diff --git a/iris/tab_ddpm/1_3/0/synth.csv b/iris/tab_ddpm/1_3/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..949148f7a9aae1d1216f18e443fbf5f796e43f70
--- /dev/null
+++ b/iris/tab_ddpm/1_3/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7526349215559325,3.0,6.789262985301829,2.0846149567968713,Iris-virginica
+1,7.680210897947765,2.5853496810776457,6.9,2.2544996563296538,Iris-virginica
+2,6.263268585390213,2.3524978051396426,4.63034859652292,1.4972664047514377,Iris-versicolor
+3,6.660990311705354,3.0,5.847013578506545,2.1873428024543835,Iris-virginica
+4,5.600189784195944,2.8711723445417374,4.4974817152865665,1.3528044580237035,Iris-versicolor
+5,6.037157354986221,2.5357739091574834,5.386684657777988,1.427470677116339,Iris-virginica
+6,4.578437247512475,3.6380315785190085,1.0,0.19969263275445817,Iris-setosa
+7,5.805431803152964,2.6104508961302244,4.146789732337115,1.0503976663688501,Iris-versicolor
+8,6.803331858599472,2.8864130139481894,4.698243753333873,1.40503485226098,Iris-versicolor
+9,5.035110235539513,3.4973100005213404,1.3767799529336195,0.2010884791602389,Iris-setosa
+10,5.576711547405753,2.958706795279336,4.309790817640807,1.3328068010688843,Iris-versicolor
+11,5.328337569396075,3.7603432745354826,1.5828224565834192,0.202155104536238,Iris-setosa
+12,6.268940563963735,2.49281325541948,4.837259896501906,1.473275004844804,Iris-versicolor
+13,5.243368465280773,2.5212834188270654,3.6326280672679623,1.1389181340508354,Iris-versicolor
+14,5.518720811581609,2.386131455192242,3.5473549200438543,0.9893667433337039,Iris-versicolor
+15,6.509163254350399,3.0,4.375557404153796,1.3877719595126987,Iris-versicolor
+16,5.53792908182922,2.5534324964066606,4.129578437730347,1.1599511981227377,Iris-versicolor
+17,5.429800641288192,3.9,1.3441029338180852,0.3804038384553332,Iris-setosa
+18,5.119767985595142,2.4440604721629624,3.679792433725954,1.0539145189787282,Iris-versicolor
+19,7.6223428201919745,2.905675387390674,6.6127896884896655,2.0138098604643178,Iris-virginica
+20,5.045848994896553,3.4607508033248155,1.3542820271748814,0.27164202632588985,Iris-setosa
+21,5.318114266060182,2.5858640412398404,3.851067849023196,1.3036359752590907,Iris-versicolor
+22,4.684067310563519,3.4529215004848863,1.4042639223651836,0.29003200490752995,Iris-setosa
+23,4.979135996826033,2.0000027995379277,3.53841285715466,1.0477005922352436,Iris-versicolor
+24,5.351545157474004,3.363386337600506,1.4549031836013049,0.19531826195351998,Iris-setosa
+25,5.885421815726791,3.212485561894234,4.5473233281695835,1.5276570523630193,Iris-versicolor
+26,5.826299985501881,3.089502994479113,4.302787221543746,1.4329496368966035,Iris-versicolor
+27,6.947125445397638,3.0892558884937866,5.154062411897871,2.2815693381179627,Iris-virginica
+28,6.190566143313619,3.4048494146863044,5.546431200607821,2.4183349218208057,Iris-virginica
+29,5.426934638728055,3.3950028936948833,1.5717136582554312,0.3759024413234238,Iris-setosa
+30,7.315337179375841,2.8205981612619566,6.361616172252006,1.84526767539034,Iris-virginica
+31,6.250625179920245,2.4194663740936844,4.43897753974245,1.3043702074446786,Iris-versicolor
+32,4.584123961651035,3.5501040831157242,1.0,0.20915463060619038,Iris-setosa
+33,4.944835091214191,3.168038390934029,1.425026074083485,0.26409629363938764,Iris-setosa
+34,5.023820019791209,2.0,3.668913708110397,0.8081705229080005,Iris-versicolor
+35,7.89999886400531,3.8035455003872953,6.354614778838787,1.9841903142680253,Iris-virginica
+36,6.7635320527000795,2.729941096657491,4.7398243870182695,1.3790710764509917,Iris-versicolor
+37,5.039459002007991,2.000000538196336,3.7155000099482964,1.024414040394109,Iris-versicolor
+38,6.565657684914227,3.2125947940415256,5.26303873828425,1.9885715225276674,Iris-virginica
+39,5.946295944633912,3.3110858346991585,4.4366244655535665,1.555004781005732,Iris-versicolor
+40,4.9104836674277825,3.4838262317360087,1.4266967875237753,0.3612720256516434,Iris-setosa
+41,5.335890993868372,3.376118933833417,1.4965597075482424,0.25012862267598807,Iris-setosa
+42,6.895732140641721,3.0527832107248365,5.0785403996769025,2.286613005352112,Iris-virginica
+43,6.171655973533754,3.3821510300975524,4.547553026133654,1.582463783256488,Iris-versicolor
+44,6.31488041316966,3.2094543909206714,4.690331262679535,1.5457899629664844,Iris-versicolor
+45,5.70755250544489,2.7091462866859266,4.228594829402274,1.1214508481259697,Iris-versicolor
+46,6.757751936759308,3.0,5.412032264269892,2.0838579632217913,Iris-virginica
+47,4.712660159248726,2.9802765491964545,1.358292804080388,0.3355678329497016,Iris-setosa
+48,6.322028668712688,3.0,5.34167341122196,1.8164513964151463,Iris-virginica
+49,6.702649845635388,3.31029061039263,5.685154110630312,2.08198466404689,Iris-virginica
+50,7.658044662847542,2.744036908834713,6.694794603305475,1.971567541314574,Iris-virginica
+51,5.3581369419321065,3.899999476817711,1.3094040781604406,0.4246321374466922,Iris-setosa
+52,4.4000005966426325,3.1560964675156766,1.3075843730551824,0.19097069460721888,Iris-setosa
+53,7.695515748849593,2.569167229973194,6.9,2.2986918590176564,Iris-virginica
+54,7.9,3.8185576184157775,6.431664961898845,1.9783412219083676,Iris-virginica
+55,5.5070827390251855,2.929433441678814,4.309710155049359,1.3691111566977574,Iris-versicolor
+56,4.962784641948516,2.0,3.4847989155881876,0.8558467468175575,Iris-versicolor
+57,7.589213401558177,3.0,6.548193802383546,2.0940850247003833,Iris-virginica
+58,5.11483760037523,3.6917011829978073,1.457853831079666,0.2863740768545797,Iris-setosa
+59,5.718318731102726,2.7694145753997423,4.592546145683263,1.294821388028776,Iris-versicolor
+60,5.025236143152597,2.442891267774944,3.0111584457221148,1.089953245245822,Iris-versicolor
+61,5.215518340883546,3.6506203394095933,1.4994184268000053,0.19600142723901942,Iris-setosa
+62,5.2322540876089,3.4252199029185286,1.5783075168150187,0.3471937595352202,Iris-setosa
+63,7.7033830054527614,2.5962576547818137,6.9,2.3043657462047054,Iris-virginica
+64,6.2392894080016035,2.305429626600743,4.65256869563173,1.5032454286053984,Iris-versicolor
+65,4.711751350492522,3.36412535910575,1.4902446679626142,0.19405330615630284,Iris-setosa
+66,5.201218960181181,2.418470224106473,3.5255329178996577,1.0054476163743737,Iris-versicolor
+67,6.637399912808333,3.232876114827346,5.765586768988277,2.3194810008547297,Iris-virginica
+68,4.400001471931245,2.8648361367922126,1.4028197522390653,0.20893735539349567,Iris-setosa
+69,6.275329400132029,2.393369765174125,5.040609542016444,1.827997119179358,Iris-virginica
+70,6.582699241698715,3.330468022645448,5.694428399199711,2.257871964078097,Iris-virginica
+71,6.771852282771097,3.2275311227394217,5.776164577270962,2.274674954106456,Iris-virginica
+72,5.592201033517645,3.0,4.605513318204333,1.5401579664777512,Iris-versicolor
+73,6.338528833448202,2.7233280085107174,5.611937476566138,1.4843484504224815,Iris-virginica
+74,4.591352821168961,3.5720053657409188,1.0000006451656303,0.19741194315867971,Iris-setosa
+75,4.655335018774421,3.3918376787638573,1.4019982680626017,0.32767700119051535,Iris-setosa
+76,5.102344021582101,3.5072074837649767,1.3807593635294841,0.19757619879994986,Iris-setosa
+77,4.484384938726721,2.277704452270192,1.28584730914163,0.2926854283374627,Iris-setosa
+78,5.9699629620632475,2.2772888779324614,4.250336218944058,1.1199327059952189,Iris-versicolor
+79,4.904181571315429,3.406684205989382,1.4968129530586618,0.204377211308638,Iris-setosa
+80,4.497707648968662,2.273499118080246,1.3455274040339291,0.30665258360172154,Iris-setosa
+81,6.01621862860472,3.414069069802874,4.559664600180199,1.634164718330643,Iris-versicolor
+82,4.989764552043029,2.0,3.6343406045482065,1.0054782173002779,Iris-versicolor
+83,5.312426884715622,3.4129685697557437,1.4762681360745278,0.2187090312913842,Iris-setosa
+84,6.371565308943885,3.094367963349922,4.662942043615048,1.4804905794689303,Iris-versicolor
+85,5.733762943623436,3.0,4.335079218843058,1.3221066091102045,Iris-versicolor
+86,5.05366014358529,2.4721333921025925,3.0045403639375627,1.094447892573363,Iris-versicolor
+87,6.2871282415024075,2.4678827249119917,4.920630984153949,1.512091826208332,Iris-versicolor
+88,6.699602904156732,3.0820153711606686,4.746869319211867,1.4984433465838127,Iris-versicolor
+89,5.438630610648976,3.4770800612161534,1.9787858641122138,0.19631188116820586,Iris-setosa
+90,6.152323396803783,3.2097729897293488,4.585168389167699,1.5194324019483183,Iris-versicolor
+91,6.623766468798602,3.2658260779579096,5.6311927759538385,2.1283427972803524,Iris-virginica
+92,6.846848435618665,3.0623499448131173,5.5105484098400686,2.2356931369283104,Iris-virginica
+93,5.320278548057552,3.4020336803337194,1.6162038851437548,0.2205355098771448,Iris-setosa
+94,6.761480540430205,3.266346375697961,5.79351123655447,2.205095443012971,Iris-virginica
+95,4.400000714292061,3.0,1.374325697339962,0.19861858163445084,Iris-setosa
+96,4.861835931007272,3.0,1.4528395219888892,0.1,Iris-setosa
+97,4.840250524581129,3.0,1.4223195936009465,0.1,Iris-setosa
+98,5.842463221261675,2.8256678729484257,4.377606184531144,1.227984498861723,Iris-versicolor
+99,6.056322880990379,2.7491824199364956,4.844774300908908,1.5236000024007506,Iris-versicolor
+100,5.095448764980277,3.6973107020002423,1.4914191597478077,0.4422208717691851,Iris-setosa
+101,6.1592095761143755,2.3216043461119003,5.033685123393237,1.6526716522970646,Iris-virginica
+102,5.651409757054573,2.9886864043140458,4.043777821258084,1.3452863799541475,Iris-versicolor
+103,4.9258075715203615,2.4628435173117893,3.257910387054602,1.0513029786619184,Iris-versicolor
+104,6.341340232536388,3.0,4.36867176651284,1.385800589533502,Iris-versicolor
+105,7.237698890023145,2.6554188215323147,6.309557769738057,1.8461840549632298,Iris-virginica
+106,6.031741253664668,3.387373042588636,4.529352974770075,1.5536873596359977,Iris-versicolor
+107,7.097335492209559,3.066454563304787,5.74851717039024,2.2232415747047694,Iris-virginica
+108,6.488941696888282,3.0,5.510359546833276,1.8452371842375657,Iris-virginica
+109,4.400000709486796,3.1262944639188888,1.339755967781749,0.19945050257335034,Iris-setosa
+110,6.6498793863679335,2.952650689475196,5.592810991367233,1.9451799272125454,Iris-virginica
+111,5.957469717486479,2.788634162555308,4.564158015889675,1.1625599456924722,Iris-versicolor
+112,6.564550121784293,3.179565559910515,4.798342374899958,1.5499327223092108,Iris-versicolor
+113,4.9198664320793934,3.1428730725627956,1.9003636796597618,0.1,Iris-setosa
+114,6.617540126803583,3.102945434660503,4.69425650866454,1.4951647868059978,Iris-versicolor
+115,5.341810169219549,3.3697949719342217,1.7307131273871676,0.19553617450855082,Iris-setosa
+116,5.306911224919226,2.7527317084911194,4.153973828031262,1.3947492946113171,Iris-versicolor
+117,6.309055896440624,2.5085152712935783,4.90131989869394,1.5177313836566957,Iris-versicolor
+118,6.389773384503849,2.969325727042911,5.756580619012866,2.052973585274251,Iris-virginica
+119,5.060265379314107,3.5240621894374935,1.3337969189447936,0.2711203925565686,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/0/test.csv b/iris/tab_ddpm/1_3/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/0/train.csv b/iris/tab_ddpm/1_3/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/0/val.csv b/iris/tab_ddpm/1_3/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/1/synth.csv b/iris/tab_ddpm/1_3/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2f3dbacb09af990ba189ddcc06a1722e168b5ee2
--- /dev/null
+++ b/iris/tab_ddpm/1_3/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.1337263686583805,3.430035128484369,1.4041991971929764,0.2037950666017339,Iris-setosa
+1,4.632149119547293,3.5954067920626014,1.0000004596668963,0.20321069419338333,Iris-setosa
+2,5.2223543328689415,3.697343126004156,1.4918045088114953,0.4475518847369283,Iris-setosa
+3,5.409511574810972,3.8999986383777543,1.324017634845903,0.3941422171437905,Iris-setosa
+4,5.781468397526036,2.745949366448172,4.107811054034075,1.1197504775150362,Iris-versicolor
+5,4.891611842078971,3.0,1.3865187461517359,0.27914636968233947,Iris-setosa
+6,4.996815193770889,2.0,3.50583891810338,1.0766397047487823,Iris-versicolor
+7,6.040949154005171,2.8746589251281485,5.428639326244189,1.8144560952128908,Iris-virginica
+8,6.154465936185989,3.384790188544481,4.559121092491138,1.6073722162427142,Iris-versicolor
+9,4.8035949206108315,2.42340356300874,3.28270597223705,0.8563158525221408,Iris-versicolor
+10,6.5659065041156195,3.034955844893495,4.619941493715056,1.4368680258088824,Iris-versicolor
+11,5.386337597631377,2.849360779454554,3.681728481427544,1.3443288480061681,Iris-versicolor
+12,7.428842449299284,2.844461831563737,6.3819254384725195,1.8419850255818178,Iris-virginica
+13,6.25964815907352,3.0,4.536595997206814,1.524764875075946,Iris-versicolor
+14,4.7378189581190515,2.9207516496419994,1.34821970853778,0.2348003932131659,Iris-setosa
+15,4.400000620000864,2.9048323728531202,1.395640770942289,0.18512882606976916,Iris-setosa
+16,4.998189818637712,2.0,3.133956306347339,0.9934958042842217,Iris-versicolor
+17,5.509576619350821,3.390333681694009,1.8257494909373446,0.21108207507741175,Iris-setosa
+18,6.315967862518992,2.6193316726338844,5.010025556255976,1.5138336238617451,Iris-versicolor
+19,6.414007573194802,3.2042892402234524,5.148443457874312,1.9711774587516895,Iris-virginica
+20,6.794691198317223,3.212761164009889,5.846016909164748,2.28197182677984,Iris-virginica
+21,6.748089725378467,3.275173735957022,5.673178234925111,2.5,Iris-virginica
+22,7.7199663862314285,2.5865813417741363,6.8999981502331,2.319606136527392,Iris-virginica
+23,7.158681142957774,2.9395873079492136,6.098522149815812,1.847161253941089,Iris-virginica
+24,6.814437260785853,3.1306150307448584,5.7767878922116385,2.2590776809905706,Iris-virginica
+25,4.893012809070666,3.017357950371449,1.4238078718468097,0.24491362487804694,Iris-setosa
+26,5.0577333822753,3.5175883582669947,1.3972878383888205,0.21099790879555383,Iris-setosa
+27,7.313707615355334,3.071246293100459,6.205936242670751,2.209098899237815,Iris-virginica
+28,6.694133558601893,3.328533686413818,5.734969523790263,2.5,Iris-virginica
+29,5.780203648087276,3.0,4.37197072673884,1.5378425305360874,Iris-versicolor
+30,6.051543341941609,2.830819871923445,4.609186194605367,1.172693468318277,Iris-versicolor
+31,5.833528646509819,2.7528486117840045,4.306807552674754,1.120144495564122,Iris-versicolor
+32,6.793822408460173,2.5729842869936745,5.863086105908057,1.795677160417944,Iris-virginica
+33,7.523769897832648,3.0,6.537119435657092,2.0795722947107356,Iris-virginica
+34,6.830737734585065,3.221039890920432,5.842689405169485,2.2616427556458873,Iris-virginica
+35,5.388170315688689,3.731615870515452,1.6188984669117112,0.3277735061790954,Iris-setosa
+36,5.968680667421659,2.9710403817458926,5.068188931121818,1.8015911868785115,Iris-virginica
+37,6.620720838228823,3.0432654007123165,4.447624647116393,1.4918142778985357,Iris-versicolor
+38,6.024087763625904,3.101230074044159,4.4683011730764495,1.4331683153714225,Iris-versicolor
+39,4.568742441257083,3.6091832203378607,1.0,0.19020471812292844,Iris-setosa
+40,5.106551685539416,3.4980406711581193,1.3627982996453278,0.19370564938215468,Iris-setosa
+41,4.815739603697045,3.0,1.4431051036531843,0.10000014737155709,Iris-setosa
+42,5.9978861408944955,2.687080955214641,5.040224853031378,1.5560553328079232,Iris-versicolor
+43,6.650127277474555,2.8331715001531514,4.551783894932811,1.3663432688238504,Iris-versicolor
+44,5.808715729486302,2.792117963448346,3.9944264619132923,1.0741429768699908,Iris-versicolor
+45,5.58015892708338,3.7792642608487226,1.8658312291596761,0.2920384299977048,Iris-setosa
+46,6.389132326967635,3.3732082841246167,5.614569249237064,2.3944249601585756,Iris-virginica
+47,6.2733418321331555,2.222916635859362,4.50230618562684,1.4648272435803769,Iris-versicolor
+48,4.984942763534401,2.0000015897351164,3.5010116484488467,0.9835208097956953,Iris-versicolor
+49,5.192571973100127,3.698650126698725,1.486389678950227,0.1988162421564596,Iris-setosa
+50,5.7832467584896605,3.1422126017518077,4.5575409852744855,1.5313251007946185,Iris-versicolor
+51,4.40000053373122,2.920361301155958,1.4009936337267912,0.1961000081568272,Iris-setosa
+52,5.6903362592237965,2.709176939143523,4.0684128786248,1.1736816007360553,Iris-versicolor
+53,7.709466956716457,2.5980162202048827,6.8999988568396065,2.3152166494484416,Iris-virginica
+54,7.692741096340133,2.5538805146509524,6.9,2.3323688947707724,Iris-virginica
+55,5.095707827346777,3.516028868806278,1.4042054311848202,0.2936232195677059,Iris-setosa
+56,6.6672048080994095,3.249643081110602,5.6308274637368125,2.117421712169817,Iris-virginica
+57,5.695593777639857,2.8955043212095775,4.215379369523545,1.2592278757677304,Iris-versicolor
+58,6.443776611001775,3.0,5.6809563075374125,2.051027955241938,Iris-virginica
+59,5.197372567894684,3.4020570286023255,1.403490092570406,0.20369998601819017,Iris-setosa
+60,5.823601076897592,2.9296583152372966,4.383238821365402,1.2891200891858945,Iris-versicolor
+61,6.973170298237101,3.093554398533188,5.015924124824533,2.326580737961878,Iris-virginica
+62,5.138540785974092,3.7327929273965363,1.7158741151697865,0.19716940258285182,Iris-setosa
+63,4.75745973311471,3.339067273895048,1.4799112738806783,0.2977526306471141,Iris-setosa
+64,4.4,2.93793171775541,1.4051888593987392,0.19303959845459678,Iris-setosa
+65,5.691484561198785,3.0,4.236016527012505,1.3654997943003193,Iris-versicolor
+66,6.149943658270727,2.1783595615175297,4.476990629414621,1.4759196459791257,Iris-versicolor
+67,4.974515379496773,2.000000826263686,3.470392131678875,0.9974385481997019,Iris-versicolor
+68,5.233582444522762,2.4567390093335124,3.419299980549078,1.0033010209619266,Iris-versicolor
+69,4.98528363090916,3.0896485488498824,1.4116726207141248,0.1954417329356709,Iris-setosa
+70,5.4110248524488345,3.374556393304291,1.97203418168644,0.2048583163626885,Iris-setosa
+71,5.58522649228662,2.4780288333394838,3.955275227158511,1.0990693728488135,Iris-versicolor
+72,4.525542839005451,2.3180369358626414,1.3046737635083876,0.31650064161979785,Iris-setosa
+73,5.758283666638666,2.9707671399975277,4.594681721106006,1.4837477664188667,Iris-versicolor
+74,5.561441228901599,2.4293248358307302,3.746699631671681,0.9743993608181736,Iris-versicolor
+75,5.682382392990838,2.9639592328989157,4.036112584683139,1.425945048600229,Iris-versicolor
+76,5.00430085831926,2.499557145077065,3.1707688034682264,1.0784224103838052,Iris-versicolor
+77,4.4,3.0,1.391189230366958,0.19799693981853392,Iris-setosa
+78,4.896220474616642,2.429517317812011,3.0596157970023263,0.9482090360894546,Iris-versicolor
+79,5.910342043021199,2.9250837084317487,5.255271870736547,1.860625910028356,Iris-virginica
+80,5.076087215101391,3.5299343190127876,1.4164197723174454,0.275109569810805,Iris-setosa
