972966479799825,0.4697373356226302,Iris-setosa
+45,7.307643787617053,2.900485276645775,6.327441732175932,1.788111820692001,Iris-virginica
+46,4.4,3.2096614001693875,1.2704328165058776,0.2,Iris-setosa
+47,5.141242797451433,3.4598521846431054,1.5054566647650156,0.2,Iris-setosa
+48,4.991393023199555,3.59757399538116,1.4008072484575393,0.2,Iris-setosa
+49,4.602639014583884,3.5882762580618723,1.000000393068901,0.2,Iris-setosa
+50,6.47842773212903,3.1752217952059207,4.452963943386301,1.4833042127545124,Iris-versicolor
+51,5.992297962122316,2.2,4.992343697386919,1.5128645936036598,Iris-virginica
+52,5.026015036821916,2.4763283500512747,3.053474999559989,1.102317771400123,Iris-versicolor
+53,5.503295857094379,2.40410709591993,3.490490760316195,0.9240618729773321,Iris-versicolor
+54,5.676515403367369,4.4,1.5111547292053396,0.3880997428111008,Iris-setosa
+55,5.9061141290223675,2.9975769975647246,4.234482717277794,1.5023813878341996,Iris-versicolor
+56,4.623298299279119,3.596109457636095,1.0000003921811242,0.2,Iris-setosa
+57,5.499868390707373,4.194066549949734,1.402149846697475,0.2,Iris-setosa
+58,5.477954543027855,2.9956349775049715,4.5092731980023935,1.4875337519979732,Iris-versicolor
+59,5.103361793125088,3.3101101264102057,1.6822642007835473,0.4898728062490707,Iris-setosa
+60,6.468151069304568,3.193473749784341,4.479035712279988,1.506485687332351,Iris-versicolor
+61,6.401249550348633,2.908081871859548,4.2978541132345285,1.3052355094160963,Iris-versicolor
+62,4.593044343522308,3.6312990590767877,1.0,0.2,Iris-setosa
+63,6.610045069400402,3.068886828038062,4.4250910984710865,1.4201171029235744,Iris-versicolor
+64,5.089872534530608,3.3039777484574655,1.688011093272409,0.57463865967027,Iris-setosa
+65,5.400610370714174,3.3941485242846112,1.6948865049004298,0.2,Iris-setosa
+66,5.503865962768381,2.393248598456446,3.724428922256452,1.0982877371744464,Iris-versicolor
+67,4.603405740219006,3.6071117924805938,1.0000003775872683,0.2,Iris-setosa
+68,6.799283488974031,3.222855758383762,5.6234421065801525,2.2511442492917646,Iris-virginica
+69,4.93053866487461,3.498776830580113,1.3169406846238365,0.3235146076527825,Iris-setosa
+70,6.710928170504569,3.3058229915758814,5.741062499302615,2.5,Iris-virginica
+71,5.314655872358332,3.698229300579932,1.498019518960885,0.2,Iris-setosa
+72,6.683426143611111,3.270860518224828,5.7311848943757004,2.095732940746726,Iris-virginica
+73,5.864118767118561,3.168453777467731,4.738666187859157,1.7200629609230047,Iris-versicolor
+74,6.3112251530419465,2.299743337693034,4.403405524240404,1.3024899357234119,Iris-versicolor
+75,5.515567250033527,2.4053780099214945,3.632029184446955,0.9280859621371695,Iris-versicolor
+76,5.029597052849515,3.2731593977639966,1.3502553808040036,0.2,Iris-setosa
+77,4.911356773884641,3.0065282158880087,1.40195341126891,0.2,Iris-setosa
+78,6.093593516806383,2.6063581919381553,5.592774506022108,1.388540320057934,Iris-virginica
+79,5.492300832266019,2.9926911322414176,4.466206209452704,1.4996700277519488,Iris-versicolor
+80,6.3370928760162535,2.9095210280023327,5.574828582368983,1.7947679497456825,Iris-virginica
+81,5.410430086088626,3.003738013862129,4.511874361038021,1.5082203422745226,Iris-versicolor
+82,6.215505012875122,2.504294848776225,4.988558694608306,1.9086850513839164,Iris-virginica
+83,5.377027928492255,3.894290147219466,1.3154791924657756,0.39737294023148695,Iris-setosa
+84,5.094399074162202,3.388425639639745,1.4940738349894915,0.2,Iris-setosa
+85,6.067216052173521,2.5934430925262437,5.59869792253229,1.4307644178863261,Iris-virginica
+86,5.389520631913771,2.9920946164680706,4.481059912417079,1.4995167841694756,Iris-versicolor
+87,5.99079514407676,2.7153331808588823,5.106777699276569,1.6059582263617258,Iris-versicolor
+88,6.498392370038199,2.9771911794425083,5.546719211008344,1.8030023945857563,Iris-virginica
+89,7.328235714075176,2.895929654900864,6.321003166869576,1.7884902037394437,Iris-virginica
+90,4.593236188265085,3.207448680681278,1.403797015461894,0.2,Iris-setosa
+91,5.019949568250928,3.582234577778459,1.4047681832854915,0.2,Iris-setosa
+92,5.592819220273255,2.9959977653571297,4.087392737947191,1.2989283561515488,Iris-versicolor
+93,6.285029496355337,2.69184794857516,4.860546612546308,1.7982612344663962,Iris-virginica
+94,5.380898382033924,3.403814602960941,1.681208284646142,0.2,Iris-setosa
+95,5.104931538773276,3.813927536967517,1.5727774056477715,0.2,Iris-setosa
+96,6.353297870893858,2.7956409084673512,5.09513463745906,1.5068764914553119,Iris-virginica
+97,6.381211787607135,2.8936658182047745,4.325777532199428,1.292986937176741,Iris-versicolor
+98,4.4,2.8907407510810077,1.3960845914617073,0.2,Iris-setosa
+99,5.716191720145411,2.4943688300205094,5.007080865859425,1.9978614725285473,Iris-virginica
+100,5.795721536341054,2.7018535049922585,5.131416588205034,1.8999922844317387,Iris-virginica
+101,6.126057411483617,2.6036214464357768,5.626103428783631,1.393709610630574,Iris-virginica
+102,5.6962852903312715,4.399998315558454,1.4933495411754334,0.39974668195719054,Iris-setosa
+103,7.345703634693192,2.8736959871365064,6.345563889809322,1.8068854223541673,Iris-virginica
+104,6.526841807382808,3.003759672272276,5.525282528559025,1.8131356081829937,Iris-virginica
+105,5.787891715948921,2.805779696121673,5.0952711838476645,2.4058735102530187,Iris-virginica
+106,5.4494014157253865,2.9943331782852116,4.521835979269318,1.51071836549135,Iris-versicolor
+107,7.6999987978320945,2.81350902955197,6.6999985485262545,2.030133303446622,Iris-virginica
+108,5.401787795275911,2.956970491626413,4.449572996075972,1.4775851592765763,Iris-versicolor
+109,4.907278871162109,2.3932038321420506,3.348805082456111,1.0370852776284756,Iris-versicolor
+110,5.704482047943834,2.491469817880748,5.000988945129096,2.003470834142862,Iris-virginica
+111,4.579250045859455,3.405053744696625,1.4003935476665674,0.2922364175775356,Iris-setosa
+112,6.68357962869507,3.304390166659773,5.703334083757199,2.117457780782267,Iris-virginica
+113,5.401005088344869,3.0034664490176595,4.494695173211999,1.5047768427976962,Iris-versicolor
+114,5.359577480279255,3.863108598994248,1.735511195685292,0.3825750576918524,Iris-setosa
+115,5.099532289672615,3.7238685715409012,1.5442127700009494,0.4059821411929067,Iris-setosa
+116,5.800991069748313,2.7093692192953744,5.095491628113355,1.8895517791395102,Iris-virginica
+117,5.19982432266806,3.735883183833343,1.528464066880979,0.2,Iris-setosa
+118,6.748246804541696,3.2979614791283103,5.683428529133115,2.5,Iris-virginica
+119,6.013681224979094,3.381622563509175,4.499556109026689,1.5779311928234518,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/17/test.csv b/iris/tab_ddpm/8_1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/17/train.csv b/iris/tab_ddpm/8_1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/17/val.csv b/iris/tab_ddpm/8_1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/18/synth.csv b/iris/tab_ddpm/8_1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ab4180f718b8e467e4019e53abc9d97b4f783fce
--- /dev/null
+++ b/iris/tab_ddpm/8_1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.77684477971238,6.699998848334771,2.0104210183969142,Iris-virginica
+1,4.820393642592731,3.4004025238565614,1.5905663016170868,0.2,Iris-setosa
+2,5.206800037550175,2.704910397048233,4.011080060609532,1.395964614129297,Iris-versicolor
+3,6.751515961030838,3.1026182128947353,4.394390874596002,1.38536365480616,Iris-versicolor
+4,4.597534775453416,3.2083072892627404,1.3934717581859855,0.2,Iris-setosa
+5,5.084096907299199,3.31595255257874,1.3350137267295619,0.2,Iris-setosa
+6,5.48848518974593,4.210283561025968,1.3936127626488926,0.2,Iris-setosa
+7,5.193969054450948,3.3994513654784124,1.4080619817642381,0.2,Iris-setosa
+8,5.00478007119497,3.312582335979635,1.4041339521788703,0.2,Iris-setosa
+9,6.429326452318356,3.0906879552678475,5.508998833067562,1.801222638781532,Iris-virginica
+10,6.995675065813613,3.206725514334326,5.738767311006861,2.3077122290444114,Iris-virginica
+11,5.416135654251074,4.045587137153724,1.4360787704098705,0.2,Iris-setosa
+12,7.699997979744455,2.7982347747302607,6.6999976326168404,1.9938898075083364,Iris-virginica
+13,5.572308235929377,3.0007914389132404,4.101862185322265,1.3074071967550573,Iris-versicolor
+14,5.495527793742151,2.3919344321789335,3.608316128698542,1.0555491988894525,Iris-versicolor
+15,6.300182765156066,2.9021892829589624,5.595010189157924,1.8127641403266102,Iris-virginica
+16,7.309827268864691,2.908818021865765,6.3333744981821045,1.791338808024113,Iris-virginica
+17,6.286230293877548,2.5008553451549984,4.855174097181362,1.4934058914118087,Iris-versicolor
+18,6.412803163763798,3.3654960496094475,5.612548500232254,2.3603863847123465,Iris-virginica
+19,7.094271187457654,2.9877050900248014,5.761276002694647,2.141428135653536,Iris-virginica
+20,5.717252760826375,2.4875102960641726,4.991392589983337,1.9915056650666356,Iris-virginica
+21,6.8109265205230605,3.2543515577462396,5.692645185012751,2.2261334085952917,Iris-virginica
+22,7.7,2.7846421078005985,6.7,1.987119510240605,Iris-virginica
+23,5.418714633890181,3.8920274730333797,1.3002099670555565,0.39911664229795335,Iris-setosa
+24,5.005906030166009,3.215912270702226,1.2037367264311754,0.2,Iris-setosa
+25,6.480966899353407,2.9344113741036844,4.304743413782436,1.3343076985841031,Iris-versicolor
+26,5.140686500883814,3.4319028543789765,1.4915678693224141,0.2,Iris-setosa
+27,5.113914993378746,3.418156323518742,1.4990702776118967,0.2,Iris-setosa
+28,6.756740870468663,2.998532453920656,5.478535182153422,2.082930596121575,Iris-virginica
+29,7.7,2.8486047302084145,6.7,2.0436964601497634,Iris-virginica
+30,6.334529093202467,3.409331384329484,5.598591319610843,2.397543971923087,Iris-virginica
+31,6.675090174495814,3.31472381057504,5.736862260167384,2.5,Iris-virginica
+32,5.111788728152575,3.79472231621935,1.8931128245594997,0.42224313213720843,Iris-setosa
+33,6.312550374924279,2.5027180958391506,4.9083068221866855,1.5133560727233428,Iris-versicolor
+34,5.873409254851971,3.0058032064404414,4.215849141234104,1.4971126269792763,Iris-versicolor
+35,5.109087151547335,2.5017977065346253,3.2649482935195366,1.1126155840826772,Iris-versicolor
+36,6.435251541485346,3.10579037385772,5.498409410775651,1.826188130562044,Iris-virginica
+37,6.730724598012291,3.0367794937683605,4.884688816218089,1.5680501320314837,Iris-versicolor
+38,4.800312253955282,3.4045975497631704,1.6050018289630392,0.2,Iris-setosa
+39,5.193507355014942,2.69597056871147,3.86049663780054,1.3973534819066935,Iris-versicolor
+40,4.819560230479533,3.3892627507975526,1.6221789323688713,0.2,Iris-setosa
+41,5.801371678542747,2.6975582474374655,5.103526555298469,1.904452460352333,Iris-virginica
+42,6.341292655120828,3.3794320007054286,5.608415858078788,2.390808064297648,Iris-virginica
+43,4.776149238047383,3.27272687354023,1.4069822430352361,0.2,Iris-setosa
+44,6.472252245759507,3.023526502816278,5.474662191287758,1.7933681891155453,Iris-virginica
+45,5.101947753245377,3.804167915511089,1.8032627949646292,0.3934813388175346,Iris-setosa
+46,5.578844392527544,3.000343786773585,4.0891734004891305,1.2822798588108535,Iris-versicolor
+47,4.915721636386477,3.0425706105110106,1.3522858964649136,0.2,Iris-setosa
+48,4.608044519241706,3.1981124624148602,1.403535177290917,0.2,Iris-setosa
+49,6.620426530549819,3.1115077230313095,4.430331122789178,1.4353536555464617,Iris-versicolor
+50,5.511491661624727,2.4039927105254733,3.8735096392074544,0.9872313450070926,Iris-versicolor
+51,5.061613170482466,3.363309078202632,1.497713819153407,0.2,Iris-setosa
+52,5.11221808853802,3.8055740867699015,2.2176062515825428,0.42240710354361305,Iris-setosa
+53,4.609361468888522,3.6002229967936548,1.0,0.2,Iris-setosa
+54,5.4317784051986004,2.416047352961114,3.787781930348607,1.111903381589359,Iris-versicolor
+55,5.18007303456151,2.693832493478572,3.726114084195399,1.4052932919701404,Iris-versicolor
+56,6.621042342003418,3.0137054060336017,4.408189413097237,1.4053300897953251,Iris-versicolor
+57,6.4051230513596265,2.894193052919445,4.297415554998341,1.3087364703108986,Iris-versicolor
+58,5.0527690755289285,3.5179832927282546,1.3452716504225508,0.29437897104958677,Iris-setosa
+59,5.096027310209735,3.830921571064613,1.6122971291022803,0.2,Iris-setosa
+60,6.714270616401132,2.9998069187769363,5.006228808633412,1.6874960023448589,Iris-versicolor
+61,6.098474983961139,3.001786485382684,4.587915742907747,1.4005131961289838,Iris-versicolor
+62,5.233334617107518,3.452817262800293,1.4310717077879223,0.2,Iris-setosa
+63,7.7,2.7996968050921143,6.7,2.0137246313894654,Iris-virginica
+64,5.101941783345585,3.4005715688612517,1.5021277121251533,0.2,Iris-setosa
+65,4.400000497042447,2.887498591227474,1.4047675955415346,0.2,Iris-setosa
+66,4.400000472975217,2.90540234836159,1.395767590103997,0.2,Iris-setosa
+67,6.600634997112975,2.9980503417269446,4.428199203890558,1.411059707711954,Iris-versicolor
+68,6.916767549282675,3.1716403838001352,5.698019593502764,2.303771426236568,Iris-virginica
+69,5.097393807256525,3.6831247680542085,1.4849336055745455,0.3938069079974533,Iris-setosa
+70,6.417129168150397,2.732921446784072,5.3343490542562675,1.889036204195728,Iris-virginica
+71,6.6913715253355335,2.99520109078879,4.997117385416641,1.7067857178040398,Iris-versicolor
+72,6.0695757255641585,2.5989803473707305,5.618538548732556,1.3802865540655793,Iris-virginica
+73,6.572269010504334,2.9838821468645795,4.393756647325666,1.3855956801358094,Iris-versicolor
+74,5.788143925948808,2.7063985176814906,5.0923935708994525,1.9027107701001351,Iris-virginica
+75,6.334325798394254,2.598204153894278,5.1370926947340365,1.9015283591782781,Iris-virginica
+76,6.807566153562891,3.239235220378282,5.653657481245461,2.21107002890269,Iris-virginica
+77,7.312748267728434,2.8963642212301313,6.302959808180022,1.8158315069111004,Iris-virginica
+78,5.009542463050035,3.4773313269051815,1.3004443106833778,0.2917656721453369,Iris-setosa
+79,5.786814655529071,2.694884100107957,5.090575307119112,1.8913112939799395,Iris-virginica
+80,6.298744435966553,2.29587483869111,4.431908032904113,1.2938761689099545,Iris-versicolor
+81,4.400000616252737,3.195499155912312,1.2622737776700754,0.2,Iris-setosa
+82,5.992872163631285,3.0031049005298023,4.807355690954071,1.7980191327788975,Iris-virginica
+83,5.732405657021157,2.5700666075886995,5.072726113772676,1.965800261991695,Iris-virginica
+84,4.9320717653503445,2.4147894740810396,3.3503718219115086,1.0503128169233178,Iris-versicolor
+85,4.575704014797806,3.203646125940218,1.4034554496903688,0.2,Iris-setosa
+86,4.617047858344236,3.632248732419386,1.0,0.2,Iris-setosa
+87,5.8959348461761945,2.9945966306836582,5.069386086113949,1.8215639973579234,Iris-virginica
+88,6.413729957945473,3.038052738164814,5.496156756987606,1.793710303169586,Iris-virginica
+89,4.875720852224719,2.995823391706456,1.4004392827968726,0.2,Iris-setosa
+90,5.492325361213549,2.5906541118436874,4.345044496711082,1.2521358263822377,Iris-versicolor
+91,5.179544775746614,3.399424611026139,1.4000593814239244,0.2,Iris-setosa
+92,5.204421993647051,3.4930851551286963,1.4981567163493996,0.2,Iris-setosa
+93,4.400000574571076,2.955667557713433,1.3725287204745775,0.2,Iris-setosa
+94,5.068087994869532,3.4982470552116562,1.3951879845524124,0.29966530913514133,Iris-setosa
+95,5.108336910495091,2.4938067201584286,3.0447291249752055,1.0623290450015261,Iris-versicolor
+96,6.368147162515528,2.896307194154919,4.302525042442737,1.2880793327285418,Iris-versicolor
+97,4.508358494163798,2.29138168216213,1.3052511815590135,0.2934499148535695,Iris-setosa
+98,5.429292938562149,2.775496646778137,4.111336571958466,1.3399427712156924,Iris-versicolor
+99,4.493009997096616,2.291214842429608,1.2887591056030228,0.2881008914867333,Iris-setosa
+100,4.629624412408135,3.270015429816564,1.4098205636127037,0.2,Iris-setosa
+101,4.984573445833225,2.449398537440116,2.9723313077501174,1.0698644158124808,Iris-versicolor
+102,6.676954348304901,3.2877115278372404,5.665439415377287,2.4999995067691985,Iris-virginica
+103,5.774950815411894,2.69075991444858,5.093153209997779,1.9002004029191855,Iris-virginica
+104,5.780687718399589,2.6960651213238314,5.09594093474133,1.9004394334706238,Iris-virginica
+105,5.484656649576901,2.5986856102378497,4.381099767973043,1.175155452792231,Iris-versicolor
+106,4.985177047478243,3.596248431397069,1.400466293941916,0.2,Iris-setosa
+107,5.80327670810972,2.7091179811748205,5.113044663031202,1.911594398280971,Iris-virginica
+108,5.1105238951212275,3.708652763121498,1.4907963590716116,0.4193906214498103,Iris-setosa
+109,7.019598375948828,3.1324223058728498,5.784195229684794,2.2809051708614807,Iris-virginica
+110,4.400000452465829,2.914523334659647,1.3914590153635096,0.2,Iris-setosa
+111,5.8028893779886,2.693519579479523,5.0993037191701776,1.8997413902484557,Iris-virginica
+112,5.130041037980867,3.327722616293857,1.3578975821477561,0.2,Iris-setosa
+113,5.980652783785218,3.0081611288310484,4.801215664710809,1.8001737272535066,Iris-virginica
+114,6.298398192523011,2.777982313791907,5.092065356692663,1.4962805370481624,Iris-virginica
+115,5.806137083376207,2.6982766013804693,5.109000416069508,1.8971556808189347,Iris-virginica
+116,5.583474406919036,2.644549063300764,4.341887676406537,1.2759616060384618,Iris-versicolor
+117,4.4,3.1836445995952123,1.3160630584195525,0.2,Iris-setosa
+118,7.7,2.7769001886862688,6.7,2.018057547282276,Iris-virginica
+119,5.098562470817864,3.361506983267012,1.4094068969240514,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/18/test.csv b/iris/tab_ddpm/8_1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/18/train.csv b/iris/tab_ddpm/8_1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/18/val.csv b/iris/tab_ddpm/8_1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/19/synth.csv b/iris/tab_ddpm/8_1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..58fd5287ecf7a6686824137f9156a0bdcad530c8
--- /dev/null
+++ b/iris/tab_ddpm/8_1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.805327942853465,6.7,1.9913785351666624,Iris-virginica
+1,5.401256138856295,3.9093475548066645,1.2834978953255365,0.42964152348715634,Iris-setosa
+2,6.106732121544405,2.5903498288793902,5.589942192778009,1.3930115192593284,Iris-virginica
+3,5.90194550161249,2.993568550010398,5.111003798625941,1.7937843398429962,Iris-virginica
+4,7.699998872090127,2.8323451572690717,6.699998931263167,1.999350441861467,Iris-virginica
+5,6.293781372631102,2.81758915758338,5.108284010299879,1.515760090421401,Iris-virginica
+6,5.017197693677589,3.3175791451658623,1.4221801054654528,0.2,Iris-setosa
+7,6.287083896305733,2.899704668897414,5.578050533105648,1.800081877917547,Iris-virginica
+8,6.640405305960958,3.048643721849174,4.462278159234023,1.4112239378477869,Iris-versicolor
+9,6.408731320500077,2.694700243005586,5.311034072807269,1.8975715646636675,Iris-virginica
+10,4.900641522061605,3.1023890301693333,1.5256000044464229,0.1,Iris-setosa
+11,6.017455641342885,3.3976002372525484,4.481438301939878,1.6116465910689448,Iris-versicolor
+12,4.910365030745352,3.095539709891938,1.4908766671762814,0.1000001178735955,Iris-setosa
+13,6.020234837290942,2.691366334020567,5.099327051551165,1.5873598539582139,Iris-versicolor
+14,7.7,2.8096977749167387,6.7,2.045693082736748,Iris-virginica
+15,5.09538265043002,3.5058367220273587,1.3852838204893385,0.3019440254745753,Iris-setosa
+16,6.106607359232226,3.00198682092139,4.604478213597199,1.4075463771800865,Iris-versicolor
+17,5.640255942322369,2.5051089680238294,4.994454722140047,2.0007021926842867,Iris-virginica
+18,6.5898712873717615,2.988155387083392,4.427227676016639,1.3953495809313283,Iris-versicolor
+19,6.741144591403757,3.287267726966376,5.719494059064353,2.499999442911732,Iris-virginica
+20,6.680446533164,3.3183754324616075,5.697512057310334,2.5,Iris-virginica
+21,6.089658630326713,2.5939989060668647,5.614522489350718,1.404207096765947,Iris-virginica
+22,5.731993688033784,4.39999895139908,1.514226648018394,0.4019219750138704,Iris-setosa
+23,4.815712775299933,3.3987524971483336,1.5937084722514183,0.2,Iris-setosa
+24,7.6999989423577215,2.8074375997515686,6.7,1.985312909453186,Iris-virginica
+25,7.7,2.823328802587333,6.699998345956166,2.0167969941718997,Iris-virginica
+26,5.802902968385974,2.8094133724347454,5.09481300183263,2.4027597773971214,Iris-virginica
+27,4.400000511759464,3.210514213909651,1.3134320730857751,0.2,Iris-setosa
+28,5.5702869281939735,2.63833618030472,4.274692592970468,1.2662922444319074,Iris-versicolor
+29,6.694018814092517,3.322109017856998,5.7446213340560375,2.5,Iris-virginica
+30,6.419466339696681,3.143413070042846,5.501685239239259,1.876709085082038,Iris-virginica
+31,6.735144950045428,3.0197426718149165,5.516694986552933,2.0956874187265213,Iris-virginica
+32,5.989150425266356,2.2000003328733215,4.994186423360354,1.4986281365878793,Iris-virginica
+33,4.609681886027557,3.600561465552768,1.0,0.2,Iris-setosa
+34,6.853503833349925,3.0100818482848344,5.538446288832872,2.117530511254762,Iris-virginica
+35,5.083847396396578,2.501770885407549,3.0032780978021245,1.1040095317383427,Iris-versicolor
+36,6.876707834450818,3.034771928575713,5.573717566813248,2.1756021527276888,Iris-virginica
+37,5.001468623554008,3.49766607262423,1.302697785075112,0.29648327221144877,Iris-setosa
+38,6.3258976195484085,2.9159201157137513,5.596980938634141,1.809713804865375,Iris-virginica
+39,5.402830079194481,3.8657073293395054,1.6896790776627566,0.38788331242808705,Iris-setosa
+40,5.468450985662461,2.952440199451772,4.5530642425758305,1.494959803510936,Iris-versicolor
+41,5.7831840992875065,2.787541879704917,5.1328531007919,2.3991913653508155,Iris-virginica
+42,5.048690878803605,3.49900983817478,1.3447932131608684,0.2953857039661052,Iris-setosa
+43,5.033661177478618,3.5023561606230356,1.3195967706991019,0.30074182602220095,Iris-setosa
+44,5.869297328765148,3.004735431744908,4.3448347702416825,1.5099796980691609,Iris-versicolor
+45,5.143902702896968,3.448970712555298,1.5040698762064653,0.2,Iris-setosa
+46,5.101143871034448,3.2947037700721227,1.8569486979147605,0.4378211061860526,Iris-setosa
+47,5.2179851325243725,3.4036710522932188,1.4010517292573743,0.2,Iris-setosa
+48,4.606380425564779,3.3964568830304986,1.4038137633269523,0.3049653506634913,Iris-setosa
+49,5.208963179040155,3.392671627097798,1.3794870379613986,0.2,Iris-setosa
+50,5.722247226915911,2.5419158174622614,5.021521777803412,2.1397770374617266,Iris-virginica
+51,6.343620632795686,2.511634065212389,5.014730911731258,1.895377473922216,Iris-virginica
+52,5.249315557576624,3.441909036736679,1.5829606928251136,0.2,Iris-setosa
+53,5.482706532555344,3.001614551200709,4.476503393821861,1.4964877690774645,Iris-versicolor
+54,6.738239863980112,2.9922183502020947,5.013672067529722,1.7041489059620003,Iris-versicolor
+55,6.732150717595559,3.30578693977284,5.689526046185319,2.4999993876468896,Iris-virginica
+56,4.501706287421249,2.3043428185721675,1.2931860719850872,0.3046315243339055,Iris-setosa
+57,5.7598193266612565,2.9980858359444125,4.457843092218565,1.4984550688920255,Iris-versicolor
+58,5.537518459840112,2.6150141763675854,4.3904235608263615,1.2602606415010893,Iris-versicolor
+59,4.783094170877952,3.3864558917854097,1.614053104786842,0.2,Iris-setosa
+60,6.400326977794705,2.900275199668899,4.302805038425505,1.3000690669350976,Iris-versicolor
+61,7.7,2.7925005041653144,6.7,2.06468946148666,Iris-virginica
+62,6.00532757200559,3.3979824401021634,4.529936293915846,1.6028583767425097,Iris-versicolor
+63,5.072614490713264,3.501410615058497,1.379544569994371,0.2943308066797415,Iris-setosa
+64,6.40301171123219,2.7103577748618854,5.325702944577053,1.9018500811807382,Iris-virginica
+65,7.7,2.718547855122931,6.7,2.033738130018681,Iris-virginica
+66,4.4,3.1808058314600776,1.2998161452835553,0.2,Iris-setosa
+67,5.005381178706624,3.4829076943515274,1.31651957624238,0.2948335183000283,Iris-setosa
+68,6.575569591014987,3.007659658616768,5.007690520383485,1.7473283290047936,Iris-versicolor
+69,6.085295212529252,2.995968695663733,4.605643774763927,1.4036184657294601,Iris-versicolor
+70,6.842862123108901,3.0250839117101345,5.5211606892486635,2.1337154255225554,Iris-virginica
+71,5.71648479936032,2.477773711982271,5.0034624816922,1.9970173815516623,Iris-virginica
+72,5.70935657577761,4.4,1.5069753110582664,0.4163048849511928,Iris-setosa
+73,7.341301189749569,2.9024595592701563,6.3408260990287175,1.8009491576452739,Iris-virginica
+74,6.3821875032319895,2.622681571997792,5.133824043566863,1.9031962429904752,Iris-virginica
+75,4.883221900712956,2.396784967125196,3.2004051873995216,1.0014799002547163,Iris-versicolor
+76,6.115559014258003,3.009688727978415,4.639892051880776,1.4045515764766083,Iris-versicolor
+77,6.308238113532538,2.882898930559539,5.594357925684386,1.788576785977339,Iris-virginica
+78,5.989945934206825,3.391788401569045,4.483701885052573,1.6067881947818357,Iris-versicolor
+79,5.875433956145898,2.993998055690537,4.201775214761342,1.4889527801846019,Iris-versicolor
+80,7.699998741826408,2.795371860039078,6.699998371461051,1.9998939591600318,Iris-virginica
+81,6.3664012519200535,3.207131328599531,4.504699630819116,1.5069878098250704,Iris-versicolor
+82,4.89766478649654,2.99707403603912,1.4046393892007005,0.2,Iris-setosa
+83,5.162838850428634,2.669827771448493,3.563290875574707,1.3795656893043602,Iris-versicolor
+84,5.63320941352356,3.000550385098789,4.527590373124843,1.4879083574158238,Iris-versicolor
+85,4.612856612731892,3.6015394128657197,1.0000004185399662,0.2,Iris-setosa
+86,5.110028251429905,3.827171853998702,1.8735763105794425,0.4067706739150078,Iris-setosa
+87,5.412515766319735,3.0048409925571358,4.521703233179994,1.4982533236916993,Iris-versicolor
+88,5.096655751890483,3.797777097538657,1.6588084263649154,0.5551503802535236,Iris-setosa
+89,5.521378388519632,2.3937073734485375,3.820440734516028,1.0663917872864948,Iris-versicolor
+90,6.30976802862418,3.403326602533137,5.620939626144226,2.4071603791633285,Iris-virginica
+91,5.184816866928804,3.506203614262948,1.4990425483028629,0.2,Iris-setosa
+92,5.482990751969125,3.000608384130814,4.518669318529496,1.4956762758148823,Iris-versicolor
+93,5.52743178663388,2.605768642837498,4.319991257683199,1.205574184881574,Iris-versicolor
+94,6.325102182245357,3.4165285870046893,5.591564142284865,2.403785865190417,Iris-virginica
+95,6.443078009662399,3.1945292706604063,4.4570520821978485,1.4822630648952826,Iris-versicolor
+96,5.766821729975005,2.7048070123993893,5.106113395197145,1.9001012010535037,Iris-virginica
+97,4.4,2.892585705854808,1.4010703300153131,0.2,Iris-setosa
+98,5.490040996058201,2.3997312153087793,3.6513590929721005,1.0666177076788301,Iris-versicolor
+99,4.882843534536946,3.093817240686562,1.5057113550301098,0.10000010243452022,Iris-setosa
+100,5.006888817043819,3.516673392854915,1.302779557503689,0.29638745345659406,Iris-setosa
+101,5.974574933776398,2.704764247766853,5.088519600030487,1.604889703365227,Iris-versicolor
+102,5.108671195971442,3.82283326291384,1.6076727804143383,0.2,Iris-setosa
+103,6.094421829813009,2.6110154552376654,5.59439156214943,1.387337022107425,Iris-virginica
+104,5.787367382887814,4.4,1.5041284207398684,0.5088301002770953,Iris-setosa
+105,6.001426338230938,3.4053063693840633,4.464413684607579,1.6036274213514914,Iris-versicolor
+106,5.094601305518421,3.716820811916847,1.511446181411476,0.41248295280377467,Iris-setosa
+107,7.301539290385728,2.9119325617250786,6.312712457293394,1.783347993287515,Iris-virginica
+108,6.289138387422936,2.8828099350427934,5.606039486150752,1.7940081876575873,Iris-virginica
+109,5.481642818834121,2.4040080093704286,3.6116759578404096,0.9879729645360936,Iris-versicolor
+110,4.400000694734434,3.2110171880418723,1.2942105464768585,0.2,Iris-setosa
+111,5.115100680606887,3.413588125499547,1.4982390804081536,0.2,Iris-setosa
+112,6.3793261861370425,2.814048157641689,5.501271457859704,1.8548655507404417,Iris-virginica
+113,4.506617996157126,2.305668910485365,1.2962023655385166,0.2956244107032738,Iris-setosa
+114,5.2745121436657065,3.6985116322484326,1.5052406718790983,0.2,Iris-setosa
+115,6.342400067940966,2.9030653946900435,5.599197567341216,1.8034069854837749,Iris-virginica
+116,5.582562869606794,2.9962585624565823,4.498122202270491,1.5016907780666424,Iris-versicolor
+117,6.381132710789851,2.680458413067084,5.277164688780941,1.8979159939504315,Iris-virginica
+118,4.597677800877415,3.3982702190306777,1.4015917461613425,0.3002241303211928,Iris-setosa
+119,4.890821512462414,3.006971715977758,1.39496880007262,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/19/test.csv b/iris/tab_ddpm/8_1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/19/train.csv b/iris/tab_ddpm/8_1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/19/val.csv b/iris/tab_ddpm/8_1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/2/synth.csv b/iris/tab_ddpm/8_1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c290c2b15dea382fe503cb98b34a17c83b9c6198
--- /dev/null
+++ b/iris/tab_ddpm/8_1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.6999989629757275,2.8204916402440254,6.699998601131329,2.015488631134332,Iris-virginica
+1,4.595433728937143,3.6326094286463686,1.0,0.2,Iris-setosa
+2,6.330579173416526,2.788946581204634,5.111234847937929,1.4993987193821972,Iris-virginica
+3,6.750763865837351,2.9959429589155158,4.999187367475531,1.6831672797509565,Iris-versicolor
+4,6.305509494078622,3.3935984230862855,5.652976888208315,2.392770382505243,Iris-virginica
+5,6.418888825725268,3.2112168553701945,4.499737413512164,1.5032684226211706,Iris-versicolor
+6,4.982836240434893,3.265456898884877,1.3760699953059299,0.2,Iris-setosa
+7,5.119018494213889,3.414031146737058,1.4948950916127806,0.2,Iris-setosa
+8,6.718059251175641,3.2914623946020294,5.665141774941824,2.4999994357250817,Iris-virginica
+9,5.488876440462885,3.0177794288193733,4.530106580585322,1.5281189377252762,Iris-versicolor
+10,5.751279342295868,4.399998783696036,1.5133164431085793,0.42056779532822486,Iris-setosa
+11,6.314080390380841,2.807880770503357,5.1230390714664535,1.494752413062168,Iris-virginica
+12,5.91391739277113,3.0063387390716643,4.179670808243918,1.506436488385735,Iris-versicolor
+13,6.306919558534109,2.7963885223409393,5.087271401503568,1.5046996893102955,Iris-virginica
+14,5.773991271600836,2.6867630768536133,5.092680821788298,1.913619559391851,Iris-virginica
+15,5.042422619177618,3.4947480923735474,1.3371681507998017,0.29887610478028603,Iris-setosa
+16,6.282311956176562,2.7793282631447043,5.123183768684965,1.4982638063455553,Iris-virginica
+17,5.535678051803022,4.191478547575551,1.4002225267791124,0.2,Iris-setosa
+18,7.7,2.813321366303809,6.7,2.0238784915762285,Iris-virginica
+19,5.092022285439877,3.7065155303774677,1.4971989682865423,0.42573328717067566,Iris-setosa
+20,7.116414143981527,3.0270054319669475,5.951282708779701,2.1299484747818784,Iris-virginica
+21,6.286879198004163,2.8100324561136976,5.090533048630139,1.5142339331090287,Iris-virginica
+22,6.011880278178732,2.2,4.997619545725662,1.5120144255257797,Iris-virginica