+81,5.134394927558917,3.4244935695642007,1.3718516289751017,0.2058532911508687,Iris-setosa
+82,6.0572052804376995,2.602984304709141,5.576389811027435,1.3979772992078145,Iris-virginica
+83,5.933994148957999,3.309652449652539,4.434683371235046,1.4858705710981615,Iris-versicolor
+84,6.924117065999424,3.0663905157096827,5.1410876435016775,2.298790682846207,Iris-virginica
+85,7.899996587485919,3.782262555887903,6.271207336475991,1.979779198849661,Iris-virginica
+86,7.899998448314378,3.799395080286768,6.343501106920988,1.9963034962861022,Iris-virginica
+87,7.685150807946251,2.7862069262350526,6.706744433099233,1.9889465130547395,Iris-virginica
+88,7.9,3.814476080972353,6.400439174477248,1.9767943008523816,Iris-virginica
+89,5.36974439025335,3.9,1.2625752643020935,0.34472992233287914,Iris-setosa
+90,6.0076113695749696,2.1996650909351447,5.047509837319482,1.4959426396325186,Iris-virginica
+91,6.107012560838071,3.267495713623968,4.465053681978307,1.5726299734013218,Iris-versicolor
+92,6.549424912449862,2.643319204782726,4.6898473815010355,1.3462716598724078,Iris-versicolor
+93,6.31384918351809,2.8177969348519962,4.294778352760193,1.2401985330173104,Iris-versicolor
+94,7.142697516406152,2.8892051448205875,6.177917520646629,1.7823090940763509,Iris-virginica
+95,5.622669154034285,3.0,4.419327248345772,1.4792737229506088,Iris-versicolor
+96,5.101480762763157,3.49941053285951,1.3862787146719584,0.19549578527512523,Iris-setosa
+97,7.899998675039395,3.806802142685513,6.405848980850169,2.0372624235098984,Iris-virginica
+98,6.780835102319786,3.012322061931968,5.427994445009462,2.1511841221607737,Iris-virginica
+99,7.547080228024446,2.810711318844926,6.5488391109278,1.8944101471052335,Iris-virginica
+100,7.7452236212005845,2.6060693657240144,6.9,2.2959715721628995,Iris-virginica
+101,4.966360529353451,2.0000011185150477,3.599846855335624,0.9586439059820675,Iris-versicolor
+102,5.627156115065531,2.9963380750920967,4.1136184551961,1.3136471033906558,Iris-versicolor
+103,6.5660351144348095,3.2324756970811115,5.072640331367056,2.049125408425309,Iris-virginica
+104,6.543716895118587,2.93081246774842,4.33263726385911,1.3406660976623603,Iris-versicolor
+105,5.925327217495063,3.168727547749495,4.423497759602386,1.445138690073764,Iris-versicolor
+106,5.66535648084606,2.8412293707679366,4.308314168941809,1.2433214104241004,Iris-versicolor
+107,5.631766409703514,2.9300525619783797,3.80976955822673,1.307466752536765,Iris-versicolor
+108,6.605321886475701,3.0123578165340112,5.429597225541793,1.9089336318806494,Iris-virginica
+109,5.645900821797791,2.662752148046981,4.295482366459556,1.0979899087427298,Iris-versicolor
+110,5.946987108384043,2.184486014214997,5.036723127031274,1.4741907902617024,Iris-virginica
+111,6.9383119001192695,3.197968706455112,5.752492904637159,2.2959133539289684,Iris-virginica
+112,6.6689481718403965,3.2770161109984985,5.675440808417705,2.5,Iris-virginica
+113,4.753841820787663,3.0,1.3339524904443767,0.1,Iris-setosa
+114,4.568894999727248,3.2790878352245727,1.3575492647235747,0.3174954251764481,Iris-setosa
+115,4.8937439571976435,3.1070532164273432,1.6969684485559635,0.1,Iris-setosa
+116,7.701175374662725,2.5934239802186236,6.9,2.289952133744663,Iris-virginica
+117,6.686852680873422,2.762595036505588,4.586983817812916,1.3361223336685253,Iris-versicolor
+118,5.623157647249482,3.7671143666268136,1.4964359842845774,0.29015404148887775,Iris-setosa
+119,6.416681934373531,3.216086955142684,4.684255296384131,1.5146764149000609,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/1/test.csv b/iris/tab_ddpm/1_3/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/1/train.csv b/iris/tab_ddpm/1_3/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/1/val.csv b/iris/tab_ddpm/1_3/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/10/synth.csv b/iris/tab_ddpm/1_3/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f3d35125ee5e9101131fdedb05792153608f2606
--- /dev/null
+++ b/iris/tab_ddpm/1_3/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.471603250715695,2.5390244279657703,3.8150233879162965,1.185991728990783,Iris-versicolor
+1,6.06195011000023,2.698677941874878,5.3015778063669865,1.5971581840628377,Iris-versicolor
+2,6.68429282081969,3.249997639718989,5.68120515275432,2.5,Iris-virginica
+3,5.99912841147353,3.393850973675802,4.471318649656157,1.590081635754432,Iris-versicolor
+4,6.705757734285051,3.295044811810066,5.716662511694402,2.4999995308256855,Iris-virginica
+5,5.750849402495875,2.909777362425344,4.230789353383362,1.3005001178564413,Iris-versicolor
+6,4.905376923248252,2.4621942589896424,3.020091543542954,0.8693549404707339,Iris-versicolor
+7,6.051426762563696,2.8277877536080864,4.393067916418253,1.1770199427613495,Iris-versicolor
+8,6.7796824915319664,2.8814933380656482,4.691167476541554,1.4070164654768516,Iris-versicolor
+9,7.699581087399209,2.7495848677120143,6.874736394198624,2.083603646892586,Iris-virginica
+10,5.018548717525175,2.0,3.5669274504936266,0.8803642175241786,Iris-versicolor
+11,6.018794679757366,3.0,4.2086446480599164,1.5368443852683318,Iris-versicolor
+12,4.400000472699181,2.9063635572290583,1.4013636012005182,0.20356023849497068,Iris-setosa
+13,7.726266583407019,2.828662970693497,6.737209950466316,2.0130483861944404,Iris-virginica
+14,5.038046016811294,3.701819742407596,1.449250005723436,0.2956134565474343,Iris-setosa
+15,5.5232348504014945,2.402478428944289,3.8073472544266416,1.0721136498264043,Iris-versicolor
+16,5.111327618878384,3.7549983832940184,1.5729342785572096,0.20288678639755267,Iris-setosa
+17,7.620241766702971,2.85257193542095,6.659949688856554,1.9578021717503655,Iris-virginica
+18,5.898548857705265,3.015473041547831,4.211567014963818,1.4931221587380106,Iris-versicolor
+19,5.872534597876243,3.3179222635087764,4.42456948940069,1.5069822072244108,Iris-versicolor
+20,5.144586523118601,3.6428035634989415,1.4897380451134654,0.2720954881213017,Iris-setosa
+21,4.889746224386792,3.0,1.4067123759350753,0.20237015031097047,Iris-setosa
+22,5.928528105657718,2.967295260764243,4.555262045798118,1.3513263835345644,Iris-versicolor
+23,5.83412939273982,2.9822698273453137,4.458727007463575,1.4383749616294284,Iris-versicolor
+24,6.712822776831835,3.347877317518469,5.695464167125246,2.5,Iris-virginica
+25,7.899998700986426,3.7834798812340535,6.348231184251264,2.0099363032590505,Iris-virginica
+26,4.825355826529425,3.0,1.4017631847018115,0.10000015321980976,Iris-setosa
+27,7.8999988176932,3.7808769405766722,6.323976957583813,1.9430107876253202,Iris-virginica
+28,5.2180165242818575,3.4282129048736523,1.414720642184567,0.2469638897794827,Iris-setosa
+29,6.55621443132707,2.4934300597600085,5.660284373997253,1.713767851651978,Iris-virginica
+30,4.514972673614935,2.468352217997383,1.3154469417359154,0.28857969566401587,Iris-setosa
+31,6.683769776429453,3.115969793384173,4.682631328497193,1.4932459300061647,Iris-versicolor
+32,6.296814945390332,2.5920743578797016,5.119411402537916,1.8709063858741923,Iris-virginica
+33,7.735468754713537,2.8589999639367583,6.7122560987989,2.0437658177531404,Iris-virginica
+34,5.031329815820798,3.662221442196514,1.417062424368297,0.20162902171844824,Iris-setosa
+35,6.365374288082133,3.397698391966736,5.645913084539739,2.4042805399894402,Iris-virginica
+36,6.046366480706803,3.4032472288110345,4.585175230520377,1.6523165679587015,Iris-versicolor
+37,5.195806693205825,3.6150852476908715,1.5820875153424,0.3703843127720067,Iris-setosa
+38,5.249796106856632,3.412531502235814,1.4243412249040426,0.20087054396410567,Iris-setosa
+39,6.248176340593337,2.3665820904748194,4.6869839988827495,1.4881927685507053,Iris-versicolor
+40,5.917694114828701,2.803544125556287,4.433477918640048,1.1572563295276477,Iris-versicolor
+41,6.6835040594378965,3.2882921466390074,5.701708470142175,2.11494465329636,Iris-virginica
+42,6.59505022870342,2.944329194448158,4.397833460765492,1.3741837076352539,Iris-versicolor
+43,7.899998582399413,3.7902391697685114,6.366933565785461,2.0298475839656587,Iris-virginica
+44,5.063724987538268,3.537510048578922,1.4056929491384498,0.19579210261051327,Iris-setosa
+45,4.977290492425455,2.0000006197131532,3.311746053003048,0.9750209096555829,Iris-versicolor
+46,5.193398157142993,3.720171211999036,1.6388061598898338,0.4492870494313557,Iris-setosa
+47,4.608354711734435,3.6301712988421553,1.0,0.20043305199254466,Iris-setosa
+48,4.990776094028057,2.0,3.4794720347942336,0.8143455235765551,Iris-versicolor
+49,6.628185298316713,3.1873794937627515,5.028907452966395,2.0795409808282552,Iris-virginica
+50,6.008805102193331,2.188006353648757,5.067790751455263,1.4754478695625544,Iris-virginica
+51,6.327622386802212,2.2928263500084434,4.595933032627986,1.5035379318190494,Iris-versicolor
+52,5.5270733044320535,2.957301750574161,4.301325959015561,1.4360200689018483,Iris-versicolor
+53,6.340013597757206,2.3399944712688745,4.70217354647101,1.4651864150482377,Iris-versicolor
+54,5.752120153781384,2.743916675937125,4.631832794699486,1.232346755350292,Iris-versicolor
+55,6.080878179404719,2.2726654360480665,5.034670545734753,1.5312950946866999,Iris-virginica
+56,6.214461653895537,3.260131041969934,4.642376425351177,1.5478271007369346,Iris-versicolor
+57,5.891396640403207,3.0,4.284276572471513,1.4915612686590198,Iris-versicolor
+58,6.286372160646237,2.8342624166962667,5.6278548155480514,1.779030908952426,Iris-virginica
+59,7.703318838273482,2.622277369082317,6.89999855609029,2.2998237387663316,Iris-virginica
+60,6.164954506253114,2.220641002479271,4.529371638374618,1.499567348942488,Iris-versicolor
+61,6.233571520955844,2.3457054632372967,5.097361347707792,1.762450021445234,Iris-virginica
+62,5.84625026143751,3.0,5.159162865599731,1.8049097492439052,Iris-virginica
+63,6.700764218580936,3.310345360233486,5.65373577354488,2.499999424861201,Iris-virginica
+64,4.995697866093475,2.000000766944784,3.61848967451369,0.9179581369804031,Iris-versicolor
+65,5.271575622756928,2.514990919011632,3.4238152264997215,1.176432424284008,Iris-versicolor
+66,5.322532581530167,3.8094951198655864,1.720889553595132,0.20649848148878625,Iris-setosa
+67,6.216518970957674,2.5344517919483174,4.677196248074125,1.3197743351469635,Iris-versicolor
+68,5.681316790345365,2.792862382858719,4.569608301753801,1.3087672519545526,Iris-versicolor
+69,6.92012181574445,3.0,5.666944359454849,2.0603540901712765,Iris-virginica
+70,7.6534195936579605,2.80869004979652,6.651823075178409,2.0156875009276796,Iris-virginica
+71,6.054551301933838,2.944544831818016,4.378398135654644,1.3240529111768145,Iris-versicolor
+72,6.730391662240139,3.0,6.025366961476005,2.1585270250531723,Iris-virginica
+73,5.562360851381191,2.896865512399869,3.742729073905446,1.270605218324326,Iris-versicolor
+74,5.704804974043496,2.821885749530087,4.429220903100587,1.2316728084452397,Iris-versicolor
+75,4.50617658147448,2.355437423168646,1.3465925929122724,0.387116610301493,Iris-setosa
+76,5.224605185863269,3.4227014721610813,1.4071546166589157,0.19794230774273766,Iris-setosa
+77,4.4,2.957060008675149,1.4121862745348672,0.19733275997758737,Iris-setosa
+78,6.579676556501807,2.979016158897175,4.393227364908463,1.361283900654201,Iris-versicolor
+79,4.602143954741447,3.5752237630603565,1.0,0.19868301358240842,Iris-setosa
+80,5.0968221780591305,3.4044833081055255,1.5697547540735606,0.41158224974944213,Iris-setosa
+81,5.631292412453525,2.9393552031731685,3.5662119094174556,1.2976270561833014,Iris-versicolor
+82,6.061195416151723,2.7291417336037713,5.070313836227054,1.5736255199025628,Iris-versicolor
+83,4.628773113789505,3.4006827528528003,1.4096633325478591,0.35224406406096487,Iris-setosa
+84,4.90282695402173,3.0,1.3959065124723316,0.22396785995354718,Iris-setosa
+85,5.031914366063091,3.5703315605954833,1.3509522071055136,0.1992033357601799,Iris-setosa
+86,6.141618898603413,2.9214846028343815,4.266559440269313,1.4791529821452503,Iris-versicolor
+87,6.343149845967722,3.4154406740894157,5.631680418232236,2.4060575962967423,Iris-virginica
+88,6.414772271174164,3.0,5.421523031778988,1.756344018133304,Iris-virginica
+89,5.028060084304137,3.4269859043894066,1.4748215878287376,0.4526476670048362,Iris-setosa
+90,4.587089759902107,3.633472657815271,1.0000004844546608,0.21100871302762042,Iris-setosa
+91,6.159267145396812,2.2023181515838806,4.5196140370033016,1.489001496575392,Iris-versicolor
+92,5.022592254414464,2.0,3.5380850801967108,1.10398216227232,Iris-versicolor
+93,5.158710517572963,2.673345023912667,3.780570636808183,1.3944931261062925,Iris-versicolor
+94,7.899998859790263,3.785767295277252,6.452911608231395,1.9912863373890684,Iris-virginica
+95,7.731454256548087,2.9655336165473463,6.718069546059088,2.0874305516833473,Iris-virginica
+96,5.1301565823498585,3.578270872484759,1.505860161197755,0.19280834617850806,Iris-setosa
+97,7.9,3.830430240598666,6.41785917065947,2.026340758182904,Iris-virginica
+98,6.947100308669439,3.0763254324679465,5.757286661887888,2.22134793229933,Iris-virginica
+99,5.556903173854533,2.4629259000878707,3.7485194783715587,1.0555670140758948,Iris-versicolor
+100,5.262343871602278,3.697569034422174,1.4866896593199623,0.25287545882643603,Iris-setosa
+101,7.649365291679416,2.9261282730096227,6.6340380133768155,2.0143891742741404,Iris-virginica
+102,5.978492124245203,3.4146375720985804,4.457946509880369,1.5840074516568945,Iris-versicolor
+103,6.504927998342766,3.1604964817439405,4.613658727759471,1.5264713707672497,Iris-versicolor
+104,5.066055830360264,2.5089052846210835,3.495467215196039,1.1373644659091684,Iris-versicolor
+105,6.068717963786185,2.6529956416666014,5.358870168800959,1.9614602158352084,Iris-virginica
+106,4.4000009344846145,2.9149127890098043,1.4012863195557441,0.2020238965360841,Iris-setosa
+107,7.739087395232738,2.944787959101655,6.7223928890685665,2.0627306760581217,Iris-virginica
+108,4.5777523710409165,3.623134483360337,1.0,0.20057053375814413,Iris-setosa
+109,5.643558202396268,2.502287198833167,4.077469030386515,1.0558606741392234,Iris-versicolor
+110,6.747404973496719,3.3596699430770753,5.751296210648635,2.5,Iris-virginica
+111,5.027856975308002,3.53694098320014,1.4014554760491174,0.19701415799143912,Iris-setosa
+112,5.318157811091499,3.530094668243821,1.498972854027645,0.198704103290413,Iris-setosa
+113,4.5963521799428175,3.5872429797512426,1.0000004637668287,0.19906433824919711,Iris-setosa
+114,6.684600485388918,3.0531735897500725,4.6331350262956255,1.4768191860111475,Iris-versicolor
+115,6.398664950115961,3.089255252621195,5.163935335479089,1.8941383610386568,Iris-virginica
+116,5.741556453233051,2.53293519209839,4.352758433047935,1.0735229822621988,Iris-versicolor
+117,6.724935180922318,3.1183398744886284,4.750635504701553,1.522628464217225,Iris-versicolor
+118,5.180091331805268,3.411511158060311,1.4110196806273334,0.1997280415652311,Iris-setosa
+119,4.932744055862273,3.167022527321062,1.4273701854910652,0.2041944759780443,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/10/test.csv b/iris/tab_ddpm/1_3/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/10/train.csv b/iris/tab_ddpm/1_3/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/10/val.csv b/iris/tab_ddpm/1_3/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/11/synth.csv b/iris/tab_ddpm/1_3/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2609bc821f20716e6f5ad4070b45e415dd200c32
--- /dev/null
+++ b/iris/tab_ddpm/1_3/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.178664947447828,3.4065657402202763,1.4569462680421994,0.43018380991046745,Iris-setosa
+1,6.704353556728845,3.2841639188791034,5.690863487192444,2.499999631975938,Iris-virginica
+2,6.741709666930805,2.793755514816024,4.75336351187599,1.383692986126931,Iris-versicolor
+3,5.711881217478505,2.7763313216002845,4.313272551834702,1.2329287789746592,Iris-versicolor
+4,5.0701319144038255,2.4767205668419234,2.7111940563910704,1.1469083854584428,Iris-versicolor
+5,4.896300212073473,3.1273531893485145,1.695683637964017,0.10000013780621989,Iris-setosa
+6,4.854934875886517,3.023805445454807,1.4876245398896482,0.10000012088377036,Iris-setosa
+7,4.793555898261188,3.0,1.3533659684179007,0.1,Iris-setosa
+8,6.193454330990872,2.907472125408054,5.552532971518556,1.7631390157876927,Iris-virginica
+9,5.707517296858236,2.9197545422222198,4.473737267544469,1.3228198073191626,Iris-versicolor
+10,7.013456217816392,3.153597796398956,5.69784673927278,2.285565957056516,Iris-virginica
+11,6.0472763324186305,2.228816045762512,4.99994241331547,1.4875000630947428,Iris-virginica
+12,7.366100792322863,2.9309579895975033,6.422310030750074,1.9390757059920811,Iris-virginica
+13,5.20613235939273,2.502990514380806,3.659439005780771,1.078044285458944,Iris-versicolor
+14,5.087557832716812,3.4180022235947827,1.7293723983241758,0.4971075818754071,Iris-setosa
+15,5.3670652036989965,3.7888399397209547,1.7839337725998718,0.22274803813204752,Iris-setosa
+16,7.899998058231006,3.7972696639600425,6.374883791646786,2.0043720866410553,Iris-virginica
+17,4.857593308445656,3.0272924967512833,1.4514059060942301,0.10000009616648549,Iris-setosa
+18,5.89198889265348,2.7556094873564336,5.281032023977873,1.9012194607540034,Iris-virginica
+19,5.834549816853378,3.026234237775548,4.269214126945113,1.4790880283920396,Iris-versicolor
+20,5.718776919605624,2.958728710915436,4.099880001488973,1.3105450038626423,Iris-versicolor
+21,7.705440027038989,2.6289406235245707,6.899998258166197,2.3077100821225125,Iris-virginica
+22,6.699626765662643,3.2951157841070846,5.683350680773693,2.499999342899797,Iris-virginica
+23,6.622637324775193,3.300010210359313,5.619401410552731,2.0761379689054387,Iris-virginica
+24,6.651586194730722,3.191644756112621,5.821811719549379,2.2964702475615706,Iris-virginica
+25,6.767986344990861,3.1370626241614317,6.00746463121337,2.2899613998127535,Iris-virginica
+26,5.67267540080905,2.5862998914050395,4.340081261612323,1.1779094418549034,Iris-versicolor
+27,7.9,3.8130226848695474,6.390909542605659,2.0087280270860166,Iris-virginica
+28,4.854066798913161,3.032821828395498,1.4404853332434064,0.1000000966889313,Iris-setosa
+29,6.666152265098692,3.0,4.597040725357564,1.3898738830655193,Iris-versicolor
+30,6.251316050469276,2.2982043530742984,4.561583088778789,1.3789097227527212,Iris-versicolor
+31,6.04204936628759,2.673824680729112,5.194440510081835,1.6122150216773885,Iris-versicolor
+32,5.227811826397738,3.7265741009766673,1.4574802934401776,0.29221919036792365,Iris-setosa
+33,5.3683069267010195,3.4056270596077614,1.4965843482834325,0.1990168810567129,Iris-setosa
+34,5.281494417194561,3.4035218020005695,1.5243695759661082,0.4215431764288043,Iris-setosa
+35,6.619134218056249,3.0412414185976218,5.260009344606553,2.02665242253436,Iris-virginica
+36,6.134682074824047,2.763312050981213,5.5814801044221936,1.5144163822989276,Iris-virginica