+23,5.78835524356989,2.7917469490834677,5.0986403397807285,2.4082617496473357,Iris-virginica
+24,5.528360621520138,2.6652332780442802,4.226943243817296,1.2837630138438272,Iris-versicolor
+25,5.100635969928747,3.8424985469457242,2.052730317863533,0.3890918788712396,Iris-setosa
+26,7.311043499358041,2.89803548497905,6.291061574194419,1.8138678085724536,Iris-virginica
+27,5.100340144389252,3.402226719011932,1.5190016596131843,0.2,Iris-setosa
+28,5.094210235725238,3.7870976184557623,1.8665728583107701,0.4092923566052959,Iris-setosa
+29,5.445010306799415,3.000410798333152,4.499672804489225,1.4990992835269035,Iris-versicolor
+30,4.400000492323314,3.2048501298351324,1.3038974603933435,0.2,Iris-setosa
+31,4.590562221642139,3.199458873730687,1.392203759596959,0.2,Iris-setosa
+32,5.502722383334554,2.3961697884866116,3.7580637484137105,1.0079213279934636,Iris-versicolor
+33,4.594389789205347,3.609604521186082,1.0000003944991105,0.2,Iris-setosa
+34,7.7,2.7880370338302174,6.7,2.0003174481480674,Iris-virginica
+35,4.400000816404229,3.232086973236308,1.3045334765646441,0.2,Iris-setosa
+36,4.603215574307152,3.197019634000849,1.3989525298093053,0.2,Iris-setosa
+37,6.001479884793557,2.9984541443536004,4.79326989855345,1.8107985824890802,Iris-virginica
+38,6.617393332625016,3.1420340418287247,4.445349731351302,1.4280969975519346,Iris-versicolor
+39,5.177173376570656,3.8284851614770523,1.6857394877497518,0.38501500766169294,Iris-setosa
+40,5.420784166269983,3.0016471407903746,4.509226735512678,1.5080233448497253,Iris-versicolor
+41,5.405789449272022,3.9300051579613173,1.3078698266629916,0.3829905426996767,Iris-setosa
+42,7.090239699024215,2.9831741100845286,5.903300915734885,2.049569016608968,Iris-virginica
+43,6.408579782957188,3.1992506103851146,4.496866770769472,1.4918295196548905,Iris-versicolor
+44,5.591485004723573,2.765190863251561,4.142780319194481,1.31752175749777,Iris-versicolor
+45,4.9872838776666155,2.4496088110183183,3.2728522537827085,1.0982467722477098,Iris-versicolor
+46,5.991777212078407,2.67869927217735,5.131320041405269,1.606842202876701,Iris-versicolor
+47,6.0091854564561515,3.39464557391773,4.521257334432999,1.6593076398853284,Iris-versicolor
+48,6.888451026389875,3.2069817944136463,5.737200867925509,2.2908196001156957,Iris-virginica
+49,5.034438890574784,3.3966628427821295,1.4007531912470998,0.2081048757003271,Iris-setosa
+50,5.899480903915533,2.99724498031938,4.165514585991807,1.4983277895136278,Iris-versicolor
+51,5.397081905295309,3.894659285400083,1.2977125170877302,0.37770150105129957,Iris-setosa
+52,4.791400795160533,3.421194488610177,1.5918919918889385,0.2,Iris-setosa
+53,5.639354110982268,2.7214052646596354,4.217264648035194,1.312114012904822,Iris-versicolor
+54,5.201521336542023,3.3494635852111947,1.6968096171959524,0.2922367155185174,Iris-setosa
+55,6.802515804559732,2.9991089666567263,5.513942697965491,2.100788056495504,Iris-virginica
+56,5.436881048379438,3.396129574004447,1.8023898817007558,0.2,Iris-setosa
+57,5.497653833050375,2.599490982362716,4.408605644965496,1.2491357716992386,Iris-versicolor
+58,5.190730199277027,2.6962715869517595,3.781946755568743,1.3978756537237094,Iris-versicolor
+59,6.327251280076028,3.411664322945183,5.598707085517494,2.4004240858844232,Iris-virginica
+60,6.865433308673635,3.1952147764598116,5.682801310950882,2.2871203160321656,Iris-virginica
+61,5.915882734660935,3.007463915779597,4.247646532308573,1.5097022610525894,Iris-versicolor
+62,5.9828647998415585,3.2077952444228104,4.749847377699007,1.7487635819586669,Iris-versicolor
+63,6.013149734790135,2.714019363053047,5.098434825044117,1.6065984430910611,Iris-versicolor
+64,5.280639163828018,3.610750760561671,1.514789115608353,0.2,Iris-setosa
+65,4.4,2.914321747571541,1.4014094747312436,0.2,Iris-setosa
+66,5.065965493405316,3.7204366463021215,1.679099578885867,0.3676927661300151,Iris-setosa
+67,5.38858969172816,3.000931920258482,4.499171050603954,1.507640818950792,Iris-versicolor
+68,5.905903565594851,3.198209182679918,4.817665372981766,1.7812316002459319,Iris-versicolor
+69,6.900337717365504,3.2069221059171023,5.654812966744973,2.312491767697231,Iris-virginica
+70,5.067274101858706,3.3230649391724305,1.3682576450581048,0.2,Iris-setosa
+71,5.99132852020122,3.393791562884996,4.4760880819078634,1.6050005842662312,Iris-versicolor
+72,5.716025878053884,2.4994960472616605,5.004098583513145,2.0011166299872496,Iris-virginica
+73,5.007421236689873,3.238438876781058,1.2354656015535155,0.2,Iris-setosa
+74,7.7,2.8061405201243614,6.6999988336203815,2.0365692394488364,Iris-virginica
+75,5.771743631130731,2.6802382803362548,5.1073376210931665,1.9038662774256045,Iris-virginica
+76,5.186739717837747,2.686659400715456,3.924245080707429,1.3874346506595172,Iris-versicolor
+77,5.6208683596695135,3.0027619059039408,4.082298468238288,1.3051540882937882,Iris-versicolor
+78,4.503324195681005,2.301262215675495,1.2870758924942847,0.2793960586497103,Iris-setosa
+79,5.798818996615417,2.7093275856180323,5.105272241768275,1.8911128314831775,Iris-virginica
+80,4.4,3.21792195924881,1.2972393474688049,0.2,Iris-setosa
+81,5.3717877607834295,3.882217996276224,1.7221144122399656,0.39494151979053715,Iris-setosa
+82,4.596498105268931,3.201455240993295,1.3996013235518703,0.2,Iris-setosa
+83,5.509093224959975,2.3955754941882805,3.763011679415187,1.1327827476737848,Iris-versicolor
+84,5.000521716947324,3.4927311843947777,1.277797575224343,0.30308259809672744,Iris-setosa
+85,5.887418087232615,2.9909583473645447,5.098875239036304,1.810639105530832,Iris-virginica
+86,5.492306692306412,2.994337386673762,4.215206921395209,1.356750885762576,Iris-versicolor
+87,5.215214184953985,2.70297516568423,4.021650375155461,1.4103839315820912,Iris-versicolor
+88,6.332378535372213,2.2991005920636782,4.39767099414587,1.2980181242803401,Iris-versicolor
+89,6.390779736462239,3.0891487576668677,5.469548946280925,1.7978270048464637,Iris-virginica
+90,5.512518597880093,2.7562128897672906,4.132841964619278,1.306290957511823,Iris-versicolor
+91,4.908732559740809,2.398393870489933,3.503797653582094,0.9906277812863137,Iris-versicolor
+92,5.103308360719581,3.3073976769629394,1.2941611958936958,0.2,Iris-setosa
+93,5.487360785663453,2.5935673215573147,4.3921802403359385,1.1340797470437747,Iris-versicolor
+94,6.438523531435213,2.907173264695536,4.279673358107788,1.3076307235756413,Iris-versicolor
+95,6.006042072132026,2.705195074205613,5.089031001029917,1.5967782800199337,Iris-versicolor
+96,6.663520913691287,3.082092422310835,4.3867220671777,1.4161743501225417,Iris-versicolor
+97,6.685816183812774,3.3021429266384,5.751139294040918,2.4999994743523004,Iris-virginica
+98,4.601995376149209,3.6030626974493765,1.0,0.2,Iris-setosa
+99,5.1302626318758735,2.491694285355406,3.1275702268655463,1.1307953225298464,Iris-versicolor
+100,5.109006082908952,3.50677669125459,1.404437313648896,0.29854941286083825,Iris-setosa
+101,4.606273820782125,3.604534571817508,1.000000521794727,0.2,Iris-setosa
+102,5.427106334518223,3.0023295277703155,4.501617724663327,1.5011772366928755,Iris-versicolor
+103,6.727011930284725,3.1134653984360203,4.394897509076877,1.4004445535967958,Iris-versicolor
+104,6.373095815924395,2.900505782746895,4.288761979914172,1.3015983405147715,Iris-versicolor
+105,5.770572990053294,2.813406031982754,5.099250181346557,2.3958074650696273,Iris-virginica
+106,4.400000474992355,2.9147841851456278,1.3976847223178366,0.2,Iris-setosa
+107,5.084504242885997,3.7916474827227993,1.6943941890870244,0.39519702407874646,Iris-setosa
+108,5.918912601614231,2.362839804504707,4.123047299935371,1.2760136506451776,Iris-versicolor
+109,5.173992164532393,3.46957345885028,1.499662449086094,0.2,Iris-setosa
+110,5.403624666233298,3.9041238840118027,1.692165227447666,0.40156744704580033,Iris-setosa
+111,7.7,2.8060615916510647,6.7,1.9992357655513113,Iris-virginica
+112,5.734483291034859,3.0063792073002142,4.450027757523217,1.5026140372178536,Iris-versicolor
+113,4.7856964042102685,3.390967953740458,1.5955158880021167,0.2,Iris-setosa
+114,4.987951916266486,3.194862273010047,1.2135243898863612,0.2,Iris-setosa
+115,4.4,2.879782077633566,1.39831541410805,0.2,Iris-setosa
+116,5.004577499354222,3.2052296370172715,1.1941353174315592,0.2,Iris-setosa
+117,6.306027972592367,2.5155001020272563,4.984070608280603,1.8855777504404485,Iris-virginica
+118,6.2882118886118805,2.8019100383249933,5.095400600130454,1.4978554787417102,Iris-virginica
+119,5.27234650140708,3.5790389187781857,1.504054347235304,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/2/test.csv b/iris/tab_ddpm/8_1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/2/train.csv b/iris/tab_ddpm/8_1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/2/val.csv b/iris/tab_ddpm/8_1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/20/synth.csv b/iris/tab_ddpm/8_1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..06dd88984b5d20e236035dca0f5e825cf7ce5f36
--- /dev/null
+++ b/iris/tab_ddpm/8_1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.911291035792023,3.2024011328108966,4.8059636730667,1.813902958013818,Iris-versicolor
+1,5.4567074159082605,2.9909018846422164,4.494401489173568,1.496270118597379,Iris-versicolor
+2,6.29338285304621,2.916778699285087,5.59580578816745,1.799743372894536,Iris-virginica
+3,6.494762738286008,3.0144124694681,5.504807046047705,1.7934628910049444,Iris-virginica
+4,5.217337350608565,2.710807779527203,3.998039718645895,1.4038586469686094,Iris-versicolor
+5,7.7,2.823952786274695,6.7,2.0436684023089287,Iris-virginica
+6,5.644179593829958,3.0073424238601527,4.170156197766851,1.3649430301088703,Iris-versicolor
+7,6.681241484728116,3.3077053440236717,5.701567555558533,2.5,Iris-virginica
+8,5.595094300638016,3.004976878560027,4.095873172348586,1.3068869308303155,Iris-versicolor
+9,5.108473060534046,3.3049362542725644,1.6988870444775508,0.5421078506911617,Iris-setosa
+10,6.705755524882352,3.2927279611953817,5.681311081605595,2.1084396662747547,Iris-virginica
+11,6.006932360984417,3.0053188946864884,4.87198116091384,1.7835063872402157,Iris-virginica
+12,6.2930106585959,2.3072396556517907,4.397324752002908,1.3107475725645183,Iris-versicolor
+13,5.5465478827419785,3.0040906600162716,4.481277029679714,1.5095649941298608,Iris-versicolor
+14,5.950193718590639,3.002995168621072,5.007361119488744,1.7952021922106967,Iris-virginica
+15,4.499569044216714,2.3011670554834445,1.2910520329331954,0.3076423016276562,Iris-setosa
+16,6.010086291368678,2.2,4.991905714208694,1.5034613503222558,Iris-virginica
+17,5.432834306587314,3.008064701398167,4.513841389363427,1.5074746975908018,Iris-versicolor
+18,7.7,2.8020814495008635,6.7,1.9831711502599387,Iris-virginica
+19,6.2904613041416475,3.39726445992914,5.6090561361788485,2.4045822337492946,Iris-virginica
+20,5.611995739625439,2.722273762348101,4.1743061956918925,1.3115561901411057,Iris-versicolor
+21,5.380583280556488,3.9143802330334396,1.2958965816392574,0.43951621452324324,Iris-setosa
+22,4.951024153781122,3.086571231144227,1.3880738333574762,0.2,Iris-setosa
+23,4.900902516912238,3.091374372959411,1.4880150938527614,0.1,Iris-setosa
+24,5.05608588113054,2.5026267862056883,3.139898359162834,1.0987915116028775,Iris-versicolor
+25,6.380937622179265,2.9038898856762487,4.305622356159792,1.3025171428893427,Iris-versicolor
+26,7.6999990481182,2.807595809299783,6.699998946222734,2.0618117458096052,Iris-virginica
+27,5.055272225791297,3.37911299690144,1.4736240370170868,0.2,Iris-setosa
+28,5.1995037421732055,3.3965938648092804,1.4001905821002112,0.2,Iris-setosa
+29,5.892059235324529,2.9931760727497756,5.100958673385262,1.7993325151401944,Iris-virginica
+30,5.892655610732362,3.1856070017533824,4.804729928874298,1.790167752135969,Iris-versicolor
+31,5.99648555977635,3.009619484699645,4.795900264483754,1.7936831423828883,Iris-virginica
+32,6.297583069662562,2.3008533351807303,4.411042263710497,1.3005375312622076,Iris-versicolor
+33,5.879574812381522,3.0072476261975276,5.080029606983751,1.7941394686521361,Iris-virginica
+34,7.098148553501628,2.9872776306238182,5.868805934266967,2.110993744913389,Iris-virginica
+35,5.1014488036186245,3.8024962375754314,1.5915579397464032,0.2,Iris-setosa
+36,5.489182997368485,4.206427925763333,1.3862696606992153,0.2,Iris-setosa
+37,7.69999887819864,2.794009975834406,6.6999986933701,2.0302775067698886,Iris-virginica
+38,6.033681328848525,2.992452701970865,4.771739692601612,1.79283857479462,Iris-virginica
+39,6.314253708312329,3.3936781368079836,5.586968517538685,2.4072699931908943,Iris-virginica
+40,6.691541947716164,3.300998602747538,5.75318254667911,2.5,Iris-virginica
+41,5.513822739847514,2.4007367672142546,3.7511293953794924,1.0475086136342942,Iris-versicolor
+42,6.083412019618544,3.002805239670297,4.585101368838725,1.3962335186471968,Iris-versicolor
+43,6.296744642326195,3.2140707392909853,4.475595474892763,1.4864578174265233,Iris-versicolor
+44,5.408385918721951,3.4042129253226374,1.6720788452988185,0.2,Iris-setosa
+45,5.994705978920224,3.3831317833872463,4.580873271884313,1.652271345436043,Iris-versicolor
+46,4.985957838647462,3.6281589651739488,1.401750146797077,0.2,Iris-setosa
+47,6.3095860624507045,2.692648688616599,4.90769828066127,1.799750477489225,Iris-virginica
+48,4.582991797570791,3.6390702840629046,1.0,0.2,Iris-setosa
+49,5.2064183461284825,3.415489909122037,1.4012803876572304,0.2,Iris-setosa
+50,7.699999037951289,2.818120281463022,6.7,1.9981616650052403,Iris-virginica
+51,7.7,2.8153452731642528,6.7,2.0029194904220113,Iris-virginica
+52,5.8124369274282985,2.796977178317771,5.106308573656335,2.4066730540074026,Iris-virginica
+53,6.002390475476484,2.7046598389958563,5.092183672106594,1.6066863845344737,Iris-versicolor
+54,5.776705854107308,2.699745505409259,5.098172810839308,1.9009366366715368,Iris-virginica
+55,4.582693482737773,3.20569223982052,1.401489071974089,0.2,Iris-setosa
+56,6.107381989416519,2.6043244968107713,5.5955778213469305,1.4134637794621137,Iris-virginica
+57,5.430999195904664,3.3920159499577345,1.6918454314325426,0.2,Iris-setosa
+58,7.337227764984856,2.896436737205915,6.2852490544159,1.7799491699504446,Iris-virginica
+59,6.729234320793913,3.3000270851686735,5.719138754043289,2.115931373762311,Iris-virginica
+60,6.584200719959039,2.987519074464539,4.3929187069397955,1.39194618407394,Iris-versicolor
+61,6.696113606289546,3.2953069482123842,5.722381736733071,2.4999995320658783,Iris-virginica
+62,5.107526691873512,3.487370278118094,1.3741850239865354,0.30447141029583447,Iris-setosa
+63,6.086486139184417,3.314985723253437,4.624649685992212,1.6306814765780564,Iris-versicolor
+64,7.7,2.812420248351207,6.7,2.0284841645800813,Iris-virginica
+65,6.093449055061945,2.6009210772388074,5.594126007044967,1.394283415532963,Iris-virginica
+66,6.500664391769223,2.991048782897017,5.500191966270828,1.7979275355008855,Iris-virginica
+67,6.368076431579253,2.6807627960531515,5.249737953513621,1.9044501169256007,Iris-virginica
+68,4.965920873762055,3.109342344495581,1.2861175984615336,0.2,Iris-setosa
+69,4.495357080039375,2.290017768782418,1.3070173238942973,0.30064708002698876,Iris-setosa
+70,7.296317954094153,2.8577185025264122,6.33066736928609,1.8030890282445218,Iris-virginica
+71,5.605450159442296,2.993812775162599,4.1238864452652315,1.3016913141748132,Iris-versicolor
+72,4.904403748568637,3.106026432475333,1.4909170849684992,0.1,Iris-setosa
+73,4.622954697709595,3.5952097106434344,1.0000004156019338,0.2,Iris-setosa
+74,5.106596794466005,3.275591088916519,1.69428503377638,0.46225202945661353,Iris-setosa
+75,5.774218037030178,2.7124190838519335,5.123576353491141,1.9006474457470948,Iris-virginica
+76,7.137771125633071,2.982222529752881,5.958926101524296,2.0714806840961932,Iris-virginica
+77,4.40736577950684,3.0422166747871215,1.426476278736633,0.10058355736964962,Iris-setosa
+78,5.45521280865212,3.0082363617009045,4.491795726050873,1.504521094501651,Iris-versicolor
+79,6.890014555472712,3.2076702580571124,5.673652051082817,2.3171521364417433,Iris-virginica
+80,6.43565708850706,3.1898773917280083,4.480407326357114,1.4818718385737595,Iris-versicolor
+81,5.997737944574026,3.397432849240477,4.482374062589786,1.603381290098856,Iris-versicolor
+82,6.29846088630683,2.507492097339341,4.997000681925492,1.910171659290978,Iris-virginica
+83,5.287981592194111,3.6362494079040433,1.4943977041797225,0.2,Iris-setosa
+84,5.509756319182993,2.599156428920423,4.42318446562259,1.1838377940482179,Iris-versicolor
+85,7.267432292042764,2.8707448437357743,6.269138230881444,1.7935103798936485,Iris-virginica
+86,5.117953152160069,3.3513544382314695,1.3800447773057298,0.2,Iris-setosa
+87,5.982337209615315,2.9973596324624223,4.759812790494553,1.806087601360662,Iris-virginica
+88,4.877491843068114,2.401334255943476,3.426523999925549,0.9797845217013276,Iris-versicolor
+89,5.195996422447225,2.6782829020332297,3.8641478584592504,1.3860959606240295,Iris-versicolor
+90,4.6047059264129535,3.6012505316721573,1.0,0.2,Iris-setosa
+91,5.4289812139003075,3.4264076084892774,1.7261143177160276,0.2,Iris-setosa
+92,6.66729516475702,3.2553298837657105,5.7032602935443375,2.4999995142558573,Iris-virginica
+93,6.405778641411808,2.955512684985385,5.539573881030106,1.7925468643454139,Iris-virginica
+94,6.930542679392603,3.212593395584473,5.70112776572232,2.254015620886876,Iris-virginica
+95,6.820527566138282,3.2401397466198536,5.6976032518628585,2.2228665312142875,Iris-virginica
+96,4.609609293250277,3.2126103112280444,1.3763639046887495,0.2,Iris-setosa
+97,5.9170280590645605,3.231017971021869,4.766639148981253,1.7892951137318467,Iris-versicolor
+98,5.614094154021947,2.717199100837999,4.211789447707668,1.3164471400699416,Iris-versicolor
+99,5.901955470459906,3.1755624959572146,4.760202392378824,1.7788163294619457,Iris-versicolor
+100,5.827296062558509,3.01563843277789,4.201565305324289,1.4872531524719563,Iris-versicolor
+101,5.105486299756735,3.8091483023803874,1.9131821515159755,0.43230693917237933,Iris-setosa
+102,6.305181312503747,2.7632382530684234,5.391141069692769,1.8819778148862383,Iris-virginica
+103,6.327586617595344,2.7675638300308347,5.094283213117122,1.5056724830181472,Iris-virginica
+104,5.096068831558956,3.297479469337817,1.7532198451921328,0.4939365991346938,Iris-setosa
+105,6.320074975056625,2.7709992211721572,5.11533920132386,1.4937349505892212,Iris-virginica
+106,5.045833910871595,2.483093783902442,3.0574463877774574,1.1032873706965587,Iris-versicolor
+107,7.699998124233937,2.8017626246024374,6.6999977571899985,2.012326536910981,Iris-virginica
+108,5.958602551199426,3.0137263826387053,4.918078247122105,1.80265595886116,Iris-virginica
+109,5.140858765046296,2.4797693554921767,2.958582820949079,1.0582961829618553,Iris-versicolor
+110,5.645429772421063,3.012406622185194,4.530029954921376,1.5167375795203626,Iris-versicolor
+111,5.199089679602439,2.6844084585804318,3.830057829223703,1.3948446260782073,Iris-versicolor
+112,5.204008251895296,2.7123405290422116,4.026443938219186,1.404836005304123,Iris-versicolor
+113,5.186615758298961,2.6853458019970136,3.9085449213110612,1.392948970947423,Iris-versicolor
+114,5.176675990262068,2.632538212727487,3.4721936400282045,1.3594009391521695,Iris-versicolor
+115,6.343796939029908,3.4125815578429606,5.645642989453643,2.3456332007729865,Iris-virginica
+116,4.496678662953336,2.2968173674664367,1.2838198797836653,0.28919518479831047,Iris-setosa
+117,5.496937988969268,4.170195209460075,1.4045396520501325,0.2,Iris-setosa
+118,5.103946950020989,3.28790875194068,1.8012411873179537,0.39102540188447954,Iris-setosa
+119,5.614111053518334,3.0179004674714918,4.128986328436565,1.2965282552926567,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/20/test.csv b/iris/tab_ddpm/8_1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/20/train.csv b/iris/tab_ddpm/8_1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/20/val.csv b/iris/tab_ddpm/8_1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/21/synth.csv b/iris/tab_ddpm/8_1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cf9f99800935c19a580bcb759f7aadac35403d95
--- /dev/null
+++ b/iris/tab_ddpm/8_1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.465129774524581,2.8057108133186732,5.318476705779405,1.9136860776299633,Iris-virginica
+1,5.4535492598557465,3.9114474412190923,1.6312435582885902,0.39091295554227745,Iris-setosa
+2,6.002160088123146,2.6955125335511596,5.088357712799454,1.5971923278308717,Iris-versicolor
+3,4.4,2.904721982315618,1.4001927072790488,0.2,Iris-setosa
+4,7.30492943090741,2.875598293585177,6.328285987276157,1.8214908222631874,Iris-virginica
+5,6.205388344771737,2.725007777332989,5.341236844063951,1.457992852120907,Iris-virginica
+6,4.661103314340658,3.2332366950957625,1.4235862503531789,0.2,Iris-setosa
+7,6.388151193679633,2.6776548333309784,5.283025021951544,1.907541842733623,Iris-virginica
+8,5.207401961278666,3.406662696229652,1.366897148917219,0.2,Iris-setosa
+9,5.108911901258221,3.309336504564381,1.8343317625469804,0.506286045023165,Iris-setosa
+10,6.344458026620812,2.91718200306685,4.348954405170998,1.3095101058205345,Iris-versicolor
+11,5.630852551082362,2.7198875940295246,4.17533908632841,1.3008179825775832,Iris-versicolor
+12,6.693377918773182,3.3094371578811073,5.702163031206576,2.171168457229564,Iris-virginica
+13,7.699998712223603,2.823801267225066,6.699998885256919,1.9901997554842585,Iris-virginica
+14,6.554433176768992,2.9635375837785154,4.367557210265121,1.3653787863218092,Iris-versicolor
+15,6.318329970559994,2.792039086564124,5.128205430611807,1.5011854877076913,Iris-virginica
+16,5.312398129015684,3.681406838994107,1.4935839829086586,0.2,Iris-setosa
+17,4.907890789297739,2.411073791480311,3.375791729482133,0.9926024876896418,Iris-versicolor
+18,4.985677735922946,3.1926273184248104,1.188897038254637,0.2,Iris-setosa
+19,7.7,2.8237096278778604,6.7,1.9815873020350987,Iris-virginica
+20,4.87670120536399,3.104920570850668,1.509699748884151,0.10000012347006813,Iris-setosa
+21,6.716157724125371,3.244763951058918,5.680641722305203,2.1644384929880265,Iris-virginica
+22,5.023704631223456,3.4992636311780676,1.3463951056347692,0.3143800263098856,Iris-setosa
+23,4.596085761214354,3.1970450919430036,1.385059147483855,0.2,Iris-setosa
+24,5.731190387779083,4.4,1.5074686418972196,0.39408037286792363,Iris-setosa
+25,5.103902127262175,3.7049845169443043,1.505556799116744,0.44736179129586184,Iris-setosa
+26,4.606467741373826,3.4053943535563898,1.3893297631635095,0.2964977541825713,Iris-setosa
+27,5.802882803057617,2.699038298771129,5.097610016194972,1.8838130586341946,Iris-virginica
+28,5.92158011171109,2.997249451874629,5.135645635473569,1.80209612762889,Iris-virginica
+29,5.886338059289024,3.208052310475735,4.770089084104125,1.809623408905701,Iris-versicolor
+30,4.400000503909806,2.904513482683225,1.3927901023834968,0.2,Iris-setosa
+31,4.4,3.111627944585312,1.3247361697385975,0.2,Iris-setosa
+32,5.783899305798562,2.815357184603608,5.0931960791650575,2.412608049219211,Iris-virginica
+33,4.792310357540842,3.398983066293874,1.6126351361950082,0.2,Iris-setosa
+34,5.123013209977103,3.5114106487708945,1.4046217286745875,0.2923389636519659,Iris-setosa
+35,4.99595398709715,3.2462102335379805,1.2461775996805022,0.2,Iris-setosa
+36,5.187869076080436,3.459750423251994,1.5188405071439426,0.2,Iris-setosa
+37,5.898090711945876,2.9916550185285016,5.084044215300148,1.8144472881894524,Iris-virginica
+38,5.484422382591317,4.171031962605955,1.4127477174972856,0.2,Iris-setosa
+39,6.767857409762459,3.2668991368165363,5.720652257376792,2.145672204713522,Iris-virginica
+40,5.380178670200594,3.3979233961487347,1.6885266102047631,0.2,Iris-setosa
+41,6.37925644459603,2.895687571482645,4.310500937856336,1.294960361786804,Iris-versicolor
+42,5.387374384337446,3.890511200196272,1.6857591666475475,0.3867652465145962,Iris-setosa
+43,5.1077959605652135,2.4909190663330523,2.822624989275571,1.0707484878877205,Iris-versicolor
+44,5.72989452646499,2.521668154171069,5.027440839556344,1.9865260282946677,Iris-virginica
+45,6.405230898221699,2.903153547542101,4.275408769789704,1.3102573339795922,Iris-versicolor
+46,5.450176383789131,2.4076881341477603,3.5614752408454833,0.9978880563761097,Iris-versicolor
+47,5.1052986284221555,3.784562393084658,1.5993596097822735,0.2,Iris-setosa
+48,6.453922782936683,2.9076556313791153,5.698810365328898,1.8259897308758164,Iris-virginica
+49,5.706601485242695,2.5135998122454284,4.997627054646075,2.027868312179996,Iris-virginica
+50,4.981736539007085,3.194943880772581,1.213826740166696,0.2,Iris-setosa
+51,5.525668865837042,2.9967587503400392,4.49939500048569,1.495313528711951,Iris-versicolor
+52,5.378382337635938,2.9897402623714084,4.497063702944804,1.4979967063373654,Iris-versicolor
+53,6.427477202561858,3.1978925962769345,4.47516450300087,1.4826824639143497,Iris-versicolor
+54,4.603012315481415,3.590599539498649,1.0000004022253994,0.2,Iris-setosa
+55,7.302054132256044,2.891161272147835,6.305700303692612,1.7800451865813791,Iris-virginica
+56,4.901851507407309,2.3932772734282217,3.2791573569401327,1.0305058401651843,Iris-versicolor
+57,4.50362886888994,2.295549602151445,1.3082356786732021,0.32247472480575323,Iris-setosa
+58,4.496409855607441,2.308763287358405,1.2941644246099013,0.2897137448789742,Iris-setosa
+59,5.093851597966345,3.8135431065171375,1.6759228733757,0.43175695854458584,Iris-setosa
+60,5.764626150442547,2.7421930933967986,5.087813556047306,2.362018620835605,Iris-virginica
+61,4.8898942223194695,3.0033651662790706,1.404809873739707,0.2,Iris-setosa
+62,4.5929477953573885,3.210157767619874,1.4012231960511699,0.2,Iris-setosa
+63,6.29636287410875,2.6985574187481527,4.852229518254413,1.8037986258964878,Iris-virginica
+64,5.119845945717806,3.8141196218098203,1.7422391530266188,0.442266058751253,Iris-setosa
+65,5.504382003234642,2.397094178010242,3.5791659288341418,1.0789426740055084,Iris-versicolor
+66,6.723379008502908,3.2937230468059435,5.7378715796491155,2.5,Iris-virginica
+67,5.9044639906503145,3.1978779501903056,4.769834958265467,1.784514290473422,Iris-versicolor
+68,5.912265267148575,3.205296075810477,4.797317794727516,1.8111291454916094,Iris-versicolor
+69,5.301725852953504,3.688615842023926,1.5192069305224243,0.2,Iris-setosa
+70,5.011108232365517,3.59071077196991,1.4003203533336768,0.2,Iris-setosa
+71,4.8149932287375625,3.421422954117296,1.6275660810541797,0.2,Iris-setosa
+72,6.275162760476532,2.3005541728945973,4.4010483897816925,1.3101018418768335,Iris-versicolor
+73,5.883802238460973,2.99244086670968,5.096792268381429,1.7965032878692078,Iris-virginica
+74,5.117593813731387,3.782219616936664,1.675185146744222,0.3367780492075734,Iris-setosa
+75,6.01447823204745,2.9994641465127634,4.581958344077348,1.4029994779049257,Iris-versicolor
+76,6.6739770262078535,3.286253165973661,5.738269376092591,2.4999993483708325,Iris-virginica
+77,7.087660901001424,3.053703640264883,5.831687622486172,2.163885278406638,Iris-virginica
+78,6.306087220525723,2.818580185276886,5.086962507353668,1.508570016404014,Iris-virginica
+79,6.3046620341758794,3.4130916731994674,5.597205140400804,2.406691912968993,Iris-virginica
+80,6.892114166392438,2.9988615502811906,5.58827730599237,2.0709642134193236,Iris-virginica
+81,5.784994293039014,2.801635994642426,5.09242387604263,2.414896149963731,Iris-virginica
+82,6.191280087491808,2.8552089180602813,4.893416866786827,1.7638668547178171,Iris-virginica
+83,7.7,2.79982547573039,6.7,2.022655174056559,Iris-virginica
+84,6.720422302310256,2.9910741332638713,5.451480635813191,2.0996420326319774,Iris-virginica
+85,5.816984015585449,2.794231640696045,5.097216676575983,2.39700411509748,Iris-virginica
+86,5.582153153469457,2.9985102426981607,4.478006071940875,1.495085739064925,Iris-versicolor
+87,6.286059610770269,2.305002324273322,4.387431220031493,1.2972991070610735,Iris-versicolor
+88,5.636303497942101,3.0054963177266774,4.105430428843313,1.302694380763863,Iris-versicolor
+89,6.294810369951156,2.511921413052725,4.998848436108212,1.8860308595182913,Iris-virginica
+90,6.4396283798106575,2.9131114951995194,4.342154623438571,1.317585169336314,Iris-versicolor
+91,5.112335654739971,3.299150688644306,1.6932729797533077,0.475839087331098,Iris-setosa
+92,4.83092490570285,3.44765039483231,1.35038082447437,0.2933461591921752,Iris-setosa
+93,5.503913278398343,4.209082569586493,1.3883778744868567,0.2,Iris-setosa
+94,5.470973306176022,2.4216879934516706,3.7743455384467293,1.0840644385864733,Iris-versicolor
+95,4.808175063764208,3.4035493648528568,1.6169510111371734,0.2,Iris-setosa
+96,5.093456443376424,3.5193276437492598,1.3920442928479002,0.301664975161254,Iris-setosa
+97,6.313140365531924,2.9178680469559253,5.608107446402553,1.8087393200613515,Iris-virginica
+98,5.493498675011242,2.3889241634350533,3.7891767140681205,1.091107005019786,Iris-versicolor
+99,6.101418838701862,2.9980414304976053,4.586144056504094,1.4020283121856405,Iris-versicolor
+100,4.613339149204497,3.195971624602561,1.376637259897679,0.2,Iris-setosa
+101,6.0985545396940815,2.602564901585402,5.627229141104767,1.4046501944445178,Iris-virginica
+102,6.679244022934877,3.274504192984107,5.672063791569199,2.5,Iris-virginica
+103,6.330816611402488,3.4151101144248837,5.596302463628413,2.3960263646824576,Iris-virginica
+104,6.3992242739027185,2.6840656914888594,5.257660490197739,1.8955535425416903,Iris-virginica
+105,6.334942728049362,2.765753096728647,5.01048285466548,1.6117487386719453,Iris-virginica
+106,6.42457719377348,2.771792838631879,5.411498193031121,1.896390121806556,Iris-virginica
+107,5.471731422789128,4.210962405645199,1.3975617408499612,0.2,Iris-setosa
+108,6.498837716910572,3.0110519892038705,5.505644826968759,1.8007647599514611,Iris-virginica
+109,5.5152002790120305,2.402797919336845,3.91351620403967,1.104646547766035,Iris-versicolor
+110,6.029097810911632,2.706562447173457,5.09032640110963,1.593236955994213,Iris-versicolor
+111,6.322642246073316,2.482166638533937,4.921648321868868,1.4974069785120303,Iris-versicolor
+112,5.665140987949897,4.4,1.5045301451687687,0.45037909259031395,Iris-setosa
+113,5.807904871464499,2.7137092772463403,5.104098831849669,1.8875942216828492,Iris-virginica
+114,6.2874158331533865,2.9442520931527345,4.399228113886293,1.3360058658706984,Iris-versicolor
+115,5.246883083315342,3.494943701313409,1.535762644909963,0.2,Iris-setosa
+116,5.027705036055861,3.506516644465029,1.3224616609790931,0.3009638207988045,Iris-setosa
+117,5.344509199550388,3.403919016429897,1.6777613990915559,0.2,Iris-setosa
+118,4.4,2.913593180514885,1.3890245629179097,0.2,Iris-setosa
+119,4.991998936777985,3.216728051266677,1.188809054952342,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/21/test.csv b/iris/tab_ddpm/8_1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/21/train.csv b/iris/tab_ddpm/8_1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/21/val.csv b/iris/tab_ddpm/8_1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/22/synth.csv b/iris/tab_ddpm/8_1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6bab09ef7e235a5440c857ec5ee0388929d56cdb
--- /dev/null
+++ b/iris/tab_ddpm/8_1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.2999126118556115,2.7981818496575777,5.096043460331797,1.502003539042919,Iris-virginica