+37,6.196051493160528,2.751373635619623,4.78386210330102,1.3111418524838847,Iris-versicolor
+38,5.00111734849454,3.597071223674112,1.4057617840520276,0.23311518460431635,Iris-setosa
+39,5.0085357882856565,3.402200914580371,1.5522115838563502,0.1984181963508074,Iris-setosa
+40,5.153907426388169,2.721306699745475,4.077807928791724,1.4192900541222575,Iris-versicolor
+41,6.683570398338515,3.2884467888090696,5.675931903750985,2.5,Iris-virginica
+42,5.793431633265249,2.560030541442486,4.230720533795626,1.0670786916485522,Iris-versicolor
+43,4.591155529017465,3.6096089967407905,1.0,0.19251400166054256,Iris-setosa
+44,4.896429301824666,3.0565295976281104,1.485123040840969,0.1,Iris-setosa
+45,4.981246187862516,2.0,3.4545433014890534,0.6525422418672084,Iris-versicolor
+46,5.137245688093135,3.7585276389175792,1.4857329410438294,0.21755874515871365,Iris-setosa
+47,4.898270137147451,3.131163943717135,1.8084652771209662,0.1,Iris-setosa
+48,4.4,3.234784043048073,1.3079934528635182,0.19710438214503384,Iris-setosa
+49,4.969685547226697,2.0,3.2253390039699847,0.8697925599296426,Iris-versicolor
+50,5.9294107594775145,3.2974875614754993,4.539061370552014,1.567691002671145,Iris-versicolor
+51,5.656830818635421,2.845755290438787,4.059873673241496,1.3139787130820193,Iris-versicolor
+52,6.886711596401949,3.096500874799575,5.0395150817435175,2.298255087165403,Iris-virginica
+53,5.795015194817083,2.687515401967009,4.590825126743934,1.1756778665150698,Iris-versicolor
+54,6.681360747809648,3.2879509113422527,5.72030829636949,2.4999995948277625,Iris-virginica
+55,6.802394773379622,2.562847897907202,6.091358542721392,1.8340425123941515,Iris-virginica
+56,6.314895203546408,3.328066961665054,4.717459378423606,1.610043635900864,Iris-versicolor
+57,4.4,2.964574646328299,1.3784436522757166,0.1833973708194006,Iris-setosa
+58,5.101391068305388,3.7856280909988063,1.8044884678702349,0.19402998033313795,Iris-setosa
+59,7.9,3.7907591390707767,6.375025049740251,1.9766289662587238,Iris-virginica
+60,6.1252660167163535,3.3521252367261742,4.494640855769271,1.5951250037919509,Iris-versicolor
+61,6.2358467443432,2.302423952683412,4.545570537924133,1.4232668846299616,Iris-versicolor
+62,6.965906468523799,3.0270682378374114,5.0337439312901,2.2819317688079694,Iris-virginica
+63,5.3693647114406975,3.8999995440698454,1.3027513671634228,0.30976620347907935,Iris-setosa
+64,7.323682884465513,2.9185462289465005,6.2452642719415765,1.8348916251951226,Iris-virginica
+65,5.978593363583462,2.7785111870714183,4.478933386360279,1.1273298694760079,Iris-versicolor
+66,6.6978189919346365,3.1138041850154963,4.723214372799197,1.5049038541561939,Iris-versicolor
+67,7.899998986158536,3.805703883491118,6.3348711818358625,1.965334465992005,Iris-virginica
+68,5.026205827147548,3.4613667319598815,1.4855511808208195,0.40493825020681135,Iris-setosa
+69,6.117540813826727,2.7525559919676783,5.593664602798432,1.6045692765563118,Iris-virginica
+70,6.3610312795202155,2.5829628604427075,5.150788232451673,1.9506471176616331,Iris-virginica
+71,6.14707037874245,2.3138769410072126,4.9114285811355805,1.644168426888461,Iris-virginica
+72,4.788782909012456,2.975785416980982,1.3618539594119112,0.23675208759889105,Iris-setosa
+73,7.8999985773794945,3.8068851402604422,6.399228738075752,2.001623305361055,Iris-virginica
+74,5.866046756228771,2.824465812228023,4.66630922119972,1.263469261150051,Iris-versicolor
+75,6.303192056949822,3.377760407602284,5.572950495629526,2.408933955399246,Iris-virginica
+76,5.084126995379435,3.5482913834458563,1.378131697115132,0.21943615114424486,Iris-setosa
+77,6.209542346193079,2.880379914241076,4.228593368247256,1.2618578152096405,Iris-versicolor
+78,6.0668878698458295,2.6250096277817487,5.128844509656463,1.5962829825393563,Iris-versicolor
+79,5.979529617550858,2.660565733592968,5.159375324878982,1.888631004069797,Iris-virginica
+80,5.377563203165025,3.3641859619177525,1.497228862966427,0.2060127981432826,Iris-setosa
+81,5.0208698850135685,2.0,3.684663197152829,1.0032165843051395,Iris-versicolor
+82,4.971591666960297,2.0,3.4701924770407513,1.0367053426506827,Iris-versicolor
+83,6.210968989330662,2.5767443878707796,5.034889896214304,1.5193196763833912,Iris-versicolor
+84,7.695358423679407,2.617482299465074,6.899998939032179,2.3178053879874403,Iris-virginica
+85,4.894430926933697,3.1750349784157956,1.4043435747758817,0.239670266405262,Iris-setosa
+86,7.700604176968296,2.6229364358437857,6.899998783546501,2.2915941251050755,Iris-virginica
+87,5.091288785218583,3.7470623966906156,1.6122241992867175,0.21922528178851372,Iris-setosa
+88,4.976638837748196,2.0000008366891504,3.3127281747903075,0.9345926857236,Iris-versicolor
+89,5.813462078723287,3.0420134922155095,4.49423769528143,1.4896232529414977,Iris-versicolor
+90,5.412650429864501,3.9,1.300976863575847,0.5191898670030266,Iris-setosa
+91,5.722440929713797,2.8608498802780424,4.443885375527203,1.2573588648820675,Iris-versicolor
+92,5.070458500902409,3.7721791812882386,1.785818406000151,0.202947882273869,Iris-setosa
+93,5.186767840707417,3.740116881206565,1.6348827053848851,0.29892092673354986,Iris-setosa
+94,4.5992272572541255,3.605613793948537,1.0,0.19377373876658974,Iris-setosa
+95,6.708177710953871,3.304446729188348,5.7351690944941485,2.499998778307345,Iris-virginica
+96,4.964725201337762,3.384449369348104,1.5546733291330144,0.437275025200668,Iris-setosa
+97,6.725446256704251,3.2820993490900165,5.681354763939199,2.4999994750176526,Iris-virginica
+98,5.37948071718639,3.372711850341528,1.4785897507370984,0.18821859510904287,Iris-setosa
+99,6.554322881313776,3.126253160580977,5.940773056071592,2.307503765816983,Iris-virginica
+100,6.647120493205348,3.129309666030872,4.693415579144328,1.4852715427897811,Iris-versicolor
+101,5.604829242412578,2.8580092159386883,3.705573991918694,1.2452669397419576,Iris-versicolor
+102,4.928936932159315,2.0,3.44136758078604,1.0174906721059558,Iris-versicolor
+103,6.097459248460606,2.5686272149913547,5.557003034429297,1.449088783942763,Iris-virginica
+104,5.727467308184505,2.5814986607548063,4.000593001561874,1.1462439195434353,Iris-versicolor
+105,4.9011802239297335,3.1818295458527888,1.4441795949747922,0.3156871446703944,Iris-setosa
+106,5.933080270609754,3.0,4.292420977045208,1.4793282706521285,Iris-versicolor
+107,5.626370841783789,2.911684639744984,3.773973569970211,1.286005259579194,Iris-versicolor
+108,7.527814978636633,2.833436543230123,6.535518084043694,1.8995542877340845,Iris-virginica
+109,5.0344647115541,2.0,3.4617383053261115,0.9981396616244342,Iris-versicolor
+110,7.701859629183722,2.5810438037981616,6.9,2.282923053140201,Iris-virginica
+111,6.7535132084678615,2.935438197279615,4.689828078974439,1.419450843825635,Iris-versicolor
+112,5.936861418423503,2.9114297718198383,4.4474034631178725,1.3093713739015682,Iris-versicolor
+113,7.899998921005832,3.786043755605681,6.392484794591079,2.013746385070249,Iris-virginica
+114,4.579870307906366,3.635462288224114,1.0,0.19861458215288968,Iris-setosa
+115,7.686373679385583,2.930546515686862,6.692538697259208,2.052431289025943,Iris-virginica
+116,5.5973052871645566,3.757720636418893,1.603949826546776,0.36099649682735285,Iris-setosa
+117,6.3677433045865195,2.3396264880073163,5.502147380264466,1.6601800857469924,Iris-virginica
+118,6.740344502922317,2.9822733039874043,5.628459613648109,2.000745456582006,Iris-virginica
+119,7.9,3.815525702315606,6.354087226063345,2.0231723228254603,Iris-virginica
diff --git a/iris/tab_ddpm/1_3/11/test.csv b/iris/tab_ddpm/1_3/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/11/train.csv b/iris/tab_ddpm/1_3/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/11/val.csv b/iris/tab_ddpm/1_3/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/12/synth.csv b/iris/tab_ddpm/1_3/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..77985cd3574454804049974414cbd8bf72c659d5
--- /dev/null
+++ b/iris/tab_ddpm/1_3/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.674475321875596,3.165095136986112,5.297011343453671,2.0731415774224384,Iris-virginica
+1,6.365091285936313,2.9449445922630213,4.2989136474509335,1.3332592802707695,Iris-versicolor
+2,5.362114192611025,3.9,1.2747553353990733,0.4066387006792502,Iris-setosa
+3,5.3251292738331335,3.3874481542295314,1.4829040996026503,0.20787193183874259,Iris-setosa
+4,6.81911559146561,3.154810340926157,5.071677816889035,2.299602194736175,Iris-virginica
+5,5.74678597530632,2.729974859604414,4.548783189033026,1.1850193391509618,Iris-versicolor
+6,5.9412626133325395,3.0429076783054354,4.33104436712771,1.5207846924144806,Iris-versicolor
+7,5.915345769064397,2.7509615489089936,4.260033077144577,0.9959831146063858,Iris-versicolor
+8,6.475131461969133,3.0827328395107427,5.17352978401205,1.9414309429268781,Iris-virginica
+9,4.895674152705542,3.0641170408615883,1.4756177528858283,0.1,Iris-setosa
+10,5.026147022191505,3.319009745541501,1.443880596409446,0.20603274755321485,Iris-setosa
+11,5.077644195628131,3.501037441785482,1.3955878115631184,0.26864027821632774,Iris-setosa
+12,6.742158498328451,3.3394963881117756,5.748616641088773,2.5,Iris-virginica
+13,6.313876914774293,2.325164678009382,4.452982513369541,1.3422201770365987,Iris-versicolor
+14,5.6407990087466535,2.9130487633114672,4.151086125448631,1.304068888888694,Iris-versicolor
+15,5.687236850572381,2.5769420752974512,3.8840712415328698,0.9121748090726054,Iris-versicolor
+16,6.105238576381156,3.0,4.6727163837795755,1.4783043666931532,Iris-versicolor
+17,4.742917453255221,2.9586163770103844,1.3787938803412774,0.31179493829911664,Iris-setosa
+18,5.182271967199204,3.7416591899778053,1.5465425091034437,0.19236893363104668,Iris-setosa
+19,5.218747831232214,3.752362185133458,1.4918557028903108,0.21574153816738387,Iris-setosa
+20,6.775919919399236,3.143541298735113,5.8531721448167,2.263597417272001,Iris-virginica
+21,6.176117269520173,3.0,4.568422580494174,1.456993635800608,Iris-versicolor
+22,7.899998994706418,3.775665856110044,6.4001332585356945,2.010434522698751,Iris-virginica
+23,4.845971491918794,3.0,1.407184931961685,0.10000009373798101,Iris-setosa
+24,5.654318840480107,2.819949277212785,4.489005988163811,1.303994409206139,Iris-versicolor
+25,4.7504565426082115,3.4057130811049063,1.4757922458649846,0.22066231999581543,Iris-setosa
+26,4.546005985514107,3.3904996563475436,1.3669162322570199,0.2944135511606465,Iris-setosa
+27,6.2072999441374845,2.8687888014036655,4.57713523827883,1.2554513064372845,Iris-versicolor
+28,4.400000602002157,3.21430805295319,1.300361547081404,0.19944402096740568,Iris-setosa
+29,5.829429987416513,2.7397702652983256,4.436854210251279,1.1754742868088266,Iris-versicolor
+30,5.948495952651933,2.9804563733430185,5.114023135184551,1.8906849951258702,Iris-virginica
+31,6.586034323493938,2.7820065093022333,5.789829491273463,1.6741270576841136,Iris-virginica
+32,5.591361355418741,3.0,4.151244452068313,1.3050888900045814,Iris-versicolor
+33,4.966515370843508,3.255319251564624,1.4237297077821573,0.3777163814415951,Iris-setosa
+34,5.128560100159097,3.4994033223172853,1.3972803601810535,0.20126642377851145,Iris-setosa
+35,5.425373534932611,3.371600190780755,1.9191549392716234,0.19845772305293513,Iris-setosa
+36,6.586974098001669,3.2673981453344307,5.5165369227983065,2.0190477681083294,Iris-virginica
+37,6.149581800576707,2.785067929417515,4.186344491213659,1.1689483144222912,Iris-versicolor
+38,6.60933850130748,3.2723947535041775,5.752279306997244,2.1593971507516123,Iris-virginica
+39,5.127290789937143,3.483408789699841,1.3946913339609603,0.19935132619554785,Iris-setosa
+40,6.186745569028902,2.287523788576555,4.5938570791611895,1.5119107931817641,Iris-versicolor
+41,5.494827671066995,3.7731951622285353,1.849690631559967,0.32816821868433665,Iris-setosa
+42,5.620231752656583,3.0,4.188443324994231,1.3165359972427713,Iris-versicolor
+43,5.303752618715499,2.713005056073964,3.9779121457490056,1.3340845238897365,Iris-versicolor
+44,6.362193963937822,2.857822477878035,4.229707658960037,1.3124678923009252,Iris-versicolor
+45,4.990103203085291,2.4588363563598254,2.793135255908629,1.0481043071024931,Iris-versicolor
+46,5.950735190098605,3.0,4.2541763087379225,1.4843142687781747,Iris-versicolor
+47,5.473488603770886,2.4424579251302196,3.8635269013607005,1.0008522300827605,Iris-versicolor
+48,5.694996200002059,2.7489420260531574,4.550836003240133,1.1976935426930182,Iris-versicolor
+49,5.282568103976569,3.899999641373975,1.2787341644131578,0.3837187808145372,Iris-setosa
+50,5.499223241745481,2.629747758029781,3.654066163505875,1.1330036178044052,Iris-versicolor
+51,5.059290949389067,3.247088790640384,1.4009251170441583,0.2005559672595614,Iris-setosa
+52,7.899997648333139,3.7851254687446816,6.383846662896618,2.00810306712657,Iris-virginica
+53,4.746759398312512,3.3780669928120077,1.633653220124092,0.19428343769196355,Iris-setosa
+54,6.097720284663091,2.7321986415041066,5.589397675950038,1.480528921482566,Iris-virginica
+55,6.768258675357215,3.0,4.722348468421584,1.4655339241725278,Iris-versicolor
+56,7.679825749620694,2.9466082805972107,6.673811408326737,2.0254329487890286,Iris-virginica
+57,6.270282452212001,2.9966392658655168,4.322795468611943,1.3450088553404569,Iris-versicolor
+58,6.350494950682188,3.411024057304463,5.636953583528694,2.392970782655475,Iris-virginica
+59,7.69245460410653,2.5830605959110637,6.9,2.2845535588245807,Iris-virginica
+60,4.907001742208985,3.0670951248249607,1.4720190609504569,0.1,Iris-setosa
+61,5.20689441117279,2.526106205914391,3.4483523786827486,1.1010630145997533,Iris-versicolor
+62,6.146075723803082,2.7903616011482075,4.369665394073014,1.1353700062424064,Iris-versicolor
+63,5.74948334070659,3.031478315062579,4.44349700689601,1.4999453046789495,Iris-versicolor
+64,5.054452646780625,3.5459808105146546,1.4549253711773746,0.19720236277693132,Iris-setosa
+65,5.256974724685953,3.5186950138840536,1.4850664622658944,0.19814892303497703,Iris-setosa
+66,6.197952718931902,2.3959883999796223,4.790049303219633,1.4757627397311257,Iris-versicolor
+67,5.07369593537741,3.5389972175983644,1.3916881502393759,0.20621930973589897,Iris-setosa
+68,5.004401659307325,2.0,3.6783542303521175,0.9265792368582173,Iris-versicolor
+69,5.8203002760782905,3.1537531968775805,4.580821320729341,1.5234598326493412,Iris-versicolor
+70,6.635076511548686,3.0319754789519666,4.633173281645635,1.471092679273932,Iris-versicolor
+71,5.356975709502914,3.8999996258895826,1.2897822100931824,0.5932971560305951,Iris-setosa
+72,5.529499378282776,3.7792776210407366,1.499824588735252,0.26590196748603595,Iris-setosa
+73,5.031687291631173,2.0000021720965426,3.5106726807185464,1.0637315921577757,Iris-versicolor
+74,5.1963829076392996,3.470967299623659,1.406486308541651,0.27181471489014747,Iris-setosa
+75,5.9897323334178045,2.9166146794480663,4.691484396735658,1.3127882665397874,Iris-versicolor
+76,4.993737428691772,2.0000010922845615,3.3684996466017374,1.021062958232029,Iris-versicolor
+77,7.733659469374526,2.618027574534235,6.899998890942183,2.322552188022429,Iris-virginica
+78,6.649567113815994,3.0,5.498749412008795,2.0089022059957147,Iris-virginica
+79,5.583610294407892,2.9727239450204355,3.9060899895948573,1.2983876796638403,Iris-versicolor
+80,6.795206784413485,2.82151039532009,4.808052927484898,1.4048580735108747,Iris-versicolor
+81,6.2791048099912405,2.255199900854718,4.473332308094909,1.4689301401139383,Iris-versicolor
+82,4.910228035258816,2.4055202174633528,3.2673084440363134,1.0147709648737113,Iris-versicolor
+83,5.608384664059174,2.552915226897384,4.258958226036423,1.0565805058476845,Iris-versicolor
+84,5.075455414059841,3.3006180632318953,1.4885918354317493,0.427115194601704,Iris-setosa
+85,4.791443723608902,3.0,1.3752584646984243,0.1,Iris-setosa
+86,6.162452056401076,3.2726745803013855,4.639743398271063,1.5399352109302717,Iris-versicolor
+87,6.18207915650914,2.3031097572485177,4.272877023119188,1.2152511764133238,Iris-versicolor
+88,5.130685131796174,3.485946519670661,1.3756871200035712,0.2578578548674263,Iris-setosa
+89,6.716197435129728,3.021811796845237,5.6570350234798,2.0475905566572665,Iris-virginica
+90,6.82488537698344,3.0812216636535648,5.0458150604566505,2.2802786649942024,Iris-virginica
+91,5.770766888255631,3.131227151519217,4.463113612542578,1.5156765515991555,Iris-versicolor
+92,5.565845171387119,2.668611595986009,4.485412922355001,1.2298899364164686,Iris-versicolor
+93,5.053178695072298,2.500238637161128,3.0017404534150742,1.1041076179152327,Iris-versicolor
+94,7.757914031749041,2.8533307308876386,6.7492716988376005,2.0326563395338257,Iris-virginica
+95,6.688281132305595,3.3102025411580365,5.6838837379026454,2.499999481042664,Iris-virginica
+96,6.59150661838441,3.216080301366399,4.720003465999085,1.5425496282525955,Iris-versicolor
+97,6.470913260357309,3.3000961169086533,5.700747059997632,2.371127131045795,Iris-virginica
+98,4.484758413618666,2.2559916653652614,1.2928273614515686,0.29619949764596565,Iris-setosa
+99,5.899060118688322,2.148531453991111,4.876735735520826,1.4581384281774121,Iris-virginica
+100,6.666560655830811,3.312162774838169,5.704462281024252,2.4999994734206217,Iris-virginica
+101,4.656038206077245,3.2103750463665826,1.4001398907705083,0.3229120934640956,Iris-setosa
+102,6.344844271553488,3.345719061147957,5.669807044759037,2.393881815316905,Iris-virginica
+103,5.215865265392047,3.7103047654054135,1.4754949260632964,0.20740581858696688,Iris-setosa
+104,5.312282742976393,2.5418537855235033,3.7252123987220997,1.2240359804113605,Iris-versicolor
+105,4.86425221043476,3.0,1.4187152934126623,0.1,Iris-setosa
+106,6.852346783922534,3.0,5.218478861215984,2.2322631965701114,Iris-virginica
+107,5.682366266729857,2.9972637971497114,4.194300011872862,1.3286073516994474,Iris-versicolor
+108,7.718819084673429,2.865533498907206,6.716724109883129,2.036585002961721,Iris-virginica
+109,6.340697581749754,2.304202487988821,4.388584365843363,1.284284797209452,Iris-versicolor
+110,6.663333441400504,3.269320361727387,5.678564856207853,2.5,Iris-virginica
+111,5.136853680863747,3.519693232999279,1.401754779186573,0.21204497067927208,Iris-setosa
+112,6.447545530575347,3.000921471767332,5.860184618298573,2.2851519203641684,Iris-virginica
+113,4.856560822923021,3.362142301504376,1.5503001320236214,0.19286348561274408,Iris-setosa
+114,4.534902280454428,2.5144087995949853,1.3349083858918918,0.284277150854269,Iris-setosa
+115,5.0326398153228835,3.7372005349822994,1.4383306996632352,0.19432922178471101,Iris-setosa
+116,7.709066479083163,2.5728151540222637,6.9,2.2875856895978903,Iris-virginica
+117,7.552825246369594,2.8233400476654698,6.582184196092914,1.9329807591797232,Iris-virginica
+118,5.9630064051345775,2.629520054228869,4.486113246816758,1.1025730994219567,Iris-versicolor