+1,5.557126398014697,2.994136246488438,4.497251339541501,1.4987567775353547,Iris-versicolor
+2,5.408640965984718,3.8981976468276676,1.7581706537179416,0.4820341690191794,Iris-setosa
+3,5.865975377236159,3.1982120709518016,4.850061550909501,1.7929538885439653,Iris-versicolor
+4,6.278497278900257,2.3074963667184982,4.363625328895755,1.2912923964701577,Iris-versicolor
+5,6.303730899292209,2.886486082011572,5.596188680888895,1.7979706628229217,Iris-virginica
+6,5.118928713369475,3.814725912634269,1.719302121385047,0.43792847160839316,Iris-setosa
+7,5.68917293592684,4.399999255078299,1.5117689986735325,0.4922728378178842,Iris-setosa
+8,6.421439498201214,2.9042513501381793,4.294855416877753,1.2935926528867505,Iris-versicolor
+9,6.3525794363860655,3.091239994301409,5.501911713509949,1.7979241793617944,Iris-virginica
+10,5.80560212727261,2.99609145981187,4.360993089068583,1.4929715085395434,Iris-versicolor
+11,5.083968397614205,3.743330513341589,1.5423340918825,0.44549171773665214,Iris-setosa
+12,5.441694593243003,2.9900864598846093,4.496111092720509,1.4991429966934304,Iris-versicolor
+13,6.1209987311826355,2.6000535398404434,5.616061928770545,1.3896238359697024,Iris-virginica
+14,5.011989265669099,3.500748823728048,1.297085327238823,0.3030107676133871,Iris-setosa
+15,5.994256419038974,2.6893657479333037,5.185432986820454,1.5864840834608718,Iris-versicolor
+16,5.1761528541534165,3.4708501728364425,1.4930349675327907,0.2,Iris-setosa
+17,6.703232432188526,3.1010668593570534,4.386118406327336,1.403971853575936,Iris-versicolor
+18,6.604329315430793,2.999254943832414,4.406654070499824,1.3976936202506614,Iris-versicolor
+19,6.2539400026318,2.313174865454378,4.35765468649581,1.3020312438938946,Iris-versicolor
+20,6.369581093737571,2.885749441815302,5.266735541579394,1.596261761088459,Iris-virginica
+21,5.191182531442928,2.6957433881526023,3.9143909561101333,1.4052460170629069,Iris-versicolor
+22,7.050081990475444,3.0086815119071324,5.820058869770974,2.1358063440623396,Iris-virginica
+23,5.905817139130812,2.9945695523545703,5.092111552465547,1.7940855816887251,Iris-virginica
+24,5.523570236929205,2.3938988924062374,3.827264778064227,1.0515482736490753,Iris-versicolor
+25,6.005636433188279,2.6996827225677786,5.092255388329308,1.5494612186958279,Iris-versicolor
+26,6.422600520626698,2.7191132080665072,5.3529472521017585,1.8919784362011478,Iris-virginica
+27,5.0154413785779415,3.3107066633012447,1.3655477920825858,0.2,Iris-setosa
+28,7.7,2.7988963981187074,6.7,2.0007013175024237,Iris-virginica
+29,4.5872098756848825,3.409684013561811,1.3833544831151894,0.30749297258481045,Iris-setosa
+30,5.490892336477959,4.194054277405358,1.3930934231239922,0.2,Iris-setosa
+31,5.538924733980542,3.0005660364804476,4.533133141798547,1.5223459785529492,Iris-versicolor
+32,5.98851363851998,2.6898152492726255,5.125760885258315,1.6003161935133288,Iris-versicolor
+33,5.291660760336115,3.429342194168268,1.6225972839248388,0.2,Iris-setosa
+34,6.743555835289908,3.290503691523975,5.699105899257963,2.088797535979106,Iris-virginica
+35,5.575524537405468,2.9983762034121564,4.093742036553758,1.2933202957098473,Iris-versicolor
+36,5.971211942172109,3.002598409310262,4.2751301358640195,1.4796011995184901,Iris-versicolor
+37,6.376004590731998,2.697107610706812,5.237199882967853,1.907962703890424,Iris-virginica
+38,6.86303592523889,3.1236298762105177,5.6063969202260715,2.237413583774018,Iris-virginica
+39,4.818707493445159,3.410356169630292,1.5889196533261247,0.2,Iris-setosa
+40,5.489026471065742,2.417784764879673,3.8843788892494766,1.073292209769185,Iris-versicolor
+41,5.47476982043858,2.9990353786935984,4.502963674026815,1.4966513512139241,Iris-versicolor
+42,5.704692993406563,4.4,1.4975933972532498,0.4984728962299009,Iris-setosa
+43,4.6079202328691515,3.6094901258288887,1.0,0.2,Iris-setosa
+44,5.5033447846258605,2.609856874319064,4.3951327095421195,1.1815636889909893,Iris-versicolor
+45,5.467203972471986,2.999228045867308,4.507985102664786,1.5060791100003017,Iris-versicolor
+46,5.203842316623356,3.4009416028305206,1.401263346035438,0.2,Iris-setosa
+47,5.500515580518468,2.4046523583572,3.8758769222025453,1.005822443115769,Iris-versicolor
+48,5.404184437674793,3.407943053290603,1.739844627645795,0.2,Iris-setosa
+49,6.307666229882045,2.908228542254019,5.572289275524304,1.7914601523848104,Iris-virginica
+50,5.957290761036059,3.316919880581944,4.6524789759251215,1.6829812447490635,Iris-versicolor
+51,6.002740703609895,3.092388710394301,5.424838335118806,2.2481811376041607,Iris-virginica
+52,5.6851699454286555,2.49595747918373,5.007788449924759,1.9898079521040664,Iris-virginica
+53,5.053411093655166,3.307043684129537,2.343473948139431,0.4335075967295833,Iris-setosa
+54,5.004195090440449,3.1938746388387944,1.1909386107313595,0.2,Iris-setosa
+55,5.800456155345556,2.682299056091192,5.094970717609967,1.9118244206175508,Iris-virginica
+56,7.6999990582656395,2.8011356725495915,6.7,2.020187708979515,Iris-virginica
+57,4.602940487373954,3.1998328513930243,1.3942019511527912,0.2,Iris-setosa
+58,6.041139022386068,2.987650039090438,4.404961031038597,1.4374518425051666,Iris-versicolor
+59,6.677740258110538,3.316256606816878,5.683531160345014,2.499999529408671,Iris-virginica
+60,5.810363187096877,2.7061959347544255,5.093778975436728,1.8986095949463602,Iris-virginica
+61,5.918024360286253,3.0044251825334154,4.222822720474194,1.5054118207959264,Iris-versicolor
+62,5.101956150082075,3.7810955024008086,1.5832114339450785,0.2,Iris-setosa
+63,6.689539393553881,3.2825495435987433,5.683195423290659,2.0878178325080023,Iris-virginica
+64,6.423603301679535,3.0873407842301086,5.510055784835824,1.7862717921615086,Iris-virginica
+65,6.696592180225156,3.2795625415675738,5.660803867118921,2.5,Iris-virginica
+66,6.280917155566602,2.50193242804525,5.008303043090648,1.8864343501162502,Iris-virginica
+67,5.57719167239585,2.689939861339666,4.24456410130355,1.2965536886737192,Iris-versicolor
+68,5.086602062955573,3.506029817892416,1.3894336125180173,0.315381788468704,Iris-setosa
+69,5.394001785930041,3.8963632900007026,1.6710237226585458,0.3546826189070874,Iris-setosa
+70,6.218851953468651,2.547089290076996,4.961154260099683,1.5149498150583098,Iris-versicolor
+71,4.50388839257378,2.308440284142851,1.2954446827120287,0.2989049313334734,Iris-setosa
+72,5.793899966731397,2.8114559466489175,5.160338459656949,2.401400934886171,Iris-virginica
+73,4.400000490587279,2.9302107985922974,1.3692054560539233,0.2,Iris-setosa
+74,4.989498911088889,3.2065563635670777,1.227833320811311,0.2,Iris-setosa
+75,4.904739245247693,3.0844815948655198,1.4989465580183292,0.10000009561407054,Iris-setosa
+76,6.68209340747049,2.9961019068002535,4.999927570140509,1.69403125564012,Iris-versicolor
+77,6.886376901374682,3.200448683491955,5.695973009662955,2.2960015048753912,Iris-virginica
+78,5.370713942377489,3.407965713867528,1.7318753270499365,0.2,Iris-setosa
+79,4.4,3.182294627118783,1.274935858467866,0.2,Iris-setosa
+80,5.022651989655357,3.5111114909553525,1.3190715343965516,0.3056753024725417,Iris-setosa
+81,5.214155269027823,2.734030962753019,4.068700631332651,1.4136111033309284,Iris-versicolor
+82,6.854375068599259,3.0137541546276623,5.547268504204877,2.142879034050234,Iris-virginica
+83,4.995412080969295,3.2081985778229343,1.2230316482112022,0.2,Iris-setosa
+84,6.325383844168537,2.4988946167266084,4.903059291161176,1.4892593327471404,Iris-versicolor
+85,7.69999831460747,2.7759106996740917,6.69999867189603,1.9883885063592388,Iris-virginica
+86,5.620838804594288,2.6922490002372834,4.2223331963109025,1.298347735315305,Iris-versicolor
+87,6.891709183725532,3.216213795897635,5.708878127944655,2.285447422991707,Iris-virginica
+88,6.013204609651542,2.2,5.001311342773977,1.4967053273631095,Iris-virginica
+89,4.4,3.197654184069773,1.3085337890966198,0.2,Iris-setosa
+90,4.628493095081517,3.201803510754049,1.3833652256706537,0.2,Iris-setosa
+91,6.533112838919275,3.1714761359774215,4.463277905491419,1.4641329041293756,Iris-versicolor
+92,5.900244791330306,3.000117987247988,4.2043496783717105,1.5018501825283537,Iris-versicolor
+93,4.503547355448434,2.3010912454004466,1.2948809075389327,0.32182720714279467,Iris-setosa
+94,6.296751163603403,2.833106669452668,5.102281583353818,1.5208754183693702,Iris-virginica
+95,5.559855025112636,2.6562659089789875,4.24402600880204,1.2699342975737686,Iris-versicolor
+96,4.986726299265546,3.1956927364199856,1.2058832499142496,0.2,Iris-setosa
+97,5.01769616457973,3.519107769869838,1.3319859102073361,0.2761625912367038,Iris-setosa
+98,6.2961897120878865,2.8028990302086605,5.1176389460516365,1.5056359226105198,Iris-virginica
+99,6.6285078059467395,3.0136089838309537,4.4008266590648635,1.4049882720593247,Iris-versicolor
+100,7.7,2.8277253588315063,6.7,1.997665152229566,Iris-virginica
+101,4.901311694154778,3.092594383219339,1.4976929807838526,0.1,Iris-setosa
+102,4.603290322349849,3.5827985234564306,1.0,0.2,Iris-setosa
+103,5.879422718929834,3.0043990014884177,4.219915737874012,1.5077734546355983,Iris-versicolor
+104,5.103751785552843,3.827573523924618,1.593918360940859,0.2,Iris-setosa
+105,5.094115398057237,3.808763346884668,1.5966408283464548,0.2,Iris-setosa
+106,6.318176756635465,2.484623227369376,4.906662669496511,1.4971127299828062,Iris-versicolor
+107,6.282667813375573,2.4732854138593248,5.004727695138033,1.9077380955441023,Iris-virginica
+108,5.576493251937758,3.009113856904763,4.106334157277213,1.299442103897151,Iris-versicolor
+109,4.901840683092257,2.396173099522061,3.3397395504973426,1.0671028382497572,Iris-versicolor
+110,6.793532024488158,3.000271996436755,5.517219525970725,2.0956872876528423,Iris-virginica
+111,5.692550560758534,4.399999250195129,1.4973066029031599,0.4479260345022658,Iris-setosa
+112,6.0008925580082355,2.200000297532859,5.013462451591797,1.5067747206802657,Iris-virginica
+113,6.876275858277451,3.1907889846618267,5.721018213700079,2.2629920258988965,Iris-virginica
+114,6.629871027699866,3.3104930119588762,5.637166761040835,2.2596810974965305,Iris-virginica
+115,6.707427813725378,3.2860536149611237,5.670373869332812,2.4999995355878197,Iris-virginica
+116,6.633411518638336,3.3444026547608092,5.693325105813798,2.1521552176038483,Iris-virginica
+117,5.532048369845385,2.628669257738458,4.370200529453104,1.2634913550855627,Iris-versicolor
+118,5.779550997808873,2.695891776463585,5.103630472502136,1.8957217802505146,Iris-virginica
+119,4.892835897823156,3.0959160009648232,1.4963689025623799,0.10000009280711872,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/22/test.csv b/iris/tab_ddpm/8_1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/22/train.csv b/iris/tab_ddpm/8_1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/22/val.csv b/iris/tab_ddpm/8_1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/23/synth.csv b/iris/tab_ddpm/8_1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8892a78c98804a6996304e15e33617e4f33e086b
--- /dev/null
+++ b/iris/tab_ddpm/8_1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.010411031143852,2.7025979003179548,5.096205389529471,1.6050867540752958,Iris-versicolor
+1,6.682472508324006,3.1111908927187404,4.380729997509301,1.410444115620236,Iris-versicolor
+2,6.025187558358792,3.4002159999401926,4.497969536390984,1.6116111004847078,Iris-versicolor
+3,4.400000521099301,3.189387348709977,1.300860723926005,0.2,Iris-setosa
+4,7.330670116745516,2.8909816879881265,6.332524161823295,1.7896451479224138,Iris-virginica
+5,5.9069428809738245,3.2080319942627957,4.79943690043384,1.8130214281335342,Iris-versicolor
+6,5.500606069811468,4.196720832231926,1.392212946911712,0.2,Iris-setosa
+7,6.739165084902398,3.2888163091403446,5.683166629016578,2.4999994945821786,Iris-virginica
+8,5.68600396034925,2.4952482398120543,5.022500284301431,1.9933516749772313,Iris-virginica
+9,4.966609613441317,2.439924001841964,3.2355674338900693,0.9631049127335011,Iris-versicolor
+10,5.1052333971151365,3.672539215758298,1.4958621099251854,0.4225682038061092,Iris-setosa
+11,5.406368157188128,3.0043618087786492,4.563577386370796,1.4944577553865732,Iris-versicolor
+12,4.999411531622506,3.192842855336083,1.1987775722371814,0.2,Iris-setosa
+13,5.215636000854167,3.5127213535977924,1.5265958832603992,0.2,Iris-setosa
+14,6.685368847129383,2.990921425310954,5.000463853972069,1.704605105131637,Iris-versicolor
+15,6.027551541641242,2.200000273535267,5.005166539650899,1.503750997256604,Iris-virginica
+16,6.6850553713338465,3.293301041314244,5.695400612723528,2.099410637483837,Iris-virginica
+17,4.4,3.215086148890537,1.2882639261408388,0.2,Iris-setosa
+18,6.69839686890123,2.9986470076276515,4.992934822230575,1.716764028964057,Iris-versicolor
+19,6.306977773992953,2.561184226484758,4.971456450996464,1.870020275235489,Iris-virginica
+20,6.440358175976522,2.9227707337645996,4.314095010258235,1.3309088841116419,Iris-versicolor
+21,5.903643073091004,2.9971434159371486,4.210463818880514,1.4957719731448826,Iris-versicolor
+22,4.898534735654988,3.0045111763858574,1.3947879002207186,0.2,Iris-setosa
+23,4.400000529729719,3.2122580956362152,1.2836309142005455,0.2,Iris-setosa
+24,5.23473422079472,2.6738582882779705,4.00769658996757,1.3787972633330368,Iris-versicolor
+25,6.680615757606269,3.2920780611820524,5.688113892398697,2.093637747397563,Iris-virginica
+26,6.448038383498563,3.204163529307671,4.470275574898149,1.4894279387345952,Iris-versicolor
+27,6.593707792060563,3.005233083707247,4.376081049912916,1.3891736501104426,Iris-versicolor
+28,5.0999657018165845,3.496405693983956,1.3834633524224875,0.3084562260350282,Iris-setosa
+29,5.890996231629806,3.000985750088692,5.116522605059669,1.7958131703808875,Iris-virginica
+30,4.4,3.202401328039081,1.2946509243531121,0.2,Iris-setosa
+31,5.071830722605773,3.494865987889227,1.3506714361984016,0.3003159085150098,Iris-setosa
+32,4.4,3.214797148531079,1.3246382265607455,0.2,Iris-setosa
+33,6.759633531757887,3.105124831764322,4.349075909622801,1.388454845482295,Iris-versicolor
+34,6.740371665323439,3.298397933362159,5.738498626155491,2.4999995236579062,Iris-virginica
+35,6.288505051388874,2.713142028357119,4.895650708657476,1.8095064656824398,Iris-virginica
+36,5.0092038261165195,3.514875825447415,1.3128421369907297,0.3084885194103458,Iris-setosa
+37,4.8826390811500895,3.008854462462911,1.4013203425774545,0.2,Iris-setosa
+38,6.911481148092688,3.1900848019944363,5.653614212187564,2.291830092858296,Iris-virginica
+39,5.094385687234492,3.3965721637733712,1.495436498487704,0.2,Iris-setosa
+40,5.7057024556274865,4.4,1.4894093550643173,0.3746994917261017,Iris-setosa
+41,4.400000526208975,3.1468502788220696,1.318244680671546,0.2,Iris-setosa
+42,5.127234769192178,3.5337020690786543,1.4140321242091385,0.3013614351278781,Iris-setosa
+43,4.874765534586958,3.4150443693919725,1.6014672227979119,0.2,Iris-setosa
+44,4.653497623118902,3.411033411866723,1.4010973883799676,0.2991858658522166,Iris-setosa
+45,6.004913725008668,2.99093990017931,4.889196348455517,1.792053039678721,Iris-virginica
+46,5.895707014729949,3.198534135740321,4.807785415353015,1.7984904798374683,Iris-versicolor
+47,5.602876281853846,2.984466383237207,4.120764621054671,1.29507380326444,Iris-versicolor
+48,4.5007885022196135,2.303415765912295,1.3088457570753824,0.29606670589230666,Iris-setosa
+49,5.506115770753076,4.190530350086318,1.4010046048052598,0.2,Iris-setosa
+50,5.890484417976352,2.9862391665594417,4.217470159869425,1.4936886548153507,Iris-versicolor
+51,5.921057170009992,2.999641946924024,5.099574486125442,1.8077318150409671,Iris-virginica
+52,6.357306730895196,2.7267015086982824,5.092688179050608,1.8469863437527405,Iris-virginica
+53,4.49792669870858,2.297498737277523,1.2870061653646656,0.2897598077002684,Iris-setosa
+54,6.311251468363631,2.468845204653475,5.016257858186167,1.9050635061673364,Iris-virginica
+55,5.889126324481131,2.994153298612454,4.9530029483400915,1.7974883910277164,Iris-virginica
+56,6.283288433122105,2.547660070235139,5.005462831147145,1.8801322507846003,Iris-virginica
+57,4.597064653163161,3.3951158456074038,1.4000654349650543,0.31000792777120195,Iris-setosa
+58,4.503059162389485,2.3035743648603746,1.2925722141587386,0.28957159446795494,Iris-setosa
+59,5.981870531211217,2.7105989814855156,5.0825925851284985,1.6163830837118065,Iris-versicolor
+60,6.695918931927456,3.295482413728913,5.653798948216602,2.4999995396461983,Iris-virginica
+61,4.902921614780826,3.1119234736163772,1.5095091382867138,0.10000012235788719,Iris-setosa
+62,6.320693890711697,2.8112541346283635,5.076147693827262,1.4897121010693184,Iris-virginica
+63,6.293975590324761,2.504690188828404,4.98642211093347,1.897905833631826,Iris-virginica
+64,6.034758771531406,2.683737037354511,5.080708671445656,1.6138736967053195,Iris-versicolor
+65,5.997888717258423,3.001363586111938,4.7545644029450544,1.8007988080866357,Iris-virginica
+66,5.193449621502086,2.4684061847201004,3.0599230026752364,1.0883801955315584,Iris-versicolor
+67,5.10052037477882,3.8042050661991818,1.5993450579775361,0.2,Iris-setosa
+68,6.397618787884956,3.120017470194478,5.499060025978282,1.808704760796124,Iris-virginica
+69,5.007067511164158,3.607925036451792,1.396330639134798,0.2,Iris-setosa
+70,6.4517205556564425,2.7099765592713245,5.365594625101728,1.9010762339977194,Iris-virginica
+71,5.687359416827501,2.5091474011089843,5.0066570449404635,2.0098381751334724,Iris-virginica
+72,6.127770535095812,2.9939942521920617,4.638031769410295,1.4019096067912997,Iris-versicolor
+73,6.661806496196778,3.1110036311225,4.410354711358721,1.4265738767983318,Iris-versicolor
+74,4.877518559588753,2.3880272456700835,3.4638545927199247,1.0499468006241655,Iris-versicolor
+75,6.4035068631185155,2.90472277810261,4.311296317381755,1.3351155401865342,Iris-versicolor
+76,6.894669093973316,3.189651365181323,5.728538492776591,2.3113298628666654,Iris-virginica
+77,4.498875101588594,2.2890777241869262,1.2908338794546914,0.31075067585822164,Iris-setosa
+78,6.646132008385076,3.027191229821055,4.396448314498909,1.4036608821715026,Iris-versicolor
+79,5.464214956193589,2.9928406844377413,4.5442819796749925,1.4904536463603884,Iris-versicolor
+80,6.037411265184619,3.1878920613069335,4.801264933138453,1.7145023352469229,Iris-versicolor
+81,6.094384656097705,2.600473856326918,5.585055306730567,1.4117124945634936,Iris-virginica
+82,6.344885575610792,2.9276342919991256,5.592420097394372,1.811018065085766,Iris-virginica
+83,5.496698039455957,2.410922340743638,3.8872022020980177,1.1593330531724102,Iris-versicolor
+84,5.568276513503106,2.9982521575916805,4.1445976364075205,1.292194035689744,Iris-versicolor
+85,6.416217696883869,3.078899982318865,5.464604573903434,1.8032405893582115,Iris-virginica
+86,4.591301628531851,3.179940341000784,1.4000038334110325,0.2,Iris-setosa
+87,4.800260727807392,3.401335611954774,1.5872127333071637,0.2,Iris-setosa
+88,5.898151010254187,3.201235074603857,4.8277769224743015,1.8076831043615642,Iris-versicolor
+89,7.0212367626831735,3.0721179297971952,5.811901548959715,2.1833888533996113,Iris-virginica
+90,6.305275025114696,2.5088196950000716,5.012914428238162,1.9055869017301867,Iris-virginica
+91,6.779653155445488,2.9926929802941133,5.499317679882865,2.0423044882994974,Iris-virginica
+92,5.862069955915178,3.0037897626913788,4.2451416127534705,1.498994146630764,Iris-versicolor
+93,5.997402204106795,2.2,5.028257301950688,1.4966978782619187,Iris-virginica
+94,5.107907141922175,3.7895849637867407,1.7157658459690817,0.47553438372654594,Iris-setosa
+95,4.600152198434429,3.3893959634739868,1.3975470938950731,0.2927031067398628,Iris-setosa
+96,6.366936918452144,2.9051474733919096,4.3277870690530715,1.2979241811300581,Iris-versicolor
+97,5.637589343884343,2.7189976892910512,4.211956767631367,1.305434081911833,Iris-versicolor
+98,6.279633902636017,3.4010861474540377,5.5899466579445045,2.4095772582052604,Iris-virginica
+99,6.319683363978631,2.6991899818134164,4.9063772594819905,1.791845246008251,Iris-virginica
+100,6.406652394823025,3.1100418130222645,5.505927421026737,1.800482581022073,Iris-virginica
+101,6.359168084273148,2.5406371840372612,5.072298352034487,1.9059255069055687,Iris-virginica
+102,6.300686048066677,2.6825576790639243,4.877741314715167,1.8041439644410426,Iris-virginica
+103,6.108286388805891,3.0070312966832997,4.608871898626006,1.4062794037594408,Iris-versicolor
+104,5.379362190362801,3.910709767696169,1.3342477290779158,0.38431718771080636,Iris-setosa
+105,6.697710745481099,3.285484342405695,5.699739820169459,2.06848047063744,Iris-virginica
+106,6.81911266734247,3.349649932380307,5.73987569395935,2.5,Iris-virginica
+107,4.400000547816346,3.208360908378894,1.305407890906907,0.2,Iris-setosa
+108,7.354805190445521,2.891035812735538,6.337008718196728,1.8025735312683504,Iris-virginica
+109,6.315375503655876,2.7857250886795524,5.0955601082568265,1.499410081139056,Iris-virginica
+110,5.036594319738554,3.325280532411647,1.3802276955835597,0.2,Iris-setosa
+111,5.4269550329956235,3.910355548682113,1.863414924095661,0.4078967330279348,Iris-setosa
+112,5.219910340411561,3.424795888223144,1.4027789237004376,0.2,Iris-setosa
+113,6.00865116807092,2.704172152937428,5.123804847660406,1.6074011742678038,Iris-versicolor
+114,6.286775037353366,2.72374473241385,4.90267815455634,1.7948526928769917,Iris-virginica
+115,5.047643271095826,3.3803292397975535,1.4723292543832103,0.2,Iris-setosa
+116,5.67107594848478,2.5081791720786306,4.973607051016456,1.9988433752952168,Iris-virginica
+117,5.488712391092339,4.154749509876435,1.4012884718229202,0.2,Iris-setosa
+118,5.202703293717281,2.6920323823987404,3.851892270479471,1.398233713152035,Iris-versicolor
+119,5.488012722590269,2.994838897308679,4.49166395652751,1.50000910065344,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/23/test.csv b/iris/tab_ddpm/8_1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/23/train.csv b/iris/tab_ddpm/8_1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/23/val.csv b/iris/tab_ddpm/8_1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/24/synth.csv b/iris/tab_ddpm/8_1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0baf33dbd936fa503d344613ecbd83026f0171fb
--- /dev/null
+++ b/iris/tab_ddpm/8_1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.629072037306113,3.4190468975506665,1.4021203631460089,0.2887513286038057,Iris-setosa
+1,5.392821075652503,2.9947116490125882,4.515234862747086,1.5017838060022082,Iris-versicolor
+2,6.798446425012983,3.086667017068305,5.594702924769525,2.2167185349311826,Iris-virginica
+3,7.699998322156608,2.7771488681274565,6.699997398650112,1.9864992710859724,Iris-virginica
+4,5.388194923711374,2.9986252089315517,4.486774089967189,1.4974950340327262,Iris-versicolor
+5,5.023458241978419,3.45125443795508,1.3984366151278906,0.2,Iris-setosa
+6,5.704255843122065,2.50521347562222,5.000859025751239,1.992167926286676,Iris-virginica
+7,7.7,2.8180022300701513,6.7,2.009397347484826,Iris-virginica
+8,6.685377875433856,3.0778356179630815,4.363167109674467,1.4010444784771214,Iris-versicolor
+9,5.712545532970471,2.814225608084402,4.180185316207009,1.3365429293939182,Iris-versicolor
+10,5.47394910928824,2.3999419078272197,3.658721701443254,1.045565432805308,Iris-versicolor
+11,5.588286181471479,3.004743800332446,4.099816860780449,1.297496701683113,Iris-versicolor
+12,5.3978586679780705,3.3937818937444733,1.8128104737677297,0.2,Iris-setosa
+13,5.664630967131308,3.0118678500795597,4.1025818566622085,1.3138197625737809,Iris-versicolor
+14,6.28736747343663,3.406981371130277,5.599071803550497,2.391321100285253,Iris-virginica
+15,5.970907024644694,2.983561832868681,4.441213730301313,1.4278678387338601,Iris-versicolor
+16,7.054324074735324,2.900217900499305,6.110185715259565,1.7674700130525214,Iris-virginica
+17,5.475192564056681,2.4085034822772338,3.8492013727408363,1.07425017130732,Iris-versicolor
+18,5.104128128508005,3.374840032078273,1.4129970053935197,0.2,Iris-setosa
+19,5.998313991221554,2.993915586484648,4.8538655293808235,1.794657682729166,Iris-virginica
+20,4.4,3.212425960741775,1.3001291195872606,0.2,Iris-setosa
+21,5.777140265454117,2.785256173451978,5.096555814772768,2.397984784258999,Iris-virginica
+22,6.435424741255732,3.197963511796849,4.5122287584464775,1.4901654627382868,Iris-versicolor
+23,4.4,2.8384702350814,1.402417616133041,0.2,Iris-setosa
+24,5.457288526378065,2.402761695308434,3.612763775564016,1.1161953570472087,Iris-versicolor
+25,5.276637035030755,3.5909371869152693,1.477581399858077,0.2,Iris-setosa
+26,4.999875784186309,3.1907974308179092,1.1875914778720769,0.2,Iris-setosa
+27,5.105537378473981,3.7309667884662594,1.6227826191274275,0.3881373855413558,Iris-setosa
+28,6.845658522708284,3.220214239408066,5.670643745214683,2.259725528416052,Iris-virginica
+29,4.4,3.2247329598050922,1.2799855625734686,0.2,Iris-setosa
+30,5.180484909133692,2.675236892162613,3.638974874442072,1.3870408718923326,Iris-versicolor
+31,4.903659339455678,3.0977948958889767,1.4920578473666983,0.1,Iris-setosa
+32,6.4172725577339635,2.932687365420851,5.451795046419647,1.7486206194837395,Iris-virginica
+33,5.072400010786813,3.7725262667239785,1.5368034056168458,0.2,Iris-setosa
+34,6.768443573854575,3.309403218972438,5.785042222050761,2.5,Iris-virginica
+35,4.984679591851429,3.597657444890758,1.4035893810870206,0.2,Iris-setosa
+36,5.493250451576192,2.568720820858074,4.336248163549774,1.18250729145404,Iris-versicolor
+37,5.638510528916785,4.3999988134101375,1.494253522860211,0.4267925227739267,Iris-setosa
+38,5.9178333931748,3.0028773415197354,4.187770224202955,1.5194547161948075,Iris-versicolor
+39,5.997045872304874,2.7003855471398097,5.112148156112646,1.6105332872717366,Iris-versicolor
+40,6.469437771055139,3.0641667280981824,5.515012067315526,1.7989043085319774,Iris-virginica
+41,6.342656453175458,2.8128454291255274,5.086282674259198,1.500994066102757,Iris-virginica
+42,6.302316088726304,2.811933793164046,5.088608638184214,1.5083795982946218,Iris-virginica
+43,5.487739016165591,2.4076357773827146,3.7828269098195673,0.9553058132222891,Iris-versicolor
+44,6.319774380759229,2.4977651114050605,4.903301431472066,1.5160403608397341,Iris-versicolor
+45,6.002107559376051,2.9972433808095538,4.3473611334272455,1.4855731323722219,Iris-versicolor
+46,5.1238355247873635,3.331428274625277,1.8415614705876657,0.3711521475480357,Iris-setosa
+47,4.400000593564624,2.965227238684499,1.380301815081646,0.2,Iris-setosa
+48,6.315141308836007,2.9033034262687414,5.587598791294096,1.7914444908908562,Iris-virginica
+49,7.699998788222407,2.805425791942452,6.699998902663235,1.9925290378840799,Iris-virginica
+50,5.105686145396836,3.5027810506294084,1.408548960034366,0.299363766694331,Iris-setosa
+51,5.088513973198958,3.494438892649262,1.3844449238320984,0.30518560626541613,Iris-setosa
+52,5.088568024002045,3.6493341861121094,1.478289205529931,0.41252708733965276,Iris-setosa
+53,5.8128917311387225,2.8118212673859313,5.086368978930309,2.3998363674604324,Iris-virginica
+54,5.8914600750351305,3.1918629340411493,4.791556024773032,1.8107346073054447,Iris-versicolor
+55,5.9166523458936755,3.0001358233182525,5.132749475450169,1.7950553349040406,Iris-virginica
+56,5.4926960383536665,2.400420180620332,3.77908771611742,1.0307222649085759,Iris-versicolor
+57,5.518170380669609,2.6800735352500578,4.144044671075276,1.2779135896754918,Iris-versicolor
+58,5.996204515850132,2.2000003803027512,4.994184851488838,1.5033999132109683,Iris-virginica
+59,5.104430758758787,3.3030836332224562,1.7912600571287833,0.48884236663104663,Iris-setosa
+60,5.016273051746314,3.4948943684308627,1.3108044732429045,0.29700436529582075,Iris-setosa
+61,6.494898859047636,3.178868274022466,4.481609608072128,1.479675107269062,Iris-versicolor
+62,5.196678768738376,2.4675522411115254,3.251196907767625,1.108155732494049,Iris-versicolor
+63,6.383773628263796,3.2224265022788674,4.528957552463175,1.5088244721660669,Iris-versicolor
+64,4.4,3.2069826438464064,1.2892495778604398,0.2,Iris-setosa
+65,5.330283907103693,3.767260621099883,1.336457516228912,0.3703538651835923,Iris-setosa
+66,5.100185077026894,3.3119688215842276,1.6982063807955445,0.5502943587896545,Iris-setosa
+67,5.573874910548037,2.6455230051492507,4.213080890219488,1.2922309847842761,Iris-versicolor
+68,6.581945811300718,3.145596395428164,4.475193537509589,1.4652748452554754,Iris-versicolor
+69,4.987071858422543,3.203486876618277,1.2371518682167006,0.2,Iris-setosa
+70,5.493587165082198,2.3955102490938742,3.806958527170636,0.9643441069945131,Iris-versicolor
+71,5.0938052411888695,3.3066774027770744,1.6969426534676304,0.5337110743767365,Iris-setosa
+72,5.391669916658398,3.88538478438708,1.2986471136734277,0.45446732481860713,Iris-setosa
+73,6.69271133599532,3.3018004592098147,5.6495066910459055,2.5,Iris-virginica
+74,7.7,2.7963011936378157,6.7,2.0013629672973954,Iris-virginica
+75,7.699998745797289,2.80552262949751,6.7,2.0148160846700547,Iris-virginica
+76,6.3384482848724115,3.099820120838024,5.469763533124943,1.8006787451358217,Iris-virginica
+77,6.001893973100692,3.4028178105137337,4.498400379559026,1.5997594458490714,Iris-versicolor
+78,5.158686391017625,3.440895862915133,1.406525630079882,0.2,Iris-setosa
+79,5.78508023511578,2.7073998487178126,5.107135156318572,1.897046596758377,Iris-virginica
+80,4.400000523147558,2.905342223669497,1.3978413186473424,0.2,Iris-setosa
+81,6.809922727603691,3.2268154242287657,5.730310552379446,2.3154716245247933,Iris-virginica
+82,5.096981227220492,3.7075578917136927,1.5300384657082784,0.4105756439213763,Iris-setosa
+83,5.505571841120902,2.40224032023078,3.525330195358234,1.1215769299483123,Iris-versicolor
+84,5.778804998283795,2.694302319106435,5.0979149354988555,1.9055736839039226,Iris-virginica
+85,5.629934183640705,2.9985444038583613,4.104224488285445,1.316368542685763,Iris-versicolor
+86,4.798224072122488,3.401426511778856,1.5665734664307158,0.2,Iris-setosa
+87,5.189845012364136,2.7033155892959977,4.023530848216475,1.4025496180613515,Iris-versicolor
+88,5.637864590664889,3.0089279945214544,4.452372959738401,1.4975778459513776,Iris-versicolor
+89,4.901847204108907,2.998929828567625,1.3851594406842134,0.2,Iris-setosa
+90,6.027683172192867,2.6997352712185814,5.109740916416665,1.5829175430430353,Iris-versicolor
+91,5.4005733522091575,3.874966913552062,1.312074356538576,0.39372346950559156,Iris-setosa
+92,6.0497638600661725,2.977671738771932,4.863778961846488,1.8029364299625608,Iris-virginica
+93,5.099385379470092,3.3907100160266763,1.4995806198321477,0.2,Iris-setosa
+94,5.89303107897776,2.992470745040374,5.115194502087741,1.7862854499651113,Iris-virginica
+95,5.208097365735345,2.7054117321156945,3.567806206572877,1.405126407566021,Iris-versicolor
+96,6.480163309284262,2.995560169217252,5.50039585365949,1.806581793981694,Iris-virginica
+97,5.11789234430338,3.3001521215743437,1.6812972607251406,0.4640313980483945,Iris-setosa
+98,5.4678556117874075,3.0010759902878665,4.480201859844796,1.4881320165531577,Iris-versicolor
+99,6.690078018552684,3.2811385980981536,5.673575037682277,2.4999995308320155,Iris-virginica