+119,6.615002255994178,3.1993273409166,4.750152279982843,1.531928967115258,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/12/test.csv b/iris/tab_ddpm/1_3/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/12/train.csv b/iris/tab_ddpm/1_3/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/12/val.csv b/iris/tab_ddpm/1_3/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/13/synth.csv b/iris/tab_ddpm/1_3/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b83625425c3978cf4c629f704857276dddf7ebe8
--- /dev/null
+++ b/iris/tab_ddpm/1_3/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.132630916716409,2.288721540751714,4.918819114841436,1.7125930476787155,Iris-virginica
+1,5.0018031565492125,2.0000009036626487,3.474360310770117,0.8430455335678153,Iris-versicolor
+2,4.913784705409873,3.0,1.421420197389122,0.19928850514740898,Iris-setosa
+3,6.0819635852112395,2.7968808779837664,5.514697528356031,1.67224390365155,Iris-virginica
+4,6.012941660938644,2.198166813381006,5.076332742524326,1.6044719247555213,Iris-virginica
+5,5.011560328211488,2.000000783620134,3.4875880403382946,0.9676779251532215,Iris-versicolor
+6,5.575388036126431,3.0,4.012900520375614,1.3114461276063218,Iris-versicolor
+7,5.234616602055757,3.5270561390032906,1.424956060175373,0.37042239455098896,Iris-setosa
+8,4.5037948444322025,2.262130925983138,1.2771697907106363,0.2832661739619649,Iris-setosa
+9,6.1180316576182046,2.289748290779038,5.108422198850457,1.5677754170837788,Iris-virginica
+10,7.899998855349937,3.799056851679513,6.36640229910312,1.963042092785565,Iris-virginica
+11,4.822975006931609,3.0,1.402334019557854,0.10000010677637487,Iris-setosa
+12,6.66809349187067,3.0097431580299614,5.657362493893238,1.9732373021080325,Iris-virginica
+13,4.89909625162642,3.098482965911909,1.4903862809368398,0.1,Iris-setosa
+14,6.378560937548744,2.5683199892727577,4.415182624246153,1.2671169615776128,Iris-versicolor
+15,6.276056616616053,2.521396888593593,4.471635889721277,1.2284147872958933,Iris-versicolor
+16,6.1011788402102685,2.9183072223885547,5.450326098201282,1.8230063120329019,Iris-virginica
+17,5.905038215146333,3.0,5.010357985696374,1.7846468535112474,Iris-virginica
+18,4.4,3.183353566140272,1.2923062527800409,0.19815975784886297,Iris-setosa
+19,7.698845682807268,2.6101678910786617,6.89999871635987,2.2787195092218986,Iris-virginica
+20,6.8215623798759255,3.213906129471977,5.611623584859512,2.2943859454132394,Iris-virginica
+21,5.170207687439623,3.4748814526875234,1.3741195777001678,0.2021892037823676,Iris-setosa
+22,4.812755758880265,3.0,1.4028776931764082,0.1,Iris-setosa
+23,6.667520968334448,3.13784102772714,4.7357525570660615,1.4984497781946464,Iris-versicolor
+24,6.375796782838476,2.474807210938662,4.477698946206812,1.3461218839894726,Iris-versicolor
+25,5.144414122497893,3.4022762048127793,1.580396104829196,0.4534346206766149,Iris-setosa
+26,6.84120203622002,3.133700212893004,5.548849695827301,2.293758564446171,Iris-virginica
+27,5.005072547487114,2.0000005044546314,3.127199674248799,1.0467277689454286,Iris-versicolor
+28,5.815266950135094,2.9339304567068396,5.0489244740692305,1.8621430089815303,Iris-virginica
+29,7.748155730246609,2.5939915190531395,6.899998953181868,2.314058938760067,Iris-virginica
+30,6.789424395819246,3.047680379971124,5.176628981916409,2.270448351221538,Iris-virginica
+31,5.095230906309102,3.6557259530786763,1.4294491216222105,0.3916784922300577,Iris-setosa
+32,6.037228586169504,2.9147726851325486,4.901682582240031,1.5869975598284844,Iris-versicolor
+33,7.711609608772385,2.604245643262841,6.899998607742051,2.2987135779970296,Iris-virginica
+34,6.452707972994632,3.236412221194331,5.248704577243253,1.976445289911122,Iris-virginica
+35,4.759864526853738,3.0,1.3814774446084312,0.2922385374719928,Iris-setosa
+36,4.912337524518956,3.1178424286157833,1.6368174620243512,0.1,Iris-setosa
+37,6.15953682980932,2.9841206358763475,5.411231739816047,1.6788122110318007,Iris-virginica
+38,6.143095392174239,3.3480147739509176,4.593519492929346,1.6279331997426814,Iris-versicolor
+39,5.92372095404356,3.0,5.184520684603848,1.762753514825874,Iris-virginica
+40,4.8637920184307415,3.086222924024339,1.4032569988259807,0.2874102517406628,Iris-setosa
+41,5.1769335833081,3.7384691192007153,1.4878154798196326,0.21756613449840653,Iris-setosa
+42,4.955088126069883,3.0177721472033716,1.4095152531839423,0.19705675578391035,Iris-setosa
+43,7.726016019662489,2.604315565581179,6.9,2.3057648813952154,Iris-virginica
+44,4.489424588770678,2.308531234487518,1.2737342837308632,0.3244716325817315,Iris-setosa
+45,4.400000591523452,3.16999686563941,1.296154643268572,0.2054699379410407,Iris-setosa
+46,6.193737135026677,2.6210723868631716,5.644977909755032,1.4297936863649734,Iris-virginica
+47,5.147303068653066,3.4438196351371726,1.3774107497456831,0.20249667217195064,Iris-setosa
+48,7.7064772764252645,2.607385780184579,6.9,2.304308737327986,Iris-virginica
+49,4.60152125082215,3.411896060126246,1.4018372364492457,0.2910500224567249,Iris-setosa
+50,5.398319705352115,3.9,1.2990491774567998,0.5453134729687695,Iris-setosa
+51,6.489846963699312,3.2034192147216047,5.099979941856901,1.9771312205345806,Iris-virginica
+52,4.961452478000681,2.0,3.5533048384611927,0.9385161335112848,Iris-versicolor
+53,5.360776333174719,3.7589098118217863,1.8195254027066687,0.2199227280109623,Iris-setosa
+54,6.7225565387671224,3.0,5.571963611291105,2.027700486845487,Iris-virginica
+55,6.397790253101275,3.3965402717241604,5.6235267706781285,2.387456711536205,Iris-virginica
+56,5.8102816013533465,2.890082102373076,4.344381060165284,1.3188184726683794,Iris-versicolor
+57,7.679512861807862,2.574321028391753,6.9,2.3008931595144597,Iris-virginica
+58,6.654976658325639,3.204329299636444,5.50116606793679,2.018616696172262,Iris-virginica
+59,4.82649831775918,3.0,1.4072774199409037,0.2746933921637678,Iris-setosa
+60,5.978426069337576,2.538618944340509,5.049866604096507,1.8558364266218288,Iris-virginica
+61,7.712290904749649,2.6186519808105624,6.899998910133936,2.303101272253438,Iris-virginica
+62,7.01678615696873,3.0,5.790271052558308,2.0703716206326614,Iris-virginica
+63,5.0680814173999345,3.7761808339566993,1.5531377423745907,0.19973637311264597,Iris-setosa
+64,7.688668056805778,2.768692423986572,6.699678808052045,1.9868607240164906,Iris-virginica
+65,5.192944605277784,3.7788782328714117,1.6926515009258165,0.2062921366405382,Iris-setosa
+66,7.728684570843082,2.5711788993564406,6.9,2.3311374135314833,Iris-virginica
+67,4.400000452450657,2.9149618979675522,1.390077117179128,0.1877735982849673,Iris-setosa
+68,5.427226223322899,3.9,1.3211913907240285,0.6007516901703341,Iris-setosa
+69,5.554095471278316,2.7409784789911598,4.224430004423276,1.3070911273881605,Iris-versicolor
+70,4.842294369249887,3.0,1.3905894956417364,0.22982588183519437,Iris-setosa
+71,6.000255810701079,2.218586439460977,5.004276576964518,1.5073607863544605,Iris-virginica
+72,5.086632969741099,3.4930434665127263,1.407694820221119,0.20212526904380132,Iris-setosa
+73,5.978531703480903,2.989848020366144,4.461510617503526,1.3343868086485269,Iris-versicolor
+74,4.821627878683868,3.0,1.4203232589623056,0.10000013656782447,Iris-setosa
+75,7.667445257821404,2.9770014837421703,6.582699966924606,2.0647897681721488,Iris-virginica
+76,4.532016404665706,3.336788062134875,1.3490843470288327,0.361561777064718,Iris-setosa
+77,4.645881388883331,2.7819381386566926,1.354652652708008,0.45143042638419284,Iris-setosa
+78,6.293427547308052,2.4852465868750295,4.9736902702537575,1.498222937986,Iris-versicolor
+79,6.558091574100263,3.38438252315198,5.693503950952715,2.2938588591895157,Iris-virginica
+80,6.28664521682588,2.4512746221381736,5.041435144869273,1.8134023591089805,Iris-virginica
+81,5.334441392019619,3.3775722057252158,1.481245839460503,0.19619657065900392,Iris-setosa
+82,4.678105017447074,2.9049623660486277,1.3487612798238922,0.2955993777877617,Iris-setosa
+83,5.013555060333368,2.449320332834492,3.4875142994666573,1.0839023635746987,Iris-versicolor
+84,6.696953369391253,3.290005387208885,5.681314171456142,2.499999496946213,Iris-virginica
+85,6.907997807181935,3.0700474535405666,5.199441738435792,2.2904743157521943,Iris-virginica
+86,4.690462431787449,3.428387108119105,1.4242096804757942,0.288469599884812,Iris-setosa
+87,7.07978414505196,2.9261789410422128,6.163912591518792,1.7646211170643462,Iris-virginica
+88,6.758082426717596,3.0366870681562155,5.674023335367155,2.2377903058488022,Iris-virginica
+89,6.878759416533872,3.1313655708706323,5.780312075496597,2.272428602773407,Iris-virginica
+90,5.959694998237019,2.82451115624458,4.70407284357324,1.2491213656328588,Iris-versicolor
+91,6.313713711671485,2.8794165854488423,5.528197667781244,1.8295780770394259,Iris-virginica
+92,7.657977142287983,2.6137983765100765,6.899998634416353,2.2947083879067534,Iris-virginica
+93,6.289716359194012,2.9464757027760733,5.539738244121804,1.8188305070594175,Iris-virginica
+94,5.008550673821389,2.0000010688930256,3.343092241438436,1.0070761507882113,Iris-versicolor
+95,7.717726523083154,2.5949418237997803,6.9,2.3125714867884706,Iris-virginica
+96,7.9,3.8206249162941366,6.452334056356602,2.043422678461235,Iris-virginica
+97,7.294433275521861,3.0619318241788025,6.3024607772033105,2.1805840348517034,Iris-virginica
+98,4.950345372236136,2.4497706953008223,3.0844774469435507,1.0398901532085967,Iris-versicolor
+99,7.746895607487064,2.639067742607649,6.9,2.3056186925423536,Iris-virginica
+100,6.700729751412163,3.335452350903951,5.71695767904082,2.5,Iris-virginica
+101,6.0217743655700655,3.3864673540885115,4.565805813079948,1.5754378777601785,Iris-versicolor
+102,7.408216275367242,3.05275360080389,6.374230156810766,2.174910617876809,Iris-virginica
+103,5.964789324302281,3.4102357674019315,4.469151530889995,1.588547889184777,Iris-versicolor
+104,7.706948923804841,2.934829721446566,6.677865509304583,2.0502662697886844,Iris-virginica
+105,4.8162124601243175,3.0,1.3952533580009274,0.349442990692481,Iris-setosa
+106,6.94970290432147,3.150453055721048,5.6853027443159805,2.2739971899337257,Iris-virginica
+107,5.170371755290294,2.519802154790398,3.5408257250268917,1.2085554146171782,Iris-versicolor
+108,7.386790520940968,2.828313805227161,6.395710305033535,1.8226534892531727,Iris-virginica
+109,5.964936211665763,2.927343763636797,4.3163294367504506,1.5054373388365525,Iris-versicolor
+110,6.5266036624422235,3.0,6.008799917782735,2.2714894016001215,Iris-virginica
+111,6.981696389565455,3.090062514929611,5.2115600760382454,2.2933659046735686,Iris-virginica
+112,5.641937352882508,2.9649429886201206,3.7956320842876394,1.314942117643485,Iris-versicolor
+113,5.7492318979158545,2.72884208437675,3.939288648752729,0.9030069880302125,Iris-versicolor
+114,5.819364888600212,2.9098973797409746,4.591014933312237,1.3193476516095914,Iris-versicolor
+115,5.1281581143999,3.5059038307205452,1.3969519621520168,0.29480450193735563,Iris-setosa
+116,5.477605008314983,3.407909443068092,2.0547565011598623,0.20068968022292008,Iris-setosa
+117,7.674830270894369,2.599413134088347,6.9,2.276504025554473,Iris-virginica
+118,5.978258610633283,2.722411559279264,5.066675735589359,1.5814170272119445,Iris-versicolor
+119,7.739109280464733,2.5962965777441243,6.899998589401769,2.286596952096392,Iris-virginica
diff --git a/iris/tab_ddpm/1_3/13/test.csv b/iris/tab_ddpm/1_3/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/13/train.csv b/iris/tab_ddpm/1_3/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/13/val.csv b/iris/tab_ddpm/1_3/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/14/synth.csv b/iris/tab_ddpm/1_3/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c989a13db737f799eb05ef868ccda80a60579c80
--- /dev/null
+++ b/iris/tab_ddpm/1_3/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.547295487876332,2.4226350772023504,3.7320546761346316,1.0013817376693412,Iris-versicolor
+1,6.279345490889899,2.8459300699641954,4.286910257326077,1.209736280615444,Iris-versicolor
+2,5.779069329849883,2.7819577821245067,4.531927312365858,1.2094838809688961,Iris-versicolor
+3,4.974547420403771,2.0,3.0751158564841776,0.9362495416781864,Iris-versicolor
+4,5.584142620132375,2.9027550872322943,3.47241928154508,1.3131587594020449,Iris-versicolor
+5,4.606284555712411,3.619407723425289,1.0,0.19855796587309096,Iris-setosa
+6,6.601043929649009,3.0503598100997333,5.576235901972398,1.9097792031306104,Iris-virginica
+7,6.338029242843085,2.793208137283341,5.616881229001155,1.6051468417356856,Iris-virginica
+8,4.808210566828265,3.0,1.4136194676832718,0.2086812948577861,Iris-setosa
+9,5.120789510108338,3.4730707573307433,1.3879056047322644,0.20228835240177812,Iris-setosa
+10,5.715355127040904,2.747227990367216,4.5218434815416995,1.2869503633649875,Iris-versicolor
+11,6.76474490776708,3.0,5.543023232436395,1.98037591520221,Iris-virginica
+12,5.683302735127536,2.93785947746672,4.208895888484306,1.2756133169413502,Iris-versicolor
+13,4.613298035881712,3.616680024015345,1.0000011957914572,0.20302842394227116,Iris-setosa
+14,5.040614355335971,2.000003094646977,3.6201358698432595,0.9832133483250711,Iris-versicolor
+15,4.4,2.8733855224787965,1.4004872351185287,0.18637272406570876,Iris-setosa
+16,7.587353001168499,2.949361472284349,6.5633697453792035,1.9846401475151423,Iris-virginica
+17,5.70752014438135,3.066793633779804,4.22148551974976,1.3770965646562399,Iris-versicolor
+18,6.756075764269275,3.134411035132437,5.010729865700898,2.1842998655686108,Iris-virginica
+19,7.9,3.8128955186889035,6.440881831647295,1.984026086383496,Iris-virginica
+20,6.724611470834973,3.3106680226265546,5.719919010800519,2.141245973925895,Iris-virginica
+21,5.022517278071597,2.4322665120423785,3.041586619502305,1.0461272823463068,Iris-versicolor
+22,5.911092409216055,2.714533140496357,4.490354259512139,1.1376545520860502,Iris-versicolor
+23,6.789810025558739,3.0859136580908153,4.761757339025258,1.5060337168573514,Iris-versicolor
+24,5.37925624095219,3.899999516294907,1.3432105647592805,0.48406941134717707,Iris-setosa
+25,6.33807221204946,2.357416144591191,4.527204847812838,1.3364840202629906,Iris-versicolor
+26,6.726283490947932,3.2797135331702054,5.695830883286274,2.1386651471414706,Iris-virginica
+27,5.8989425430976565,2.7978146565495337,4.934536567989129,1.5434805836731387,Iris-versicolor
+28,6.78117105514382,3.199642440196104,5.936683568294433,2.282332452629618,Iris-virginica
+29,4.999783550405383,2.0,3.594522850079836,0.9293574014183139,Iris-versicolor
+30,6.029467830339713,2.679609893404824,5.006666755878769,1.5778632638168588,Iris-versicolor
+31,6.538859241364519,2.4123532226283695,5.6703983799562465,1.7547879585997594,Iris-virginica
+32,6.154513451849942,2.3400328451345342,5.053690739084704,1.6630982965238672,Iris-virginica
+33,6.383538592974786,2.9074790642944213,5.4824751731922055,1.7817535835482392,Iris-virginica
+34,4.765238962493358,3.2714977332309103,1.4182002137578547,0.276031698090729,Iris-setosa
+35,6.337195093655628,2.278447840763852,4.398795137316201,1.3078751035260316,Iris-versicolor
+36,6.326792334008495,3.2960996765311457,4.726654796914206,1.5983000182954141,Iris-versicolor
+37,6.782214705186013,2.836574195163959,4.768817165682908,1.4270386023365358,Iris-versicolor
+38,7.716987163370459,2.6015037914187866,6.9,2.315697320206954,Iris-virginica
+39,7.63691745201779,2.6203291140569736,6.899996831891209,2.319621729638956,Iris-virginica
+40,4.658043324695639,3.602773234102959,1.000000670287329,0.19926759764746577,Iris-setosa
+41,6.975739534307885,2.8948384588190668,6.102078855105869,1.7303349534401753,Iris-virginica
+42,5.09114341808467,3.6647904329015044,1.844089036951387,0.20256436885306142,Iris-setosa
+43,6.03128318268321,2.576445330989784,5.608856522688136,1.395121789695363,Iris-virginica
+44,5.525543964549383,3.769203713872529,1.7485614975525103,0.2961373716534867,Iris-setosa
+45,5.536833766408364,2.551058578434333,4.300910276125057,1.100660818418004,Iris-versicolor
+46,5.547440158357351,2.6238291690890057,4.463960073436024,1.2167733564409493,Iris-versicolor
+47,7.0333355233854835,3.0280192012301494,5.937999609447645,2.152599088682741,Iris-virginica
+48,7.9,3.7918318422277095,6.433167389147049,2.009728807378949,Iris-virginica
+49,5.008456435277372,2.0000012188046665,3.38374854748242,1.0396000234124922,Iris-versicolor
+50,5.020940278112786,3.531667247770788,1.3998119354322163,0.20023432787058362,Iris-setosa
+51,4.893047756190783,3.5085192794622486,1.4068082002168214,0.2950823974229022,Iris-setosa
+52,5.01760226143036,2.4767362819238903,3.5567767182525283,1.0109573694679541,Iris-versicolor
+53,5.913848489852114,2.6892466236501122,4.196147112421649,1.0027346310114276,Iris-versicolor
+54,4.983544733118772,3.6242647047323,1.4014506181912039,0.2128475561239283,Iris-setosa
+55,5.016378022864326,3.66325106551681,1.4425462324653624,0.20630372748750012,Iris-setosa
+56,5.831873735185398,2.667173289133052,4.32249157733352,1.0159714683492445,Iris-versicolor
+57,7.641408880699248,2.798209465348364,6.65248193225342,1.9937946683243675,Iris-virginica
+58,5.087784758990992,3.4407104046267514,1.4027820262421478,0.1967866961015239,Iris-setosa
+59,5.3621616328757895,3.401603821263695,1.7663684439753522,0.3403141818565274,Iris-setosa
+60,6.747686142467261,2.91256120177288,5.789428492290781,1.6972457748930707,Iris-virginica
+61,7.71180081960423,2.5994263799452653,6.899998582018539,2.31384145765057,Iris-virginica
+62,6.674201541789128,3.0,4.580458761465608,1.4439409977197863,Iris-versicolor
+63,5.665926076606817,2.950725623961119,4.445869868504256,1.5116482563299063,Iris-versicolor
+64,6.063078334181581,3.401896753830973,4.491932318135471,1.628396567902746,Iris-versicolor
+65,5.776569303085194,2.6020414925248048,4.272343658984736,1.0488522544234031,Iris-versicolor
+66,7.6474446995866066,2.6106157259607303,6.899998644799031,2.302780827826809,Iris-virginica
+67,6.780921600031378,3.145132738115009,5.622339656516315,2.1470693864482553,Iris-virginica
+68,5.559530813328413,2.5004291668169163,3.989101253936641,1.1257755736744846,Iris-versicolor
+69,5.808665891806944,2.760992567373154,4.434947206981296,1.2240661250993046,Iris-versicolor
+70,7.6798268945262755,2.5940523720306636,6.9,2.295192260295253,Iris-virginica
+71,5.789606506436402,2.314559404284272,4.039915057348137,1.1462034696600036,Iris-versicolor
+72,4.95119064831427,2.0,3.135567121363591,1.0061065246615157,Iris-versicolor
+73,6.33616200165733,2.911254272441432,4.487920757368059,1.3214342476410534,Iris-versicolor
+74,7.746302827613506,2.9685781941994076,6.700331792729817,2.0994848969410005,Iris-virginica
+75,5.030875827897327,2.4782260983974025,2.7908801587155896,1.0718770863487073,Iris-versicolor
+76,4.475514096961067,2.232645603011132,1.3323358281079767,0.28071326242810046,Iris-setosa
+77,5.035078834538981,3.515828519252268,1.3925915847323518,0.20245123085639838,Iris-setosa
+78,4.782476847487242,3.0,1.4133524956174062,0.1,Iris-setosa
+79,6.809438167415597,3.1555972653907025,5.774859353740325,2.2685964199507236,Iris-virginica
+80,5.079636285142762,3.80314605201966,1.496948905406929,0.2092609877977688,Iris-setosa
+81,4.587138856208105,3.6018453890444184,1.0,0.20675241830811458,Iris-setosa
+82,5.610260991738966,2.787087299652694,3.7530331650235884,1.2398829448709203,Iris-versicolor
+83,6.333925180632902,3.0,5.334645198719992,1.797829174058001,Iris-virginica
+84,4.919991093211387,3.107251336829675,2.229223135546317,0.10000012144623119,Iris-setosa
+85,5.9797933284827165,3.307042896097233,4.4383498316707,1.5822860488251018,Iris-versicolor
+86,6.067275566207002,2.637867320947998,4.971413315945715,1.5503205235027047,Iris-versicolor
+87,4.894328165900469,3.0,1.4059623862334414,0.100000094227375,Iris-setosa
+88,4.4,2.9643089795887185,1.4002727244494624,0.20739832483887982,Iris-setosa
+89,5.858409405079781,3.0,4.376058399016116,1.5226816235709133,Iris-versicolor
+90,6.062698519702464,2.2124562610323477,4.8758046030964755,1.5194680269628649,Iris-virginica
+91,6.33824338317103,3.379721529054694,5.640631879155596,2.3760637872859935,Iris-virginica
+92,5.56862754219581,2.5927884211125565,4.20548611854031,1.186551948600721,Iris-versicolor
+93,4.881974834199143,3.475453845918011,1.4105843493839467,0.2885280390674504,Iris-setosa
+94,6.0872177284530835,3.140206319967423,4.529446197745622,1.522841930125611,Iris-versicolor
+95,5.123044842850224,3.4488541732659534,1.9368366108021102,0.2953336078041774,Iris-setosa
+96,6.235486612976112,2.1768086538877665,4.511167719858444,1.4915147901183046,Iris-versicolor
+97,6.134559002206677,3.066923568352466,5.154959613108674,1.8832308415584489,Iris-virginica
+98,5.834452405301497,2.7289188376973494,4.811381281559062,1.312545735822282,Iris-versicolor
+99,7.255404594465411,2.8679727412005875,6.254515893700781,1.764183867355004,Iris-virginica
+100,4.913136402237114,3.137546493317152,1.9047954309708537,0.1,Iris-setosa
+101,5.27260923917501,3.7431124539729375,1.7276685363718818,0.2973258767303012,Iris-setosa
+102,5.1679907923338275,3.4004398735082484,1.3982105812078822,0.194246372601946,Iris-setosa
+103,5.957741574768135,3.2305586553802885,4.465127918630249,1.5057242165842422,Iris-versicolor
+104,6.68526631316702,3.2950933200457935,5.654231571656833,2.5,Iris-virginica
+105,6.793906421883631,3.0,5.4199749156705845,2.146248587212726,Iris-virginica
+106,4.400000489766788,2.8649355540838606,1.3374422445969891,0.19599998498002133,Iris-setosa
+107,5.027364789845617,3.7039064881636827,1.4342608613384817,0.1944084676647741,Iris-setosa
+108,5.510273783305316,2.6066854379869437,3.948351424963444,1.2263921349677374,Iris-versicolor
+109,5.968019452666235,3.3167109885833983,4.538422264949774,1.6012522398217282,Iris-versicolor
+110,5.992357291232876,2.9060416975084604,4.2165595576758,1.2030317758929439,Iris-versicolor
+111,7.465955916786452,2.898847234611103,6.56547531860031,1.96359175588497,Iris-virginica
+112,6.930210280520753,3.0,5.551471608071459,2.1427975717814043,Iris-virginica
+113,4.7043754688894985,3.451391136633823,1.419854498399805,0.2759911840724813,Iris-setosa
+114,4.602855644271484,3.6201562980131343,1.0,0.20854306189626592,Iris-setosa
+115,4.97417056871487,2.5065458172030692,3.1907790418192157,1.1610982877489684,Iris-versicolor
+116,4.728680776274219,3.3919798301144195,1.4499607204356775,0.2893699710211394,Iris-setosa
+117,4.969071280856572,3.573165195388847,1.3724151066695267,0.20249261769240082,Iris-setosa
+118,6.905844302467153,3.162198765117778,5.649159023272349,2.3107944371611238,Iris-virginica
+119,6.37641942722988,3.0575454855507918,5.5607625265205165,2.326292442436128,Iris-virginica
diff --git a/iris/tab_ddpm/1_3/14/test.csv b/iris/tab_ddpm/1_3/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/14/train.csv b/iris/tab_ddpm/1_3/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/14/val.csv b/iris/tab_ddpm/1_3/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/15/synth.csv b/iris/tab_ddpm/1_3/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..84285c58999b1d76d188b19009bf22f266a58113
--- /dev/null
+++ b/iris/tab_ddpm/1_3/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.691059282260769,2.7351217316203504,4.529700067882573,1.2578256899069158,Iris-versicolor
+1,5.6708870197898085,2.866424576185504,3.964210652508494,1.2719424846481324,Iris-versicolor
+2,5.8354911711668045,2.89295867909767,4.4641660115535045,1.3096683514000127,Iris-versicolor
+3,4.997460552592316,2.0,3.597804471542275,0.8716768707181692,Iris-versicolor
+4,4.78723099840323,3.0,1.3549415250826318,0.1000000970174105,Iris-setosa
+5,5.5858321409747935,2.6931238917431117,4.472063622337524,1.2980581587573778,Iris-versicolor
+6,5.989704830367308,3.0,4.618457972508256,1.5241199369401894,Iris-versicolor
+7,6.13119855380087,2.1840836300332165,4.451096053700486,1.489104016946075,Iris-versicolor
+8,6.853356976575641,3.095222046716758,5.146833766930973,2.2714616967044057,Iris-virginica
+9,7.706310185598994,2.590356145915167,6.9,2.304319920927583,Iris-virginica
+10,5.716910415783129,3.0,4.496800372505882,1.5302388690598363,Iris-versicolor
+11,6.663181215947119,3.2937561695458304,5.667754249395524,2.4999995539848157,Iris-virginica
+12,4.8639445874651335,3.049098950337698,1.466519441569996,0.1,Iris-setosa
+13,6.8018030635888005,3.2059279161405514,5.828871317707956,2.258526850658782,Iris-virginica
+14,7.8999986325791,3.779400507741512,6.456679172810357,1.9809752082550665,Iris-virginica
+15,5.017208770194893,3.5933215932791107,1.364068634546614,0.20780137705264637,Iris-setosa
+16,4.987332193535514,2.0,3.4494809724029647,0.8258745903032438,Iris-versicolor
+17,5.0024885357384115,2.0,3.1382347383596274,0.9408121259181743,Iris-versicolor
+18,6.175320887909182,2.5643265226361867,5.588780236008301,1.4333309430952457,Iris-virginica
+19,4.868613159033585,3.0,1.4269319661950657,0.1000001123089874,Iris-setosa
+20,5.672934636471458,3.797136512142411,1.9174531321264676,0.42522473331190097,Iris-setosa
+21,5.960311818981575,2.715705842900978,5.040427028040005,1.5771230143091086,Iris-versicolor
+22,6.270146775075723,2.5315228352552293,4.2863752683543455,1.2592757370112375,Iris-versicolor
+23,6.663866489106444,3.135461309191185,4.736492939064208,1.5292216690582527,Iris-versicolor
+24,6.152842701019125,2.7353896984203216,5.565534906514274,1.666309996398535,Iris-virginica
+25,5.937787733823868,2.2949892970264414,4.021926211564304,1.192447443799922,Iris-versicolor
+26,4.763579985121105,3.38961841092543,1.734672237787066,0.18885350175787538,Iris-setosa
+27,5.819897029623847,3.0974967911832607,4.585553117771429,1.521646080111986,Iris-versicolor
+28,7.899748514072959,3.546646410361035,6.200299708380932,2.03118176321385,Iris-virginica
+29,5.665938705308097,3.0,4.302437241583662,1.5193798338492353,Iris-versicolor
+30,6.774818948258247,2.891052638463737,4.7387519742102615,1.3972510050768445,Iris-versicolor
+31,4.506760736843315,2.3100131287286825,1.3180626788282415,0.361726354703714,Iris-setosa
+32,5.174216047379988,3.795095033269471,1.491107057270417,0.2794984653649035,Iris-setosa
+33,4.895508048765751,3.1011371087812702,1.4893148902739322,0.10000019019127004,Iris-setosa
+34,6.413811715646807,2.3686160032436594,5.488450392331789,1.7978385890105222,Iris-virginica
+35,4.598136727161336,3.6015724607809823,1.0000005856393128,0.1971014206648532,Iris-setosa
+36,5.078947433908071,3.501582485384236,1.35469083735452,0.20144183766571944,Iris-setosa
+37,7.214823416235043,3.0,6.180958461762877,2.044789103082723,Iris-virginica
+38,5.104630940710402,2.6472100783594867,3.93537264650902,1.4128002189701454,Iris-versicolor
+39,6.768361141707889,2.953047686466015,5.754017486749361,1.8366594918377799,Iris-virginica
+40,4.897383148016369,3.0,1.3754749121556582,0.20592735982318802,Iris-setosa
+41,4.877306276007861,2.3919720276173453,3.5888509347962687,0.9937431149248022,Iris-versicolor
+42,5.974446101595227,3.1098574270917654,4.585810321097713,1.462649608216291,Iris-versicolor
+43,7.718628566909928,2.6208291766549627,6.899998986918855,2.29296961003162,Iris-virginica
+44,6.598337627058674,2.5076187296175663,5.769006305115789,1.7546755558657847,Iris-virginica
+45,6.6724236434052,3.2668098593190766,5.670800914600587,2.5,Iris-virginica
+46,6.031537833398917,2.8412893752710597,4.16731767583223,1.221368104851636,Iris-versicolor
+47,6.264323390203857,3.410536693656683,5.6086497722194695,2.3992233290167797,Iris-virginica
+48,6.319205227325485,3.212814956057907,4.606368534143834,1.539325460497321,Iris-versicolor
+49,4.988404180940351,2.0,3.501822075754804,0.9414984244366311,Iris-versicolor
+50,7.678272086346609,2.6106383456131614,6.9,2.3057186675821493,Iris-virginica
+51,5.0722053403415215,2.4837951993632053,3.384802927635524,1.1205257340343024,Iris-versicolor
+52,4.6355917106481375,3.5989311633088277,1.0,0.20203119418248708,Iris-setosa
+53,7.697053146472031,2.603652774249002,6.9,2.3083365030448837,Iris-virginica
+54,5.3612446164366645,3.9,1.2445307595988602,0.3610917335754319,Iris-setosa
+55,4.634654424448353,3.6156652617693026,1.0,0.20204797431794716,Iris-setosa
+56,6.605301217905378,3.092536865962133,4.613315790438316,1.4732692715189954,Iris-versicolor
+57,5.408654347758791,3.4228520766872004,1.7951429444853912,0.2011412446392639,Iris-setosa
+58,6.194603751892082,2.3096972719689792,4.555599854318283,1.4577100185172907,Iris-versicolor
+59,6.896404383470462,3.1152385561913096,5.3036944537212465,2.3112416866182923,Iris-virginica
+60,6.2275528377813565,2.255612413799557,4.479454000838769,1.4212947231849133,Iris-versicolor
+61,4.8936894400984565,3.083184488161591,1.4952093317485844,0.10000009872949545,Iris-setosa
+62,7.672249569306999,2.6374438314927318,6.899998907551174,2.29943076832544,Iris-virginica
+63,6.802065542233109,3.1867991151649275,5.782118653192105,2.2981506470461515,Iris-virginica
+64,7.899998002565816,3.772160983199775,6.43114046284275,2.012217513386225,Iris-virginica
+65,5.978110285712374,2.8096076491303754,5.286370914796953,1.7845316212123945,Iris-virginica
+66,7.7224508851031235,2.962048278213368,6.714697976022861,2.059446156290915,Iris-virginica
+67,7.899998694786886,3.7917793576187715,6.366578187551712,1.9711597567450327,Iris-virginica
+68,5.475565693759001,3.378300289484968,1.9983203015171362,0.19663616046055932,Iris-setosa
+69,5.841114514577572,3.0,4.33762951252439,1.484083073616338,Iris-versicolor
+70,5.980956476194892,3.0,4.380467632361189,1.3592196525399254,Iris-versicolor
+71,6.069797830099028,2.6493871291533826,5.171983943742521,1.5780231729389904,Iris-versicolor
+72,6.8286246768920424,3.2098695323367257,5.821498737820646,2.2854262817456483,Iris-virginica
+73,6.207186990231101,2.2460516926808207,4.500846287207969,1.4707098123811777,Iris-versicolor
+74,6.735307497003795,3.2632947475201033,5.724851122795576,2.3412103248350986,Iris-virginica
+75,7.728156468577772,2.6102435034848663,6.9,2.3125074401265593,Iris-virginica
+76,4.4,3.2572264990250255,1.3049881437917537,0.20471615782952274,Iris-setosa
+77,5.955497913524931,3.2870310457745884,4.47104495929245,1.5482849459328913,Iris-versicolor
+78,7.496287951179652,2.8400244001682298,6.550768055363044,1.960519730492865,Iris-virginica
+79,6.633881559942641,3.012372694855184,4.475248497103748,1.469862196314512,Iris-versicolor
+80,5.023200773755656,2.000001737832473,3.549969880623435,1.0112523827738007,Iris-versicolor
+81,6.842248528232071,2.536690269520414,6.107951989382974,1.8468140506992188,Iris-virginica
+82,6.761363822277867,3.0,5.504336655216687,2.0603193337410897,Iris-virginica
+83,6.24637553597652,2.220390874920639,4.487139041112451,1.4930924061203579,Iris-versicolor
+84,5.678672104258911,3.0,4.506068421828079,1.4763594660092196,Iris-versicolor
+85,6.92551464250135,3.1974978936564438,5.886727757785126,2.25741664745818,Iris-virginica
+86,7.9,3.8013928382356337,6.363502103499385,2.0138711767227484,Iris-virginica
+87,5.343210479840277,3.8999995193106747,1.2471712373552746,0.3207267633011765,Iris-setosa
+88,6.736394642720196,3.3085067633544454,5.707635069984383,2.5,Iris-virginica
+89,6.020036088995847,2.7455734810461694,4.942774751467062,1.567447341243719,Iris-versicolor
+90,6.535315855793944,3.144064104913645,4.659149278587052,1.5088744904905322,Iris-versicolor
+91,7.711620734038761,2.5837423817578014,6.9,2.2762993619987393,Iris-virginica
+92,5.5706632483847365,3.781322045320331,1.6744676995470056,0.2938635925029188,Iris-setosa
+93,7.68763023131456,2.6312579083146117,6.8999983715241475,2.3264030733132963,Iris-virginica
+94,4.596542111189662,3.631307742800808,1.000000640710839,0.19825868400691066,Iris-setosa
+95,5.400105568880047,3.9,1.3147320622257017,0.3770039156235594,Iris-setosa
+96,5.0433645847386215,3.4987610563122464,1.3682358276725621,0.20676099905114825,Iris-setosa
+97,6.227335576697639,2.310538882305667,4.5004961348893175,1.4784966846614205,Iris-versicolor
+98,5.401309782813814,3.9,1.2950085378055611,0.4629599219250129,Iris-setosa
+99,4.679440473662297,3.2776420768543284,1.429802020078041,0.30304306756327526,Iris-setosa
+100,6.915178289566335,3.0,5.439751052856604,2.158639903122802,Iris-virginica
+101,5.803838712608017,2.742669174202659,4.020975859927558,1.1118023908128942,Iris-versicolor
+102,6.302215792383892,2.2788181888436188,4.659776637232708,1.482154669277392,Iris-versicolor
+103,5.616255971296199,2.889068700421899,4.380942572200399,1.338732813380281,Iris-versicolor
+104,5.380430800825899,3.8999994005427907,1.3020292363506256,0.30894888334416293,Iris-setosa
+105,6.118422482818501,2.6531841069583626,5.167918021314581,1.599842246865656,Iris-versicolor
+106,6.753209749717801,3.2270790190612555,5.786646766461108,2.3101220285090576,Iris-virginica
+107,4.582377403292267,3.649769315527821,1.0,0.20253547230253896,Iris-setosa
+108,6.030281431677273,2.4981410398467374,4.295490562723542,1.2242016943271392,Iris-versicolor
+109,6.837892802713004,3.127687379424581,5.572603058398769,2.3009469285101436,Iris-virginica
+110,6.297536846283012,2.772916546254483,4.262650173674221,1.1905206053322595,Iris-versicolor
+111,6.341028339156688,3.3971526187169605,5.6175823518219135,2.3912077155856917,Iris-virginica
+112,6.204851496985847,2.3465128440923384,4.7502664036750915,1.5242896313967125,Iris-versicolor
+113,6.115061480131242,3.4017302296081264,4.606157489989253,1.6208308068943842,Iris-versicolor
+114,5.569766804395519,2.533708127735072,4.286427228199628,1.0399847121218562,Iris-versicolor
+115,5.461875015836089,2.339502390125056,3.6156352260129987,0.9533961681736682,Iris-versicolor
+116,6.966130726435946,3.0,5.307867499639582,2.2630047995888534,Iris-virginica
+117,6.1132371654436435,2.6063291585974566,5.639194406155603,1.4027085504268035,Iris-virginica
+118,5.09936879634647,3.452294520940752,1.7271827772985724,0.5187070977629124,Iris-setosa
+119,4.5999831253984285,3.6086203536725896,1.000000739457383,0.20312769882644569,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/15/test.csv b/iris/tab_ddpm/1_3/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/15/train.csv b/iris/tab_ddpm/1_3/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/15/val.csv b/iris/tab_ddpm/1_3/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/16/synth.csv b/iris/tab_ddpm/1_3/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3f1b2c90a91817d2108237cfccef72296df1b49a
--- /dev/null
+++ b/iris/tab_ddpm/1_3/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.810387336293325,2.973835084340751,1.3591346642697584,0.19034099929421366,Iris-setosa
+1,5.810021525636839,3.0,4.525119372840135,1.4738553034375148,Iris-versicolor
+2,6.8064142572325785,3.217255056076179,5.782821284731693,2.3118408681948512,Iris-virginica
+3,6.062591684772559,3.0,4.2400435718223255,1.4674986091726276,Iris-versicolor
+4,6.670045103145879,3.2313770466394347,5.712561420938627,2.499999022206454,Iris-virginica
+5,6.688163156737321,3.3112331705666582,5.704314957021316,2.4999996295082227,Iris-virginica
+6,6.628723574690394,3.125719268951826,4.689460898120162,1.498097435497491,Iris-versicolor
+7,5.8470775635278915,2.2582593215279343,4.194567004324772,1.2096693843186168,Iris-versicolor
+8,4.739230234614889,3.4458045698851096,1.414062172689432,0.48495652123276,Iris-setosa
+9,5.3053570691069245,3.378066402405318,1.4429616518922437,0.20561702587636274,Iris-setosa
+10,5.12892941193151,2.483801324314142,2.9809970122037357,1.052050882702064,Iris-versicolor
+11,7.9,3.7994945644517437,6.368157635871372,1.9837260060395454,Iris-virginica
+12,5.8457130773724995,2.9718272211108983,5.040769599973401,1.8330627298772844,Iris-virginica
+13,5.590798805230593,3.0,4.384800203729178,1.4594710259680255,Iris-versicolor
+14,4.952906395275138,2.0,3.3643210144316797,0.773591142683019,Iris-versicolor
+15,4.630455131707867,3.5937677652022675,1.000000402155421,0.19919481371618158,Iris-setosa
+16,5.602096790340617,2.943582609672414,3.7405310829252505,1.2905489685050395,Iris-versicolor
+17,6.476202531535359,3.0,5.50730619898891,1.8067111639993496,Iris-virginica
+18,5.671718085508632,2.7008948676858218,3.978028852668502,1.1707547090464554,Iris-versicolor
+19,4.4,3.109633822616565,1.3119676444180013,0.19127010802635694,Iris-setosa
+20,6.220546821972962,2.2347615209431315,4.3978162336535025,1.4703737771132535,Iris-versicolor
+21,4.9712277745191775,2.426339334136876,3.4327124517322156,0.9986192441024349,Iris-versicolor
+22,5.074596864969952,3.454740567346751,1.4966457465873164,0.45393381359196333,Iris-setosa
+23,6.147716577723683,2.8203406420832016,5.557641192967007,1.8122904861937545,Iris-virginica
+24,5.424136327444129,3.7331703777729466,1.5560770597284324,0.20972924369557752,Iris-setosa
+25,6.133986896871117,2.6134629271411955,4.758095412788807,1.522745145808455,Iris-versicolor
+26,4.4,3.262546880230227,1.2823998206475071,0.19359858638018684,Iris-setosa
+27,5.014211494446124,2.0000006571507463,3.4528724498286656,0.9691980839225933,Iris-versicolor
+28,5.459818377683505,3.899999508575373,1.2956625553519159,0.2978490065758467,Iris-setosa
+29,7.6982969820291425,2.568377731601897,6.9,2.3149539499790577,Iris-virginica
+30,6.256048136650337,3.0310405185722247,5.175744706634549,1.878824060356341,Iris-virginica
+31,4.961564549115129,3.57749850876276,1.4888081513771372,0.22118383894892177,Iris-setosa
+32,4.400000482430863,2.988429759941273,1.367632989673052,0.20105201616355337,Iris-setosa
+33,6.784771193869704,3.1999326149838536,5.807589952166401,2.2624604668798898,Iris-virginica
+34,6.427021233126082,3.003647936617522,5.339329992359466,1.8396067341245879,Iris-virginica
+35,5.558660523669025,2.5897873357284382,4.289616667943159,1.0896896187904344,Iris-versicolor
+36,6.199644903060562,2.7915749815264705,5.560621654239094,1.5983879870008944,Iris-virginica
+37,4.588000841256188,3.6089892838163906,1.0000003695156952,0.19876482000207757,Iris-setosa
+38,4.767939929414643,3.0,1.4032294112611354,0.10000009484151144,Iris-setosa