+100,5.257607514090361,3.4472630757859033,1.6005205929138546,0.2,Iris-setosa
+101,5.955429203985934,2.2000003734672493,5.035376362299879,1.5002843223293074,Iris-virginica
+102,5.021684561478029,3.3386649626847222,1.4333422344726152,0.2,Iris-setosa
+103,5.698825907138072,2.4628701149994323,4.995935280180983,2.0019099025034484,Iris-virginica
+104,6.7349529445180005,3.3070730999537576,5.724319945403495,2.5,Iris-virginica
+105,6.683341328978436,3.092229779799634,4.390343469477433,1.389739866500407,Iris-versicolor
+106,5.768256288662691,2.7942810946589254,5.0914605056429,2.403413785755584,Iris-virginica
+107,5.489226774869024,2.401545691825852,3.6723338419619784,1.0107925652535208,Iris-versicolor
+108,6.364552912568891,2.5624437799795863,5.064429361057447,1.9287916644438907,Iris-virginica
+109,4.799150721481571,3.4118691945596447,1.6083273889129615,0.2,Iris-setosa
+110,5.113594544296288,2.501091056435185,2.9645210177534524,1.0040427226665298,Iris-versicolor
+111,4.633845180436561,3.3995237580357593,1.3907012659997202,0.29744828571804666,Iris-setosa
+112,7.6999986672297,2.802228984858976,6.699998509629684,1.9855947576784225,Iris-virginica
+113,4.8871495016929085,2.3818863247699675,3.296336557387874,1.0076701051205417,Iris-versicolor
+114,4.4,2.890274277967874,1.40499131012041,0.2,Iris-setosa
+115,5.508415749798369,2.6104327813010944,4.391056352336468,1.2130542652577772,Iris-versicolor
+116,5.747195470586397,4.4,1.5121883716518887,0.38955632647557514,Iris-setosa
+117,4.4,3.200078068966999,1.3105605715688506,0.2,Iris-setosa
+118,5.44870922380108,2.4297926354463555,3.7183374058538794,1.1913428703602547,Iris-versicolor
+119,5.593839146007388,2.695174734346421,4.242486514969421,1.2931003078740249,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/24/test.csv b/iris/tab_ddpm/8_1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/24/train.csv b/iris/tab_ddpm/8_1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/24/val.csv b/iris/tab_ddpm/8_1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/25/synth.csv b/iris/tab_ddpm/8_1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..227598391fe518224691d4aeb657f7225d1d067a
--- /dev/null
+++ b/iris/tab_ddpm/8_1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.074295677231225,3.361496509738985,1.4569294943546027,0.2,Iris-setosa
+1,6.332948737240639,2.277486235909069,4.422377668829972,1.302666601954579,Iris-versicolor
+2,4.584914600094206,3.602212397498536,1.0,0.2,Iris-setosa
+3,7.073742948258702,2.993906812445855,5.78412392532741,2.1047479653868355,Iris-virginica
+4,6.108274198456916,2.9496385523083557,5.092596864602991,1.701242940742735,Iris-virginica
+5,6.424669218730025,2.905162159942688,4.307023973590181,1.3110990182962456,Iris-versicolor
+6,6.882105054714828,3.009337624184892,5.585626719663985,2.1050496410360036,Iris-virginica
+7,5.12525154401475,3.408521400825644,1.4715202292239358,0.2,Iris-setosa
+8,5.100020569620751,3.841673276608032,1.9930534004317586,0.43877320137358294,Iris-setosa
+9,5.993859462101837,2.2,4.984251082139568,1.5137077963197731,Iris-virginica
+10,5.201986987056157,3.4129159012953822,1.4067069269324548,0.2,Iris-setosa
+11,6.290195902246055,2.2999633811658926,4.406030411522097,1.2842325276234834,Iris-versicolor
+12,6.7251259243198,3.104647951917369,4.422508951882215,1.401669598937981,Iris-versicolor
+13,7.7,2.786019981305093,6.7,2.037316172801955,Iris-virginica
+14,6.306656995366762,3.3938207962145697,5.599506230417224,2.404077945510303,Iris-virginica
+15,6.6889269126982445,2.9972257916808522,4.980966086438146,1.7028752726787542,Iris-versicolor
+16,6.878114945636887,3.2025210659183942,5.692105344628693,2.2940802136808975,Iris-virginica
+17,6.9373592828922295,3.1858478130050827,5.773770134083429,2.302915156288849,Iris-virginica
+18,6.324611835780572,2.5008063975279584,4.879082976087151,1.4834731916956674,Iris-versicolor
+19,6.786413205268802,3.2119006223194,5.695495899232021,2.171089673342218,Iris-virginica
+20,6.396847479483185,3.0904622420012147,5.503235728593943,1.8131471542203865,Iris-virginica
+21,6.7387068432199415,3.2978293984472016,5.68690916707548,2.115067547786734,Iris-virginica
+22,5.554847224130008,2.9876432651037423,4.065292537531822,1.2896066811577493,Iris-versicolor
+23,5.90493673473785,2.9939760852811355,5.088143365389477,1.8088003713073566,Iris-virginica
+24,4.570729789357446,3.373386571850641,1.4011977223496903,0.30792675398355623,Iris-setosa
+25,7.7,2.8214532018711735,6.7,2.0151518948758427,Iris-virginica
+26,5.372047326166998,2.9864184975599377,4.485772288689195,1.4955224208252333,Iris-versicolor
+27,5.487970465887702,2.401843947056994,3.8479909716455705,1.0143644907683993,Iris-versicolor
+28,5.470998674515854,4.180144131241621,1.397629680643154,0.2,Iris-setosa
+29,7.7,2.808463755718886,6.699998959127123,2.0095137931090443,Iris-virginica
+30,7.3006687664503565,2.8876186295298782,6.279415806447979,1.7995811392504493,Iris-virginica
+31,6.683267304981203,3.298178447015289,5.669217194806643,2.5,Iris-virginica
+32,5.073029607850967,3.5115844620662027,1.373679022339554,0.2999221970826072,Iris-setosa
+33,5.097585781755515,3.389236756273362,1.500007276156288,0.2,Iris-setosa
+34,6.289182555600787,2.300766736476464,4.423400497486819,1.3113878997032518,Iris-versicolor
+35,6.821835276283992,3.0073204940791105,5.515911472291103,2.125267274167249,Iris-virginica
+36,5.359493379545753,3.9109964874660648,1.3011305073326986,0.38663590235881296,Iris-setosa
+37,5.117960323803224,3.306311699153066,1.7660770508408545,0.49827144154093583,Iris-setosa
+38,6.322218392979685,2.2983287664534107,4.384861143344774,1.295337803496209,Iris-versicolor
+39,5.792099316108806,2.7058760390663013,5.089031215353621,1.8922725513908245,Iris-virginica
+40,7.699998998325267,2.7872861277278487,6.7,2.0356587104438,Iris-virginica
+41,6.465744959072511,3.1689171091847883,4.480403144348309,1.4816671531564642,Iris-versicolor
+42,5.134053567677747,3.4368431314852326,1.4962090344221795,0.2,Iris-setosa
+43,6.299303547941743,2.504522822794404,4.9058713500890905,1.5083778283650688,Iris-versicolor
+44,5.2904637706126385,3.630166577831034,1.5030965142793977,0.2,Iris-setosa
+45,7.699998813188242,2.8158508660649746,6.699998655273065,2.01702814244869,Iris-virginica
+46,5.073633734441944,3.7966958608248107,1.6286485132017086,0.2,Iris-setosa
+47,4.806823126749017,3.389456481582625,1.594051556116441,0.2,Iris-setosa
+48,5.196090022708009,2.7136332334398223,3.9944424212698033,1.4066052987629996,Iris-versicolor
+49,5.357332906116673,3.4614652750517143,1.6499491314911825,0.2,Iris-setosa
+50,5.078933106587215,3.7038723630105013,1.6865439019135016,0.3745775486256877,Iris-setosa
+51,6.296128453655217,2.7947344021120992,5.100603444892233,1.5161148273287994,Iris-virginica
+52,5.0927880425480465,3.755023581654201,1.6033110712383247,0.2,Iris-setosa
+53,6.674903076070127,3.2804266905372943,5.670416007663346,2.095364950612267,Iris-virginica
+54,5.008515083793713,3.307448368927464,1.4022490330835016,0.2,Iris-setosa
+55,6.860753323635113,3.040219114969012,5.573297580149922,2.1623176689084453,Iris-virginica
+56,7.7,2.78082982549753,6.7,2.000218099529918,Iris-virginica
+57,5.502659237103174,4.214647042698122,1.3756820533329017,0.2,Iris-setosa
+58,6.500649817674684,3.1640375550931923,4.491092489923746,1.4813045003049865,Iris-versicolor
+59,5.501741618872542,4.195936626212863,1.3919646195408568,0.2,Iris-setosa
+60,5.099091952531014,3.5041181971101527,1.3889463194314768,0.3049593676992504,Iris-setosa
+61,6.6705205609132125,3.2910366406744958,5.653654564598576,2.499998421718819,Iris-virginica
+62,5.384825364547662,3.9014777518241885,1.285025222096566,0.39766446124175536,Iris-setosa
+63,6.703715272275107,2.9916941097829683,4.99787908294639,1.7132995303926093,Iris-versicolor
+64,6.293040515276065,2.7888013313520115,5.084280086066373,1.4955896804620734,Iris-virginica
+65,6.744330001736641,3.31596607153621,5.747206331363606,2.49999942411557,Iris-virginica
+66,6.395235265060012,3.0957690242665503,5.501666896369912,1.8016554691261077,Iris-virginica
+67,4.630869230014525,3.596775767300419,1.0,0.2,Iris-setosa
+68,6.801084321923268,3.2875454245052373,5.682219518765043,2.4999994610010874,Iris-virginica
+69,6.29148394197546,2.5047952228214543,4.9973380603135515,1.8897224276802842,Iris-virginica
+70,5.126711347728671,3.772717738135695,1.5754002106771143,0.2,Iris-setosa
+71,6.702867451467859,3.0978434613682744,4.395858463372134,1.4072990951438211,Iris-versicolor
+72,5.1331515448634475,3.30689725859245,1.8837535388358932,0.5065947298308096,Iris-setosa
+73,5.388387089397636,3.8822204785950993,1.7334713762456697,0.39612747180894675,Iris-setosa
+74,4.887097935002256,3.0859240824404965,1.4958030760662528,0.10000013458164606,Iris-setosa
+75,6.284455900234874,2.482135540836011,4.901203822791866,1.4885936202786327,Iris-versicolor
+76,5.2094213147623085,3.416774849024515,1.3977775471257945,0.2,Iris-setosa
+77,6.701357129523844,3.3032849858025215,5.748397322442073,2.4999990699740438,Iris-virginica
+78,5.901669657039315,2.8776188547349433,5.177169006256361,1.8352018436171953,Iris-virginica
+79,6.474519753574693,3.172025687850188,4.513423116205589,1.4842857250544432,Iris-versicolor
+80,6.285125501805399,2.5012631449609453,4.903879361596338,1.498464974844382,Iris-versicolor
+81,6.721661402271659,3.283912534617612,5.722063011622696,2.5,Iris-virginica
+82,7.7,2.778946342153524,6.699998714164254,2.0487950680936113,Iris-virginica
+83,4.905495869839544,2.38898353937857,3.099226156552591,0.9884595017564958,Iris-versicolor
+84,6.109078373522655,2.6006522450127885,5.649682047763207,1.3854494062034577,Iris-virginica
+85,6.564115661710938,2.995987783922065,4.368724628199454,1.3963864888125772,Iris-versicolor
+86,6.283206285693262,3.243611318009161,4.514628022976689,1.528032883068619,Iris-versicolor
+87,4.6757784878008675,3.195426644791028,1.4044036422401325,0.2,Iris-setosa
+88,6.392394606539354,3.0645716324574646,5.471779941002616,1.814832285411834,Iris-virginica
+89,6.968908950612254,3.0070491858965567,5.630060588008173,2.0993477256059236,Iris-virginica
+90,5.9981282632888755,3.376162752771697,4.562456697135226,1.6167803488705654,Iris-versicolor
+91,5.098010013153047,3.767718160564938,1.6855637337459237,0.47747758354121594,Iris-setosa
+92,6.760462707116895,3.305555482124921,5.765550433332455,2.5,Iris-virginica
+93,5.4129203670876445,3.899088724274587,1.3092561482881317,0.3875198905754934,Iris-setosa
+94,6.320582954852395,3.4057772979451477,5.6149005336964075,2.396627901996448,Iris-virginica
+95,5.4309304304409824,4.037205528053825,1.308080125165507,0.29254148125770074,Iris-setosa
+96,5.111914846194087,3.7676055246734044,2.0570016974971463,0.389155872496589,Iris-setosa
+97,4.89806445972986,3.0049617596099845,1.3944050773260592,0.2,Iris-setosa
+98,5.9599042594982805,2.9966319330607507,4.9137747647815955,1.8076252839885198,Iris-virginica
+99,5.2395551097412225,3.532840414566962,1.509779922135659,0.2,Iris-setosa
+100,6.788223437998255,2.997872202999524,5.488989280623955,2.0740674830322514,Iris-virginica
+101,5.463778298764045,3.0081336553798814,4.5065380796618255,1.5094262819429125,Iris-versicolor
+102,5.494490406274733,2.4040244959429407,3.675276357118315,1.0840666243778645,Iris-versicolor
+103,5.996806481612227,2.730024179195242,5.099907488405,1.598256733806702,Iris-versicolor
+104,5.344767541870873,3.8476604581044116,1.6618568334483717,0.36891043584468186,Iris-setosa
+105,5.964278181848985,2.200000318481552,4.979032329001867,1.4947478349304346,Iris-virginica
+106,5.094431081740388,3.8026728258041635,1.7823006319975714,0.3730114640476367,Iris-setosa
+107,4.999503523723428,3.2891595367774458,1.4027279763538643,0.2,Iris-setosa
+108,4.902690674295188,2.9980865512101498,1.3956231159507249,0.2,Iris-setosa
+109,5.4810161104039254,4.198174732082559,1.3993646850896537,0.2,Iris-setosa
+110,5.199882699745944,3.4134882213807494,1.4017733792609164,0.2,Iris-setosa
+111,5.270988223525361,3.5628876464651458,1.5034137389689068,0.2,Iris-setosa
+112,5.638357705653335,3.0072436349771645,4.522837472266622,1.5046693110912441,Iris-versicolor
+113,5.7228254302864645,2.5479176850199305,5.036230097492382,1.9727496411938517,Iris-virginica
+114,6.283615861064564,2.882852986579686,5.6170900668030335,1.8026165731908943,Iris-virginica
+115,6.7202562506787595,2.9853274245220343,5.007337912316549,1.730024213981771,Iris-versicolor
+116,5.39490341715895,2.9693924103660385,4.448717816827189,1.4819025077985586,Iris-versicolor
+117,5.2253695635131026,2.7181900331139706,4.02021381483389,1.4038937359169747,Iris-versicolor
+118,5.472468601515506,3.0008238259411453,4.501228248917198,1.5029916289335985,Iris-versicolor
+119,5.8915948548623165,3.007017600531381,5.072930276623577,1.8088426024322677,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/25/test.csv b/iris/tab_ddpm/8_1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/25/train.csv b/iris/tab_ddpm/8_1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/25/val.csv b/iris/tab_ddpm/8_1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/26/synth.csv b/iris/tab_ddpm/8_1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ecbebbea092a8badfe7bcbf5571d7eca7143d347
--- /dev/null
+++ b/iris/tab_ddpm/8_1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.486235481494326,2.4053711623309626,3.591804211031834,1.102190490043915,Iris-versicolor
+1,6.685811130976363,3.304461299939179,5.70651193518591,2.110180916409976,Iris-virginica
+2,5.424660213790112,2.995483018740326,4.5064606710037545,1.500465146651961,Iris-versicolor
+3,4.4,2.8953333125062883,1.396799521686842,0.2,Iris-setosa
+4,6.37868416219996,3.375505187482182,5.5991810533163875,2.3949970678325143,Iris-virginica
+5,6.770527574089917,3.001578746414842,5.513596101006108,2.0761864950511697,Iris-virginica
+6,6.33443424902626,3.388710035440798,5.593505247919592,2.3900133426893144,Iris-virginica
+7,4.400000485664295,3.1871353651129892,1.3152645276437587,0.2,Iris-setosa
+8,6.304997612536959,3.4041228119127855,5.660300771999917,2.393857134712889,Iris-virginica
+9,5.100411544047845,3.698274681084293,1.5179729342349098,0.3949890705905994,Iris-setosa
+10,4.4,2.9812404066178964,1.3568744103227872,0.2,Iris-setosa
+11,6.29503618947815,2.301140807435632,4.400526897470466,1.3124443730556279,Iris-versicolor
+12,5.0994558959435965,3.311139425497906,1.6846738818636728,0.4444081404082417,Iris-setosa
+13,5.041194797325139,2.4718855383836633,3.1123698321394517,1.1050263788365209,Iris-versicolor
+14,5.1980556991012765,3.5024587440536106,1.498344967421934,0.2,Iris-setosa
+15,5.525342273450667,4.194110487460561,1.3933978887206775,0.2,Iris-setosa
+16,5.080264155345336,3.496185256849801,1.3746441035119976,0.29633692682896323,Iris-setosa
+17,4.597293364888705,3.384132118861303,1.4019826150719406,0.3163218854473751,Iris-setosa
+18,5.212903537706259,2.752758543005466,3.973768382871233,1.4320730250623297,Iris-versicolor
+19,4.612943713984464,3.2037733155174046,1.4058761099266575,0.2,Iris-setosa
+20,6.004370526396855,2.9982147082250172,4.724711372825211,1.8067356902015945,Iris-virginica
+21,5.0877943162179005,3.787293103839281,1.5977966760486761,0.2,Iris-setosa
+22,5.031977832339665,3.4861078863380857,1.3055993896207938,0.28580849879126513,Iris-setosa
+23,6.407821009734422,3.0941512818055164,5.490093330011049,1.804598379054996,Iris-virginica
+24,6.5003349162878825,2.963655829837047,4.385499768124559,1.3524869406496502,Iris-versicolor
+25,6.857478907647668,3.2134084239788225,5.684132999396271,2.2935280104441707,Iris-virginica
+26,6.289429926985775,2.2993576146155945,4.369772515871013,1.2995163904204279,Iris-versicolor
+27,4.582859280428671,3.1975575871195105,1.4030609286177285,0.2,Iris-setosa
+28,5.413244719090233,3.8705718713446244,1.2977345974088403,0.3916955670354003,Iris-setosa
+29,4.6036133971516975,3.6032831269492505,1.0,0.2,Iris-setosa
+30,6.064544769708586,2.709662301969741,5.077040576612541,1.5782578504293463,Iris-versicolor
+31,6.427677398033915,2.7218878350356763,5.339716681391709,1.8908222862600732,Iris-virginica
+32,5.7269456483529755,4.4,1.5004559895950726,0.6215620596414895,Iris-setosa
+33,5.023078801664768,3.2506076197909053,1.255341765319006,0.2,Iris-setosa
+34,6.450049254677526,2.9276704325673446,4.346044291105721,1.3295419227343432,Iris-versicolor
+35,6.086766567721282,2.6015184377700566,5.5869229136654335,1.410333176314935,Iris-virginica
+36,4.707927574015007,3.196766105131081,1.3871700771423254,0.2,Iris-setosa
+37,5.809897893904051,2.813423612476513,5.109145088787156,2.409815132236739,Iris-virginica
+38,5.402258147675091,3.8786393089209623,1.2897645690557156,0.3852062999876599,Iris-setosa
+39,6.403938736962831,3.1238924147358236,5.486579714871143,1.8135973941102952,Iris-virginica
+40,6.843973704423449,3.222068737545359,5.678295071168748,2.2580292010837804,Iris-virginica
+41,5.976465503709678,2.2,4.9934182679559225,1.481468056055452,Iris-virginica
+42,4.609887927886722,3.4026419843782985,1.3905949962508122,0.3017481926055314,Iris-setosa
+43,7.6999990574079105,2.7526441450778067,6.699998475181397,1.9630092012903004,Iris-virginica
+44,6.294521311285667,2.797690038055155,5.097869750766666,1.4960606277191182,Iris-virginica
+45,5.09495086748981,3.7819973894031738,1.5786891293110026,0.2,Iris-setosa
+46,7.7,2.7867323165429085,6.7,1.9671634991890987,Iris-virginica
+47,4.996786536536533,3.18784690041388,1.2029223817098076,0.2,Iris-setosa
+48,5.997379766349753,3.405986782002369,4.522453891484081,1.6129099459780938,Iris-versicolor
+49,5.876249861327862,3.0048792493739374,5.133512489316566,1.8055648880576043,Iris-virginica
+50,6.787476411064401,3.3096241022957655,5.7383803201080505,2.5,Iris-virginica
+51,4.909190027186694,2.405341506127557,3.272995355779888,0.9993634098918761,Iris-versicolor
+52,6.294020679921563,2.480301139694111,4.8617914242587466,1.4931474115068302,Iris-versicolor
+53,6.604695792209862,2.994443367510964,4.397551779008027,1.3799023146898433,Iris-versicolor
+54,4.876879886680838,2.390241116996767,3.3082708720800933,1.0244629076195084,Iris-versicolor
+55,4.971596114713141,3.592519020064802,1.5824993208123623,0.2,Iris-setosa
+56,4.4,2.8885460366112783,1.4024160232107412,0.2,Iris-setosa
+57,5.5412618792433115,2.6348317685598674,4.310198177778285,1.264703119972675,Iris-versicolor
+58,6.933953972412763,3.0047676938688297,5.655677108454838,2.1589976892081433,Iris-virginica
+59,5.503799080874189,2.387207549965725,3.5833486063455133,0.9808729735423425,Iris-versicolor
+60,4.885710333732232,3.1165107898882343,1.4922820415344702,0.1,Iris-setosa
+61,6.284896485191398,2.7295145607566185,4.875027713577804,1.7873786522666477,Iris-virginica
+62,6.416161655129656,3.1859412535833447,4.522534460576361,1.5065558594363466,Iris-versicolor
+63,7.276385448455195,2.916359714549911,6.239201645566485,1.821724739526276,Iris-virginica
+64,4.881226245185601,2.3990405626406797,3.221578361469996,0.9177422917218448,Iris-versicolor
+65,6.3974365507575675,2.7577658921277552,5.34720380144225,1.886467688583334,Iris-virginica
+66,6.377069088103635,3.1022196959399126,5.486158908707221,1.8078407754054129,Iris-virginica
+67,4.4951197108777965,2.3014945159708486,1.3152764216831652,0.31049303583102883,Iris-setosa
+68,4.812620884636993,2.390576719265132,3.437857940027537,0.993029465024557,Iris-versicolor
+69,6.380291789607341,2.9760006825358416,5.534810834070191,1.8011961794279043,Iris-virginica
+70,7.7,2.8076611976560635,6.7,2.0003026725997146,Iris-virginica
+71,5.096021500484374,3.2886000758764347,1.687771174861742,0.5894549293792053,Iris-setosa
+72,6.696544210956352,2.99767421404268,5.008108455768484,1.7337023678193344,Iris-versicolor
+73,6.004066436409109,3.4079082866513515,4.509059673581084,1.6008724666189116,Iris-versicolor
+74,4.6017666333576495,3.6039961930207687,1.0000004770790267,0.2,Iris-setosa
+75,5.00136873629674,3.2000830070470627,1.2089698345902722,0.2,Iris-setosa
+76,5.096410044187484,3.4081808410237144,1.5080963380923609,0.2,Iris-setosa
+77,5.906049371965043,2.991653069414913,4.193698153180454,1.5049012812541143,Iris-versicolor
+78,4.582583717630865,3.1867823482983684,1.4027579627842799,0.2,Iris-setosa
+79,4.894806171281619,3.1141049718885805,1.5054305293525105,0.10000010910323966,Iris-setosa
+80,7.078452180621688,3.0237832053341402,5.886183324877993,2.162324388021257,Iris-virginica
+81,5.002538845732124,3.594276437940509,1.4046523674965283,0.2,Iris-setosa
+82,4.902442038902297,3.0964084545623214,1.493078308167912,0.10000015422700652,Iris-setosa
+83,5.099639220282754,3.693968353340152,1.498659535781883,0.4165054414837018,Iris-setosa
+84,5.522826352087244,4.188878365144866,1.400064244605917,0.2,Iris-setosa
+85,6.090297859124229,2.5944855816590446,5.590143829821088,1.4173560563098975,Iris-virginica
+86,6.325260071605014,2.8057927953856434,5.097810919775587,1.5013258667967555,Iris-virginica
+87,6.298630994760966,2.298136262461873,4.4332261974875475,1.30314892068311,Iris-versicolor
+88,5.108122514595104,3.79218551664492,1.8749449467213843,0.4120239339943295,Iris-setosa
+89,5.772912885799681,2.703051547031376,5.090566148961862,1.8989022405694973,Iris-virginica
+90,5.6681756656833775,2.5067125630611176,5.01442445209471,2.0011289702527195,Iris-virginica
+91,4.9064179389847755,3.0876677521225506,1.4949179282640184,0.1,Iris-setosa
+92,7.7,2.744972063577425,6.7,2.0142944878327147,Iris-virginica
+93,4.995514584244001,2.4533747474258165,3.0207215890926187,1.0895250915830608,Iris-versicolor
+94,6.451925421047586,3.0890885106550465,5.531023828100939,1.8266654362529195,Iris-virginica
+95,5.773973663303651,2.786013124034716,5.107389950402032,2.4059655668079167,Iris-virginica
+96,6.313303927508799,2.803479954520738,5.115340697810793,1.5092964416606156,Iris-virginica
+97,5.636603380928244,3.005017071115419,4.170046689596213,1.3095140121606903,Iris-versicolor
+98,5.211167223252324,2.6904408687153145,4.034834117279433,1.3972579448927152,Iris-versicolor
+99,6.267536592351572,2.8762527060031378,5.609059504224283,1.8142013637173593,Iris-virginica
+100,6.286826468406524,2.7458807742976554,4.980070111164365,1.6772523926752134,Iris-virginica
+101,4.4,2.8996304035867353,1.392588670450933,0.2,Iris-setosa
+102,6.246450474563526,2.8684370452367927,5.651330012463018,1.7964943995803653,Iris-virginica
+103,6.002238850764561,2.4910682357167433,4.995147655822649,1.9651439023417905,Iris-virginica
+104,5.999852457274648,2.697512719415102,5.103775115186806,1.584317770774023,Iris-versicolor
+105,6.082037258086914,2.613275523026064,5.5795719067548655,1.4066249766224868,Iris-virginica
+106,6.017570914824913,2.698172765108556,5.102738849722314,1.5803750584240537,Iris-versicolor
+107,4.899986315650028,3.091224355202587,1.498649446991871,0.1,Iris-setosa
+108,5.903524593738322,3.004117789730821,5.079619053681886,1.7871385704051457,Iris-virginica
+109,5.171090420706681,3.4572517765295303,1.524102463666644,0.2,Iris-setosa
+110,5.077918159314731,3.386738346493214,1.520288290386547,0.2,Iris-setosa
+111,6.446441444240656,3.185049129082745,4.487281482326102,1.4865815685717036,Iris-versicolor
+112,6.2881980875777765,2.3036673121144036,4.401427432581308,1.292710230878482,Iris-versicolor
+113,6.000193236047824,3.396110216162163,4.47321033309672,1.5958311902399134,Iris-versicolor
+114,6.319474609384238,2.9031814498242348,5.611769525282842,1.8114020251698002,Iris-virginica
+115,4.9970380102073975,3.2028218775935913,1.2041722016779923,0.2,Iris-setosa
+116,5.796267371372406,2.6981568452150047,5.099959353172641,1.897998558741574,Iris-virginica
+117,5.112189302474733,2.497040444427438,3.0687304871883088,1.0881922414939433,Iris-versicolor
+118,5.076712290554006,2.496189009538008,2.83077779195571,1.0715100410836165,Iris-versicolor
+119,4.593545302382784,3.19785931620202,1.402104806946504,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/26/test.csv b/iris/tab_ddpm/8_1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/26/train.csv b/iris/tab_ddpm/8_1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/26/val.csv b/iris/tab_ddpm/8_1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/27/synth.csv b/iris/tab_ddpm/8_1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f07e0989e442aba2abcd6a89d5abb3fba83f493a
--- /dev/null
+++ b/iris/tab_ddpm/8_1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.657496554852036,3.2887200951105973,5.717378600077571,2.083075148713264,Iris-virginica
+1,4.883433479131579,3.004085881235873,1.402404153366738,0.2,Iris-setosa
+2,5.1521019796629615,3.451170056490003,1.4986613434769722,0.2,Iris-setosa
+3,5.643683570431132,3.0025650246529065,4.099036624062519,1.3181997661106408,Iris-versicolor
+4,4.912929208544174,3.0954944972256384,1.4938285738020904,0.1,Iris-setosa
+5,7.081897667764853,3.0001568548693536,5.855575637281911,2.1020861209248474,Iris-virginica
+6,4.400000472255128,2.88598069528758,1.3892778678743705,0.2,Iris-setosa
+7,6.2904567698825185,2.3019321162908124,4.448249674912281,1.3083814837980379,Iris-versicolor
+8,5.0529008082949245,3.5039375295661714,1.3952845347325358,0.29567619169257925,Iris-setosa
+9,4.886869002257436,3.098548849613135,1.497732891702746,0.10000010358655054,Iris-setosa
+10,4.804486139463594,3.39909128202994,1.5961632535647792,0.2,Iris-setosa
+11,4.600180219837042,3.6200778987959192,1.000000370563577,0.2,Iris-setosa
+12,5.50315855893796,3.001081178293459,4.514109342449646,1.4933660074173323,Iris-versicolor
+13,4.604692585118009,3.199608214177434,1.4020141670206874,0.2,Iris-setosa
+14,6.357633613526939,2.4777704569127716,4.818876328193563,1.4732182510177154,Iris-versicolor
+15,6.294262264759311,2.903594485149155,5.673598585133398,1.8147404365688102,Iris-virginica
+16,6.307929710475623,2.497823756784089,4.989555654276449,1.9077076311411951,Iris-virginica
+17,6.0164947994844145,3.4069977210746987,4.496611714103222,1.6190685201590622,Iris-versicolor
+18,4.4,3.1843462342369544,1.319042666633231,0.2,Iris-setosa
+19,5.0922246717591735,3.2963982008697754,1.6875029972073206,0.43185379478415165,Iris-setosa
+20,5.0798104951179255,3.834009368962874,1.6826380319632277,0.2636930247020651,Iris-setosa
+21,6.383807002659269,2.6487107266603496,5.23369101845305,1.9049572297450734,Iris-virginica
+22,5.237839078981868,3.5094666521102322,1.5116362840771949,0.2,Iris-setosa
+23,5.895950097070957,3.2064723076917465,4.781907118887472,1.7799434445454057,Iris-versicolor
+24,5.9084925396104575,3.209694001932272,4.772345461497301,1.8091820551738282,Iris-versicolor
+25,7.7,2.7993490881059815,6.7,1.9902835718182046,Iris-virginica
+26,5.917895334012443,3.00182978711262,4.201462490346176,1.4989096148431789,Iris-versicolor
+27,4.861249800747254,2.4018499618012674,3.3000005939134542,1.002780363049782,Iris-versicolor
+28,5.641448383231959,3.0016550515909564,4.138777234246126,1.294312657478735,Iris-versicolor
+29,6.7505748283891585,3.291066556146418,5.737146405879318,2.5,Iris-virginica
+30,7.6999986730803975,2.814086168177906,6.699998265786562,1.9989157744885653,Iris-virginica
+31,6.416010092775527,2.697548044402756,5.294470714838788,1.9135204304282543,Iris-virginica
+32,5.510744283719101,2.738432543273896,4.11060433434761,1.3311405531397855,Iris-versicolor
+33,4.593033010228789,3.399780758085569,1.3973310175020157,0.30552679546375194,Iris-setosa
+34,5.099809369214545,3.813692944439883,1.604154250795251,0.2,Iris-setosa
+35,5.413943670040685,3.9215936928941333,1.29854413751941,0.3897345628854404,Iris-setosa
+36,5.391124104239533,2.9948915883970004,4.500064075125063,1.502716289157584,Iris-versicolor
+37,5.506704257313535,2.5919789498935533,4.407846696177475,1.1247813350172544,Iris-versicolor
+38,6.84290032159401,3.3497995267978196,5.734307159469862,2.5,Iris-virginica
+39,6.682078022681492,2.9984760942727187,4.980057969293329,1.706119204821367,Iris-versicolor
+40,5.05657844431559,3.4127431116922566,1.5277660408668108,0.2,Iris-setosa
+41,5.905439870292153,3.208290334558349,4.797645627834726,1.7980189742054475,Iris-versicolor
+42,4.993112706668663,3.5159962783755154,1.3082263825009959,0.3061447014417614,Iris-setosa
+43,6.289801286370711,2.6666171148535476,4.930756446110892,1.8257267902275953,Iris-virginica
+44,4.5697657468490736,3.1984921132483084,1.3740379459987493,0.2,Iris-setosa
+45,5.999558960055728,3.3966154120919168,4.469887453400665,1.5849042172396994,Iris-versicolor
+46,7.044808800074627,3.0018748151985357,5.799663729555717,2.1169092976437547,Iris-virginica
+47,5.989978470343715,2.7056092122433766,5.103659573872805,1.6012783161126303,Iris-versicolor
+48,5.099656068897142,3.661846281409145,1.4811268222881997,0.44870967908195003,Iris-setosa
+49,7.699998979998233,2.7895703109641516,6.699998940013701,2.0002512088260427,Iris-virginica
+50,5.016286198239144,3.6017776608474423,1.4002649836910959,0.2,Iris-setosa
+51,7.7,2.789139077021218,6.7,2.0043550427127608,Iris-virginica
+52,4.919131326830762,2.4116727605276926,3.1626582459738417,1.0052421775687463,Iris-versicolor
+53,6.103214518439602,2.606725347282489,5.597672514826065,1.4167587327828501,Iris-virginica
+54,4.602322752653504,3.3880852728788864,1.4006755439926504,0.3116464054601435,Iris-setosa
+55,5.685949104326476,2.507133172636017,4.998591367277796,2.004959883300774,Iris-virginica
+56,4.914322776339466,3.0306763116765567,1.3988713145574438,0.2,Iris-setosa
+57,5.09063028661083,3.3100044351293203,1.2853662653792886,0.2,Iris-setosa
+58,4.597674496816005,3.6291193104355544,1.0,0.2,Iris-setosa
+59,6.413503232205354,3.099381288165283,5.493516905327782,1.8092078947742005,Iris-virginica
+60,6.4532106499602655,3.0490404038596206,5.500359124242744,1.8065990943487928,Iris-virginica
+61,6.361785478183892,2.6546987314901376,5.229081891654406,1.8967250683346422,Iris-virginica
+62,6.669645132927324,3.098753116338182,4.373130158397488,1.4039451905204676,Iris-versicolor
+63,5.634598223124195,4.4,1.4984139098197953,0.3755471841017135,Iris-setosa
+64,5.4314324102935325,3.3809458222156015,1.9294298055497527,0.2,Iris-setosa
+65,5.758082066710748,2.641996206875169,5.077755756105411,1.9425139656262873,Iris-virginica
+66,6.385550155890713,2.6675838972928427,5.216469755790699,1.9032052341982018,Iris-virginica
+67,7.294231963754005,2.8884507178684236,6.302141550778661,1.7901108613492132,Iris-virginica
+68,4.996134216464949,3.200880243257212,1.1943245914341127,0.2,Iris-setosa
+69,5.120620026687889,3.6329160637427815,1.460998415950146,0.3670421254676559,Iris-setosa
+70,6.70230654650159,3.0035374814320206,5.007873143086169,1.7019812582471738,Iris-versicolor
+71,5.101580363089791,3.7995020658672902,1.637315924241859,0.375773206149267,Iris-setosa
+72,5.1841170196971165,2.692878473441577,3.8231397720156,1.3980140564621253,Iris-versicolor
+73,7.699998947507724,2.8102199261652197,6.7,2.0021944443383197,Iris-virginica
+74,5.802120330320203,2.6975231242322018,5.131982720868709,1.9019824734984212,Iris-virginica
+75,6.301056660931997,3.4168101597154332,5.615349257276019,2.3818829290839423,Iris-virginica
+76,6.447846153297224,3.050835234954701,5.521865210384636,1.792177377907558,Iris-virginica
+77,5.38807141386967,3.894329534713243,1.962878992758658,0.4237776055666292,Iris-setosa
+78,6.389912012077611,2.8990396835519747,5.5222902909468745,1.8096080114269004,Iris-virginica