+39,5.113319996352468,2.502565514044948,3.631937117169814,1.238762787662563,Iris-versicolor
+40,5.320778891104327,2.5330534043077315,3.9851171061263035,1.191173781995148,Iris-versicolor
+41,5.7159639133432565,2.9021393875362045,3.793836805613799,1.3544569475299775,Iris-versicolor
+42,6.688038249085624,2.996177350005329,5.738126809562515,2.060305603288305,Iris-virginica
+43,6.7169100923502505,3.3216413151145985,5.737037610490488,2.5,Iris-virginica
+44,7.899998972311162,3.7600266713514414,6.429062694014134,2.0499369633313864,Iris-virginica
+45,6.094756525111732,3.275365407120913,4.613186293268039,1.530961391464637,Iris-versicolor
+46,7.899998182460147,3.791294976265264,6.492828515015516,1.970681053036838,Iris-virginica
+47,4.709302864751625,3.4428789476663977,1.4366377179292618,0.29946939540374284,Iris-setosa
+48,5.528746657031775,2.409873356220446,3.8217211819915464,1.062126919154607,Iris-versicolor
+49,5.423257875952192,3.388803820111675,1.5673147548632902,0.43595884841191435,Iris-setosa
+50,7.501960322723611,2.8536573550410167,6.5633104828191176,1.8910536740937682,Iris-virginica
+51,6.041669947622167,2.933592807680161,5.315339967776267,1.7657426420180875,Iris-virginica
+52,4.864778538579129,3.2843951063947716,1.4597003398127286,0.19539517942675258,Iris-setosa
+53,7.696467498435677,2.6284019161257954,6.899998585916345,2.289725703208907,Iris-virginica
+54,5.633005877864142,2.5778309536458814,3.953454240673393,1.0461562875087997,Iris-versicolor
+55,6.484732123725289,3.2183029570728063,4.821509590072882,1.5830144933782382,Iris-versicolor
+56,5.957804078675018,2.8486394489922375,4.510775100244188,1.3042115323836019,Iris-versicolor
+57,5.96652779328371,3.4290855772768642,4.542850861640329,1.5774817065102804,Iris-versicolor
+58,7.6351322647079165,2.9615766584257073,6.6163194480297545,2.056193260622531,Iris-virginica
+59,5.868063347227306,3.0,5.160757084900801,1.797535131733355,Iris-virginica
+60,6.895428983835752,3.0,5.415350209574079,2.1947622679501384,Iris-virginica
+61,5.246914197134898,2.436015617236078,3.497750325155867,1.0328582874299523,Iris-versicolor
+62,6.718168650525089,3.2877952576470872,5.683068211854011,2.5,Iris-virginica
+63,6.092509473796726,2.88538148866082,5.518199745040757,1.8017340824046146,Iris-virginica
+64,6.487682426827781,3.1881713799957137,5.069599029388413,2.057894756354926,Iris-virginica
+65,6.218952217940361,2.2403238277545334,4.437025317472651,1.3307627136341504,Iris-versicolor
+66,5.119697458397133,3.488703257889879,1.3980269053305232,0.19903168259656306,Iris-setosa
+67,6.364529705085159,3.2638296411846444,4.742998022518591,1.5391638005559274,Iris-versicolor
+68,6.566761467973481,3.1207861858681274,5.1627511812651905,1.919506251592097,Iris-virginica
+69,6.815727370494063,2.844596913026594,6.042788670407717,1.6693484023744216,Iris-virginica
+70,4.984604819808988,3.447357560579116,1.432225746074194,0.209620127666755,Iris-setosa
+71,6.620412291043086,3.3420550469443695,5.749517237750953,2.5,Iris-virginica
+72,5.135506579864441,3.755899565562093,1.7703763577504374,0.19558859800818312,Iris-setosa
+73,6.1189387957346,2.203179873877048,4.453238431693487,1.5050254962506289,Iris-versicolor
+74,5.608662639505795,2.506291111751222,3.9644283260051316,1.0791912097122327,Iris-versicolor
+75,4.981484268104095,3.445161336060219,1.7272005522082587,0.2015586135958354,Iris-setosa
+76,6.992092087472492,3.182886473406009,5.8930301999145405,2.2850484723111637,Iris-virginica
+77,5.472310280674271,3.671436594898291,1.6485829444035365,0.22454217700192602,Iris-setosa
+78,6.916042477852445,3.1630947189643948,5.697179664099159,2.245726797532179,Iris-virginica
+79,5.931820717402456,3.0,5.010477891900841,1.7330331391582656,Iris-virginica
+80,4.974009291187037,2.497434589154821,3.1803244280866765,1.055326934026867,Iris-versicolor
+81,6.599057118702787,3.0,4.4322837721910195,1.4292410458702718,Iris-versicolor
+82,7.715675330727941,2.6192809106946147,6.899998611314163,2.3102893862919163,Iris-virginica
+83,5.14116846725302,3.3924903397205886,1.3982303603827808,0.20560347322486308,Iris-setosa
+84,5.459674795944727,3.7550812500645847,1.4925910429722582,0.3863686919232614,Iris-setosa
+85,6.202515824678547,2.867473959112053,4.570167700984882,1.234019499120472,Iris-versicolor
+86,5.008113527089546,2.000000816148959,3.507634572648339,0.9786583931056765,Iris-versicolor
+87,5.371809141094593,3.5764648517072346,1.4944687581767717,0.39163730266946056,Iris-setosa
+88,6.118165551533891,2.9326049185436807,5.518065978919796,1.8557438956421788,Iris-virginica
+89,4.643177769844189,3.5464110918198988,1.0000004791476438,0.2042343648259754,Iris-setosa
+90,6.637543830763717,3.0108304214482207,4.4890825507767405,1.4297450049547955,Iris-versicolor
+91,4.630637686169079,3.295593765891206,1.4111870305488503,0.26749364919613133,Iris-setosa
+92,5.34755080450607,3.8999995623891146,1.304155412738886,0.2963809918492045,Iris-setosa
+93,5.655494783793633,2.93812752572477,4.241111096422443,1.2759590938769403,Iris-versicolor
+94,6.881403832254892,3.1927949670029947,5.863235375450757,2.3100863940890703,Iris-virginica
+95,5.98305439174033,3.427826293997419,4.554374438752998,1.6667721012356485,Iris-versicolor
+96,7.278889266675642,2.786667429541921,6.283602883543053,1.8004392109938634,Iris-virginica
+97,4.997239593469255,2.0,3.4707351354281397,1.020439122783447,Iris-versicolor
+98,5.8487376707194265,2.5022688500436585,4.122921340794595,0.8957019330416651,Iris-versicolor
+99,4.8890720211435,3.426382908466571,1.4812024162803517,0.19957869587590377,Iris-setosa
+100,7.899998730540224,3.782745176243301,6.37160619127714,2.0018346285673623,Iris-virginica
+101,5.607494755348631,2.564613013611843,4.262474637611764,1.126029855050401,Iris-versicolor
+102,6.268307001757096,2.2570281664591274,4.385691710616689,1.2451816133059672,Iris-versicolor
+103,5.368598007132126,3.3885053088223676,1.6561774603094916,0.20477995014223493,Iris-setosa
+104,4.927110857955297,3.109376585118917,1.4803833243718103,0.1,Iris-setosa
+105,6.661462602374516,3.0879212545748325,4.608462727752657,1.4805960551969826,Iris-versicolor
+106,5.908189812044699,2.8310958050536277,4.613666121232124,1.1416606445278867,Iris-versicolor
+107,5.742362596686997,3.0,4.352813781682725,1.410198055709485,Iris-versicolor
+108,6.585916143083873,3.0,4.36085606758647,1.385887825086836,Iris-versicolor
+109,6.170922507971956,2.8219558234908853,4.6470524254052235,1.2356530664214083,Iris-versicolor
+110,6.279609553952085,2.928378010445108,5.590141472927845,1.8207717178509408,Iris-virginica
+111,5.332068743087143,2.7567712929932484,4.328333165851182,1.3685624071488494,Iris-versicolor
+112,7.674840438839974,2.5922617572162756,6.9,2.302552875533566,Iris-virginica
+113,6.217442788371288,3.4174017223125333,5.637312564399077,2.4074950636533803,Iris-virginica
+114,4.4,2.906786506292905,1.4026834639513035,0.19212332064948098,Iris-setosa
+115,5.175249004599912,3.6024026164686545,1.8253177374385237,0.4600572783637774,Iris-setosa
+116,5.441114705109503,2.6611533081610617,4.243924517174583,1.270906905316775,Iris-versicolor
+117,6.987963978708164,3.196160326707065,5.90761656696937,2.2845396118923844,Iris-virginica
+118,5.203685340749295,2.771651580077234,3.86641642768413,1.4151222158810233,Iris-versicolor
+119,6.519029902494657,3.0,4.409127495324409,1.4477598552270199,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/16/test.csv b/iris/tab_ddpm/1_3/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/16/train.csv b/iris/tab_ddpm/1_3/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/16/val.csv b/iris/tab_ddpm/1_3/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/17/synth.csv b/iris/tab_ddpm/1_3/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..661cb14ee6dca95c0bfff49431c5020d32f2d393
--- /dev/null
+++ b/iris/tab_ddpm/1_3/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.057033587297678,2.5104181402588783,3.3373085111219973,1.1196122321374304,Iris-versicolor
+1,6.522696978206994,3.0589754428619598,4.6953078103420784,1.4530852076460408,Iris-versicolor
+2,5.214943456666257,3.4816649731447855,1.4927057755487922,0.3981847301732693,Iris-setosa
+3,5.329429292636455,3.6473181751839494,1.490526617841001,0.20687319481516697,Iris-setosa
+4,6.868523569266517,3.2078798923997547,5.749655022767683,2.3094340842052508,Iris-virginica
+5,4.599761229893794,3.603761362208571,1.0000009195210193,0.2009329999813023,Iris-setosa
+6,5.346068309145418,2.4736990888443655,3.4360857501189863,1.0557170597687273,Iris-versicolor
+7,6.075346967181204,2.91099444088116,5.53596067480984,1.838148947404284,Iris-virginica
+8,5.083726904515986,3.4129776287255797,1.717601970494535,0.4281937900738641,Iris-setosa
+9,7.671652693224921,2.585960947057181,6.9,2.285142289928021,Iris-virginica
+10,6.709774318250831,3.297742699679024,5.6877258474577355,2.4999995301775684,Iris-virginica
+11,6.924915084435027,2.9736372282024424,5.973560946097046,1.9261227358170063,Iris-virginica
+12,6.530834311230607,3.122070484359713,4.687058202245036,1.4913137059700392,Iris-versicolor
+13,6.397218663319693,3.0,5.232825591191362,1.7779590002022445,Iris-virginica
+14,6.698247749270791,3.1246599361843463,5.616421800031821,2.042240398177298,Iris-virginica
+15,4.4,2.939712512301193,1.3899379542548278,0.1993131259078283,Iris-setosa
+16,5.915533309589152,2.6299161441078973,5.2103574356915265,1.8854305415243167,Iris-virginica
+17,7.673986580023174,2.5777979590270292,6.9,2.3343642286305837,Iris-virginica
+18,5.410463058685331,3.9,1.3144866111574054,0.4714083756087595,Iris-setosa
+19,5.2210243440681,2.6846652933755775,3.8080310421827526,1.3946937581053458,Iris-versicolor
+20,6.528187214297694,3.1921854681896393,5.013881585189924,2.014819202128201,Iris-virginica
+21,6.720931959939762,3.328565355262843,5.710839249313401,2.5,Iris-virginica
+22,5.188916520382246,3.6991013005408577,1.497567293675057,0.4467312510482978,Iris-setosa
+23,4.591332364915678,3.6214383535283807,1.0000004297109528,0.20148839414919556,Iris-setosa
+24,5.687765634133177,3.7920576668825627,1.6534562165827227,0.3014892659447797,Iris-setosa
+25,7.6945246463418995,2.6344075292437794,6.9,2.286683227725161,Iris-virginica
+26,5.025825539463139,3.5852008368181685,1.4220414896137152,0.20512880666475913,Iris-setosa
+27,5.22291838498979,3.4867853712447263,1.4588747763691001,0.19419946400904042,Iris-setosa
+28,5.988503940876405,3.3619340320407867,4.471593821935039,1.5191734752869255,Iris-versicolor
+29,5.698879743216098,2.719097165877734,4.541894619326045,1.2792580340249966,Iris-versicolor
+30,5.375286967421651,3.503412437970386,1.5421300423606543,0.3655609370673572,Iris-setosa
+31,5.861506906030524,2.732354944542034,5.06623023524561,1.5555281967272134,Iris-versicolor
+32,5.165415012110493,3.4781864187181624,1.411282375580004,0.2052576778680532,Iris-setosa
+33,5.854542454759123,2.9959935840345877,4.0291322023416205,1.4666408167793745,Iris-versicolor
+34,5.090865335804571,3.4949864977153564,1.40315839485007,0.19821573602009263,Iris-setosa
+35,5.676800231791692,3.0,4.401461058203744,1.3456132293383207,Iris-versicolor
+36,5.364581433774185,3.7446142206099533,1.4950342778164134,0.20752315083285824,Iris-setosa
+37,6.7249091869679685,3.105114407530603,4.684446286289993,1.5084958897292549,Iris-versicolor
+38,6.288327843265272,3.0,4.322111037965452,1.442897732272924,Iris-versicolor
+39,6.037983564204774,2.786130251255181,5.050641717582481,1.5765377245302277,Iris-versicolor
+40,7.014555690324592,3.1559962028502686,5.792444306381123,2.263500389316113,Iris-virginica
+41,5.069427995236169,3.350261457763653,1.660865289217379,0.29944050369132325,Iris-setosa
+42,7.749626666824238,2.5734099602272282,6.9,2.3349506885247515,Iris-virginica
+43,5.191028597509398,3.733953909939283,1.4837607655479943,0.20236337113832692,Iris-setosa
+44,5.3751972410680455,3.4044652949681073,1.4899944616402652,0.27876271551936105,Iris-setosa
+45,7.705838980217923,2.5770731886419656,6.9,2.280515440338935,Iris-virginica
+46,4.4,3.2515076714003106,1.2600394983075247,0.19492094911624355,Iris-setosa
+47,5.924657762085539,2.669722896121384,4.448520106837796,1.139741924048555,Iris-versicolor
+48,4.866179572789581,3.0240460393393827,1.4641451610544989,0.1,Iris-setosa
+49,4.59757504671122,3.5937750476355084,1.0,0.19873474229642954,Iris-setosa
+50,6.634990547258269,3.101170684562213,4.59644102110361,1.4983379169903832,Iris-versicolor
+51,6.032226457212507,2.2245466469127266,4.969256032878275,1.5639415896304198,Iris-virginica
+52,4.967921550917069,2.45902657796692,3.135950826213216,1.026090638842864,Iris-versicolor
+53,5.778474430487995,2.5724863022879614,3.8331269236185888,0.8034316090677909,Iris-versicolor
+54,5.382635983224719,3.8999996443077283,1.32798378925788,0.3766560964045482,Iris-setosa
+55,5.874375037842189,2.914968474847503,4.444581278365038,1.3334305466834473,Iris-versicolor
+56,4.400000740819082,3.046523079244735,1.3342056673167075,0.20975881291857404,Iris-setosa
+57,5.119617509729199,3.7638299960766775,1.5931974617367406,0.19876773611565746,Iris-setosa
+58,5.629530993666178,3.0,4.18258122059595,1.3002083676101148,Iris-versicolor
+59,6.003926129937506,2.7726115895391135,4.899730848942816,1.589691743903044,Iris-versicolor
+60,6.275639285432116,3.104942330569701,4.507252550682326,1.5319938290992126,Iris-versicolor
+61,5.9129253363238945,2.886789765944239,4.347980191494111,1.230874523854714,Iris-versicolor
+62,5.4036459924061795,2.7318639191562557,3.5406486218570112,1.2149822665772885,Iris-versicolor
+63,6.560399273766818,3.0376376540692736,4.565968524617567,1.4703954606161538,Iris-versicolor
+64,4.492225562478698,2.33369679395673,1.2978843397295705,0.39245567289957833,Iris-setosa
+65,5.480933874817001,3.4116857821211077,1.6777051597634862,0.23761551646755424,Iris-setosa
+66,6.040011753742835,2.2754438200441247,4.236403282388953,1.2888439074238272,Iris-versicolor
+67,4.601145215474365,3.617160905693728,1.0000005089721562,0.19815383002082104,Iris-setosa
+68,6.686002689827068,3.35585259753956,5.651544164492878,2.5,Iris-virginica
+69,4.659065470011576,3.4355980616843875,1.4099253772509126,0.42673161408346066,Iris-setosa
+70,6.675953145956494,3.2890648158059093,5.7064973786448485,2.499999283657729,Iris-virginica
+71,5.413903873902679,3.7641664692349135,1.4995222363344365,0.24746912389836284,Iris-setosa
+72,7.899998383467066,3.78032396812113,6.495848252050572,2.010242688111423,Iris-virginica
+73,5.825400940923287,3.1678430421967994,4.46287800719497,1.4700101220967368,Iris-versicolor
+74,5.009056657070058,2.0,3.497589280269951,0.9881505162203466,Iris-versicolor
+75,5.023985588297158,2.0000008792062944,3.544927423522223,0.836269459900274,Iris-versicolor
+76,4.9147934707551535,3.0,1.4043211973270213,0.26414068819768843,Iris-setosa
+77,4.782856018050613,2.895742176085101,1.3734845345625795,0.22309951378093304,Iris-setosa
+78,6.245037807937387,2.805030984474656,5.59599522353869,1.5549841782613227,Iris-virginica
+79,5.639517460139431,2.896004504699085,3.7818912103164806,1.316987259526287,Iris-versicolor
+80,7.41695904418526,2.910439548170159,6.34247165716496,1.8085561876230885,Iris-virginica
+81,5.46558949203016,2.9667141414262748,4.393576208183636,1.4673687420252712,Iris-versicolor
+82,5.9276990988186675,2.175121637400774,4.943578063878881,1.481376260453435,Iris-virginica
+83,5.8879020559905575,3.0,4.2650004877428636,1.4986285298857573,Iris-versicolor
+84,5.3387178341401995,3.3837910474034048,1.4822915065391107,0.19695270598721687,Iris-setosa
+85,5.987719978814069,2.37557743901466,5.451207631225421,1.4838997359245065,Iris-virginica
+86,5.526402639832617,2.90640484692121,4.001778678224675,1.4158257119553521,Iris-versicolor
+87,5.940327921862231,2.8291495868913747,5.02598566698299,1.5855827306687498,Iris-versicolor
+88,7.220154382703941,2.9863401385643042,6.229316261022503,1.9977330205328887,Iris-virginica
+89,7.732264391588687,2.815957881535177,6.719029075006296,2.0172274956356873,Iris-virginica
+90,4.71811033679739,3.433901246207126,1.4382483648498994,0.23285137937188305,Iris-setosa
+91,4.736387416676544,3.4264550610110964,1.42984821811229,0.24160837098440985,Iris-setosa
+92,5.696287560746977,2.829876858321115,3.963704794225901,1.2451089295287456,Iris-versicolor
+93,6.806052750794052,3.0497139994223246,5.0608497471723,2.2698110903897755,Iris-virginica
+94,5.382331967297136,3.4097045278217193,1.5637395607719073,0.21810526478087414,Iris-setosa
+95,5.062692214257948,3.7206776549528175,1.4389007076942864,0.19561235713805228,Iris-setosa
+96,6.500307803280778,2.9044797877212476,5.618219683373129,1.741437587460134,Iris-virginica
+97,6.068125969086144,2.780369212334517,4.316485142020275,1.1055653000720542,Iris-versicolor
+98,4.9642175722132915,2.0,3.57611127609556,0.993304992632849,Iris-versicolor
+99,6.291482510753772,2.4394421713586523,5.053811872605944,1.8787708043005291,Iris-virginica
+100,6.0320728773576295,3.054199041714762,5.217350478700135,1.9017801850153757,Iris-virginica
+101,6.147125487915226,2.596440783042493,5.618101923773775,1.3895080918348464,Iris-virginica
+102,5.417536125946754,3.8999986307818237,1.300526838123886,0.41400723458284516,Iris-setosa
+103,7.735757549500681,2.7979934639901343,6.729953826822181,2.0261291170270583,Iris-virginica
+104,6.970930238642412,3.0927910723276293,5.187557467146763,2.3034220849767917,Iris-virginica
+105,6.683169890029362,3.3125851070604764,5.6614404431691385,2.4999995684181116,Iris-virginica
+106,5.63923353295463,2.959957815880064,4.459782917516829,1.5084853004749679,Iris-versicolor
+107,7.899998540023084,3.7989245123313777,6.390700781247001,2.0335076986271767,Iris-virginica
+108,5.697801229030245,2.9661462539297268,4.434285146177437,1.358345206893546,Iris-versicolor
+109,4.917901134793531,2.380615558382086,3.403337560037891,1.0255889438164958,Iris-versicolor
+110,5.956553364728384,2.1603303387318564,5.010390889295643,1.4933167865530672,Iris-virginica
+111,4.577486791124164,3.6170342257667176,1.0000004479582707,0.19548832146558937,Iris-setosa
+112,6.801336411351471,3.2039383219503668,5.7690358983734304,2.2897369227801936,Iris-virginica
+113,5.612920853461997,3.0,4.459523632559992,1.4832041859274456,Iris-versicolor
+114,6.226595131961763,3.260283856358806,4.709868182949462,1.5658246170677885,Iris-versicolor
+115,5.163497587043592,3.481303864293029,1.4330883198973192,0.38086280295699754,Iris-setosa
+116,7.899998704745279,3.8016513192156425,6.378740888093386,1.9629159604941293,Iris-virginica
+117,5.029326065220542,2.000000731120746,3.4229106008656514,1.0239560566646155,Iris-versicolor
+118,7.735193961900445,2.580928505468855,6.9,2.335549149381447,Iris-virginica
+119,5.588370493553868,2.6102629387771357,4.328084387861075,1.0522411943879961,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/17/test.csv b/iris/tab_ddpm/1_3/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/17/train.csv b/iris/tab_ddpm/1_3/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/17/val.csv b/iris/tab_ddpm/1_3/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/18/synth.csv b/iris/tab_ddpm/1_3/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a1f2235864d63b40766820c1eec03433a3dc5542
--- /dev/null
+++ b/iris/tab_ddpm/1_3/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7955088237922676,6.343229161013648,2.0015077828260086,Iris-virginica
+1,4.842419320168325,3.4058276142472943,1.4986220383399442,0.1969415362532974,Iris-setosa
+2,5.289708367424499,2.7183831310471223,4.200051959641204,1.363345752260144,Iris-versicolor
+3,6.724950922541911,3.0667819964317586,4.644689084419489,1.4603439899165327,Iris-versicolor
+4,5.0305363063962645,2.5009679813947083,3.182522676658216,1.0844782350248228,Iris-versicolor
+5,4.606423561097892,3.578922919810143,1.0,0.2048292784591232,Iris-setosa
+6,5.634811832507626,3.7993324692681054,1.5919281228216844,0.297652595806355,Iris-setosa
+7,4.600844477052336,3.589670660295564,1.0000004052313975,0.19983560294307662,Iris-setosa
+8,4.601297500185131,3.612093663771719,1.0000003643877213,0.19614877789322915,Iris-setosa
+9,6.709319541481162,3.2286272581250777,5.599978649955282,2.0786629427285344,Iris-virginica
+10,7.117591816444367,3.201322415228,5.767123777745607,2.2953827558147872,Iris-virginica
+11,5.3235365335644795,3.6729969261903066,1.4997827715867251,0.2104282008791694,Iris-setosa
+12,7.3599622101755315,3.0,6.322518547016648,2.092344079887956,Iris-virginica
+13,5.582488943358383,2.984102674113142,4.044662028012214,1.3048634721661554,Iris-versicolor
+14,6.224798317525648,2.2526651752797475,4.361557147928624,1.3262353189799354,Iris-versicolor
+15,6.5207769325272515,3.0677677920628246,5.803273490588118,2.290088801093067,Iris-virginica
+16,7.72403626107623,2.8175173184502817,6.7308326756659635,1.9864941514077519,Iris-virginica
+17,6.155331502787705,2.4824720241673717,4.657457876272004,1.5007598095375487,Iris-versicolor
+18,7.705608681725149,2.6044713597781666,6.899998917240816,2.287160804080798,Iris-virginica
+19,7.76235056088412,2.546666240268736,6.9,2.352283760869435,Iris-virginica
+20,6.072231767189379,2.212788659273489,4.966061107980352,1.5170602878368384,Iris-virginica
+21,6.805490760467486,3.236087469906056,5.730176270026637,2.2605476782338045,Iris-virginica
+22,6.706714875982646,3.2842028979803986,5.679522114832772,2.499999255870131,Iris-virginica
+23,5.523536466232748,3.778690733004653,1.600027244712769,0.29883539440466816,Iris-setosa
+24,5.484498986461609,2.4556624976702035,3.7058311906393215,1.018744962598297,Iris-versicolor
+25,6.5360048454946575,2.96779928689588,4.368377251007684,1.34195908780293,Iris-versicolor
+26,5.310377715119411,3.3830206615208724,1.4509118328721105,0.23012851894585323,Iris-setosa
+27,5.0119372875607,3.4836662819358555,1.452436210316024,0.19989435458791516,Iris-setosa
+28,6.7051324126553284,3.120005382988258,5.732806868739141,2.267549660540279,Iris-virginica
+29,7.708234602840498,2.910386817690314,6.708235166049549,2.034233401956716,Iris-virginica
+30,6.973566872939756,3.1371017102062964,5.153731451241017,2.2986452820494363,Iris-virginica
+31,6.666796030583594,3.315354588735988,5.719864521109015,2.5,Iris-virginica
+32,5.9994711230718725,3.2719031474685436,4.521162241734841,1.5423744916016935,Iris-versicolor
+33,6.306988891368956,2.4181810723335704,4.850593101339816,1.513058556797742,Iris-versicolor
+34,5.769273749324287,3.0,4.190318044862668,1.4405757694313133,Iris-versicolor
+35,5.3965077255780365,2.562144217235278,4.331037127693186,1.156080954365591,Iris-versicolor
+36,6.687236044450896,3.236132542718139,5.295459462402237,2.175219485625808,Iris-virginica
+37,6.69741982433233,3.110842027237568,4.708422965557523,1.4964079875352283,Iris-versicolor
+38,4.785318327156777,3.4063182904760523,1.6596310114025625,0.21724124209142406,Iris-setosa
+39,5.161331342007433,2.6627190125302467,3.832172485090564,1.371126252935835,Iris-versicolor
+40,4.844501981847283,3.403143482914918,1.8400615715036936,0.20378814241501753,Iris-setosa
+41,7.691614143871378,2.583365134139261,6.9,2.3174701132562507,Iris-virginica
+42,6.6298332674000395,3.288120422730998,5.68415688447199,2.3249892108724235,Iris-virginica
+43,5.112995055378077,3.5264370274766024,1.404355075833673,0.1951147753735586,Iris-setosa
+44,6.795740523862384,3.0297324699724406,5.759901038394148,2.107943020101354,Iris-virginica
+45,5.103900406214319,3.6949381827500445,1.498012826566119,0.3211533373933668,Iris-setosa
+46,5.763655232796403,2.7411506478955916,4.241746791722755,1.0154226574278677,Iris-versicolor
+47,4.8092704590204285,3.0,1.395060550784941,0.22664677055251137,Iris-setosa
+48,4.768894532754415,3.357612325116072,1.5873669110948143,0.20687028302897317,Iris-setosa
+49,6.610440143757171,3.06337796890036,4.640337223998227,1.479922979688624,Iris-versicolor
+50,5.01313274871331,2.0,3.546530614603811,0.8541959303645896,Iris-versicolor
+51,4.925339861818263,3.0273255956059932,1.419621838522209,0.19458051346758515,Iris-setosa
+52,5.252636281686596,3.7235368663380655,1.8978034555674437,0.39279174587231025,Iris-setosa
+53,4.6207585359561945,3.5967462173335143,1.0,0.20810522119010325,Iris-setosa
+54,5.011684114843727,2.483610807361418,3.202389383283088,1.088261122296087,Iris-versicolor
+55,5.544252947920348,2.907090519274177,3.586496448917403,1.3013996605842755,Iris-versicolor
+56,6.815256442712195,2.7848270987913026,4.7909111356927045,1.4074145872138264,Iris-versicolor
+57,5.663839222992291,2.9010841491735384,3.8122522742638805,1.302875113841689,Iris-versicolor
+58,4.595541052031992,3.637976127521662,1.0,0.1973492433725169,Iris-setosa
+59,5.062852202417395,3.7441561814578126,1.4720524815181837,0.20462161649326485,Iris-setosa
+60,6.81023987908138,2.947793093334331,4.797269783630236,1.4294401877041794,Iris-versicolor
+61,5.955722398429967,2.9171973135587645,4.601884945910862,1.3322857928138796,Iris-versicolor
+62,5.278906487407251,3.421052784131176,1.4185666396575976,0.19974475960936866,Iris-setosa
+63,7.711743829292503,2.6139772736345743,6.899998529747659,2.3049665555904197,Iris-virginica
+64,6.286669608686792,2.2489403515531814,4.413745799222391,1.3316784145663036,Iris-versicolor
+65,4.807149584966348,3.0,1.4018581981553098,0.1000001155793622,Iris-setosa
+66,4.4,2.957400877568836,1.3760729511412872,0.20345382124237696,Iris-setosa
+67,6.58129046898711,2.989081093964139,4.404079064425333,1.3932955708468788,Iris-versicolor
+68,6.863033536909403,3.144850940173308,5.794085990957251,2.2969147269307286,Iris-virginica
+69,5.160719003287009,3.7174036748632,1.4877986212175633,0.39213486950152854,Iris-setosa
+70,6.477455555659751,2.860091964170295,5.67368997222025,1.668994070430618,Iris-virginica
+71,6.72642609594278,3.0,4.7097253707050735,1.4779849537603669,Iris-versicolor
+72,6.670036575574605,3.2926060616931347,5.718794296160046,2.4999995563890494,Iris-virginica
+73,6.48628223237671,2.933346165305841,4.39148613693327,1.3281039523758371,Iris-versicolor
+74,6.052507691313768,2.561898407477238,5.33375699753084,1.5912073889170721,Iris-virginica
+75,7.547198034366577,2.86816149436634,6.601923097082734,1.9081074050197877,Iris-virginica
+76,7.71809584702396,2.594545222282502,6.899998853971252,2.3000255303148864,Iris-virginica
+77,7.694993952746814,2.835769270279843,6.693524481988484,2.017948231655983,Iris-virginica
+78,5.099611104841721,3.4657735188025187,1.3578025190894703,0.26110853755209507,Iris-setosa
+79,5.863222117157922,3.0,5.076456351697845,1.7614106257124265,Iris-virginica
+80,6.126123567064965,2.6645587761197826,4.435896314809768,1.0670813753564616,Iris-versicolor
+81,4.400000694137622,3.1524071468440984,1.2611819620712705,0.19824129869950013,Iris-setosa
+82,7.6754119698963015,2.6000182868218924,6.89999870525962,2.3097566678624917,Iris-virginica
+83,7.698466495828287,2.7940078892412847,6.756409547858424,2.012797038813318,Iris-virginica
+84,5.450136781285412,2.617274674615771,4.4030616433031255,1.2303508183806209,Iris-versicolor
+85,5.339678126045433,2.5515318836996914,4.239522571628644,1.159940303321521,Iris-versicolor
+86,4.626181471408243,3.6436131822380973,1.0,0.1904827133394238,Iris-setosa
+87,6.316051644251945,3.100698864947301,5.0600467952325285,1.9365646490199606,Iris-virginica
+88,6.73113497748693,3.237215718368628,5.707729107915953,2.0836367282407147,Iris-virginica
+89,4.851604081356534,3.0607083473834673,1.4848126656864002,0.10000010140204063,Iris-setosa
+90,5.5577598582583825,2.596019417429392,4.308349043827544,1.1639167716358736,Iris-versicolor
+91,5.898413513946788,2.7152169492444544,4.325448961942666,1.135275033399425,Iris-versicolor
+92,5.078853193805912,3.499829598068682,1.4011586039617072,0.196162166896718,Iris-setosa
+93,4.400000699572194,2.9508965562978453,1.3747471629642443,0.1922715732788916,Iris-setosa
+94,5.845586646991985,3.0,4.209878293362351,1.4763271831621136,Iris-versicolor
+95,5.175438854892732,2.5129393037580883,3.2946154489696777,1.0889136925510754,Iris-versicolor
+96,5.865608251090776,2.713415536995867,4.201631436460235,0.9502985718126422,Iris-versicolor
+97,4.845923281102237,3.0,1.402608957676823,0.1000001234467855,Iris-setosa
+98,5.65491826933527,2.9480591901096447,3.9375861901242093,1.2671947662347032,Iris-versicolor
+99,4.477063427967512,2.2258709835116584,1.282732690056869,0.28455080373648844,Iris-setosa
+100,4.8813171086267575,3.101523238055273,1.4609160084835973,0.10000010383055156,Iris-setosa
+101,4.981552200662548,2.0,3.0241365207725366,0.9097288887850641,Iris-versicolor
+102,6.51021318481595,3.0,5.248780123793966,1.9489398307568657,Iris-virginica
+103,6.423088076310766,3.0,5.753118597824728,2.131673205217476,Iris-virginica
+104,6.420259047639269,3.0,5.757602835873124,2.171101593107182,Iris-virginica
+105,5.703040974128355,2.6786410319343235,4.376791644123351,1.0862467426676323,Iris-versicolor
+106,5.67287675724253,2.8493385180898914,4.082186725500514,1.2109469086999858,Iris-versicolor
+107,6.063475427073753,2.9679566767692473,5.459447800694643,1.8970944220934083,Iris-virginica
+108,5.354842999201111,3.7292609665770438,1.623273381364832,0.36738727271123167,Iris-setosa
+109,6.943482793280505,3.198841808770256,5.718070148565835,2.328943877907052,Iris-virginica
+110,4.400000470172061,2.916555949789049,1.3898989265402677,0.19824108768955728,Iris-setosa
+111,6.045577212858271,2.4659032985623397,5.498421095576912,1.427008330965029,Iris-virginica
+112,4.865667464808918,3.0,1.4295317890419352,0.1,Iris-setosa
+113,5.914973834365327,3.0387316111551446,4.990177752999974,1.8232208191440955,Iris-virginica
+114,7.691257513079942,2.581409503869437,6.8999983783196885,2.2718512881466353,Iris-virginica
+115,7.716378576051854,2.6001661003516374,6.9,2.30963272793279,Iris-virginica
+116,5.898542642594114,2.6693430835964413,4.390040406328813,1.062212696570034,Iris-versicolor
+117,4.4,3.0601662066582787,1.337844364336949,0.2036593380713787,Iris-setosa
+118,6.137362883629684,2.6253031507170017,5.611826046385033,1.5238025325815445,Iris-virginica
+119,5.0544680284836385,3.5004731877963127,1.3834260720023366,0.19345389823296824,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/18/test.csv b/iris/tab_ddpm/1_3/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/18/train.csv b/iris/tab_ddpm/1_3/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/18/val.csv b/iris/tab_ddpm/1_3/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/19/synth.csv b/iris/tab_ddpm/1_3/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dcb1f44cc62ab6d5dd742e68ac2ec587f5650ce8
--- /dev/null
+++ b/iris/tab_ddpm/1_3/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.729455034758741,3.3234069238092734,5.711901853612958,2.4999993295527814,Iris-virginica
+1,5.102042937184857,3.5041143911051846,1.360284731507811,0.2925026680393967,Iris-setosa
+2,6.907269657088355,2.54754523341675,6.0894914842822665,1.814702318748126,Iris-virginica
+3,7.8999989726796365,3.7975976060222303,6.430125255640406,2.003347011833443,Iris-virginica
+4,7.660520133200334,2.61026164487663,6.9,2.309384694448971,Iris-virginica
+5,6.746267994133845,3.0,5.651708011817458,1.9820710663604328,Iris-virginica
+6,4.967404962976612,3.397421747034274,1.4785111667684814,0.23101507468797194,Iris-setosa
+7,6.661230784021712,3.0,5.631293555813267,1.879479917988112,Iris-virginica
+8,6.790789205991985,2.8076998488855196,4.879242021402836,1.4158276462790074,Iris-versicolor
+9,6.461554927081854,2.606030517772379,5.635596209632431,1.8920716136928994,Iris-virginica
+10,4.900035672296263,3.0791939173831624,1.661779978302852,0.10000009533252781,Iris-setosa
+11,5.035200792873076,2.0000024658251,3.3609825185942586,1.0301365785779408,Iris-versicolor
+12,5.5839637708445204,2.6350863147939356,4.431223289484638,1.2654289818470303,Iris-versicolor
+13,6.1128907351197,2.6762171429009465,5.112173304559447,1.5511369355088356,Iris-versicolor
+14,7.7549322697308005,2.816360161357329,6.766411269816896,2.055520990953274,Iris-virginica
+15,5.09338273621436,3.5173633490238654,1.3936807208487874,0.22880222845610773,Iris-setosa
+16,6.009880149007982,2.937327429124143,4.550967432601592,1.3354457099761379,Iris-versicolor
+17,5.718944022351072,2.819921769155571,5.060132864043916,1.931635612436161,Iris-virginica
+18,6.376618567643116,2.926174516958727,4.329624780009088,1.3261961798549877,Iris-versicolor
+19,6.703977206616218,3.278460797948166,5.697573967338614,2.499999550015214,Iris-virginica
+20,6.097253168415437,2.820123896995598,5.539764160921898,1.8543308799929852,Iris-virginica
+21,6.6788890632877935,3.2878658015413667,5.7216962966491005,2.49999959083837,Iris-virginica
+22,5.427290310164302,3.899999393414778,1.3312296352573796,0.3965120674545723,Iris-setosa
+23,4.933567595578041,3.246178820302352,1.4304076852787777,0.19415188976325215,Iris-setosa
+24,7.549046223310843,2.8841395261826426,6.5727065499689346,1.8677797124563693,Iris-virginica
+25,6.9115869131125125,2.8748403184891846,5.905110680445853,1.7392346366093614,Iris-virginica
+26,6.68842203694287,3.3116875847540537,5.673673313704658,2.4999995930414345,Iris-virginica
+27,5.63991613433307,2.660208323115636,4.197014986605789,1.1188969220020364,Iris-versicolor
+28,5.781343186239422,2.616312126044903,3.9513800631603186,1.0429870185013468,Iris-versicolor
+29,6.709217365920508,3.3366342502213837,5.707054126463711,2.5,Iris-virginica
+30,6.569005450872286,3.3052181921862283,5.666254073324324,2.3228296766887713,Iris-virginica
+31,7.644374771324737,2.603414088148422,6.899998899157793,2.280277083577153,Iris-virginica
+32,6.081154706571953,2.265686545242423,4.97045000634338,1.5495396762267253,Iris-virginica
+33,4.612938097132084,3.605030241953002,1.0,0.1989362134604139,Iris-setosa
+34,6.9669149470525635,3.13534077056127,5.26186125362718,2.3057000084300077,Iris-virginica
+35,5.16419831632705,2.5004097724845376,3.049568198007475,1.0751583833465423,Iris-versicolor
+36,6.862624684617193,3.0284500023200067,5.394270628370608,2.2594556434613144,Iris-virginica
+37,4.796472770737149,3.0,1.3825729382333147,0.10000009878312062,Iris-setosa
+38,6.4894494571481305,3.0,5.433305050310736,1.8531703554538088,Iris-virginica
+39,5.4511718394757365,3.762041898524077,1.6737928231078578,0.29400923157166137,Iris-setosa
+40,6.079773047175581,2.55633301892222,5.064505650310241,1.5672576050944913,Iris-versicolor
+41,6.286098728130553,3.390245121002675,5.6476993570203495,2.397817497836383,Iris-virginica
+42,5.122483043466291,3.486901352270772,1.407500250323103,0.2997431348569772,Iris-setosa
+43,5.9617520215200575,3.200746027968899,4.434823293850784,1.5312737961771132,Iris-versicolor
+44,6.028311713207751,3.1272151120557097,4.46479326989512,1.5229416308426296,Iris-versicolor
+45,5.402961592647229,3.4153229298511945,1.7050692943996029,0.20251418699631793,Iris-setosa
+46,5.162660611862665,3.399976929697719,1.8122392189444645,0.3647595595813002,Iris-setosa
+47,5.226355451124252,3.430278263839667,1.4024528706989068,0.196559616520726,Iris-setosa
+48,4.648135782111216,3.395279781754921,1.4149965248615444,0.31272886967756436,Iris-setosa
+49,5.943724952174323,2.7219873980065827,4.194402410756822,1.024374486510701,Iris-versicolor
+50,7.9,3.810828636330099,6.342959515743089,2.0958558359975688,Iris-virginica
+51,6.912988371503557,2.9792390250391785,5.605458800358349,2.0259277408493856,Iris-virginica
+52,5.431593335370033,3.3795969168220226,1.763832511338532,0.34043687615855045,Iris-setosa
+53,5.78520922994902,2.93972137330573,4.500038473669385,1.3525670537941559,Iris-versicolor
+54,6.806041623966488,2.7736330704915986,4.863896851251644,1.3986493001675415,Iris-versicolor
+55,6.464620246952333,2.3828440909863717,5.6144596027432,1.691617050213209,Iris-virginica
+56,4.506318417773372,2.3658412117981085,1.2897698632210293,0.29922062230357815,Iris-setosa
+57,5.890434377203357,2.9066282078918473,4.607001690967444,1.357033083542034,Iris-versicolor
+58,5.523761411695554,2.61151404530841,4.406549204768382,1.2476573973769378,Iris-versicolor
+59,4.81260409312794,3.347000456296601,1.6974950888312152,0.1960396740483919,Iris-setosa
+60,6.169039134980337,2.7922415906304323,4.278278813106811,1.1484448897011041,Iris-versicolor
+61,7.9,3.8214497615840344,6.446233479819925,2.046992647227014,Iris-virginica
+62,6.3388035357556465,3.3100628315968166,4.7877789376673245,1.6218956853778819,Iris-versicolor
+63,5.074099868299935,3.4947515750594556,1.3857147576537254,0.2033581121572685,Iris-setosa
+64,7.382812837341035,3.0,6.269311227442852,2.106712859583004,Iris-virginica
+65,7.743041309508782,2.53384348934679,6.9,2.3234723118596476,Iris-virginica
+66,4.976334168565672,2.41962315819456,3.10273264195461,1.0091417550461124,Iris-versicolor
+67,5.076535974834585,3.473133364073187,1.391819527027708,0.2009375058955454,Iris-setosa
+68,6.170524795341641,3.001334582818958,4.65365136229251,1.5287832575490137,Iris-versicolor
+69,5.798867239358725,2.9002810926119458,4.544965735823242,1.3264483303187398,Iris-versicolor
+70,6.92678742978612,3.072882134345475,5.080565549547591,2.270784222388129,Iris-virginica
+71,6.278550504482401,2.311208683608731,5.207994001801492,1.6687685198353481,Iris-virginica
+72,5.950032869432592,3.3440449352124295,4.516972195958011,1.5625048123616863,Iris-versicolor
+73,7.747782088419678,2.957669861263321,6.745712509874613,2.061512780872316,Iris-virginica
+74,7.6831654476241455,2.7981516056329783,6.639031539896406,1.9676490230536288,Iris-virginica
+75,4.986539996061706,2.4515282459959074,3.1271153538651006,1.0310222839237129,Iris-versicolor
+76,5.633387289288849,3.0,4.197633901634104,1.3131736219707795,Iris-versicolor
+77,7.227716156278608,2.8566024677176913,6.192020268455428,1.7579661660602928,Iris-virginica
+78,5.568390991343269,3.0,4.148366603298348,1.3140277617799856,Iris-versicolor