+79,4.400000696051865,2.896421623781086,1.4050195453343668,0.2,Iris-setosa
+80,5.177451313330637,3.3322538484021735,1.8603245329870675,0.38437309769861927,Iris-setosa
+81,6.032229437038435,3.0033184451530537,4.580125699157175,1.3781069089923523,Iris-versicolor
+82,5.506519913732859,2.591710099461858,4.360094587405501,1.1973209081214993,Iris-versicolor
+83,5.681352615648113,4.3999991061292505,1.4962215613200878,0.3977277116722887,Iris-setosa
+84,5.5096493027783495,4.204554635969558,1.3894114767854804,0.2,Iris-setosa
+85,6.0756878112127595,3.002409533077227,4.54832645430151,1.398490129252143,Iris-versicolor
+86,6.277083173264878,2.9448760379189443,5.595223035652326,1.7870597456365798,Iris-virginica
+87,4.904678546089722,3.008257782734744,1.3902344365462147,0.2,Iris-setosa
+88,4.4,2.941158776793944,1.3884070537352011,0.2,Iris-setosa
+89,6.351923014648173,2.831012764012439,4.296542885734591,1.2894580266720652,Iris-versicolor
+90,6.938172393306685,3.1933967575596904,5.691177655129573,2.300322981429799,Iris-virginica
+91,7.7,2.8039828360970733,6.7,1.9371647588719014,Iris-virginica
+92,6.002140785331448,2.707943913984242,5.097477219240156,1.59546009840311,Iris-versicolor
+93,5.887288870512057,3.002265344113768,5.090431549562501,1.7979182288902822,Iris-virginica
+94,4.593557065750011,3.577987929170432,1.000000547899932,0.2,Iris-setosa
+95,4.506193549111449,2.30228005937388,1.307826749881952,0.3043215135343041,Iris-setosa
+96,6.296849313150072,2.3003144612455677,4.37744477516159,1.3048925358229564,Iris-versicolor
+97,6.377981805363331,2.702504714465261,5.2519605682133035,1.8878435938069107,Iris-virginica
+98,4.4,2.874662193091054,1.3945815085152642,0.2,Iris-setosa
+99,5.398864324766941,3.421395327413333,1.6842277601627131,0.2,Iris-setosa
+100,7.7,2.7869684679080393,6.7,1.9970063880735303,Iris-virginica
+101,6.265323748839116,2.937496187616483,4.311728781318147,1.332169648023043,Iris-versicolor
+102,6.3908014291961095,2.905815777841606,4.287768294772714,1.306469458236574,Iris-versicolor
+103,5.010924054556027,3.595468086305152,1.3945528576895905,0.2,Iris-setosa
+104,6.331010880789888,2.482760967855834,5.005181607450156,1.893377309447067,Iris-virginica
+105,5.764987855560408,2.578470124999839,5.03417156292164,2.13724525494882,Iris-virginica
+106,5.099000440461957,3.811958720494709,2.0321143735214107,0.42196043970334945,Iris-setosa
+107,5.186280697041161,3.46725240234516,1.4309303435663727,0.2,Iris-setosa
+108,6.316790114637298,2.5072967285856853,4.89975029375486,1.4988649502576301,Iris-versicolor
+109,5.094134576126554,3.2926002565583703,1.8214322990123029,0.4827066052097364,Iris-setosa
+110,6.375427871118436,2.726041059479884,5.37763297051461,1.8894370377904506,Iris-virginica
+111,5.418414022632647,3.954816048585374,1.2993984357260149,0.4313105699676602,Iris-setosa
+112,6.436241745706938,3.0533390342149236,5.50878035154125,1.7903161906750975,Iris-virginica
+113,5.715758804703546,4.4,1.4986150362071433,0.3952058272130915,Iris-setosa
+114,4.604494258600205,3.1903043832143063,1.4039379162717196,0.2,Iris-setosa
+115,5.032004878358151,2.466082695465002,3.166958784599926,1.1024260186091954,Iris-versicolor
+116,6.293370074725974,2.3033532613091605,4.431642255845058,1.2993852029420117,Iris-versicolor
+117,5.416848817135019,3.3994143335944718,1.7739328743121079,0.2,Iris-setosa
+118,6.319470293552999,2.5030935595427395,4.893672146373986,1.5059032539571695,Iris-versicolor
+119,4.999492320268672,3.493862153517515,1.3228294627092527,0.319883425335782,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/27/test.csv b/iris/tab_ddpm/8_1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/27/train.csv b/iris/tab_ddpm/8_1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/27/val.csv b/iris/tab_ddpm/8_1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/28/synth.csv b/iris/tab_ddpm/8_1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b9ef8ae56d2739fd4b8dc74503975684e957f4d9
--- /dev/null
+++ b/iris/tab_ddpm/8_1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.427127865963349,3.934900539275432,1.311605421190081,0.3954187926300442,Iris-setosa
+1,6.151580163481008,3.001867939858499,4.588505704210673,1.4029248068882183,Iris-versicolor
+2,5.9644740915695555,3.0057043227564075,4.933017311993688,1.7937452176818856,Iris-virginica
+3,5.002700748130628,3.3225474545733107,1.4030585416394967,0.2,Iris-setosa
+4,5.3749287134043024,3.415805253831922,1.6598831298147405,0.2,Iris-setosa
+5,6.329441482883796,2.306197537066279,4.359622385398933,1.3034416214898503,Iris-versicolor
+6,5.1306507787883096,3.3785617025541197,1.462244244691537,0.2,Iris-setosa
+7,6.519010276050392,2.999029570723514,5.493120540327744,1.7915786817359254,Iris-virginica
+8,6.011036700973998,3.3797078561401515,4.525611742617542,1.6078885733117152,Iris-versicolor
+9,5.507349675524483,2.399668061480439,3.7314848125352507,1.0335188839809155,Iris-versicolor
+10,5.914451044555959,3.1901723074735386,4.837184462278598,1.7925311171407738,Iris-versicolor
+11,5.488674390400165,4.1969198006776,1.4009140764100483,0.2,Iris-setosa
+12,5.958426740899821,3.0041751979212883,5.029953562214899,1.800837126707737,Iris-virginica
+13,6.750365912097827,3.330237272020059,5.703592173214284,2.5,Iris-virginica
+14,6.013191809048028,3.3983321455435465,4.510738180507221,1.6231252599786365,Iris-versicolor
+15,6.016043809892567,2.997328157961582,4.8760409142716155,1.8007205339287025,Iris-virginica
+16,4.822936206037314,3.412066584730277,1.5922786379630507,0.2,Iris-setosa
+17,5.0664026701738925,2.4865979741372812,3.318751315051632,1.117075518835071,Iris-versicolor
+18,6.206146453216961,2.695072201511113,5.391961305286724,1.4220991459905075,Iris-virginica
+19,6.484057941244593,3.0227642994949764,5.520724298698442,1.8026809827656174,Iris-virginica
+20,6.027852243876992,2.2,4.981384688989,1.4706480409501808,Iris-virginica
+21,7.3338422784661885,2.901825806796308,6.299980952150674,1.7846170612010555,Iris-virginica
+22,7.7,2.8063672704091727,6.7,2.0616142823779895,Iris-virginica
+23,6.8579025441072625,3.199758764528465,5.727252021535635,2.279637816813737,Iris-virginica
+24,5.517173148740025,3.005238604556305,4.561212680721159,1.505786271562395,Iris-versicolor
+25,5.770212530036579,2.672600065824437,5.079001095212402,1.9100059483241165,Iris-virginica
+26,5.090350649105817,3.3870716055297843,1.4575904349633093,0.2,Iris-setosa
+27,5.49343246729136,2.401936364713807,3.793169823340784,0.9910392008793866,Iris-versicolor
+28,5.744484037927586,2.508626122358129,5.009922773452422,1.9940655791743722,Iris-virginica
+29,6.3011931516157285,3.4114890649291763,5.627478231188436,2.3958025643032905,Iris-virginica
+30,6.315132056306048,2.509222738577271,4.9138908109182395,1.5062782486516684,Iris-versicolor
+31,4.400000604102373,3.161725527584844,1.3378135601906072,0.2,Iris-setosa
+32,7.3299686380831375,2.893527862463107,6.331235684485853,1.8080614367804086,Iris-virginica
+33,6.477515833245106,3.0108066837392493,5.4648962447030485,1.7584260543327688,Iris-virginica
+34,5.546401713407445,2.403514824387421,3.635906827987859,1.0158792176311677,Iris-versicolor
+35,5.0924927163611375,3.7980239617452836,1.674337712917937,0.42444377748293144,Iris-setosa
+36,5.108406801211608,3.812149263087775,1.6057907156711477,0.2,Iris-setosa
+37,5.233842036602001,3.523296395356077,1.509648844045378,0.2,Iris-setosa
+38,5.549930442902384,3.000548542903758,4.131087271490581,1.3011021373620486,Iris-versicolor
+39,5.998486287262583,2.9982740629643594,4.797187990801836,1.797806941361726,Iris-virginica
+40,6.000435658429821,2.7055614386586546,5.151654228634129,1.6276632235198882,Iris-versicolor
+41,5.858975997672103,2.9958559730716674,4.199078516956871,1.505910040854233,Iris-versicolor
+42,6.563300267643752,2.9720753818627066,4.372957540949895,1.397607220843873,Iris-versicolor
+43,5.415742655145515,3.953385397080946,1.296463003281966,0.38834754779096825,Iris-setosa
+44,5.08601708158216,3.2908606981239585,1.2857541881989079,0.2,Iris-setosa
+45,4.626047399796136,3.600792089487704,1.0000004012430226,0.2,Iris-setosa
+46,5.007157071186264,3.487503725139317,1.3038881705025382,0.3029537039249167,Iris-setosa
+47,5.469062373524642,2.5928892368768643,4.2727944859309135,1.2152634145825076,Iris-versicolor
+48,5.971648919437566,2.691311768877121,5.0928185025026815,1.5824301651302253,Iris-versicolor
+49,5.993434517312097,3.397662178568578,4.454785932510624,1.6351364392958812,Iris-versicolor
+50,5.398312121966554,3.395414241923855,1.6826719040321088,0.2,Iris-setosa
+51,4.4,2.8923932848976386,1.399426048153234,0.2,Iris-setosa
+52,4.904585000040393,3.089169879949992,1.5001691069044287,0.1,Iris-setosa
+53,4.4,2.8979131615397975,1.397874928363056,0.2,Iris-setosa
+54,6.331358132241424,2.2903632553757842,4.401520637084433,1.2946061614776367,Iris-versicolor
+55,6.636756206951314,3.027015035668306,4.405975146923893,1.3911801906342536,Iris-versicolor
+56,5.24092988841658,2.7668290961380473,4.046448961727667,1.4243007657157003,Iris-versicolor
+57,6.725268918209129,3.2922918031723247,5.698646480452109,2.5,Iris-virginica
+58,5.682238228688069,2.4949737770737017,5.00028680388496,2.0019602827583305,Iris-virginica
+59,6.682643229385413,3.2911677998154856,5.675202108272405,2.093396968764824,Iris-virginica
+60,6.310117501631455,3.4070028103083128,5.597575548816705,2.4016975677321626,Iris-virginica
+61,6.739779840655794,3.290223014728684,5.657088901105016,2.1235862748715557,Iris-virginica
+62,5.064954448891319,3.4996115849811655,1.3595488176395123,0.2958166537009194,Iris-setosa
+63,5.929560174553912,2.9997999802096085,5.133186516807458,1.8068347057499907,Iris-virginica
+64,6.69129975397308,3.3150108683865684,5.705974450570384,2.5,Iris-virginica
+65,5.750889259780779,4.399999100774951,1.4881955125813573,0.4443686103362148,Iris-setosa
+66,4.5038834793962295,2.300964520246769,1.2913127824355453,0.30502128260933214,Iris-setosa
+67,7.277258264729806,2.8909892564575235,6.269089588954388,1.8120154847726397,Iris-virginica
+68,7.294175315917478,2.902750038583613,6.3030026985554795,1.811164265702121,Iris-virginica
+69,4.907901729827391,3.10312363445428,1.4836872199959041,0.1,Iris-setosa
+70,4.4,3.210747012133258,1.299406162747863,0.2,Iris-setosa
+71,5.102954139255264,3.667640231644655,1.5175077137343207,0.3975766249979884,Iris-setosa
+72,7.7,2.8229512988895684,6.7,2.000659068773871,Iris-virginica
+73,5.38274337136902,3.8751430488913914,1.3104990146164164,0.4914529155937637,Iris-setosa
+74,5.406282576690706,3.9101572597740595,1.293699302290637,0.3712401296116028,Iris-setosa
+75,4.900778439302677,3.011951070826996,1.4021533837772568,0.2,Iris-setosa
+76,5.374876034315248,3.4037907467601305,1.6639525943380773,0.2,Iris-setosa
+77,5.63854699964387,3.005482717835743,4.213993472427463,1.3269655358800303,Iris-versicolor
+78,5.918336330703316,3.0140247860088163,4.20854074171082,1.5087891733937415,Iris-versicolor
+79,5.382125939440975,3.8604821190333043,1.3045760175316303,0.41504489745868167,Iris-setosa
+80,4.601671487544163,3.2152945714229486,1.402444562129158,0.2,Iris-setosa
+81,4.795406485741596,3.3856092736845937,1.598512467310683,0.2,Iris-setosa
+82,5.80064244255334,2.6963571838931513,5.0972884503636235,1.900507578248839,Iris-virginica
+83,4.7937230450056285,3.4085936828147956,1.5883766649650644,0.2,Iris-setosa
+84,4.851864924074386,2.3873240668266904,3.2458341470047563,0.9882297075012597,Iris-versicolor
+85,5.601269772135022,2.7531633281680072,4.203223846074871,1.2906797559425578,Iris-versicolor
+86,5.486267775612217,4.171081781498669,1.3993259069292867,0.2,Iris-setosa
+87,5.20762111795403,3.415034402176845,1.3748486450812776,0.2,Iris-setosa
+88,5.290895812103614,3.6021468857321954,1.512507388451591,0.2,Iris-setosa
+89,5.090591930593301,3.3827419633679603,1.5081414522745273,0.2,Iris-setosa
+90,6.007663892754805,3.386435039799594,4.511794111305145,1.5737137302677542,Iris-versicolor
+91,6.699619043893357,3.2273344039978586,5.651293404373682,2.1481636955764487,Iris-virginica
+92,5.526941899651256,2.554805609760311,4.2800205842863805,1.1578145872719232,Iris-versicolor
+93,4.4000005127671376,2.883887513443247,1.4036675552200684,0.2,Iris-setosa
+94,6.677134194708734,3.2749587554643598,5.6369293602347,2.49999936750512,Iris-virginica
+95,6.273225398395525,2.5013170570479684,4.99647541833373,1.8916430002718947,Iris-virginica
+96,5.191729598986202,2.694311948367895,3.6351398747692643,1.3972365478756759,Iris-versicolor
+97,4.4,3.19677252407022,1.2944115928454278,0.2,Iris-setosa
+98,5.580219574021543,2.9957590109340204,4.104565573482235,1.3067918046706106,Iris-versicolor
+99,6.000682297623582,2.678121660631557,5.092814815883971,1.6093265630273847,Iris-versicolor
+100,4.616469751709348,3.3996285308907006,1.3917192974502484,0.3101750120007175,Iris-setosa
+101,6.361921118845971,2.902053481683866,4.308507415036648,1.299585939281132,Iris-versicolor
+102,6.319328633246054,3.4035094955139154,5.594081234907864,2.3935762077007507,Iris-virginica
+103,4.400000747146262,2.9108601820960596,1.4037162461655852,0.2,Iris-setosa
+104,5.995097759007121,2.689823485529739,5.105811852661396,1.639112647235562,Iris-versicolor
+105,5.649890896653827,2.5011486348551855,4.982714930102531,1.9977665829521818,Iris-virginica
+106,4.913120680773086,3.033788644183331,1.383703243826171,0.2,Iris-setosa
+107,5.193273653627122,3.466188878107486,1.508833390915731,0.2,Iris-setosa
+108,4.606994323442507,3.6165388349627157,1.0000004268695095,0.2,Iris-setosa
+109,6.7311796351568844,3.081909968373166,4.377620992942752,1.4071077308283497,Iris-versicolor
+110,4.4,3.197810667749283,1.2809291204660236,0.2,Iris-setosa
+111,4.992606355959469,3.185829872670471,1.1927124974119194,0.2,Iris-setosa
+112,4.90833478294303,3.1030362783821714,1.5120167763683856,0.1,Iris-setosa
+113,6.003058419538906,3.002134022587565,4.890416593682335,1.7917134187502086,Iris-virginica
+114,5.77955071988422,2.7994999219105288,5.136706606778047,2.4092852449644724,Iris-virginica
+115,6.710866128540622,3.296989315882903,5.681898945582657,2.132518250032513,Iris-virginica
+116,6.697454184108203,3.3018034778291865,5.71774626597848,2.111184535470796,Iris-virginica
+117,5.142642520336583,2.5069369558986625,3.051715788100725,1.0999758280039673,Iris-versicolor
+118,7.0769956718122815,2.991219575352762,5.925908368735614,2.0797039069844354,Iris-virginica
+119,6.31094277037968,3.390248254407218,5.619930939636223,2.3944895116359373,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/28/test.csv b/iris/tab_ddpm/8_1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/28/train.csv b/iris/tab_ddpm/8_1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/28/val.csv b/iris/tab_ddpm/8_1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/29/synth.csv b/iris/tab_ddpm/8_1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..500ed50e5b6bf85015449b84b546ce4621441270
--- /dev/null
+++ b/iris/tab_ddpm/8_1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.494092198149652,2.983389432631654,5.488393637577008,1.811747238606134,Iris-virginica
+1,5.515369703682625,2.600878628622764,4.422402735217234,1.1740534803794613,Iris-versicolor
+2,5.16817944422245,3.471240678796051,1.4930127719846455,0.2,Iris-setosa
+3,5.007669171246302,3.215705301754693,1.2082286154599569,0.2,Iris-setosa
+4,5.7578300574922885,4.4,1.504079846974241,0.4476469642809992,Iris-setosa
+5,5.823260486153155,2.9932904727930425,4.18874094490813,1.4403911051683727,Iris-versicolor
+6,4.497296174169801,2.305595377660194,1.2937815133203512,0.274303428466284,Iris-setosa
+7,6.688973558897169,2.992231433802484,5.002089679634133,1.704552090714487,Iris-versicolor
+8,4.592257746863748,3.610591097436279,1.0,0.2,Iris-setosa
+9,6.422298897181066,2.912788024723374,4.323766971518416,1.3179951583573066,Iris-versicolor
+10,5.61604872609324,3.003282019990917,4.107024113218825,1.2906231302049025,Iris-versicolor
+11,5.100891863292149,3.3929690036549287,1.5142052607209577,0.2,Iris-setosa
+12,5.392755547954181,2.977712789812972,4.478161719035048,1.4810380958058365,Iris-versicolor
+13,5.820652494708657,4.4,1.5366044388095579,0.41533992179070517,Iris-setosa
+14,6.319947196558881,2.5016533519425863,4.914447339665314,1.5085013579170579,Iris-versicolor
+15,5.0938861186946065,3.7653671109347906,1.6439434137995004,0.44519776619348306,Iris-setosa
+16,4.909185566359168,3.0955312654092046,1.4845358384078216,0.1,Iris-setosa
+17,6.963336859049643,3.022346665099931,5.652540980708074,2.1283535928131765,Iris-virginica
+18,4.824624670986953,3.4095236194354785,1.5946085744455332,0.2,Iris-setosa
+19,4.40000048287854,3.176389512320804,1.330232485777476,0.2,Iris-setosa
+20,5.014209533902849,3.5922250094579655,1.3969196882899149,0.2,Iris-setosa
+21,5.915920974748137,3.2088118819513705,4.795457482690367,1.8045219323027915,Iris-versicolor
+22,5.827506447513799,2.9998721295365445,4.406803644836393,1.5086395571203526,Iris-versicolor
+23,5.901578769683744,2.993288145682224,5.094518588301716,1.7955006344291484,Iris-virginica
+24,5.802614661169459,2.806695772317414,5.115340521430997,2.4100222145967782,Iris-virginica
+25,6.821175884542638,3.0316391864733983,5.5071754940143,2.1552575858268335,Iris-virginica
+26,7.699999005054065,2.7703020916753722,6.6999979360379545,1.9827919254811541,Iris-virginica
+27,5.414438592315843,3.0006725626890587,4.479123309013871,1.4992632112154107,Iris-versicolor
+28,6.31563725265998,2.2924991513675015,4.394326675037746,1.3049759516212116,Iris-versicolor
+29,6.499044108143014,3.013364278680801,5.482761009223289,1.7949987897833726,Iris-virginica
+30,4.981608126378824,3.560643737452444,1.3857297566352604,0.2,Iris-setosa
+31,5.448763987083572,4.092120292204747,1.3562462395453572,0.23590677444125346,Iris-setosa
+32,5.477542334979499,4.171508661463156,1.3377294181615984,0.2,Iris-setosa
+33,6.292374046234174,2.8887913003169206,5.578218285131399,1.8099533022215064,Iris-virginica
+34,6.911527913585243,3.2082949756139563,5.700917994380168,2.2976384222537334,Iris-virginica
+35,4.891001353017664,3.10528000156267,1.509881251157354,0.1,Iris-setosa
+36,6.253571444001683,3.25606005613393,4.509865810559868,1.531054069482603,Iris-versicolor
+37,7.7,2.785902157276078,6.7,2.0063071988664136,Iris-virginica
+38,4.864392106790409,3.0015103099796874,1.3984073451465557,0.2,Iris-setosa
+39,6.30035352805349,2.3000690432431172,4.384981582012607,1.303506159095272,Iris-versicolor
+40,5.657365555716067,4.399998919120308,1.48249501025551,0.36069223198743405,Iris-setosa
+41,5.1022280391763495,3.6070897448244783,1.46807468365349,0.39720553002918535,Iris-setosa
+42,6.377451460757779,2.636716879298681,5.136441195480806,1.909629899677123,Iris-virginica
+43,5.039715549137385,3.4971956192304403,1.3156502083595298,0.29758079244009217,Iris-setosa
+44,6.28210380179501,2.8924567823955627,5.612915458575986,1.7977454982517633,Iris-virginica
+45,6.680782875058112,3.091655855607096,4.405611299587179,1.4078502213477766,Iris-versicolor
+46,5.477110319931282,2.995619787540755,4.48998488737222,1.501908290945733,Iris-versicolor
+47,7.316802715543158,2.9178536957419103,6.328588977804392,1.797932666709698,Iris-virginica
+48,5.547194336323786,3.005122852868181,4.104220821596047,1.2890174470110891,Iris-versicolor
+49,5.767759752873531,4.4,1.4944882923041227,0.46519930720005354,Iris-setosa
+50,6.366584157529881,3.2152543458413607,4.5113005483093325,1.5079259599475543,Iris-versicolor
+51,5.799572147376612,2.72154318155082,5.133623903127128,1.886284944631475,Iris-virginica
+52,4.801950272239515,3.423876906587047,1.5869380734507568,0.2,Iris-setosa
+53,6.646617672979017,3.035613400563862,4.415265226153507,1.4043667707139815,Iris-versicolor
+54,5.789120574952216,2.707957646671425,5.098321573114678,1.8930709365317444,Iris-virginica
+55,5.5241374218518375,2.3902686817822363,3.7989166733699706,1.108327614621896,Iris-versicolor
+56,6.307515886380221,2.3035506003823114,4.3971383095812255,1.3032762309021484,Iris-versicolor
+57,6.698057019165452,3.0010342490297557,5.0090725465038535,1.6823503516430742,Iris-versicolor
+58,5.189518720644257,2.4699996444649353,3.7570235971894475,1.1752157821992841,Iris-versicolor
+59,5.190414565892905,3.4357304075694914,1.4095615257032184,0.2,Iris-setosa
+60,6.109932348512724,2.998201175279928,4.586951679541608,1.393832467556265,Iris-versicolor
+61,5.169295374886874,3.4685368542976813,1.494295670883616,0.2,Iris-setosa
+62,4.8446965811893135,3.109365644146263,1.4890920062973996,0.1,Iris-setosa
+63,5.245818156290344,2.4372472313006015,3.370660423294476,1.066724889181554,Iris-versicolor
+64,6.699628741988552,2.9921012613846507,4.9962394017450515,1.6885730818390146,Iris-versicolor
+65,5.821016199724973,2.7986769985670223,5.096220626490612,2.408489638697152,Iris-virginica
+66,6.512279583975982,2.9935444725974403,5.469205510777959,1.816191863101307,Iris-virginica
+67,5.232389588543832,3.3458972899986237,2.0075111029861663,0.3378292376999487,Iris-setosa
+68,5.099178149883515,3.3022219679349214,1.8350354565805729,0.5294109675927496,Iris-setosa
+69,6.005504085428483,2.702492747506401,5.093430591126523,1.5962943192982741,Iris-versicolor
+70,6.7263586146671654,3.0984394789002208,4.387018356208662,1.4168862179271289,Iris-versicolor
+71,5.417546516714559,3.9771530432961426,1.3350979779450238,0.3398803606691483,Iris-setosa
+72,6.9820276473213605,3.0227901786325635,5.709775165561102,2.1410019135049327,Iris-virginica
+73,5.105723603020871,3.302539280820338,1.8244862944641203,0.5044584543124209,Iris-setosa
+74,5.809994332272201,2.691321247303069,5.1063396862779635,1.9102624147675296,Iris-virginica
+75,7.69999857832361,2.8156080574052904,6.699998993591721,2.0009184149131873,Iris-virginica
+76,5.086821868153043,3.7918988149283708,1.9500638287119816,0.40678617530836736,Iris-setosa
+77,5.419318765823832,3.9025421213932225,1.7023361309274987,0.4338591584892628,Iris-setosa
+78,5.654548042333547,4.4,1.4948316795796865,0.3882475853757553,Iris-setosa
+79,6.385764856145718,2.892576073435938,4.30234774543014,1.2896321970792153,Iris-versicolor
+80,6.065510565287813,3.3643088071395124,4.494243069899415,1.5541500481440604,Iris-versicolor
+81,6.329859095640418,2.2907269647094832,4.4103582715027985,1.3158155950038621,Iris-versicolor
+82,6.880983241727473,3.204072345485687,5.692960228062298,2.279656154512989,Iris-virginica
+83,4.611511991738808,3.2066011694284895,1.4061568403769684,0.2,Iris-setosa
+84,4.4,3.184483723995662,1.3191948024245825,0.2,Iris-setosa
+85,5.245852664851857,3.49692594032624,1.4138012010466912,0.2,Iris-setosa
+86,5.195114992925881,3.3956627266663917,1.378969973363627,0.2,Iris-setosa
+87,6.310593573116696,2.3033530117776606,4.384207165734921,1.2990449141195162,Iris-versicolor
+88,5.424494020714328,3.0017474900313394,4.532198236624536,1.5087791407083102,Iris-versicolor
+89,6.001278826201136,2.2,5.004719056744187,1.4989954372611807,Iris-virginica
+90,6.31713087651162,2.296022149169818,4.43188980933578,1.302321829029172,Iris-versicolor
+91,6.111302590705677,2.6014442840547845,5.652175128256636,1.3971507537286572,Iris-virginica
+92,4.866326861442473,2.4028439136252833,3.2703710880730856,1.0465106017222112,Iris-versicolor
+93,4.7339539720217925,3.3523545426060344,1.4988151308540396,0.2,Iris-setosa
+94,5.8308393808246874,2.9542556376623414,4.266380870202826,1.3502023821986435,Iris-versicolor
+95,6.756953402738227,3.3086256507723277,5.736349714218611,2.0872316186556343,Iris-virginica
+96,5.381442143733569,3.9202597071541234,1.7640661110613007,0.3827785098601233,Iris-setosa
+97,6.2895117400306315,2.5918020567304323,5.0445848938437114,1.8816130547854322,Iris-virginica
+98,5.1834684363478765,2.7004970550951337,3.8909988031681317,1.3933778343415002,Iris-versicolor
+99,6.6882134130565065,3.288267482524969,5.700292649784961,2.1037623482487486,Iris-virginica
+100,4.996312082076454,3.2112123534195445,1.211905887683927,0.2,Iris-setosa
+101,4.91764718472493,3.0211905319462704,1.3753489733102335,0.2,Iris-setosa
+102,5.664417159770705,2.7926289994934526,4.1885556703350515,1.32462277091631,Iris-versicolor
+103,5.911389605846464,2.9876054038596234,5.050636438902886,1.8052388048371022,Iris-virginica
+104,4.598810301271884,3.605515135088413,1.0,0.2,Iris-setosa
+105,7.7,2.814824143989841,6.7,1.986874193400824,Iris-virginica
+106,6.31192462871106,2.3056739569950113,4.4435330847881565,1.3096279314278296,Iris-versicolor
+107,6.759916173423256,2.9853738878827354,5.5060397055300125,2.1038750809648774,Iris-virginica
+108,4.597318694173563,3.208369809843279,1.4000410857811345,0.2,Iris-setosa
+109,5.809893581946462,2.8051367284958366,5.129450937772218,2.402877814129918,Iris-virginica
+110,5.183034473485537,3.402415836594319,1.40439701106117,0.2,Iris-setosa
+111,6.309121442786468,2.2974343883422517,4.39403636375274,1.295224188930108,Iris-versicolor
+112,5.409702191938735,2.99252939532722,4.501570893219425,1.497159058760562,Iris-versicolor
+113,4.986956294393058,3.5847686698183834,1.3785308841894124,0.2,Iris-setosa
+114,6.4970028761799075,2.996144212167904,5.497063154718468,1.8133908823014768,Iris-virginica
+115,5.484863207040117,2.3993830533063187,3.6293673779148987,0.9948146947434691,Iris-versicolor
+116,6.72457577639747,3.2552490826705616,5.706868844319941,2.1447563110611925,Iris-virginica
+117,6.300940975287584,2.726129246239623,4.904390825479347,1.7822436550082879,Iris-virginica
+118,5.891391116516527,2.9945927404415578,4.163241779932485,1.5043037714151413,Iris-versicolor
+119,5.208697783389191,3.3924863447894924,1.4022383973196473,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/29/test.csv b/iris/tab_ddpm/8_1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/29/train.csv b/iris/tab_ddpm/8_1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/29/val.csv b/iris/tab_ddpm/8_1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/3/synth.csv b/iris/tab_ddpm/8_1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d150a1069b0a7633847d6e38c8ca9b2a604037f5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.798297979521053,3.3909562500578816,1.5896467794879785,0.2,Iris-setosa
+1,4.502545807095034,2.305312107496559,1.296670888446971,0.30212930483627887,Iris-setosa
+2,6.482293643063263,3.033719255440106,5.485617245608821,1.804184810685553,Iris-virginica
+3,4.400000673085003,2.90034293646798,1.375272015790375,0.2,Iris-setosa
+4,6.291234194422075,2.8903624835033597,5.659975141275748,1.799306363381643,Iris-virginica
+5,5.471717656404774,2.415056793306967,3.525383388179458,1.0277520293278295,Iris-versicolor
+6,4.4,3.2025531131124017,1.2990764452245802,0.2,Iris-setosa
+7,6.022481747445581,2.710309163049965,5.087681862673908,1.6036861312324548,Iris-versicolor
+8,5.50970562136425,2.4012619431044797,3.8104093529711323,0.9993333653518462,Iris-versicolor
+9,7.245353129709139,2.899537548524412,6.252093583852077,1.790930319429442,Iris-virginica
+10,5.680449605859496,4.399998884208393,1.49958376342286,0.45368685369882455,Iris-setosa
+11,6.007544126416296,2.717747214683459,5.087168051124981,1.6167942748033537,Iris-versicolor
+12,5.51719751096536,2.3988276464832574,3.786883384040949,0.9853102663603245,Iris-versicolor
+13,4.94700793998185,3.497747350147471,1.3036006943423402,0.29535068850687907,Iris-setosa
+14,6.221164876698376,2.705081963609486,5.408892160810893,1.5822660071395696,Iris-virginica
+15,5.388119049917918,3.909148938749934,1.2965307839279614,0.43777744057634627,Iris-setosa
+16,4.400000480387171,3.1672500079983514,1.2981524956827277,0.2,Iris-setosa
+17,5.6195318236348015,2.9948806912393104,4.092131877385742,1.3121867325729553,Iris-versicolor
+18,6.686722990449647,3.2836201128814793,5.725551285571801,2.0838182153388405,Iris-virginica
+19,5.526709968451537,4.226382477447667,1.4075960310708713,0.2,Iris-setosa
+20,6.1185377660069715,3.0187686839790313,4.56353886208211,1.400730564681968,Iris-versicolor
+21,6.290790299510945,2.3018764974905603,4.475816070990049,1.3340215298640676,Iris-versicolor
+22,5.501637126598481,4.194865868578198,1.3752705229389082,0.2,Iris-setosa
+23,5.240901357506027,3.504342970077512,1.498227880777972,0.2,Iris-setosa
+24,5.1755760401397755,2.677794222566704,3.710479222609819,1.3896035602985244,Iris-versicolor
+25,5.394343195910928,3.8642330890035144,1.9376507003560712,0.4500259554295728,Iris-setosa
+26,6.579379048002261,2.989557378011881,4.388630767919082,1.3832109028689996,Iris-versicolor
+27,5.443670872590175,3.0037899781865334,4.475719732909447,1.4987038757328088,Iris-versicolor
+28,5.419804192359804,2.9922943536938202,4.500119151111452,1.509289732637256,Iris-versicolor
+29,6.298821603257336,3.4049372349654687,5.585255510097631,2.401080263292834,Iris-virginica
+30,5.808661374948712,2.7009420846895327,5.122448674319842,1.9159581242899197,Iris-virginica
+31,4.4,3.2022550520852335,1.299097761836767,0.2,Iris-setosa
+32,5.071153114072047,3.5127717751154757,1.3800199287847548,0.312657055943856,Iris-setosa
+33,5.1160538858392215,3.400309115410326,1.497290682028482,0.2,Iris-setosa
+34,5.104322469625355,3.319877169373159,1.6818141208244932,0.4586307739338844,Iris-setosa
+35,6.121649416275835,2.625300326635839,5.597922931451025,1.421289869381705,Iris-virginica
+36,4.6074689341703365,3.597162856190906,1.0,0.2,Iris-setosa
+37,5.8041728531194146,2.9999519154402323,4.158264860044882,1.339983320836225,Iris-versicolor
+38,6.291170818447687,2.5048288187097256,4.907615838963162,1.5046802027407151,Iris-versicolor
+39,6.911401401209341,3.209064067254817,5.725271834473241,2.297331100568464,Iris-virginica
+40,5.552929588218511,2.996134600565013,4.51778873382766,1.5074895840837939,Iris-versicolor
+41,6.094290462145973,3.005756414150591,4.600362337103993,1.4058538613903326,Iris-versicolor
+42,5.437455550524382,2.9971146234247366,4.47658156634488,1.4908401107414795,Iris-versicolor
+43,5.608539154336045,3.00775157270252,4.096238356549627,1.2956633527749926,Iris-versicolor
+44,5.480774818596844,4.2015171207737625,1.3877034138994326,0.2,Iris-setosa
+45,5.70697306691683,4.399998109996733,1.5003081226991213,0.45548839213030823,Iris-setosa
+46,6.371735326698396,2.896591014316782,4.302066335616699,1.2936981863341,Iris-versicolor
+47,5.4726860528699115,3.03681068603313,4.562158220139069,1.5218605995482102,Iris-versicolor
+48,5.271452665743947,3.6355250545083995,1.494946507980819,0.2,Iris-setosa
+49,4.4,3.1927533915612516,1.2831136331831217,0.2,Iris-setosa
+50,5.99876869063365,3.4119397709451937,4.499489041167552,1.6035635478229284,Iris-versicolor
+51,6.018974516348325,2.709913261535702,5.097478528919765,1.5705609809779364,Iris-versicolor
+52,7.7,2.7996206195995645,6.7,2.023719779126788,Iris-virginica
+53,6.721379689804607,3.1111113682357603,4.417461134357698,1.399613755397087,Iris-versicolor
+54,5.631176046662861,2.698879737794666,4.225073639506443,1.3026822542220795,Iris-versicolor
+55,6.385542152415892,2.6679256899969093,5.23855489798259,1.904177661822808,Iris-virginica
+56,5.360076339572711,3.9035591241808905,1.282418801891244,0.3728598663090073,Iris-setosa
+57,5.08755536981344,3.391908759425239,1.5081097426316954,0.2,Iris-setosa
+58,5.021103740987503,3.5120345385176486,1.33307799888754,0.30111757737868927,Iris-setosa
+59,6.688429861980017,3.0998504345675926,4.39405229298523,1.3910614517573379,Iris-versicolor
+60,5.402524193885184,3.394745953287356,1.686333877861619,0.2,Iris-setosa
+61,5.379587122384729,3.3978639198002085,1.6867828532702491,0.2,Iris-setosa
+62,5.104220872898383,3.400380990206805,1.5047676079264372,0.2,Iris-setosa
+63,5.3572397590622725,3.888089310345812,1.319494385153388,0.4073442751700977,Iris-setosa
+64,5.097593747837568,3.7956944134529405,1.6110832305627285,0.2,Iris-setosa
+65,5.602267310048749,3.002155123633512,4.516968653026117,1.5006288422133145,Iris-versicolor
+66,5.2403398938735135,3.5525022823783883,1.4945695237329026,0.2,Iris-setosa
+67,7.699998949136435,2.8172800440141845,6.699998626791973,2.0006632914089377,Iris-virginica
+68,6.436557459052652,2.921305848510766,5.4578876863970995,1.7329517578878306,Iris-virginica
+69,5.1475107169663445,3.558768027253296,1.4440721923619138,0.2,Iris-setosa
+70,4.564996886718287,3.588964820107044,1.0,0.2,Iris-setosa
+71,5.1000612354192505,3.7624843376968355,1.5796878874760325,0.42155832795489123,Iris-setosa
+72,6.304879201315893,2.305536591571012,4.359026958047555,1.3097700740470521,Iris-versicolor
+73,5.990476162751801,2.9945621087356527,4.912893632088241,1.8052554200078001,Iris-virginica
+74,6.097201567319921,2.5865292224346725,5.596174235128389,1.3826767003890874,Iris-virginica
+75,5.700419679095161,4.399999161821141,1.4950162968072052,0.46592483581619004,Iris-setosa
+76,6.074964555988618,2.995207348575332,4.5992019149833165,1.3991403115785424,Iris-versicolor
+77,6.402728991632472,3.207373778293443,4.497604604953099,1.513532429022545,Iris-versicolor
+78,4.595669820925682,3.398325466007393,1.3987345514857272,0.3022745001596315,Iris-setosa
+79,4.994783670596044,3.2976771840086307,1.3245248370711513,0.2,Iris-setosa
+80,6.496428245215436,3.022772992652422,5.501382291175119,1.79617192272316,Iris-virginica
+81,4.501418267016275,2.2918217445063167,1.3020036420874377,0.29885741396880333,Iris-setosa
+82,6.014450307207314,3.393031376641757,4.496548590911035,1.6013349913563657,Iris-versicolor
+83,6.383343707152738,2.8067603836751376,5.428486562230096,1.859618864421932,Iris-virginica
+84,7.7,2.826912082652565,6.699998557293025,2.0294873083669405,Iris-virginica
+85,4.90496378061972,3.1093100736229964,1.4895437618329397,0.10000014705171799,Iris-setosa
+86,5.391649306815307,3.9076129342906034,1.3044402611902008,0.4017250652759904,Iris-setosa
+87,4.900845985895717,2.3879680866252304,3.1573097724428285,0.9964420076321783,Iris-versicolor
+88,6.3372324452190885,2.6890122295709107,4.949070698596349,1.853137048513563,Iris-virginica
+89,6.311215210348692,2.2985537611843387,4.451338815008984,1.28426140382677,Iris-versicolor
+90,6.310080515796595,2.3025108623155583,4.4355662209512285,1.3003666493564576,Iris-versicolor
+91,5.479867292392467,2.6054137028759534,4.348523459222285,1.2175849416653892,Iris-versicolor
+92,5.356145610061413,2.6429113622946354,4.0871443183299405,1.3260900489121774,Iris-versicolor
+93,4.604528785156292,3.1931817843536807,1.3957897465395288,0.2,Iris-setosa
+94,5.325830886654315,3.726021781814356,1.5108905439734377,0.2,Iris-setosa
+95,5.8280721965027755,2.7233675250844516,5.109662969130174,1.885985277998625,Iris-virginica
+96,6.680095407807464,3.3093602447433335,5.712573216516577,2.267746614679831,Iris-virginica
+97,6.358129494481428,3.207761071383879,4.514201963233665,1.5083414905895358,Iris-versicolor
+98,4.989389948271798,3.182680021427719,1.1954158311654188,0.2,Iris-setosa
+99,5.3846843631138475,3.4179310690354394,1.6722781269479547,0.2,Iris-setosa
+100,5.514366100814798,4.2027241087781295,1.4024063794730794,0.2,Iris-setosa
+101,5.380693881646689,3.401070625977914,1.6869414162762988,0.2,Iris-setosa
+102,6.301086608475105,2.4947477979451205,4.8981687454541465,1.5067568624446015,Iris-versicolor
+103,7.326505670492288,2.899976680787845,6.302105895290923,1.7982631016567994,Iris-virginica
+104,6.8929139513785564,3.177573991130401,5.657740039518018,2.278921477276739,Iris-virginica
+105,4.5962880744000305,3.1996144665569295,1.4015871185688475,0.2,Iris-setosa
+106,5.910110890474999,2.996379218225253,5.131901476882584,1.795498888172872,Iris-virginica
+107,4.604924605809695,3.1948947279335713,1.3945958516384782,0.2,Iris-setosa
+108,5.891465381030707,2.983721433332162,4.166370529491751,1.4956075707190855,Iris-versicolor
+109,4.780631467689697,3.390420349658644,1.5973715452554367,0.2,Iris-setosa
+110,5.474295001189272,2.5920454396349815,4.442749287128181,1.097674035954545,Iris-versicolor
+111,6.284038826890818,2.471042764478858,4.883941679214892,1.4896826942867418,Iris-versicolor
+112,6.136520216403102,3.0083829848970884,4.604804971105626,1.388029981846099,Iris-versicolor
+113,6.285202382906843,3.4011307991589774,5.585115217681714,2.4113455539351993,Iris-virginica
+114,7.115877111261789,3.0024813022520367,5.933431514364478,2.099706982607238,Iris-virginica
+115,6.416887637580228,2.9100629600833567,4.258910481576539,1.2983115313681306,Iris-versicolor
+116,4.400000467833391,3.023729641362654,1.3438415176082312,0.2,Iris-setosa
+117,5.204385454811423,2.700354871284663,3.8201421219999228,1.4020503942024922,Iris-versicolor
+118,4.4,3.2188400543572286,1.28838633057453,0.2,Iris-setosa
+119,6.292115751732736,2.3000780252339705,4.369457461189994,1.2853033231510118,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/3/test.csv b/iris/tab_ddpm/8_1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/3/train.csv b/iris/tab_ddpm/8_1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/3/val.csv b/iris/tab_ddpm/8_1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/4/synth.csv b/iris/tab_ddpm/8_1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b99ab16c0d3949cfe6dd1d8ab08e0fa902de455a
--- /dev/null
+++ b/iris/tab_ddpm/8_1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.897545085654004,3.2131278183651943,4.807047975886926,1.7704578486142348,Iris-versicolor
+1,7.7,2.80212099423443,6.7,1.9672792512408739,Iris-virginica
+2,4.622314132504913,3.5921651539415826,1.000000530941169,0.2,Iris-setosa
+3,6.741782631905531,2.9982338014298984,5.480062859076799,2.091217075590903,Iris-virginica
+4,5.903989878002284,2.9982989172448478,5.108428736766597,1.7950431333613883,Iris-virginica
+5,6.051398613193829,2.6546525397712104,5.055017326835185,1.5758791636846525,Iris-versicolor
+6,6.361227081872003,2.495473027838096,4.912579058487158,1.5006685019071042,Iris-versicolor
+7,6.680240877913688,3.2964566595215516,5.6187216464429515,2.5,Iris-virginica
+8,4.967452677898304,3.4617916541056406,1.2466280469099806,0.2942674796077513,Iris-setosa
+9,5.650342693660728,2.9978886561336204,4.472419643092521,1.4966659726898426,Iris-versicolor
+10,4.609451915252375,3.4013379187634154,1.4055801798627057,0.29838915905876057,Iris-setosa
+11,6.384937360706575,2.9120207597006442,5.588825937776671,1.7577936598452721,Iris-virginica
+12,6.7291787351412315,3.1165333165937485,4.413435994712258,1.40100586505487,Iris-versicolor
+13,4.902566200776315,2.9962600396989183,1.401524695363268,0.2,Iris-setosa
+14,5.911981404504294,2.9968111403383775,4.214080731201349,1.4918832188252247,Iris-versicolor
+15,4.9882232775428905,3.4866901757394695,1.2912372630164732,0.3011921491195028,Iris-setosa
+16,5.988177684571646,2.6971397209224484,5.084151984621821,1.6038353185781913,Iris-versicolor
+17,6.481375766775962,3.1431403859058626,5.55029556511118,1.8694861120943365,Iris-virginica
+18,5.638021438070632,2.7121637584393747,4.169407389718642,1.3027896700906911,Iris-versicolor
+19,5.0106669587342045,3.31557593068346,1.3948544578748228,0.2,Iris-setosa
+20,4.610735787373391,3.2170125722029406,1.3940249920363672,0.2,Iris-setosa
+21,6.538535939028616,2.9643363563313403,4.361784496914435,1.379761778944377,Iris-versicolor
+22,5.692380829482259,4.399997415751232,1.500471507476812,0.4082193954014812,Iris-setosa
+23,5.3843102869715045,3.4056030089776446,1.6944324335529486,0.2,Iris-setosa
+24,5.384425900712865,3.0019691316335617,4.502235504762424,1.5120926571213482,Iris-versicolor
+25,5.897061823715751,3.2073237217103148,4.788186385514912,1.7849980884225947,Iris-versicolor
+26,5.131405781178383,3.396132520529686,1.5115597741657563,0.2,Iris-setosa
+27,4.603606580503256,3.642791455484902,1.0,0.2,Iris-setosa
+28,6.306220654393919,2.502665311375313,5.019246756729364,1.9056093934438214,Iris-virginica
+29,5.559365416403289,2.412949311665176,4.018182314640327,1.0827764780395102,Iris-versicolor
+30,4.900417363120086,3.115522265661536,1.5037520595682186,0.1,Iris-setosa
+31,4.502275829704112,2.299271544792646,1.3248315305320688,0.29672363103211996,Iris-setosa
+32,6.476989151678211,2.934520876795449,4.298654646454979,1.3422294389155278,Iris-versicolor
+33,6.390542997309326,2.8925671148393928,4.308986571958513,1.2967618783923793,Iris-versicolor
+34,4.9919732196123325,3.2876586314653538,1.4057884422284994,0.2,Iris-setosa
+35,6.307484851173166,2.5156690040307246,4.863592150993267,1.504639934627719,Iris-versicolor
+36,6.914632728061566,3.1561065940144117,5.663231313706248,2.2598213633481854,Iris-virginica
+37,6.345332671014185,3.4176406091101805,5.61762395374975,2.4024445762963045,Iris-virginica
+38,4.779769916322052,3.396944988180834,1.5861320862460013,0.2,Iris-setosa
+39,6.295288021381582,2.807593273252668,5.138099754344539,1.4988494198311442,Iris-virginica
+40,7.122860777726299,2.9906631022284067,5.961781365900214,2.0694002777257046,Iris-virginica
+41,6.309625176525687,2.9009345910464233,5.597196829614851,1.7943556239773208,Iris-virginica
+42,5.498267412423759,2.4021972638368916,3.7193413618756486,1.0612152919530868,Iris-versicolor
+43,5.6020575166637885,3.001383977420914,4.122161019590016,1.295710002190652,Iris-versicolor
+44,5.085136752907796,3.8193819114743874,1.5895118042622567,0.2,Iris-setosa
+45,5.096504425908517,3.792731412006505,1.5858846096247072,0.2,Iris-setosa
+46,4.493863195952847,2.3015316563133195,1.309956532472226,0.30657218995888136,Iris-setosa
+47,6.345896356589257,3.2382385291739326,4.491487859334215,1.496749207338031,Iris-versicolor
+48,5.341167899429002,3.420326951859987,1.6494581294361779,0.2,Iris-setosa
+49,7.054971837285766,3.010742475695723,5.900469768938488,2.1177479357472317,Iris-virginica
+50,6.323342536625988,2.5229669301280087,5.012438119209814,1.8991549986215004,Iris-virginica
+51,5.407877159491921,3.883622195550057,1.3007721404839687,0.45405479976261465,Iris-setosa
+52,5.997666582392011,3.0018513424288784,4.758965544463219,1.8046052330436955,Iris-virginica
+53,4.911238347101424,3.0976933673859173,1.5104150899604751,0.10000011247360492,Iris-setosa
+54,6.297045701024445,2.2972526979063788,4.401995142004853,1.2981953997981106,Iris-versicolor
+55,5.985763357708395,3.3828182410205354,4.480045120523656,1.6048590316801956,Iris-versicolor
+56,6.411304630582816,3.086414142680109,5.507759643316545,1.8014957923566872,Iris-virginica
+57,4.7811495493575755,3.3814766661378837,1.5882614623043574,0.2,Iris-setosa
+58,5.018021390196989,3.23429529667794,1.2406465357376626,0.2,Iris-setosa
+59,5.513953222171785,2.3987533259211835,3.4874674173776548,1.1153608024340755,Iris-versicolor
+60,6.011633684688652,2.2000003715297027,5.007734633837419,1.5142633537355854,Iris-virginica
+61,5.401509039949879,3.8731804937181336,1.6928890250825928,0.38804925822639164,Iris-setosa
+62,4.641592669722258,3.402914944072117,1.3898325933911457,0.305754917964018,Iris-setosa
+63,5.792160700489158,2.6803064153519296,5.109688977027384,1.9175663141940644,Iris-virginica
+64,5.501508582129338,2.4016306878165588,3.6576951887239324,1.0926822851255094,Iris-versicolor
+65,5.1107094812962695,3.3051093714796997,1.9358456336267071,0.5298037131303717,Iris-setosa
+66,7.6999972709160405,2.811371346265299,6.699997438910658,1.984312387870681,Iris-virginica
+67,6.295943044466155,2.3016535888160115,4.42506407654092,1.305492024776042,Iris-versicolor
+68,5.401088771232719,3.8840592463758035,1.786185367814157,0.43865534883277035,Iris-setosa
+69,5.7891311495707205,2.802944370694028,5.083900961134652,2.3948379793120576,Iris-virginica
+70,5.09848274747732,3.8039023004949817,1.8519449768870575,0.3960443204910199,Iris-setosa
+71,5.554695632647684,4.186707390715309,1.4007227777404,0.2,Iris-setosa
+72,4.993530658923316,3.2873346045506247,1.3793464882897193,0.2,Iris-setosa
+73,4.61040728927278,3.1907048577031625,1.3916636118716341,0.2,Iris-setosa
+74,5.220273631943896,3.5109657881397225,1.4988724482597757,0.2,Iris-setosa
+75,5.104712079092766,3.718021915513199,1.5500953403216757,0.4065826775411549,Iris-setosa
+76,6.609449050582938,2.9980442748476177,4.3701212437780725,1.4054860551337842,Iris-versicolor
+77,5.204719284817434,2.713086963939056,3.96627861579002,1.4096366619272573,Iris-versicolor
+78,6.483628012555109,3.1439947759214855,5.539948415233748,1.8368773863814702,Iris-virginica
+79,5.024156524138005,3.301235602767194,1.3246726546110372,0.2,Iris-setosa
+80,5.617628895733655,2.9969790879107694,4.507738033959247,1.49594457447483,Iris-versicolor
+81,7.120454590139338,3.001940079474047,5.951727012722946,2.0673054547226304,Iris-virginica
+82,6.293761428619394,3.394119273225294,5.583543166106596,2.400298190842988,Iris-virginica
+83,5.211200178971106,3.495109324550935,1.4927913088544822,0.2,Iris-setosa
+84,6.904889190691673,3.2056532447818933,5.724565037373014,2.3055884845029255,Iris-virginica
+85,6.306621934927551,2.524161823583913,4.994969781598525,1.8926261394822403,Iris-virginica
+86,6.715242759715621,3.290392835051229,5.722698929956382,2.1168791912228855,Iris-virginica
+87,5.0031830937269275,3.603929160308172,1.4025580790341268,0.2,Iris-setosa
+88,6.319733600823281,2.9079180754714935,5.6022023358496735,1.8098175702268076,Iris-virginica
+89,6.296620049574625,2.7909852065419614,5.130646559522508,1.5141916589561393,Iris-virginica
+90,5.799675344011047,2.6987092640036505,5.115323192303203,1.9019955161357815,Iris-virginica
+91,5.490988462753578,2.395011835537678,3.8428329632777816,1.0655330023106377,Iris-versicolor
+92,6.388352295504064,2.918202145303328,4.2951592229255136,1.2844866058387765,Iris-versicolor
+93,5.464940148012399,4.162451129763756,1.426106251045461,0.2,Iris-setosa
+94,5.603595708626945,2.710964804750733,4.209771627230983,1.3004328779699665,Iris-versicolor
+95,5.044833533177612,3.4292068579032415,1.3504666932914609,0.2472469789503146,Iris-setosa
+96,7.161730856821295,2.994727469451214,5.9252809761881,2.071579642392266,Iris-virginica
+97,5.6034748569261525,2.9977632809461983,4.48510241548358,1.5071813933758869,Iris-versicolor
+98,5.084708107209339,2.5054000746326364,3.0646178457235482,1.154484228340351,Iris-versicolor
+99,5.5028198581757986,2.6220031384669573,4.3497440301697585,1.2573385809738895,Iris-versicolor
+100,4.611393539253095,3.403846087267407,1.4055541271260432,0.28944547201526055,Iris-setosa
+101,6.0743622916715845,2.5914945734658916,5.591744598876802,1.4164895474401833,Iris-virginica
+102,4.400000491354705,2.920289205450033,1.3920260187893456,0.2,Iris-setosa
+103,4.606018306208462,3.599205872263689,1.000000499406588,0.2,Iris-setosa
+104,5.520979401924127,4.213023211260142,1.3929029870059504,0.2,Iris-setosa
+105,4.4,2.949258087093851,1.3922721930780235,0.2,Iris-setosa
+106,5.111079738605891,3.492114205703203,1.3919103876965409,0.31258006143138634,Iris-setosa
+107,5.091149071394145,3.7352177016330947,1.5252943098490823,0.45943349859613847,Iris-setosa
+108,5.7012388305702775,2.4995229791372227,5.000145714708089,2.0113067063658665,Iris-virginica
+109,6.705623316103039,3.310786393267428,5.70091105983574,2.1195021076452076,Iris-virginica
+110,6.3954069315356525,2.8919343138691285,4.291194753680105,1.2845979820458815,Iris-versicolor
+111,6.687374896353206,2.9937181887308077,4.992548222974962,1.7003616326126931,Iris-versicolor
+112,4.586707391556724,3.1905566996735693,1.4032458582170042,0.2,Iris-setosa
+113,7.699998933470127,2.81078092001943,6.6999986655048565,1.9878060529018364,Iris-virginica
+114,6.684526958937835,3.0034623406947754,4.9907021395753635,1.7214958825859275,Iris-versicolor
+115,6.1175795222268405,2.5893880937085747,5.625854233172776,1.4032779507253235,Iris-virginica
+116,6.266238399410621,2.5106234183982736,5.006709686769533,1.8902737314238356,Iris-virginica
+117,6.297590243689043,2.6371256114710113,4.923067060104695,1.8275083554587577,Iris-virginica
+118,7.7,2.824010741152118,6.7,2.0279139421239534,Iris-virginica
+119,5.5046527715702815,2.393264230075315,3.7985571168962737,1.0582891021183762,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/4/test.csv b/iris/tab_ddpm/8_1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/4/train.csv b/iris/tab_ddpm/8_1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/4/val.csv b/iris/tab_ddpm/8_1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/5/synth.csv b/iris/tab_ddpm/8_1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..00fb608f77fec81a1126f86c9daf024f84baaabe
--- /dev/null
+++ b/iris/tab_ddpm/8_1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4872803090096625,3.007539121217731,4.439032051364152,1.502264316676309,Iris-versicolor
+1,4.499778839693869,2.2946016760451347,1.315042900734781,0.2908510005431753,Iris-setosa
+2,5.172669531357266,3.4136841352286686,1.4168522110180282,0.2,Iris-setosa
+3,4.793911205854074,3.4028164115479154,1.5847659949376198,0.2,Iris-setosa
+4,4.789335115865827,3.398491182236289,1.5985479939466658,0.2,Iris-setosa
+5,6.41937135315971,2.6864338220549726,5.280163274004739,1.9075654969969615,Iris-virginica
+6,5.6148623046429655,2.6750895452828565,4.278215533551212,1.285185883223598,Iris-versicolor
+7,6.894874747775288,3.196438474703237,5.6988287315750785,2.3013321323030205,Iris-virginica
+8,6.872119266132741,2.990811593652766,5.542180927672084,2.0931987363502627,Iris-virginica
+9,5.975110044728433,3.4242048555288105,4.510735429477799,1.6074848330985014,Iris-versicolor
+10,4.603727545920816,3.5958431949879754,1.0000004120065702,0.2,Iris-setosa
+11,4.608603489732057,3.3995895303391928,1.3925642548295982,0.30356390433285935,Iris-setosa
+12,7.7,2.7544344459949723,6.7,1.9901119733962958,Iris-virginica
+13,5.123039633040669,3.7619440092263186,1.58189364400439,0.2,Iris-setosa
+14,5.365799104100587,3.4325140955318143,1.674556992639594,0.2,Iris-setosa
+15,5.0936828129710365,3.609452689753825,1.4833624670360994,0.3985875291076567,Iris-setosa
+16,5.698252283552233,4.4,1.4929205313184095,0.3912850701509757,Iris-setosa
+17,4.802592911716912,3.395712989773485,1.6081104460824565,0.2,Iris-setosa
+18,6.427699475169916,2.976779182780098,5.516164234991164,1.7942307474637307,Iris-virginica
+19,6.615995144975088,3.149491197602489,4.450439135580803,1.4292852390942297,Iris-versicolor
+20,6.6939305510379725,2.994015062961119,4.995320115570752,1.715954375042909,Iris-versicolor
+21,5.625161534465013,2.724699741874899,4.178539307995589,1.2927730211344808,Iris-versicolor
+22,4.590431068298024,3.58991304774688,1.0000004831931026,0.2,Iris-setosa
+23,5.159012634492644,3.474746100747823,1.4927788063780243,0.2,Iris-setosa
+24,6.016817261142128,3.004357272492906,4.778139819577495,1.7929331870896725,Iris-virginica
+25,4.400000563270808,3.2067198850242744,1.2871634648131411,0.2,Iris-setosa
+26,5.423629093648575,3.9015111367474336,1.3143879416655824,0.3729728434698589,Iris-setosa
+27,4.981365481678395,3.5983239092520862,1.3926622641104467,0.2,Iris-setosa
+28,6.376662392414086,3.2071647853841605,4.47237068051144,1.5039437231596504,Iris-versicolor
+29,5.8083331474825135,2.7943576415192006,5.108607297300026,2.3998874527807663,Iris-virginica
+30,6.287299963282533,2.8115098627162154,5.089253122955918,1.4936561133819202,Iris-virginica
+31,6.297188552663461,2.525757159179656,4.9882916178733705,1.900850165227931,Iris-virginica
+32,4.968136517394831,3.502974599389155,1.3002456938844111,0.29718772500467433,Iris-setosa
+33,5.98744871478407,3.387966165302769,4.47755640454284,1.58168832736527,Iris-versicolor
+34,6.29931703567271,2.8789995898498226,5.575742016541959,1.791941127148519,Iris-virginica
+35,4.400000585418834,3.1850706747888693,1.324152078816388,0.2,Iris-setosa
+36,4.586133512589615,3.3650746676816867,1.401401710196775,0.2772085573692068,Iris-setosa
+37,6.7172749258004885,3.244842433345037,5.68601797964129,2.192980423804785,Iris-virginica
+38,4.614432543293108,3.396800740734994,1.4079714952642541,0.2979819367288332,Iris-setosa
+39,5.494935369199282,2.387020577630116,3.8321602819280116,1.0792529901166974,Iris-versicolor
+40,5.509346566395284,2.435749004290515,3.665471457695113,1.0579962693249063,Iris-versicolor
+41,6.307992699526378,2.3026893937181696,4.414139023139083,1.3017270954578524,Iris-versicolor
+42,6.3858559983886956,2.717714108876643,5.325495637553106,1.8887530522956766,Iris-virginica
+43,6.381214230793003,3.0916616426722614,5.517073126492445,1.8137653214076446,Iris-virginica
+44,6.696474690200855,2.9983191813802343,5.012077611863216,1.7135854396344932,Iris-versicolor
+45,6.560142402771947,2.9889348918081184,4.426832396906359,1.415204559826275,Iris-versicolor
+46,5.409006713865136,3.401571396342106,1.8550542817731803,0.2,Iris-setosa
+47,5.213717389603316,3.4794339370605987,1.4936899951842395,0.2,Iris-setosa
+48,5.100483014454436,2.5096283779267115,3.0148756877762057,1.1449784561238365,Iris-versicolor
+49,4.578137263854387,3.5851198135654125,1.0,0.2,Iris-setosa
+50,5.705052924686226,2.502785694704327,5.001386052681497,1.9902327142139584,Iris-virginica
+51,5.510199039798137,4.197672926665143,1.3978761693000257,0.2,Iris-setosa
+52,5.405340865513776,2.9871496928922423,4.430403413352314,1.5125566677076177,Iris-versicolor
+53,5.377602223979316,3.899432245754723,1.6729630969345886,0.4470036247965508,Iris-setosa
+54,5.314241310186217,3.728876405222813,1.494105061394357,0.2,Iris-setosa
+55,6.727818351811976,2.9953594056438773,5.01782646373284,1.7256331670645926,Iris-versicolor
+56,5.09245536306006,3.7955384973123403,1.7390083000454897,0.38657474904218037,Iris-setosa
+57,6.926987668820271,3.202142298305959,5.655473562236173,2.311635292094729,Iris-virginica
+58,6.222730298753359,2.788779357290483,5.049523872830868,1.6174691346110013,Iris-versicolor
+59,4.9049928720874,2.991528735298532,1.3619740975252363,0.2,Iris-setosa
+60,5.163035499643914,3.375865719728377,1.38469003637596,0.2,Iris-setosa
+61,7.2558773246521024,2.901704911653407,6.295781852588126,1.7994834250367773,Iris-virginica
+62,6.419600606856511,2.9177096785771854,5.545171522805212,1.8283406254762975,Iris-virginica
+63,4.823973725894904,3.417298994723685,1.6072816518798891,0.2,Iris-setosa
+64,4.8815307099740135,2.987563621249301,1.3920110344415924,0.2,Iris-setosa
+65,5.820650577559126,2.7227008760859195,5.109755384819511,1.8790771926960883,Iris-virginica
+66,6.025656301875869,2.690784328394559,5.115022915420672,1.6035110915134603,Iris-versicolor
+67,5.909143569238508,2.993875654680993,5.14431633707289,1.7991721791581252,Iris-virginica
+68,6.302236580362912,2.803568999991488,5.077818093307934,1.503589944943055,Iris-virginica
+69,6.406886624623149,2.908961442549991,4.295857648947758,1.2938503394345662,Iris-versicolor
+70,5.79653765979818,2.813496249301668,5.09631005116197,2.4027430351698924,Iris-virginica
+71,5.86547749851735,3.204216079024461,4.800818961663896,1.8048554590990942,Iris-versicolor
+72,6.288492255992435,2.295382131781509,4.435663137767652,1.31371189510026,Iris-versicolor
+73,5.00584647637553,3.206885561765062,1.181335012412741,0.2,Iris-setosa
+74,5.21291133481791,3.444665003974042,1.400567117192853,0.2,Iris-setosa
+75,4.4000006433316985,3.187904933943897,1.2958465197883768,0.2,Iris-setosa
+76,5.695347129182296,2.9988488647866838,4.477949476075961,1.506730287758532,Iris-versicolor
+77,6.731420751181108,3.099242136904985,4.404983143584238,1.4007461499673237,Iris-versicolor
+78,5.089752137119159,3.798542702352047,1.606984517157838,0.2,Iris-setosa
+79,6.297445592151611,2.706622274706457,5.095162975773463,1.5579725371990958,Iris-virginica
+80,5.02158705028503,3.1958543565167057,1.179632076669484,0.2,Iris-setosa
+81,5.763673015505663,2.678126810940427,5.0914572301583485,1.9057936328170844,Iris-virginica
+82,5.499311293415516,2.6060678364178576,4.403654113452257,1.2627940658304453,Iris-versicolor
+83,5.412478700100003,3.0062421936702775,4.471224486029727,1.503461997253479,Iris-versicolor
+84,5.620282188097116,3.0049713065745784,4.105267284153644,1.3012071493020174,Iris-versicolor
+85,5.072367376610307,3.3862318928671606,1.4976593064660286,0.2,Iris-setosa
+86,5.104777385103806,3.30696527313269,1.8550171952214622,0.48595998820396363,Iris-setosa
+87,5.00377470491376,3.249401879126028,1.2636849908573518,0.2,Iris-setosa
+88,6.87853071381259,3.1982330147993494,5.698167985764118,2.2841851482778877,Iris-virginica
+89,4.823277121479026,3.4068526624113558,1.5902078647934696,0.2,Iris-setosa
+90,5.19340789484203,2.693228006123363,3.931629414350793,1.4050096590170726,Iris-versicolor
+91,6.678858997742845,3.0887040681153866,4.377433497173061,1.4050679496528478,Iris-versicolor
+92,6.338711635349093,2.907698528330677,4.319988624421743,1.3001088469229967,Iris-versicolor
+93,6.282740589167504,2.7061863351477276,4.899182457651929,1.7944267557454572,Iris-virginica
+94,5.003288396493567,3.4981109598477436,1.3068326306643168,0.3089854514029482,Iris-setosa
+95,5.488681350735824,2.394461930208833,3.732058805632673,1.0164719842289505,Iris-versicolor
+96,5.895454302696737,2.9971080290683183,4.2172669441656145,1.49659638574947,Iris-versicolor
+97,5.802763250481324,2.699630283364582,5.098281538918811,1.9202979393056683,Iris-virginica
+98,6.334679539018834,2.8293120028345795,5.163769323071386,1.5138860770902591,Iris-virginica
+99,6.126761991230374,2.9936653688099812,4.601004140293297,1.3957816131809546,Iris-versicolor
+100,5.887984078520011,2.9887307919665536,4.206331306567479,1.497146567106128,Iris-versicolor
+101,5.389766613239766,3.9075265639753107,1.2903251250503631,0.40483803309833666,Iris-setosa
+102,5.536397552015853,2.66657229195864,4.207548932765387,1.2855764528138234,Iris-versicolor
+103,5.117510386003658,3.443017912707954,1.5292678969357882,0.2,Iris-setosa
+104,6.323800942190329,2.474938141780553,4.857868671126223,1.4908016414736933,Iris-versicolor
+105,6.6486434996731,3.014726672868613,4.408489841366517,1.4064638675596914,Iris-versicolor
+106,5.521932455221177,4.21117134425471,1.3988245709938605,0.2,Iris-setosa
+107,5.696772238540668,4.3999989812467755,1.4851601775991947,0.3791558668562003,Iris-setosa
+108,4.400000521141297,3.1910447817922014,1.3129983271703956,0.2,Iris-setosa
+109,5.097056392222964,3.399797370440462,1.503022467533191,0.2,Iris-setosa
+110,5.992546366660334,2.9956919902624235,4.830431626768615,1.7951496921165435,Iris-virginica
+111,5.149033618070783,3.4506356875154798,1.5034973370857216,0.2,Iris-setosa
+112,5.48588203440228,4.2027414843525275,1.4027051395763406,0.2,Iris-setosa
+113,5.507242902153127,2.404605270951733,3.837290386403498,1.1398922420657032,Iris-versicolor
+114,5.82459902742768,2.76409133717077,5.1157141098862615,1.8813805051694994,Iris-virginica
+115,5.034503237822697,2.471147001879565,3.118300429824874,1.1537046128648818,Iris-versicolor
+116,6.090112210696255,2.604211485184575,5.588640483535334,1.407643827364938,Iris-virginica
+117,6.417745177994625,3.218735565529295,4.475068292000545,1.4919925030182333,Iris-versicolor
+118,7.117973028200743,2.969924934328506,5.979886714322086,2.026900484101013,Iris-virginica
+119,5.90162765668575,3.0100007878055246,4.18547422731233,1.503384010765811,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/5/test.csv b/iris/tab_ddpm/8_1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/5/train.csv b/iris/tab_ddpm/8_1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/5/val.csv b/iris/tab_ddpm/8_1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/6/synth.csv b/iris/tab_ddpm/8_1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..85820e17734b35df5901a9682f61e2346a464a14
--- /dev/null
+++ b/iris/tab_ddpm/8_1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.425868154585867,2.901481923885984,4.332947060457546,1.3073024622605942,Iris-versicolor
+1,6.297045535873895,2.8904322966297036,5.598316058918241,1.8041082605396221,Iris-virginica
+2,6.270652452835063,2.7037181423201266,4.917388269628054,1.776128957770841,Iris-virginica
+3,5.466043790906643,3.0061727872948163,4.506927128005126,1.5009776824453909,Iris-versicolor
+4,6.264299699986121,2.9380587793448023,4.417319886848574,1.3240670714125378,Iris-versicolor
+5,6.316897106495818,2.505693347220981,4.906759165035066,1.510827000503381,Iris-versicolor
+6,5.013722281905613,3.590931225799242,1.397852267675579,0.2,Iris-setosa
+7,7.7,2.7962811939594863,6.7,2.003969016228088,Iris-virginica
+8,6.443669187424429,2.97678635894362,5.520578272606913,1.8031345242197583,Iris-virginica
+9,6.735113493635386,3.2916649365175688,5.694150409825392,2.11845527970566,Iris-virginica
+10,5.384706807882277,3.8860325176656323,1.295823113466017,0.42263871430367883,Iris-setosa
+11,4.87116641381573,2.9942528807558033,1.3895079150072105,0.2,Iris-setosa
+12,6.818714670716379,3.0880022192206344,5.569003941007909,2.2042830475355903,Iris-virginica
+13,6.449968341298347,3.1860255447602674,4.557122593411175,1.4825248649616902,Iris-versicolor
+14,6.719941698723576,3.3082710806750955,5.696958054237573,2.0970450076805145,Iris-virginica
+15,5.823364674359607,2.7288201834259045,5.122434768999411,1.899490249482903,Iris-virginica
+16,5.1089710318563615,3.3101110121343273,1.684742284810869,0.537699788789263,Iris-setosa
+17,5.387486971407254,3.4448961044173387,1.654011030903946,0.2,Iris-setosa
+18,6.405418235295277,2.885499046075371,4.300625673687317,1.3049041164720214,Iris-versicolor
+19,5.41553850149551,3.935737465377051,1.8302921129825518,0.3846969000806588,Iris-setosa
+20,6.633750818347388,3.0473437552811675,4.397465334772184,1.4082571773703698,Iris-versicolor
+21,5.784660835166984,2.784985346781541,5.104043256809257,2.4009801228287175,Iris-virginica
+22,6.492144135355206,2.9990352451830993,5.505815451475055,1.8066253577180325,Iris-virginica
+23,5.001652463512877,3.303797663753941,1.4063127667262536,0.2,Iris-setosa
+24,4.903979218238501,3.034671083317641,1.384758904743441,0.2,Iris-setosa
+25,7.337409321932381,2.9028742663049005,6.349532843098037,1.753259304517151,Iris-virginica
+26,6.698903083873228,2.9986848486330904,5.007613765235747,1.7083438288784507,Iris-versicolor
+27,5.201049688353838,3.3929858454800828,1.3829061399393887,0.2,Iris-setosa
+28,6.000749360746174,2.9943489849007148,4.788777066223616,1.7996153874573335,Iris-virginica
+29,5.093995541225377,3.3030620332939673,1.7425149571739298,0.45677902257701536,Iris-setosa
+30,7.7,2.820967229762179,6.7,2.0079822743621687,Iris-virginica
+31,5.099595589691271,3.295152058366663,1.6877696791806498,0.4663842802518589,Iris-setosa
+32,5.909269714150011,3.204924397672237,4.8177665671269185,1.8151986457497862,Iris-versicolor
+33,6.294447962408103,2.5102961255712146,5.005352154836239,1.8933681552821369,Iris-virginica
+34,5.807750660685089,2.790972994981876,5.103178537169319,2.4048248202597016,Iris-virginica
+35,5.106245573331265,3.3279585997780403,1.6740830868386414,0.4243692500022641,Iris-setosa
+36,6.372362079026788,3.092948246657345,5.475353084783945,1.8063111855198788,Iris-virginica
+37,6.699010688548343,2.987625361561653,4.993636445394595,1.6964113335247255,Iris-versicolor
+38,6.616571495998718,3.0027461625254346,4.400926039748157,1.403448157161211,Iris-versicolor
+39,5.007940790109736,3.201785735363641,1.2096456313400927,0.2,Iris-setosa
+40,6.49050137158474,2.9958117888982025,5.463283466978103,1.792376498433185,Iris-virginica
+41,6.770673899567427,3.3104324071803015,5.693895278210066,2.5,Iris-virginica
+42,6.1147369463596695,2.5953533252006507,5.603052606795861,1.4230945015195433,Iris-virginica
+43,4.901109556346222,3.1161735506958066,1.4945743791619563,0.1,Iris-setosa
+44,6.669689124964467,3.0785396219591856,4.3838149047001425,1.4151004771712932,Iris-versicolor
+45,5.535544211052822,3.0012120831843787,4.485578222668837,1.5070151460236378,Iris-versicolor
+46,5.3022272878702825,3.668590662553135,1.506391165225281,0.2,Iris-setosa
+47,6.303018370713988,2.5615812329223884,4.954779358867089,1.8858356800873561,Iris-virginica
+48,7.293930268558082,2.910254304389305,6.299998762788375,1.789131060089163,Iris-virginica
+49,7.7,2.8102965168469565,6.7,1.9988587675715688,Iris-virginica
+50,4.400000478473011,2.9361754295524642,1.3908966831568776,0.2,Iris-setosa
+51,5.377346932063021,3.907613645198803,1.3067228895943108,0.38473838790393033,Iris-setosa
+52,5.105930729200258,3.764101742878834,1.6763349265890715,0.43623315430965903,Iris-setosa
+53,5.203719853951627,3.4703055216755514,1.414848853973591,0.2,Iris-setosa
+54,5.762327801718771,2.797146660016391,5.1158867856385415,2.39561291496779,Iris-virginica
+55,5.794181017262979,2.7726899118732256,5.089933774127017,2.3911742532703917,Iris-virginica
+56,5.680658040559862,4.4,1.4923517844792402,0.466823108103175,Iris-setosa
+57,5.095514176373007,3.8314419500063006,1.7849921986689261,0.3909641439343148,Iris-setosa
+58,6.09986420842668,2.5932150952568693,5.5799573847645005,1.4148765556966576,Iris-virginica
+59,5.214698397958986,2.6942795542790585,4.016479127911924,1.3983711062541804,Iris-versicolor
+60,5.14259124131203,3.3068309673875027,1.9716003009309078,0.3824108394454733,Iris-setosa
+61,5.798904339727407,2.6796674988641573,5.074173208933998,1.9252398358097438,Iris-virginica
+62,6.393099796110509,3.0718162780862706,5.4856736049063475,1.7980957617885585,Iris-virginica
+63,5.143247191284375,3.425387553815914,1.5000915939416006,0.2,Iris-setosa
+64,5.888357256670409,3.2045041583432896,4.7993688893940645,1.8030096427039375,Iris-versicolor
+65,4.400000465715365,2.8797821134964092,1.405083394168504,0.2,Iris-setosa
+66,5.949700384072243,2.200000472362131,4.968237587064006,1.4904925596987613,Iris-virginica
+67,5.549336864817134,2.9916567521157043,4.0934350894451335,1.2918615156022875,Iris-versicolor
+68,5.514193505899084,2.3956191373096685,3.7862332830325904,1.0699378748176747,Iris-versicolor
+69,5.3787783160905684,3.8753459592420403,1.7389584314890165,0.3915226142996566,Iris-setosa
+70,4.915777171882609,3.0596898204174723,1.373074486502512,0.2,Iris-setosa
+71,6.388708052923458,3.165563467808727,4.56640181264427,1.5258575963273797,Iris-versicolor
+72,5.885416428371753,3.204098996249674,4.798098039032824,1.7940350954557613,Iris-versicolor
+73,5.586616766308433,2.6878059793394726,4.202923140513155,1.2851630670252088,Iris-versicolor
+74,6.471548552512454,2.7968728282143815,5.436082642677051,1.8909624930831486,Iris-virginica
+75,4.898692815386712,2.4041956096328776,3.105407531695009,1.0112011705139485,Iris-versicolor
+76,6.336881061083161,2.719129029953951,4.898118238467305,1.81542380385734,Iris-virginica
+77,5.739584114346225,4.4,1.5338584615897388,0.65025247859323,Iris-setosa
+78,6.015302106626706,2.994997526074271,4.809119951951474,1.8039524054053937,Iris-virginica
+79,6.688613294271985,3.078144483054885,4.408234738322089,1.4082019146746045,Iris-versicolor
+80,5.096017639615553,3.298742287579738,2.1159978988720183,0.5281847971237241,Iris-setosa
+81,5.706916741295875,2.5263026513848335,5.01642434258865,1.9996149163759465,Iris-virginica
+82,5.384174414723081,2.9955410553506727,4.479951840405126,1.5053952078418134,Iris-versicolor
+83,6.013309020984995,3.3936744271434036,4.483921466574787,1.5987816797021563,Iris-versicolor
+84,5.181941191206279,2.662981326154781,3.8463962270481202,1.37107863311526,Iris-versicolor
+85,5.799233242602519,2.704882404822696,5.109748867160372,1.8946382283849783,Iris-virginica
+86,7.7,2.8114606236817203,6.7,2.046953671290494,Iris-virginica
+87,5.202705213144114,2.697518365656855,3.9105631284573903,1.3947276606712267,Iris-versicolor
+88,6.8293066986192175,3.0051236854736763,5.528733038151969,2.084589904199379,Iris-virginica
+89,6.098748017923212,3.002784342738154,4.538746159310049,1.3979123525259527,Iris-versicolor
+90,6.311091643894158,2.6882958477953984,4.909752435978925,1.8066427432065424,Iris-virginica
+91,5.401836791548544,3.8786215944444677,1.8076342263514973,0.3965129565829827,Iris-setosa
+92,5.813197802825256,2.8022292120992884,5.129779735044929,2.406176554572682,Iris-virginica
+93,4.899587425747777,3.094279331900764,1.5101919272294324,0.10000011157465345,Iris-setosa
+94,7.7,2.8123839540544373,6.7,1.9516456283078583,Iris-virginica
+95,6.93981421125167,3.183771126199518,5.741788444890451,2.3100171416552806,Iris-virginica
+96,6.461317271338992,3.177887843215931,4.481739905139646,1.4847121121443878,Iris-versicolor
+97,5.985719065967556,2.200000335505503,4.9987408289200115,1.495346581377681,Iris-virginica
+98,6.298765889770036,2.2963205269584295,4.405833742680354,1.303600485645623,Iris-versicolor
+99,5.398168076266081,3.401202866313347,1.699522779424229,0.2,Iris-setosa
+100,5.086592323921568,3.3952691252209863,1.5226645740255338,0.2,Iris-setosa
+101,6.095871976938694,2.5928403588479805,5.648849243878677,1.409316909395075,Iris-virginica
+102,5.082359533163343,3.272753576048629,1.6843961121058169,0.4834600886167198,Iris-setosa
+103,6.105053220539013,2.998260332284842,4.5898459564140905,1.4079717742390294,Iris-versicolor
+104,5.916795973781003,3.004185658837773,4.22220466812308,1.5009613598292957,Iris-versicolor
+105,5.4963235706230344,4.202525889442766,1.396158361332204,0.2,Iris-setosa
+106,5.109350501808162,2.502216217170831,3.006087780869981,1.0503980888159061,Iris-versicolor
+107,5.108853451823141,3.3082539943510976,1.7914394920565737,0.4096939324089536,Iris-setosa
+108,5.501730173715739,4.190023160804627,1.4004972990583315,0.2,Iris-setosa
+109,6.290684649884842,2.2891096971278713,4.376328594967411,1.2922528284233137,Iris-versicolor
+110,5.403697650840974,3.0002224489103,4.497267414572742,1.5031097894576613,Iris-versicolor
+111,5.416282237192638,3.398393778497164,1.8384750493765027,0.2,Iris-setosa
+112,7.7,2.7955294769865575,6.69999900082803,2.0072282998748956,Iris-virginica
+113,6.302754658891318,2.50084785795492,5.00763560223082,1.8909371011703562,Iris-virginica
+114,7.287625958868777,2.9034285603177636,6.2730216163230414,1.8106914990121141,Iris-virginica
+115,6.441802525199656,3.068642019104831,5.497985400373361,1.7945517872356729,Iris-virginica
+116,5.527430665570664,2.3985345583402573,3.79607552232289,1.1107613024858831,Iris-versicolor
+117,6.510222866291206,3.0281472007874854,5.46093710273811,1.8199610778386022,Iris-virginica
+118,6.389448889155852,2.950812604414078,5.548840707781518,1.792259788989026,Iris-virginica
+119,6.418714598332168,3.0971829796683683,4.697117025229541,1.5216899934488546,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/6/test.csv b/iris/tab_ddpm/8_1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/6/train.csv b/iris/tab_ddpm/8_1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/6/val.csv b/iris/tab_ddpm/8_1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/7/synth.csv b/iris/tab_ddpm/8_1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c47273de50bf978182857077f664d461e6b56b7e
--- /dev/null
+++ b/iris/tab_ddpm/8_1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.50264142010104,2.2963152159185807,1.2957597732092,0.2929850959326883,Iris-setosa
+1,4.585520440474514,3.199623066493976,1.4013240858155631,0.2,Iris-setosa
+2,6.889579692138609,3.00897401206329,5.518430721819104,2.122660478610886,Iris-virginica
+3,5.6491192385324265,3.0107082205424693,4.1327047003476265,1.3441088479306937,Iris-versicolor
+4,5.964917466149831,2.2,5.004579772417351,1.5105942221578295,Iris-virginica
+5,6.306338817682506,3.392824474720522,5.596811250084625,2.4052262357218654,Iris-virginica
+6,5.031532502968745,3.4982282273415306,1.3354073045448,0.29483922561183384,Iris-setosa
+7,5.547828820475673,2.6440632567946265,4.321148774188296,1.2678960988938774,Iris-versicolor
+8,6.280964086420966,3.413417830278902,5.589178076809271,2.4045599053738833,Iris-virginica
+9,5.896315413857189,2.9995785303343876,5.107534215487202,1.79821344576845,Iris-virginica
+10,4.400000653330752,2.9092927114367737,1.4007559022122142,0.2,Iris-setosa
+11,4.905648529283213,3.1092839220492703,1.493532930253036,0.1,Iris-setosa
+12,5.097231835961995,3.763137315578961,1.5805101811811217,0.2,Iris-setosa
+13,4.614648563294506,3.6082724939327475,1.0,0.2,Iris-setosa
+14,5.094373261753901,3.7884020353797316,1.6957546196382403,0.4515641443899203,Iris-setosa
+15,6.113475615350563,2.592411007972678,5.594740061609523,1.4016177359757453,Iris-virginica
+16,4.400000566519298,2.914743676378263,1.4016635655989966,0.2,Iris-setosa
+17,6.684114790020689,3.2722145433677774,5.712400448068909,2.4999994014429836,Iris-virginica
+18,5.399718209786715,3.8964913331832425,1.3008648356825336,0.3826995415898173,Iris-setosa
+19,5.81356495540337,2.7114330381669056,5.114767319484317,1.890185104373404,Iris-virginica
+20,7.7,2.783257550617812,6.7,1.9714935383058967,Iris-virginica
+21,7.0292017950972925,3.0047813314763667,5.817661295631226,2.1472547504498,Iris-virginica
+22,6.10951123873745,2.9941745025035384,4.635239833395707,1.3920460060611852,Iris-versicolor
+23,4.873979507505705,3.1018027289742176,1.4933007025433163,0.1,Iris-setosa
+24,6.3246777991604715,2.671556454941641,4.902293547197932,1.8063645500740837,Iris-virginica
+25,5.98872612119207,3.0077188484033472,4.903450431076269,1.7821582210807654,Iris-virginica
+26,7.277763890110777,2.889211402821849,6.317405762110368,1.808099093522384,Iris-virginica
+27,7.295392552603254,2.8804730848865594,6.292903323209536,1.8027933780141543,Iris-virginica
+28,5.036315263563113,3.503006855280681,1.3320579232657839,0.32063495514799883,Iris-setosa
+29,5.788258739666972,2.702540661617219,5.091453759101398,1.9035830427378608,Iris-virginica
+30,6.334717049998653,3.012817882680334,4.5472824584454745,1.404261479851562,Iris-versicolor
+31,5.505881006408919,4.207288747756537,1.3864678422663599,0.2,Iris-setosa
+32,5.496207231075799,2.392251536933314,3.8077064997585772,1.0694119370043493,Iris-versicolor
+33,6.088154918617426,2.6195221126246198,5.512660368923668,1.468677193295687,Iris-virginica
+34,5.487101317553217,4.204509504120666,1.394270531171925,0.2,Iris-setosa
+35,4.400000451575952,3.227923389304661,1.3244090139267775,0.2,Iris-setosa
+36,4.873499625068513,2.9954862021914774,1.4021808698752747,0.2,Iris-setosa
+37,5.154282033554039,3.4509302380611357,1.5061528087846987,0.2,Iris-setosa
+38,5.963582682419446,2.2000003193445443,4.9991681406635555,1.50654911028234,Iris-virginica
+39,4.874818013181153,2.9949412945160905,1.3902253374763713,0.2,Iris-setosa
+40,6.695325678747276,3.0910311015927676,4.408285437098037,1.4086585483774572,Iris-versicolor
+41,7.7,2.8109596017514393,6.7,2.0055678021994803,Iris-virginica
+42,5.201265760943402,3.4010624506927196,1.364046320361177,0.2,Iris-setosa
+43,5.571799965456153,2.9983676329840536,4.508129188627342,1.491637581559677,Iris-versicolor
+44,5.350914298146942,3.831900740599579,1.3133990282159222,0.3930792475277123,Iris-setosa
+45,5.010432986905153,3.61703371537801,1.4015583961244527,0.2,Iris-setosa
+46,6.299983795006771,2.503773988196238,4.991607837347484,1.9032824954639023,Iris-virginica
+47,5.223922352097409,3.3975494146029237,1.4024824480645472,0.2,Iris-setosa
+48,5.58786728885336,2.9968685118892138,4.12412519238544,1.2982467311127746,Iris-versicolor
+49,6.897754960554502,3.1843224579596012,5.666095287256651,2.3046245335538824,Iris-virginica
+50,4.58212587643612,3.6069290166186,1.0000004048072582,0.2,Iris-setosa
+51,6.134671487740939,3.0062727672175837,4.614730646225122,1.3944664088917487,Iris-versicolor
+52,4.585266641557967,3.40090190805587,1.399890627509048,0.30699026671463825,Iris-setosa
+53,6.327769885726072,2.497018420083166,5.000458783644962,1.8987051137351187,Iris-virginica
+54,7.299181145839002,2.9005734578226146,6.280897209102709,1.7630895453318605,Iris-virginica
+55,5.886737412914124,2.9990700699151365,5.0852917248352805,1.8009970685397385,Iris-virginica
+56,6.102325495413439,2.609314676457227,5.5836549186321465,1.397643266664784,Iris-virginica
+57,6.103932891247485,2.6082559886308223,5.628040839159323,1.3785553330369313,Iris-virginica
+58,7.7,2.771157596099932,6.7,2.0388321433792,Iris-virginica
+59,5.792025688262248,2.7104704152162036,5.128397370891565,1.8957213752700879,Iris-virginica
+60,7.2722093737124,2.9191584823520134,6.268776244708909,1.8209260836452643,Iris-virginica
+61,5.499343842024697,2.3900117570067847,3.802477466105419,1.0578962083611438,Iris-versicolor
+62,5.814610958234149,2.7226605915806443,5.113160950276132,1.8958673394182974,Iris-virginica
+63,5.498569159572912,2.393167676973837,3.9288689838248203,1.0026119924439292,Iris-versicolor
+64,5.590255629420858,2.9944333457157954,4.091707612226158,1.29332846077046,Iris-versicolor
+65,5.090839327741499,2.4952963366978085,2.860797777991086,1.1110741766692862,Iris-versicolor
+66,5.185168484778559,3.4659143006438105,1.4999616524068762,0.2,Iris-setosa
+67,6.008699893700457,2.6938912436624025,5.1086638371535855,1.6113304181197494,Iris-versicolor
+68,5.46953661101005,2.998657182869885,4.523927263962242,1.495469648071341,Iris-versicolor
+69,4.987921763655824,3.591931019639545,1.4019445129254786,0.2,Iris-setosa
+70,5.098977798989511,3.821937520834477,1.592239557903505,0.2,Iris-setosa
+71,6.2587560110022675,3.2474433243229153,4.501965590716906,1.541519808820958,Iris-versicolor
+72,5.400486676847157,3.867809084749233,1.9545671363100636,0.4145730525553344,Iris-setosa
+73,5.725179356340074,4.4,1.5203703981701777,0.6512279490709787,Iris-setosa
+74,5.380489299199393,3.863964125846669,1.673502501223075,0.4313743102286217,Iris-setosa
+75,5.984999326991007,2.2000002771503513,4.9967017297191525,1.4810835439978196,Iris-virginica
+76,4.608122366655328,3.6027315736069743,1.0000003647077682,0.2,Iris-setosa
+77,6.299742514672326,2.300043403039538,4.396628768867272,1.2934849444774124,Iris-versicolor
+78,6.128236838172738,3.3141682678767457,4.475782793241461,1.5575084229909328,Iris-versicolor
+79,4.400000459400932,2.902704801910444,1.405043815301678,0.2,Iris-setosa
+80,6.693150500390908,3.3074479508455674,5.598917797691389,2.499999451631169,Iris-virginica
+81,5.904197720415378,2.991645847759926,5.091991332252961,1.8084039666183471,Iris-virginica
+82,5.78520707028675,2.6916528920549077,5.098480169162571,1.9069361593870642,Iris-virginica
+83,7.7,2.7963328296704626,6.7,1.9791115035381381,Iris-virginica
+84,5.44266059748682,3.888181415970508,1.7035940616490612,0.3938062250856357,Iris-setosa
+85,5.78473323403196,2.708089298975853,5.1192968341965654,1.890432644306776,Iris-virginica
+86,4.720561355716593,3.445990922419102,1.4359542626484896,0.3114263451094967,Iris-setosa
+87,7.169065476823183,2.9799312253446533,5.98586730880918,2.0598088211998236,Iris-virginica
+88,4.586579987097862,3.4166467907342493,1.40013361267804,0.27450328509932986,Iris-setosa
+89,5.085889443791089,3.8177248766928957,2.0842684579465836,0.3962791028098255,Iris-setosa
+90,5.895985486620122,3.1959270993717004,4.808916564937929,1.7996430093025673,Iris-versicolor
+91,5.008400077413582,3.285983080247475,1.3321441266508602,0.2,Iris-setosa
+92,5.0216215149523915,3.503091123949325,1.3128725674175024,0.2958062671645834,Iris-setosa
+93,6.112632806167053,2.998024738029393,4.634987758219919,1.4055199737673973,Iris-versicolor
+94,5.574820901782365,2.6914003969150224,4.194628231544694,1.3009880669997829,Iris-versicolor
+95,5.401925408372598,3.906666550706034,1.2991597491159625,0.38844154941934095,Iris-setosa
+96,5.787163461467797,2.699223050926939,5.095270908512192,1.9202582174802003,Iris-virginica
+97,6.748656133753578,3.3218421012550747,5.700959375007622,2.5,Iris-virginica
+98,5.12603070666958,3.401784562491451,1.4383352089056398,0.2,Iris-setosa
+99,5.21673397521122,3.731915750226011,1.4303970960329269,0.38608065421458093,Iris-setosa
+100,6.296872292537852,2.537539299109263,4.950917901002646,1.8550764936294504,Iris-virginica
+101,5.099810359088096,3.386444389727861,1.495024974532086,0.2,Iris-setosa
+102,5.49622513954009,2.997242714223153,4.494944101262098,1.5024736815843929,Iris-versicolor
+103,7.324053125990641,2.895939229919265,6.307129199366219,1.7891509224074027,Iris-virginica
+104,6.295496956587551,2.4821988935572605,4.895016041366433,1.494565269399905,Iris-versicolor
+105,5.089064316311372,3.6999890399249526,1.4780388405991387,0.399450818326019,Iris-setosa
+106,5.788427841378445,2.6976031394210978,5.102485200878365,1.890308732453736,Iris-virginica
+107,5.998512035843912,3.4132120786669344,4.513060321058579,1.6228572270173256,Iris-versicolor
+108,5.509831293908387,2.395079034082258,3.9102865373256845,1.1462168940089597,Iris-versicolor
+109,6.305683553845072,2.81808106286814,5.118894424105143,1.5142386166855057,Iris-virginica
+110,5.883719843845831,3.1973059076649903,4.791288181985558,1.7887379156734986,Iris-versicolor
+111,5.107357139904599,2.5022957526778677,2.974287121494058,1.0726138071108218,Iris-versicolor
+112,6.60092916841241,3.3352923267325383,5.675162255662096,2.2320338523532017,Iris-virginica
+113,6.508923088143108,3.0089841356353593,5.501222911219559,1.7929375665142702,Iris-virginica
+114,5.866588385713844,3.2060244503097657,4.7786629198173145,1.8001470168801594,Iris-versicolor
+115,6.106824611877579,2.600897592762175,5.602599658774631,1.420459229088243,Iris-virginica
+116,5.998494003989869,3.4289577333164005,4.509399688646842,1.618070590127853,Iris-versicolor
+117,5.898935378293931,3.0004023676811635,5.123705298180917,1.7910631095306244,Iris-virginica
+118,7.2891276038960084,2.9033839233857597,6.276447718524249,1.816994727934224,Iris-virginica
+119,5.312078308815325,3.7082641659768094,1.5011883171069234,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/7/test.csv b/iris/tab_ddpm/8_1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/7/train.csv b/iris/tab_ddpm/8_1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/7/val.csv b/iris/tab_ddpm/8_1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/8/synth.csv b/iris/tab_ddpm/8_1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b30ea6b9da2a278f65b29b9b1e9972e4e2b709ea
--- /dev/null
+++ b/iris/tab_ddpm/8_1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.298922577963396,2.7066438107622233,4.884532540576006,1.7935572248777736,Iris-virginica
+1,5.411493761236144,3.007190325711102,4.551610940382322,1.5021838035382649,Iris-versicolor
+2,5.239712421886595,3.5455545967391515,1.5092932986845427,0.2,Iris-setosa
+3,5.110530105619487,3.796727650513644,1.5970636733272237,0.2,Iris-setosa
+4,6.405327592552024,2.9008671811300513,4.295627142654477,1.298382168166848,Iris-versicolor
+5,5.100599014992851,3.411644998791439,1.4972801341958317,0.2,Iris-setosa
+6,6.289651959464851,2.300074650806433,4.436636291526543,1.2988264463079402,Iris-versicolor
+7,5.412210251081269,3.9172191306412967,1.3035315235579645,0.45766685631277626,Iris-setosa
+8,6.023044709374777,2.9808624869544476,4.485997091190662,1.4061744043586741,Iris-versicolor
+9,6.478763273410538,3.023188425134947,5.506300616682712,1.782150735031049,Iris-virginica
+10,4.4972582268674435,2.304252816752685,1.303923362826057,0.2943455566768377,Iris-setosa
+11,7.302249203635671,2.9248201032035577,6.2703537152324875,1.8831101695647563,Iris-virginica
+12,4.512736239455936,2.300114553729716,1.3037452981311153,0.30208983053460464,Iris-setosa
+13,6.29501106474475,3.423155065360821,5.59552033624417,2.3891500601955493,Iris-virginica
+14,5.023396621408781,3.507259047417907,1.3123346607756976,0.30296927377185673,Iris-setosa
+15,6.296102878487439,2.293301759652603,4.417751503173194,1.3050049243862538,Iris-versicolor
+16,5.107736733931735,3.814622205142902,1.7812702965234877,0.4316638568068276,Iris-setosa
+17,5.09235657441381,2.505511694778023,3.097191155597629,1.107600448407796,Iris-versicolor
+18,5.880377901739723,3.2114416574875824,4.771457534208631,1.801997994859394,Iris-versicolor
+19,4.984258836578361,3.2142689712982038,1.183260121058248,0.2,Iris-setosa
+20,6.032629334075281,2.200000331503056,4.978371233518037,1.5197334334474566,Iris-virginica
+21,6.124935512194399,2.5992920455400093,5.600442515276218,1.4081868757714036,Iris-virginica
+22,5.668718571390774,2.4894081710945257,4.99674828099354,1.986631128032357,Iris-virginica
+23,6.271844965085808,3.388496592908188,5.68408706279905,2.3999802768779817,Iris-virginica
+24,4.610187773036866,3.629136286751736,1.0,0.2,Iris-setosa
+25,4.79421276104709,3.4001111476389396,1.6260592484556056,0.2,Iris-setosa
+26,5.398056954324686,3.410764105137723,1.7527704992896864,0.2,Iris-setosa
+27,4.8031844447283065,3.4159322893160615,1.5977711103080534,0.2,Iris-setosa
+28,6.697538883959193,2.9898650335835453,4.9927495701069216,1.7019257642120174,Iris-versicolor
+29,6.286168583340358,2.4924235780236534,4.997877202797946,1.9007675445301604,Iris-virginica
+30,7.7,2.8102153431725165,6.7,2.0272475636459113,Iris-virginica
+31,4.4,3.2009645402263973,1.2899781616419603,0.2,Iris-setosa
+32,4.80250283867228,3.3950871521031893,1.5963599957146635,0.2,Iris-setosa
+33,5.798482967274823,2.6864627573372872,5.083192848666238,1.911965565678737,Iris-virginica
+34,4.9216615003331965,2.4149270546375536,3.3033386676069347,1.1061265019436246,Iris-versicolor
+35,5.8113535689752185,2.709174875837228,5.143931294373196,1.900939803684195,Iris-virginica
+36,6.6705777011469465,2.930332584917392,5.511531161317194,1.9867453943275226,Iris-virginica
+37,5.27936052632236,3.6182493188607476,1.4880951289716198,0.2,Iris-setosa
+38,6.310130200256645,2.300942122536124,4.443492559537166,1.3003911676043645,Iris-versicolor
+39,5.144460854916405,3.434647128734568,1.5165337491842177,0.2,Iris-setosa
+40,6.395447156252113,2.9251934580730095,4.3545940768795095,1.3179151525111614,Iris-versicolor
+41,5.159093146984584,3.7467198788017964,1.5093417135843994,0.40583075017533266,Iris-setosa
+42,4.580016455042994,3.41644047991236,1.3911003157835713,0.3047582761791784,Iris-setosa
+43,5.975803297521515,2.70153264015392,5.114497806470786,1.614247255452871,Iris-versicolor
+44,5.881115886014322,2.9996242142657943,5.091732452836995,1.8102446916626405,Iris-virginica
+45,5.498514504209128,4.161626509437777,1.4007605236956486,0.2,Iris-setosa
+46,4.9183069502561985,2.409889726824142,3.6827945069361814,1.0367163043445689,Iris-versicolor
+47,6.2941055097508265,2.7939435731013167,5.127152192407259,1.497509161558615,Iris-virginica
+48,6.298402500623105,2.8199286166423354,5.097744305107318,1.5033620956636087,Iris-virginica
+49,4.400000544450291,3.206491287748655,1.3306412136288566,0.2,Iris-setosa
+50,5.886910407318619,3.2019016054879263,4.7994816122386545,1.8107688224172809,Iris-versicolor
+51,5.009356919787475,3.593622119606147,1.398715454521822,0.2,Iris-setosa
+52,6.312686740261932,3.402532851347033,5.647009816360814,2.383824112776411,Iris-virginica
+53,5.041512683679484,3.3371018867976603,1.4087334823296578,0.2,Iris-setosa
+54,5.282705452393129,3.6647488837500264,1.5191250243332037,0.2,Iris-setosa
+55,6.298839177203824,2.29707981251669,4.397517940703088,1.2867886086905036,Iris-versicolor
+56,6.004041108413376,2.7057825706146605,5.099765070173828,1.5988740450387997,Iris-versicolor
+57,5.23482543752695,2.671745715944882,3.948533627542762,1.3604682266801877,Iris-versicolor
+58,7.2818234244474365,2.913655653570715,6.263835715671375,1.8260782585455753,Iris-virginica
+59,5.8944627597876895,3.2136693021503038,4.787996139817963,1.8129907666387082,Iris-versicolor
+60,4.8616668890628985,3.3988562524004187,1.61530309578755,0.2,Iris-setosa
+61,6.278363505582554,2.910772694121786,5.60431440543944,1.8023060109474245,Iris-virginica
+62,5.749137860304816,3.01360621038462,4.101035698574742,1.3923685714548324,Iris-versicolor
+63,6.68874982449704,3.1014393090108934,4.40296137286417,1.4029158818326348,Iris-versicolor
+64,5.045129666382436,3.50899011128175,1.3658589348052448,0.3134525420074611,Iris-setosa
+65,5.389133900541871,3.3995438534467355,1.7867529453139788,0.2,Iris-setosa
+66,5.450508200362798,2.9985253510944023,4.426944258304578,1.5042169496957034,Iris-versicolor
+67,5.97633213505632,3.0049676321894054,4.787462102563564,1.788742542980676,Iris-virginica
+68,7.7,2.7646515765826987,6.7,2.0160400858162784,Iris-virginica
+69,7.6999990077900335,2.7797510656749798,6.7,1.988140604469872,Iris-virginica
+70,6.022343304105626,3.0116764738013697,4.779692405537924,1.7944390720731662,Iris-virginica
+71,5.903091441668835,3.195289684487033,4.813043652416928,1.8132525037703722,Iris-versicolor
+72,5.9873699471584985,3.3942100675516333,4.521347912015145,1.605344860083577,Iris-versicolor
+73,4.600942304190659,3.587951672709365,1.0000004733572816,0.2,Iris-setosa
+74,4.764265898276023,3.34257916200443,1.4965651944692955,0.2,Iris-setosa
+75,5.515467158730878,2.6033279148781694,4.41586283950928,1.2586914004369316,Iris-versicolor
+76,6.679474850352037,3.2947104596844743,5.664285983956799,2.063880223567233,Iris-virginica
+77,5.199296468465796,2.709698655893625,4.014268261024737,1.4177211956976339,Iris-versicolor
+78,5.988573645131997,2.20000032040077,5.009102956100683,1.4912862047612003,Iris-virginica
+79,6.894605688503028,3.179115608978714,5.689879887901921,2.2864485238493626,Iris-virginica
+80,4.979172340549894,3.275515596934813,1.348785598144766,0.2,Iris-setosa
+81,6.319036993975344,2.882231044680203,4.315331017296862,1.272215374633042,Iris-versicolor
+82,5.834563862155605,3.1874559507594533,4.7920290639266,1.7697455876507846,Iris-versicolor
+83,5.619007486442238,3.004167044459852,4.149467720962518,1.2926673147353127,Iris-versicolor
+84,6.938052164998557,3.217347562314265,5.742341101176008,2.3191805520918902,Iris-virginica
+85,5.991656790026218,3.4092911239485426,4.518440468971336,1.5868770985367076,Iris-versicolor
+86,4.591143636423622,3.191798413732132,1.4035756855031691,0.2,Iris-setosa
+87,7.280209690006364,2.90262139911971,6.297884662411089,1.806274027712561,Iris-virginica
+88,5.895249796500882,3.0045939941481277,4.216492134193692,1.5027137704274522,Iris-versicolor
+89,5.082821183940161,2.4947340688957906,3.0716273486844217,1.0528051430599725,Iris-versicolor
+90,5.142614070914263,3.509376748513719,1.4115669123337893,0.29035682162252524,Iris-setosa
+91,4.670794811931389,3.427328042653681,1.3587702280631744,0.32690226826839036,Iris-setosa
+92,6.674526023722071,2.997080326119796,4.994679311068972,1.6981882626732,Iris-versicolor
+93,6.5355710454239,3.160214561780947,4.483420901888129,1.4568686192720186,Iris-versicolor
+94,4.905737712772796,3.021475694712705,1.3772001476939748,0.2,Iris-setosa
+95,5.526977111191947,2.3961475716526404,3.7817688606368947,1.0254744845843895,Iris-versicolor
+96,5.9933216205379205,3.397556741377468,4.535645137300967,1.6375952991328144,Iris-versicolor
+97,5.39028882650084,3.402921048393777,1.686240774897813,0.2,Iris-setosa
+98,5.098440049318856,3.4090192970693582,1.5238592320778923,0.2,Iris-setosa
+99,5.089991965633468,3.7370568486853957,1.5794199417043815,0.2,Iris-setosa
+100,4.889577747559041,3.000383432233789,1.3806040998716924,0.2,Iris-setosa
+101,5.345456525498629,3.4504255093469536,1.6733627227201622,0.2,Iris-setosa
+102,4.891709110038735,3.0019273029651266,1.3965619861715965,0.2,Iris-setosa
+103,5.66206486835482,4.4,1.5073438610062542,0.37619862593171116,Iris-setosa
+104,5.811063331562654,2.6942041439309037,5.0915034384024285,1.898471478617882,Iris-virginica
+105,6.680222335423541,3.075139446050978,4.399946626149022,1.4149322469153138,Iris-versicolor
+106,6.69968293267082,2.998900152468972,4.9967947222580795,1.7082965315379224,Iris-versicolor
+107,5.087140415942865,3.813909076634852,1.58759766557988,0.2,Iris-setosa
+108,4.796092886260097,3.4130854598266938,1.5999121977397508,0.2,Iris-setosa
+109,4.896927564778528,3.0908091865327023,1.4962878066011294,0.10000009798664443,Iris-setosa
+110,6.314809638433778,2.884853298917391,5.63081026561924,1.7888789558238802,Iris-virginica
+111,4.614577148674129,3.6017036465877075,1.0,0.2,Iris-setosa
+112,7.305439905377885,2.903499690253749,6.30649776452773,1.786215868503044,Iris-virginica
+113,6.594500410526119,3.000250578056378,4.416849795407911,1.3936696742296466,Iris-versicolor
+114,4.4,3.184005632340312,1.2915848852849972,0.2,Iris-setosa
+115,4.50467602150565,2.2943937942606496,1.3113561599364645,0.28762378877972783,Iris-setosa
+116,6.410972451672009,3.0663132958788495,5.476309508841082,1.8026762895833965,Iris-virginica
+117,6.764995738182511,2.981556824158175,5.475053884269667,2.106052632608616,Iris-virginica
+118,6.297213732725098,2.3016998543148834,4.416223307523081,1.3018717455763513,Iris-versicolor
+119,6.402756577600428,2.9018255320145876,4.324112981747786,1.3065758330719517,Iris-versicolor
diff --git a/iris/tab_ddpm/8_1/8/test.csv b/iris/tab_ddpm/8_1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/8/train.csv b/iris/tab_ddpm/8_1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/8/val.csv b/iris/tab_ddpm/8_1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/9/synth.csv b/iris/tab_ddpm/8_1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..00b32372a8ef0b853dbd00038f415d83e8f693c2
--- /dev/null
+++ b/iris/tab_ddpm/8_1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.201839443596298,3.472351133899083,1.4913821038918695,0.2,Iris-setosa
+1,6.294526826709576,2.503291344936123,4.992566476672342,1.8957693697759115,Iris-virginica
+2,4.616676357344741,3.2148009591443993,1.4027173802482062,0.2,Iris-setosa
+3,5.06255587493822,3.3711815944109893,1.4433028156628411,0.2,Iris-setosa
+4,5.387265860749955,3.3895736351573937,1.6963712860328166,0.2,Iris-setosa
+5,5.571795867059244,2.994643346214875,4.073068467024795,1.298361296256315,Iris-versicolor
+6,4.897055510182827,3.108073645495232,1.4926544214472763,0.10000011657688918,Iris-setosa
+7,5.025714231376272,3.65675049660284,1.41629823576174,0.2,Iris-setosa
+8,5.112130023951576,3.7900891437446966,1.6227663765848255,0.3823821465834908,Iris-setosa
+9,5.189734653246981,2.7111530925499983,4.029074120271031,1.4077589740567118,Iris-versicolor
+10,6.282657968590726,2.2985393150525653,4.429326797272145,1.2861326002842586,Iris-versicolor
+11,5.200536953987248,3.405724795296775,1.3983440243207466,0.2,Iris-setosa
+12,5.882171486114187,3.190770663550031,4.780780891773871,1.7858684927473327,Iris-versicolor
+13,5.508921505445977,4.225390208937762,1.4014169505028984,0.2,Iris-setosa
+14,7.699999025173112,2.805160866459759,6.6999989439510665,1.9718340865152948,Iris-virginica
+15,5.52380740416513,4.2024397484406935,1.3903209080152312,0.2,Iris-setosa
+16,4.990515495552858,3.554645354817265,1.541068783232486,0.2,Iris-setosa
+17,6.726402418276934,3.030238101203848,5.532299324454789,2.1389703113634653,Iris-virginica
+18,7.699999054289597,2.8209986187633582,6.699998921816283,2.011877764127243,Iris-virginica
+19,6.574755498142967,2.9931028329355476,4.379906425301747,1.3964330256717354,Iris-versicolor
+20,5.587788745473464,3.0006044636030373,4.503897027351077,1.5049166944824062,Iris-versicolor
+21,4.796950209582158,3.4024987262959745,1.6042720299732574,0.2,Iris-setosa
+22,5.136517901445418,3.4118879108291136,1.4953913914592976,0.2,Iris-setosa
+23,5.797676348171408,2.696148619338277,5.096899058791097,1.9010564028950607,Iris-virginica
+24,5.075076694360995,3.3968742801570917,1.4998023456172174,0.2,Iris-setosa
+25,4.999931771661654,3.592557417981148,1.401166737280189,0.2,Iris-setosa
+26,7.120752850219142,2.9939763600081726,5.933317047154265,2.071380453653178,Iris-virginica
+27,6.718112117021664,3.0054819358665332,5.020857414045692,1.7060789161423786,Iris-versicolor
+28,4.400000465621688,3.030930615437525,1.3584934117977137,0.2,Iris-setosa
+29,5.728164055428301,2.7787951903367767,4.1968740841772725,1.3296442990828543,Iris-versicolor
+30,4.606791349949273,3.3878440535534535,1.4016880359351602,0.29369433639027354,Iris-setosa
+31,6.8239009771088,3.008338089389096,5.5184160179482085,2.1248876751223893,Iris-virginica
+32,5.126314873781808,3.3596115203653536,1.3923605810960669,0.2,Iris-setosa
+33,6.288827841565091,3.4004880873896557,5.632963895688813,2.40166196106635,Iris-virginica
+34,6.840355380894229,3.209450116159677,5.697877534136581,2.3049737345820005,Iris-virginica
+35,5.97469030848246,2.9975056008988314,4.792612894893336,1.780955326244524,Iris-virginica
+36,5.496328355443214,4.202961674496942,1.3777495682188845,0.2,Iris-setosa
+37,6.019002274022737,2.9904691957369374,4.806417499871876,1.8042906639035452,Iris-virginica
+38,6.387446071133978,2.892229110705751,4.2661383270229605,1.3088501848776743,Iris-versicolor
+39,5.121226811657573,3.702118840762402,1.4981046309224666,0.3848015995544659,Iris-setosa
+40,6.386313755054985,2.8827447249760416,4.358479405879704,1.2892825338071734,Iris-versicolor
+41,5.910123332820933,3.210099119258732,4.837435949205674,1.7886761304611762,Iris-versicolor
+42,5.828492171190702,2.6954217657894404,5.107247071189132,1.9055499260016506,Iris-virginica
+43,4.506811876969669,2.3018541863944244,1.3085822939668792,0.30647826392078076,Iris-setosa
+44,5.401236215814752,2.99318460181524,4.488459310356161,1.4914044062579177,Iris-versicolor
+45,5.8145646749769435,2.7025620803302313,5.0975819412210415,1.8919029354345838,Iris-virginica
+46,5.380519556223462,3.865499031201476,1.724658636896894,0.45084779481388043,Iris-setosa
+47,5.985567298733212,2.2,5.0069533810093345,1.5107627513176916,Iris-virginica
+48,6.000616426878697,2.9982219554646523,4.845081443569395,1.7762779551764,Iris-virginica
+49,7.312260358433741,2.89205330424277,6.305178950147722,1.8016995815301189,Iris-virginica
+50,5.101218028426472,3.8384953900377403,1.5887585856597313,0.2,Iris-setosa
+51,6.84689910887895,3.239864391615516,5.673280376484409,2.277474675405012,Iris-virginica
+52,6.340216005725249,2.2987513449067976,4.414210343315375,1.3135483817258806,Iris-versicolor
+53,6.456272972002133,2.933873225060505,4.302430398781346,1.3279390949135654,Iris-versicolor
+54,5.9894053763672375,2.997398217428027,4.750079783465784,1.8003465924361932,Iris-virginica
+55,5.38321799561869,3.3998276092109654,1.696166753117805,0.2,Iris-setosa
+56,5.236980759052781,3.4312613273432238,1.4000276777284795,0.2,Iris-setosa
+57,4.6019214965788935,3.2074638092057377,1.402824429098372,0.2,Iris-setosa
+58,5.157254360791028,3.4686179314350443,1.4948432422083815,0.2,Iris-setosa
+59,6.287313401709749,3.3896143686773095,5.612862067731205,2.400696620079476,Iris-virginica
+60,5.10863900416803,3.775923393070574,1.580558071914304,0.2,Iris-setosa
+61,5.997941473891556,2.2,5.002224901996341,1.5004653773107934,Iris-virginica
+62,6.387988957133763,2.6702588483265974,5.279149399102172,1.9038845594261686,Iris-virginica
+63,4.896222061432585,3.101329352618167,1.4958646373339803,0.1,Iris-setosa
+64,5.498585630023075,2.397025852136441,3.657819300261396,0.9737840331701423,Iris-versicolor
+65,6.8057325001100395,2.998377621255906,5.4816410079247,2.085946432062901,Iris-virginica
+66,5.383760523068798,3.86497853371622,1.3081539762635916,0.5010485749791611,Iris-setosa
+67,7.7,2.7800701903068292,6.7,2.004052471783762,Iris-virginica
+68,4.4,2.889687294522455,1.400162365016042,0.2,Iris-setosa
+69,4.89753250177881,2.397825182356147,3.2045652322567206,1.0939116171026568,Iris-versicolor
+70,5.273169498041011,3.6056538917766456,1.508188142348133,0.2,Iris-setosa
+71,6.414911916171974,2.912351144892426,4.3162992246319805,1.3045902990299136,Iris-versicolor
+72,6.321217456440389,2.9043999137081657,5.645062297256832,1.7941768707757928,Iris-virginica
+73,6.731691330983975,3.0920157820859835,4.390279109526191,1.387992647928558,Iris-versicolor
+74,6.676322028506323,3.278736532207519,5.694966420177132,2.49999878005934,Iris-virginica
+75,5.3223555472105515,4.136441493734088,1.4041616209621997,0.2,Iris-setosa
+76,6.306206162482205,2.7115367604454095,4.903231422363796,1.8018657804786835,Iris-virginica
+77,5.80368928951636,2.689806902879475,5.098186762811796,1.9084023672122326,Iris-virginica
+78,5.496792114510265,2.6135967140525582,4.361130847645529,1.194354024052435,Iris-versicolor
+79,6.310464672069007,3.3932332528023146,5.590546423002064,2.401955573937555,Iris-virginica
+80,7.136935863304161,2.9977302539354675,5.941725485172949,2.097022338734458,Iris-virginica
+81,4.614373682053684,3.400233632853685,1.4037798525065135,0.3074071435012554,Iris-setosa
+82,5.998318424649473,2.2000002827784813,5.006248519521083,1.5164759268549006,Iris-virginica
+83,5.402041489901627,3.9064117021755904,1.6863130642739814,0.3794496866866765,Iris-setosa
+84,5.589876865308795,2.701259023977617,4.183802249452107,1.2977529689084488,Iris-versicolor
+85,5.078542083987034,3.49659701268022,1.3653740932486298,0.2958945073164214,Iris-setosa
+86,6.406179158700686,2.9138076071046255,4.297630799098075,1.3109675896579949,Iris-versicolor
+87,5.584224137784927,2.989145988748094,4.108097373732403,1.300712878502506,Iris-versicolor
+88,4.868559107102422,3.0951979062996857,1.511719106606361,0.1,Iris-setosa
+89,7.7,2.8179014058596397,6.699998449674142,2.0235796089543854,Iris-virginica
+90,5.3497530631090315,3.87704298547924,1.6740317888250982,0.3888664602370214,Iris-setosa
+91,5.685325734544142,3.0075616179127875,4.40260112233684,1.5016485302682527,Iris-versicolor
+92,4.595558876072835,3.6013553878219042,1.0,0.2,Iris-setosa
+93,5.808648722860413,2.705385569641704,5.1149945444824265,1.9009356813818887,Iris-virginica
+94,6.685273273272345,2.9940530090015356,4.978856353620262,1.708115165843232,Iris-versicolor
+95,6.496631598187733,2.999941072978219,5.489051525331374,1.797361117025475,Iris-virginica
+96,5.260427205886297,3.7070176147008667,1.500348869365477,0.2,Iris-setosa
+97,5.009012651665874,3.6055911030847487,1.4040109212527998,0.2,Iris-setosa
+98,5.502402664637788,2.3992443660975824,3.762014062744308,1.0304445022100523,Iris-versicolor
+99,6.392288816559257,3.1974960076205634,4.4974964683554015,1.516865705751634,Iris-versicolor
+100,5.119734697526498,3.3038690982162024,1.9170786555876929,0.5181355926558746,Iris-setosa
+101,5.907415171191297,3.189676306938637,4.781035829712821,1.810874238277661,Iris-versicolor
+102,6.000744633527279,2.708080665727978,5.096403832525073,1.5761239432850198,Iris-versicolor
+103,6.688632311835701,3.2970956226477908,5.629378286449931,2.1175519232628823,Iris-virginica
+104,6.673917966796983,2.997004238322625,5.020146938151347,1.7014885215416595,Iris-versicolor
+105,6.6927840961356315,2.9969590325321827,5.000188851390668,1.6955512136767013,Iris-versicolor
+106,7.1069795101767985,3.004365880655535,5.9011707979647,2.1217732542923353,Iris-virginica
+107,5.077929348899992,3.3486175814171255,1.4022185095534105,0.2,Iris-setosa
+108,6.012449597605887,2.695447366288038,5.141413879301297,1.6138481549404131,Iris-versicolor
+109,4.628320214123891,3.3969643594120984,1.3894576568348276,0.2944823044332279,Iris-setosa
+110,6.305766316106544,2.49093564137751,5.00481999893609,1.9011459456820479,Iris-virginica
+111,5.431143001386551,3.3885069921724034,2.02357866635666,0.2,Iris-setosa
+112,6.685763687171205,3.3077298483757978,5.737583207192982,2.5,Iris-virginica
+113,5.481842749535695,2.3983627554537583,3.688516691595078,1.1052916877946424,Iris-versicolor
+114,6.720735413951635,3.1038059810385454,4.405041803098662,1.3977088433842497,Iris-versicolor
+115,6.003944819859415,2.7011576261220474,5.079709110924018,1.6036772994701094,Iris-versicolor
+116,6.700971558494304,3.1080660760274768,4.3946550941324105,1.4001728283071744,Iris-versicolor
+117,5.007878428301661,3.6147275104659777,1.403849839453466,0.2,Iris-setosa
+118,6.29819033468286,2.5024295984164695,5.003021291120916,1.9034488340346805,Iris-virginica
+119,5.097138855799994,3.7999006122619035,1.8967303107036317,0.3890201517671765,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/9/test.csv b/iris/tab_ddpm/8_1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/9/train.csv b/iris/tab_ddpm/8_1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/8_1/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/8_1/9/val.csv b/iris/tab_ddpm/8_1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/8_1/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/8_1/params.json b/iris/tab_ddpm/8_1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..f25ec7042c8aebc608a7bef535d5e7c62d4fd7e9
--- /dev/null
+++ b/iris/tab_ddpm/8_1/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6482e8031131d436dc85672f6bbda7cd9e217de44548e005099a3fa827e51adb
+size 331
diff --git a/iris/tab_ddpm/8_1/tab_ddpm_eval.ipynb b/iris/tab_ddpm/8_1/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..1a8a441ffdc2609ecc4a6e3cefaceacc86398378
--- /dev/null
+++ b/iris/tab_ddpm/8_1/tab_ddpm_eval.ipynb
@@ -0,0 +1,2232 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "d65f55ab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:33.198854Z",
+     "iopub.status.busy": "2024-07-22T02:35:33.198165Z",
+     "iopub.status.idle": "2024-07-22T02:35:43.842674Z",
+     "shell.execute_reply": "2024-07-22T02:35:43.841545Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.656647,
+     "end_time": "2024-07-22T02:35:43.845197",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:33.188550",
+     "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",
+      "\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": "ba26ce9d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:43.867914Z",
+     "iopub.status.busy": "2024-07-22T02:35:43.867445Z",
+     "iopub.status.idle": "2024-07-22T02:35:43.878485Z",
+     "shell.execute_reply": "2024-07-22T02:35:43.877597Z"
+    },
+    "papermill": {
+     "duration": 0.024822,
+     "end_time": "2024-07-22T02:35:43.880535",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:43.855713",
+     "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": "663238cc",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009689,
+     "end_time": "2024-07-22T02:35:43.899784",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:43.890095",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "53c5ba45",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:43.920629Z",
+     "iopub.status.busy": "2024-07-22T02:35:43.920291Z",
+     "iopub.status.idle": "2024-07-22T02:35:43.927765Z",
+     "shell.execute_reply": "2024-07-22T02:35:43.926873Z"
+    },
+    "papermill": {
+     "duration": 0.020332,
+     "end_time": "2024-07-22T02:35:43.929693",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:43.909361",
+     "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": "6e7afd77",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:43.950483Z",
+     "iopub.status.busy": "2024-07-22T02:35:43.950172Z",
+     "iopub.status.idle": "2024-07-22T02:35:43.955602Z",
+     "shell.execute_reply": "2024-07-22T02:35:43.954721Z"
+    },
+    "papermill": {
+     "duration": 0.018359,
+     "end_time": "2024-07-22T02:35:43.957587",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:43.939228",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/8_1\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.9\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "1fc21c52",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:43.981261Z",
+     "iopub.status.busy": "2024-07-22T02:35:43.980558Z",
+     "iopub.status.idle": "2024-07-22T02:35:43.986589Z",
+     "shell.execute_reply": "2024-07-22T02:35:43.985772Z"
+    },
+    "papermill": {
+     "duration": 0.021009,
+     "end_time": "2024-07-22T02:35:43.988949",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:43.967940",
+     "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": "5e996288",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:44.010024Z",
+     "iopub.status.busy": "2024-07-22T02:35:44.009783Z",
+     "iopub.status.idle": "2024-07-22T02:35:45.264133Z",
+     "shell.execute_reply": "2024-07-22T02:35:45.263211Z"
+    },
+    "papermill": {
+     "duration": 1.267387,
+     "end_time": "2024-07-22T02:35:45.266281",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:43.998894",
+     "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": "c8ab97b0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:45.288388Z",
+     "iopub.status.busy": "2024-07-22T02:35:45.288062Z",
+     "iopub.status.idle": "2024-07-22T02:35:46.272811Z",
+     "shell.execute_reply": "2024-07-22T02:35:46.271612Z"
+    },
+    "papermill": {
+     "duration": 0.998648,
+     "end_time": "2024-07-22T02:35:46.275101",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:45.276453",
+     "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": "be9a1c7e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:46.298064Z",
+     "iopub.status.busy": "2024-07-22T02:35:46.297692Z",
+     "iopub.status.idle": "2024-07-22T02:35:46.307236Z",
+     "shell.execute_reply": "2024-07-22T02:35:46.306437Z"
+    },
+    "papermill": {
+     "duration": 0.023585,
+     "end_time": "2024-07-22T02:35:46.309251",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:46.285666",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/8_1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "5e4bb491",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:46.333907Z",
+     "iopub.status.busy": "2024-07-22T02:35:46.333561Z",
+     "iopub.status.idle": "2024-07-22T02:35:46.706867Z",
+     "shell.execute_reply": "2024-07-22T02:35:46.705791Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.388708,
+     "end_time": "2024-07-22T02:35:46.709338",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:46.320630",
+     "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": "b423d546",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:46.732605Z",
+     "iopub.status.busy": "2024-07-22T02:35:46.732317Z",
+     "iopub.status.idle": "2024-07-22T02:35:48.361902Z",
+     "shell.execute_reply": "2024-07-22T02:35:48.361057Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.644034,
+     "end_time": "2024-07-22T02:35:48.364161",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:46.720127",
+     "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": "830868a6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:48.389275Z",
+     "iopub.status.busy": "2024-07-22T02:35:48.388860Z",
+     "iopub.status.idle": "2024-07-22T02:35:48.397242Z",
+     "shell.execute_reply": "2024-07-22T02:35:48.396537Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023089,
+     "end_time": "2024-07-22T02:35:48.399201",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:48.376112",
+     "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": "d3ac4852",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:48.421691Z",
+     "iopub.status.busy": "2024-07-22T02:35:48.421436Z",
+     "iopub.status.idle": "2024-07-22T02:35:48.425522Z",
+     "shell.execute_reply": "2024-07-22T02:35:48.424735Z"
+    },
+    "executionInfo": {
+     "elapsed": 11,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "-YDZUU9QUCwx",
+    "outputId": "50dcb58c-f0de-4f40-f97f-79a3cd23681b",
+    "papermill": {
+     "duration": 0.017868,
+     "end_time": "2024-07-22T02:35:48.427689",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:48.409821",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "4527a6ad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:48.450874Z",
+     "iopub.status.busy": "2024-07-22T02:35:48.450242Z",
+     "iopub.status.idle": "2024-07-22T02:35:48.566492Z",
+     "shell.execute_reply": "2024-07-22T02:35:48.565687Z"
+    },
+    "papermill": {
+     "duration": 0.13043,
+     "end_time": "2024-07-22T02:35:48.568866",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:48.438436",
+     "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": "8fe526b4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:48.594230Z",
+     "iopub.status.busy": "2024-07-22T02:35:48.593914Z",
+     "iopub.status.idle": "2024-07-22T02:35:52.923427Z",
+     "shell.execute_reply": "2024-07-22T02:35:52.922643Z"
+    },
+    "papermill": {
+     "duration": 4.344818,
+     "end_time": "2024-07-22T02:35:52.925767",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:48.580949",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:35:50.312017: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 02:35:50.312076: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 02:35:50.313574: 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": "d57e3974",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:52.949738Z",
+     "iopub.status.busy": "2024-07-22T02:35:52.949144Z",
+     "iopub.status.idle": "2024-07-22T02:35:52.954863Z",
+     "shell.execute_reply": "2024-07-22T02:35:52.953975Z"
+    },
+    "papermill": {
+     "duration": 0.019839,
+     "end_time": "2024-07-22T02:35:52.956838",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:52.936999",
+     "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": "2072e24a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:52.981784Z",
+     "iopub.status.busy": "2024-07-22T02:35:52.981474Z",
+     "iopub.status.idle": "2024-07-22T02:35:55.706549Z",
+     "shell.execute_reply": "2024-07-22T02:35:55.705749Z"
+    },
+    "papermill": {
+     "duration": 2.74016,
+     "end_time": "2024-07-22T02:35:55.708875",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:52.968715",
+     "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": "647d128e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:55.735073Z",
+     "iopub.status.busy": "2024-07-22T02:35:55.734783Z",
+     "iopub.status.idle": "2024-07-22T02:35:55.741150Z",
+     "shell.execute_reply": "2024-07-22T02:35:55.740247Z"
+    },
+    "papermill": {
+     "duration": 0.021613,
+     "end_time": "2024-07-22T02:35:55.743148",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:55.721535",
+     "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": "ca44efba",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:55.767805Z",
+     "iopub.status.busy": "2024-07-22T02:35:55.766877Z",
+     "iopub.status.idle": "2024-07-22T02:35:56.255439Z",
+     "shell.execute_reply": "2024-07-22T02:35:56.254668Z"
+    },
+    "papermill": {
+     "duration": 0.503257,
+     "end_time": "2024-07-22T02:35:56.257763",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:55.754506",
+     "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": "2fed6b6b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:56.285930Z",
+     "iopub.status.busy": "2024-07-22T02:35:56.285088Z",
+     "iopub.status.idle": "2024-07-22T02:35:56.291590Z",
+     "shell.execute_reply": "2024-07-22T02:35:56.290785Z"
+    },
+    "papermill": {
+     "duration": 0.023146,
+     "end_time": "2024-07-22T02:35:56.293517",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:56.270371",
+     "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": "06ca43c9",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:56.318077Z",
+     "iopub.status.busy": "2024-07-22T02:35:56.317521Z",
+     "iopub.status.idle": "2024-07-22T02:35:56.365797Z",
+     "shell.execute_reply": "2024-07-22T02:35:56.364610Z"
+    },
+    "papermill": {
+     "duration": 0.063045,
+     "end_time": "2024-07-22T02:35:56.368033",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:56.304988",
+     "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": "28926b9e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:56.395179Z",
+     "iopub.status.busy": "2024-07-22T02:35:56.394630Z",
+     "iopub.status.idle": "2024-07-22T02:35:56.400567Z",
+     "shell.execute_reply": "2024-07-22T02:35:56.399623Z"
+    },
+    "papermill": {
+     "duration": 0.021986,
+     "end_time": "2024-07-22T02:35:56.402775",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:56.380789",
+     "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": "e87b5ebc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:56.428291Z",
+     "iopub.status.busy": "2024-07-22T02:35:56.427581Z",
+     "iopub.status.idle": "2024-07-22T02:35:56.431865Z",
+     "shell.execute_reply": "2024-07-22T02:35:56.430881Z"
+    },
+    "papermill": {
+     "duration": 0.019084,
+     "end_time": "2024-07-22T02:35:56.434074",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:56.414990",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "c7ef41fc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:56.462125Z",
+     "iopub.status.busy": "2024-07-22T02:35:56.461818Z",
+     "iopub.status.idle": "2024-07-22T02:35:56.468161Z",
+     "shell.execute_reply": "2024-07-22T02:35:56.467164Z"
+    },
+    "papermill": {
+     "duration": 0.022344,
+     "end_time": "2024-07-22T02:35:56.470392",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:56.448048",
+     "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": "31584e83",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:56.498370Z",
+     "iopub.status.busy": "2024-07-22T02:35:56.497717Z",
+     "iopub.status.idle": "2024-07-22T02:35:56.504097Z",
+     "shell.execute_reply": "2024-07-22T02:35:56.503353Z"
+    },
+    "papermill": {
+     "duration": 0.022035,
+     "end_time": "2024-07-22T02:35:56.505984",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:56.483949",
+     "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": "4610f4ab",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:56.531842Z",
+     "iopub.status.busy": "2024-07-22T02:35:56.531568Z",
+     "iopub.status.idle": "2024-07-22T02:35:56.539139Z",
+     "shell.execute_reply": "2024-07-22T02:35:56.538314Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.023123,
+     "end_time": "2024-07-22T02:35:56.541001",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:56.517878",
+     "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": "f3ffaeb0",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:35:56.565868Z",
+     "iopub.status.busy": "2024-07-22T02:35:56.565301Z",
+     "iopub.status.idle": "2024-07-22T02:41:46.640617Z",
+     "shell.execute_reply": "2024-07-22T02:41:46.639787Z"
+    },
+    "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": 350.090206,
+     "end_time": "2024-07-22T02:41:46.642967",
+     "exception": false,
+     "start_time": "2024-07-22T02:35:56.552761",
+     "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 1000/76347 MLoss: 0.0 GLoss: 0.3453 Sum: 0.3453\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+     "name": "stdout",
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+     ]
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+     "name": "stdout",
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+     "name": "stdout",
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+     ]
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+    {
+     "name": "stdout",
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+     "name": "stdout",
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+     "name": "stdout",
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+     "name": "stdout",
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+     "name": "stdout",
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+     ]
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+     "name": "stdout",
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+      "Step 39000/76347 MLoss: 0.0 GLoss: 0.2053 Sum: 0.2053\n"
+     ]
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+    {
+     "name": "stdout",
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+      "Step 40000/76347 MLoss: 0.0 GLoss: 0.2046 Sum: 0.2046\n"
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+      "Step 42000/76347 MLoss: 0.0 GLoss: 0.2074 Sum: 0.2074\n"
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+    },
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+     "name": "stdout",
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+      "Step 43000/76347 MLoss: 0.0 GLoss: 0.2032 Sum: 0.2032\n"
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+     "name": "stdout",
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+     ]
+    },
+    {
+     "name": "stdout",
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+      "Step 48000/76347 MLoss: 0.0 GLoss: 0.2026 Sum: 0.2026\n"
+     ]
+    },
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+     "name": "stdout",
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+      "Step 49000/76347 MLoss: 0.0 GLoss: 0.2022 Sum: 0.2022\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 50000/76347 MLoss: 0.0 GLoss: 0.202 Sum: 0.202\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 51000/76347 MLoss: 0.0 GLoss: 0.2016 Sum: 0.2016\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 52000/76347 MLoss: 0.0 GLoss: 0.1973 Sum: 0.1973\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 53000/76347 MLoss: 0.0 GLoss: 0.1993 Sum: 0.1993\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 54000/76347 MLoss: 0.0 GLoss: 0.2003 Sum: 0.2003\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 55000/76347 MLoss: 0.0 GLoss: 0.1959 Sum: 0.1959\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 56000/76347 MLoss: 0.0 GLoss: 0.1962 Sum: 0.1962\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 57000/76347 MLoss: 0.0 GLoss: 0.1969 Sum: 0.1969\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 58000/76347 MLoss: 0.0 GLoss: 0.1977 Sum: 0.1977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 59000/76347 MLoss: 0.0 GLoss: 0.1965 Sum: 0.1965\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 60000/76347 MLoss: 0.0 GLoss: 0.196 Sum: 0.196\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 61000/76347 MLoss: 0.0 GLoss: 0.1975 Sum: 0.1975\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 62000/76347 MLoss: 0.0 GLoss: 0.1952 Sum: 0.1952\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 63000/76347 MLoss: 0.0 GLoss: 0.1935 Sum: 0.1935\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 64000/76347 MLoss: 0.0 GLoss: 0.1942 Sum: 0.1942\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 65000/76347 MLoss: 0.0 GLoss: 0.1945 Sum: 0.1945\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 66000/76347 MLoss: 0.0 GLoss: 0.193 Sum: 0.193\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 67000/76347 MLoss: 0.0 GLoss: 0.1949 Sum: 0.1949\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 68000/76347 MLoss: 0.0 GLoss: 0.1902 Sum: 0.1902\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 69000/76347 MLoss: 0.0 GLoss: 0.1935 Sum: 0.1935\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 70000/76347 MLoss: 0.0 GLoss: 0.1949 Sum: 0.1949\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 71000/76347 MLoss: 0.0 GLoss: 0.1928 Sum: 0.1928\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 72000/76347 MLoss: 0.0 GLoss: 0.1916 Sum: 0.1916\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 73000/76347 MLoss: 0.0 GLoss: 0.1904 Sum: 0.1904\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 74000/76347 MLoss: 0.0 GLoss: 0.1909 Sum: 0.1909\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 75000/76347 MLoss: 0.0 GLoss: 0.1893 Sum: 0.1893\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 76000/76347 MLoss: 0.0 GLoss: 0.1902 Sum: 0.1902\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": "bf076f39",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018433,
+     "end_time": "2024-07-22T02:41:46.680242",
+     "exception": false,
+     "start_time": "2024-07-22T02:41:46.661809",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "08304d22",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:41:46.717858Z",
+     "iopub.status.busy": "2024-07-22T02:41:46.717499Z",
+     "iopub.status.idle": "2024-07-22T02:41:46.725695Z",
+     "shell.execute_reply": "2024-07-22T02:41:46.724917Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.029401,
+     "end_time": "2024-07-22T02:41:46.727635",
+     "exception": false,
+     "start_time": "2024-07-22T02:41:46.698234",
+     "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": "969cd1ad",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:41:46.764702Z",
+     "iopub.status.busy": "2024-07-22T02:41:46.764418Z",
+     "iopub.status.idle": "2024-07-22T02:42:03.121997Z",
+     "shell.execute_reply": "2024-07-22T02:42:03.121165Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.378922,
+     "end_time": "2024-07-22T02:42:03.124465",
+     "exception": false,
+     "start_time": "2024-07-22T02:41:46.745543",
+     "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": "3dc10c4f",
+   "metadata": {
+    "papermill": {
+     "duration": 0.018276,
+     "end_time": "2024-07-22T02:42:03.161688",
+     "exception": false,
+     "start_time": "2024-07-22T02:42:03.143412",
+     "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": 394.203086,
+   "end_time": "2024-07-22T02:42:05.972284",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/8_1/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/8_1/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "epoch_scale": 0.9,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/8_1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:35:31.769198",
+   "version": "2.5.0"
+  },
+  "toc": {
+   "base_numbering": 1,
+   "nav_menu": {},
+   "number_sections": true,
+   "sideBar": true,
+   "skip_h1_title": false,
+   "title_cell": "Table of Contents",
+   "title_sidebar": "Contents",
+   "toc_cell": false,
+   "toc_position": {},
+   "toc_section_display": true,
+   "toc_window_display": false
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
\ No newline at end of file