+79,4.955481015988476,2.0,3.3074694125353865,0.8523468966730958,Iris-versicolor
+80,7.705626595526711,2.5837849568183895,6.899998749431145,2.305222546025438,Iris-virginica
+81,5.00597230141621,2.0000008874565927,3.533022010289585,1.009652367644525,Iris-versicolor
+82,4.890155543198149,3.018092593614834,1.4608128476447209,0.1000001375982204,Iris-setosa
+83,4.968959607109285,2.447634049611807,2.994193521346152,1.0350176745333852,Iris-versicolor
+84,5.001006779494675,2.0,3.694910148904,0.924687122350349,Iris-versicolor
+85,4.6176534407372705,3.5985420260594188,1.000000377382758,0.19896558613670334,Iris-setosa
+86,5.277916767747571,3.731609388761431,1.6737571181016118,0.20149344748254316,Iris-setosa
+87,5.35450226092805,2.8644032298690036,4.247842281568911,1.444343725444776,Iris-versicolor
+88,5.874406520475264,3.001814406216494,4.4071006492339055,1.529306563522081,Iris-versicolor
+89,5.652425861455087,2.496060201568371,3.9265758710101126,1.0691247581378491,Iris-versicolor
+90,6.3493568048361775,3.4073869224451867,5.620608078683602,2.409857482551573,Iris-virginica
+91,5.227886806457013,3.469658171891428,1.4562265974922382,0.21874965379008696,Iris-setosa
+92,5.709798167909749,3.0,4.435982073557687,1.4668460544595168,Iris-versicolor
+93,5.670004287619534,2.619239522708165,4.296765786026647,1.189015759125488,Iris-versicolor
+94,6.916308878557951,3.2249408098984307,5.652684458715621,2.3165063008132565,Iris-virginica
+95,6.589696651287837,3.1673673289940534,4.653895351348298,1.5021652266080587,Iris-versicolor
+96,7.8999974012851695,3.801391715172093,6.4048688845516235,2.00050541183034,Iris-virginica
+97,4.4,2.900423873833919,1.3954571417344144,0.2014888241108219,Iris-setosa
+98,5.5737619080509,2.4400733713029727,3.7474104328638393,1.0560658780085117,Iris-versicolor
+99,4.816373002320011,3.0,1.4250578616588683,0.10000010694958185,Iris-setosa
+100,5.071339159963335,3.5295953191957836,1.378401083874172,0.20095269535263097,Iris-setosa
+101,6.0202708103496585,2.6488809091578913,5.124908984444637,1.612535578310765,Iris-versicolor
+102,5.177755998685794,3.8031375368655382,1.839001061479426,0.2077818979531293,Iris-setosa
+103,6.0334193717131654,2.506397014079461,5.487412742255634,1.40388869867265,Iris-virginica
+104,5.621979791096425,3.7973641676436882,1.6857979504293001,0.290379148553201,Iris-setosa
+105,5.94613778582483,3.2269414159809973,4.287504141323953,1.5506072074210082,Iris-versicolor
+106,5.09146421258144,3.623531364486082,1.4517263153667386,0.3695437396551037,Iris-setosa
+107,7.548136522617087,3.00774868608528,6.571340254373967,2.1162053338305253,Iris-virginica
+108,7.404549351248621,2.883842379494828,6.430451721114619,1.8278930360477412,Iris-virginica
+109,6.164642913705534,2.236928718411028,4.463619154332194,1.4703086657900188,Iris-versicolor
+110,4.6365962344322496,3.624233929709797,1.0,0.20363652348695058,Iris-setosa
+111,5.136973537990497,3.461184782117535,1.4894114507471328,0.19604697908363272,Iris-setosa
+112,7.298589234927731,3.0,6.300888943807018,2.131802018089102,Iris-virginica
+113,4.994699440006529,2.0,3.126057635208743,0.909092047882677,Iris-versicolor
+114,5.031585780454145,3.607585250109266,1.4069829511773781,0.2013605818076265,Iris-setosa
+115,7.899998985718922,3.788646791514262,6.411761979344614,2.0135235746309075,Iris-virginica
+116,5.7810636159071205,2.909280226620649,4.6275080103207955,1.4651752676944747,Iris-versicolor
+117,7.517727883824826,2.8180960902199677,6.512505363687784,1.881563534666878,Iris-virginica
+118,4.724874291697358,3.0,1.3917382398726643,0.2990711264824514,Iris-setosa
+119,4.598340691726447,3.6079726230599336,1.000000369486823,0.19641559164481798,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/19/test.csv b/iris/tab_ddpm/1_3/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/19/train.csv b/iris/tab_ddpm/1_3/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/19/val.csv b/iris/tab_ddpm/1_3/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/2/synth.csv b/iris/tab_ddpm/1_3/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bd33a62e095d958d8995461a545d1042a4fdbc67
--- /dev/null
+++ b/iris/tab_ddpm/1_3/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.108106740851313,2.3569564714663898,5.056729374331185,1.5899243730669899,Iris-virginica
+1,4.594965936266452,3.6445770824778965,1.000000379456727,0.20148322020030018,Iris-setosa
+2,6.557382329463244,3.0,5.490283875357147,1.8089199682727009,Iris-virginica
+3,6.846769716968484,2.7599802472957053,4.79119025657432,1.3913606906548592,Iris-versicolor
+4,6.30808685662054,3.3990553923039495,5.648157516114941,2.381287208992506,Iris-virginica
+5,5.032239220315782,2.0000011403203857,3.5670762994670144,1.0220475921320358,Iris-versicolor
+6,4.952413079799119,3.0245083334403207,1.4050680851584219,0.1931716485186037,Iris-setosa
+7,4.920892721030927,3.386160182507077,1.4833527258289034,0.19566692603490995,Iris-setosa
+8,6.705825471481562,3.2745716145390267,5.6777767715608025,2.49999948823854,Iris-virginica
+9,5.772139586472319,2.8882036550573007,4.598997901714311,1.3456622076542697,Iris-versicolor
+10,5.250367710626086,3.62861124483943,1.585609174501623,0.40973372209553305,Iris-setosa
+11,6.571728721820981,3.0,5.545968334535676,1.7851853039334231,Iris-virginica
+12,5.7972186745812015,2.9980987735005002,3.854114558856397,1.3868636743603584,Iris-versicolor
+13,6.562426810009102,3.0,5.528919477586693,1.80479825232363,Iris-virginica
+14,5.771388225293856,2.8451721767726355,5.129230613154349,1.8974051766486981,Iris-virginica
+15,5.653520635018678,2.729378913491577,4.288682202893125,1.2503095872123349,Iris-versicolor
+16,6.023563302258521,2.540555578709121,5.582477190565642,1.391405099151295,Iris-virginica
+17,5.185170619094187,3.5007330976132196,1.4134275511493555,0.1983656453424426,Iris-setosa
+18,7.737161497536635,2.615649089951484,6.9,2.305380485734506,Iris-virginica
+19,5.105733052875868,3.497045176528423,1.4619968638691163,0.3756650498223239,Iris-setosa
+20,7.7461068640752195,2.604623091368178,6.9,2.3030442061178014,Iris-virginica
+21,6.193231325474485,2.748282370646362,5.585313451637269,1.539605801637227,Iris-virginica
+22,5.996926345362226,2.179090426499773,4.9807128683740025,1.522544062538082,Iris-virginica
+23,6.248572451228839,3.400957795475817,5.583610114486787,2.4167990622677875,Iris-virginica
+24,5.487158367446772,2.6243995576236694,4.024205202365253,1.1626641331268344,Iris-versicolor
+25,5.133600769586519,3.8091531704203225,1.8117671075622408,0.25047148043241424,Iris-setosa
+26,7.68151347389777,2.8648039274779835,6.660378344595567,2.0433071409911268,Iris-virginica
+27,5.152606993507224,3.4423915798468463,1.4531970748382397,0.19643866016569078,Iris-setosa
+28,5.114627543409018,3.707629902356839,1.639499649106865,0.20525773373480338,Iris-setosa
+29,5.743221448382042,3.0,4.2644069671602916,1.406226721862406,Iris-versicolor
+30,4.400000537582833,3.1257561783518053,1.305939376677643,0.18662247755585099,Iris-setosa
+31,4.576597029031817,3.3862220715200677,1.3684167989783709,0.31976105081404466,Iris-setosa
+32,5.008404500750947,2.0,3.638784468668979,0.8727702995384523,Iris-versicolor
+33,4.9401126476273305,2.476697252473541,3.3696158443112196,1.0864690105166046,Iris-versicolor
+34,7.899998880341739,3.789203249994707,6.4346532050080425,1.98770790624637,Iris-virginica
+35,5.682241164796504,2.9698348480511187,3.8540609015905165,1.3237457563469321,Iris-versicolor
+36,4.926724037157015,2.426153298877945,3.369571938072328,1.0066874040680611,Iris-versicolor
+37,7.8999988904075895,3.8042912700814684,6.360031621293868,2.0314076894098325,Iris-virginica
+38,6.66531070231708,3.0729389170898043,4.59982925882301,1.4534347725955405,Iris-versicolor
+39,5.292439087637087,3.437734123952762,1.4840864985575737,0.33907514609899503,Iris-setosa
+40,5.617188328015909,2.9214570406844236,4.114139033211119,1.3380542705227398,Iris-versicolor
+41,5.39198591782398,3.9,1.3088001873278967,0.39480236967828225,Iris-setosa
+42,7.514405438564904,3.0,6.463931372712851,2.0718604682863107,Iris-virginica
+43,6.470087955952097,3.207429432292687,4.750862401364931,1.5198517987272862,Iris-versicolor
+44,5.64852515841445,2.8546759097455405,3.8164214445820543,1.2864944477508649,Iris-versicolor
+45,4.962037293733415,2.455346060018455,3.393931538526525,1.0836057943031892,Iris-versicolor
+46,6.129272554075513,2.558619548076473,5.125364743568208,1.5385129930369863,Iris-versicolor
+47,6.164044693639751,3.37844132843759,4.581008914983107,1.6573024175528388,Iris-versicolor
+48,6.731121216600997,3.195850181152249,5.522664497833208,2.3169826868011367,Iris-virginica
+49,4.671079941317991,2.887137273822235,1.3659654307940763,0.3043084891686492,Iris-setosa
+50,5.768230568926858,2.743444149789194,4.003289246631419,1.1951993385267965,Iris-versicolor
+51,5.40695081218309,3.8999995242724412,1.273693563400537,0.31004398159536073,Iris-setosa
+52,4.827284254778402,3.4400763939452776,1.4977195303828874,0.20492625499154934,Iris-setosa
+53,5.952759158215498,2.8262558256969776,4.778476264238588,1.5154063809117488,Iris-versicolor
+54,5.355021863432418,3.3941809448480575,1.4852381920817184,0.19186185552132695,Iris-setosa
+55,6.605743638824868,3.0,5.872878425939053,2.233646173686542,Iris-virginica
+56,5.463087932766429,3.8999992091645512,1.298851778705863,0.369895765327966,Iris-setosa
+57,5.616651771374629,2.589869026159695,4.299026981077664,1.133013678379616,Iris-versicolor
+58,5.227961153483943,2.6716153137764955,3.6737974131963393,1.3401092142661482,Iris-versicolor
+59,6.7278350627893575,3.279351155195577,5.785570825135876,2.339803210730886,Iris-virginica
+60,7.899998865003747,3.79894700106282,6.431076845232317,1.999818556969535,Iris-virginica
+61,5.964962767692291,3.0,4.392498325195922,1.5101306555387681,Iris-versicolor
+62,6.4025259623196416,3.2057785880222065,4.689077703503,1.5194538584169381,Iris-versicolor
+63,6.065195901189895,2.7208167454878587,5.1007449732292045,1.567771234458492,Iris-versicolor
+64,5.372891393590681,3.7281595182458194,1.6673202268582326,0.22252636736114284,Iris-setosa
+65,4.4,2.924345990558685,1.4027725178516257,0.1989682723322,Iris-setosa
+66,5.6392969110851565,2.9235752963527593,4.5984639018563085,1.4187683993013978,Iris-versicolor
+67,5.7540998950785305,2.834816840030319,4.764009520948814,1.5520076140672867,Iris-versicolor
+68,6.169475021065368,3.332148871752196,4.657804712574525,1.555533246550898,Iris-versicolor
+69,6.878076604755029,3.185067404370139,5.564983656470862,2.3138567158167005,Iris-virginica
+70,5.205769126682808,3.4192266625519605,1.4033694666476086,0.2071391789539679,Iris-setosa
+71,6.150077448499596,3.3349617071744286,4.565316531153764,1.6359728138082588,Iris-versicolor
+72,5.951809779971164,2.802061730899717,5.1649865260055075,1.9104972224724353,Iris-virginica
+73,4.9924145739577845,2.0,3.3515483580322667,1.0242431501072704,Iris-versicolor
+74,6.887303108761488,3.0532834387964636,5.237599519425974,2.239428986088046,Iris-virginica
+75,6.183091709137838,2.7591373052273243,5.583824473561445,1.743496355972433,Iris-virginica
+76,5.034678780495841,2.5054860533720498,3.1998625634092694,1.11770805469566,Iris-versicolor
+77,5.6238547152423735,2.733002804913211,3.6253205841575196,1.2038445855066258,Iris-versicolor
+78,4.684765130873146,2.882535666136344,1.341512946752167,0.28757252755064017,Iris-setosa
+79,6.141996311897076,2.447502089376864,5.363365910540866,1.49385153103981,Iris-virginica
+80,4.97314911118712,2.000004543228591,3.4390534056476554,1.0035070621943787,Iris-versicolor
+81,6.735047351387507,2.9737793472918046,4.692173017202716,1.4328252562992585,Iris-versicolor
+82,4.598420050592935,3.587330378606788,1.0,0.20291905156092124,Iris-setosa
+83,5.644613439342546,2.419870073668989,3.8618821209450083,1.1041229720863692,Iris-versicolor
+84,5.048057781696643,3.499015415228267,1.3445411004857462,0.2047613220549376,Iris-setosa
+85,6.669867003104921,3.193602770548682,5.531396611833072,2.114787409715664,Iris-virginica
+86,5.572848494541079,2.998916871915487,4.214140131096618,1.3142241669813437,Iris-versicolor
+87,5.3546759558918895,2.665083205921969,3.886315132042319,1.3132363109883944,Iris-versicolor
+88,6.774339428507838,2.7235877640777635,4.744697100393053,1.3841584385577068,Iris-versicolor
+89,6.749576176263808,3.236158946304278,5.695955986534159,2.169003266011145,Iris-virginica
+90,5.486543544061612,2.58734830679175,3.6721036519669354,1.0957667591318985,Iris-versicolor
+91,4.916099020466119,2.4109583627502293,3.4855315609320088,1.0205952844092898,Iris-versicolor
+92,5.234766162704909,3.3843801646449996,1.3964561804492162,0.20461188831231056,Iris-setosa
+93,5.576688249541826,2.68572792236725,4.533514189979342,1.2472425784827643,Iris-versicolor
+94,6.448121615095402,2.8213266008894253,4.429256255317511,1.2683545596865922,Iris-versicolor
+95,6.117510879807524,2.645332261102995,5.001674001664053,1.5617959299444386,Iris-versicolor
+96,6.457826254065202,3.0,4.476769836762023,1.4440423113139504,Iris-versicolor
+97,6.6733329279364675,3.3050480201907257,5.713966091746659,2.4999996153072805,Iris-virginica
+98,4.588337426784699,3.6019356099826108,1.0000003639344248,0.18130493252649196,Iris-setosa
+99,5.25916090930385,2.492665494755575,3.5075899326332416,1.117294855338135,Iris-versicolor
+100,5.762067602067754,2.917566781667879,4.397961359571438,1.3164529272659264,Iris-versicolor
+101,5.494593193417244,2.501852733060435,3.9496563961314273,1.1024210151879683,Iris-versicolor
+102,5.659771904841547,3.0,4.4051653403732445,1.4851147277261982,Iris-versicolor
+103,6.685596091374981,3.0,4.540315612381095,1.4352449356243326,Iris-versicolor
+104,5.825525785477421,2.759016981223236,4.280817420786886,1.0904047242121893,Iris-versicolor
+105,6.683183457496508,3.3635732132441967,5.697758709410896,2.5,Iris-virginica
+106,4.400000531726633,2.9753917392517946,1.3860149958003158,0.19255554125105467,Iris-setosa
+107,5.0763926676741615,3.78274179455169,1.4996393256663592,0.23422817325476455,Iris-setosa
+108,5.7580816671797335,2.559316782675503,3.914630068541703,1.1311819339689806,Iris-versicolor
+109,5.405876487484536,3.4097048802019922,1.5410800811414938,0.3210367892052536,Iris-setosa
+110,5.421094649793648,3.7021644492358172,1.4955863587975482,0.29164571690061286,Iris-setosa
+111,7.7114428497048095,2.598625300299988,6.9,2.3065673025307403,Iris-virginica
+112,6.00495866633306,2.8860337255583,4.7573695109088865,1.5208096008435574,Iris-versicolor
+113,5.49250856992109,2.595584259924991,4.427397759270059,1.2401576338888882,Iris-versicolor
+114,4.61943013203529,2.7334792172465288,1.355176099055849,0.36322020971847424,Iris-setosa
+115,4.4,2.817926418665309,1.4020591075649138,0.19945133415946562,Iris-setosa
+116,5.217812032022471,3.4173023464853265,1.3852230048210816,0.20641289449884326,Iris-setosa
+117,6.675990708695798,2.5239714748233917,5.743677259609324,1.747024604295246,Iris-virginica
+118,6.131089764469128,2.6491981813656724,5.589272489535395,1.4319101037915045,Iris-virginica
+119,5.271013509258479,3.735459704013287,1.4958207395981258,0.20115030948182022,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/2/test.csv b/iris/tab_ddpm/1_3/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/2/train.csv b/iris/tab_ddpm/1_3/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/2/val.csv b/iris/tab_ddpm/1_3/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/20/synth.csv b/iris/tab_ddpm/1_3/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..614c6b99f85781f24e42e65b4a3b3ec328aaf163
--- /dev/null
+++ b/iris/tab_ddpm/1_3/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.196702495145241,3.3439384102078455,4.620947044999859,1.6451157008643722,Iris-versicolor
+1,5.538915290555102,2.9360376249287032,4.355630146131601,1.4441863673380633,Iris-versicolor
+2,6.583232189174233,3.2275336295277537,5.55210510519663,1.9977290044778175,Iris-virginica
+3,6.872235020652336,3.159566429052371,5.66968196590106,2.273469055575771,Iris-virginica
+4,5.4072964936574985,2.6955519267097054,4.301130422574743,1.3328150105029546,Iris-versicolor
+5,7.74973338782003,2.8407565164256834,6.748935497573866,2.052213228957436,Iris-virginica
+6,5.727510016367312,3.0925851594279354,4.314252023235784,1.3830829642936062,Iris-versicolor
+7,6.686941134806435,3.3171835326893078,5.700516789246421,2.5,Iris-virginica
+8,5.6173759899543345,2.96205356551794,3.8609489254043474,1.3054914274329117,Iris-versicolor
+9,5.352586421236508,3.4083108652026226,1.5353943105428425,0.39840181496027516,Iris-setosa
+10,6.566577089509481,3.2048970604246025,5.117697726264146,2.050167070642863,Iris-virginica
+11,6.577490847987665,3.2232171416952506,5.341392387907542,1.9823862458766075,Iris-virginica
+12,4.97778640630682,2.0,3.2249339141647972,1.0521342640280316,Iris-versicolor
+13,5.854872557116401,2.9126549741458563,4.473682665057489,1.3188812226237818,Iris-versicolor
+14,6.353436861484269,3.169278559384736,5.131614822539158,1.918962540323848,Iris-virginica
+15,4.499929170198385,2.3140768376873955,1.2802246048043235,0.33041188102644414,Iris-setosa
+16,6.235383254713916,2.37366197740001,4.941745548324622,1.813423050247225,Iris-virginica
+17,5.838997824680953,2.8107649901246554,4.919182596831385,1.5789952534212082,Iris-versicolor
+18,7.9,3.8053387604179414,6.414315451167085,1.973255416907045,Iris-virginica
+19,6.269491786668234,3.3876002088259485,5.6242292842870745,2.4034576772635923,Iris-virginica
+20,5.5958188565986156,2.6265539626770456,4.011195724585784,1.203089430037184,Iris-versicolor
+21,4.597262451301446,3.606075502814137,1.0000003912736661,0.20509591012155529,Iris-setosa
+22,6.028263512959036,2.413855845961215,4.2195996085812455,1.0901049372826677,Iris-versicolor
+23,4.9034030517181835,3.0565183667065194,1.4707032301884837,0.1,Iris-setosa
+24,5.007303548464306,2.5076674636043097,3.256572553942263,1.055563149537184,Iris-versicolor
+25,6.070386894369786,2.757841754439048,4.427758740446576,1.1546757136038475,Iris-versicolor
+26,6.816879395211924,3.049961456306305,5.2182699614242605,2.2778461790612607,Iris-virginica
+27,4.4,3.1182349622616186,1.3073329753293506,0.19606324208542936,Iris-setosa
+28,5.163730403207978,3.452024855300648,1.3865812554990586,0.20414469345312117,Iris-setosa
+29,6.490780062275388,3.1250320256595465,5.212126336408468,1.9805150107843275,Iris-virginica
+30,6.057060096758771,3.0,4.531351207704108,1.4071260237425731,Iris-versicolor
+31,6.06730469150594,3.0,5.1480054703818485,1.8350032382683854,Iris-virginica
+32,6.208820882120063,2.1848414347304113,4.498847742729148,1.5061375230505052,Iris-versicolor
+33,6.578175660514024,3.355088961454874,5.595153815987878,2.085983637370332,Iris-virginica
+34,7.750562612579778,2.553889280699283,6.9,2.323311979490979,Iris-virginica
+35,5.087587253660016,3.797237813256547,1.5042878917522085,0.20976353685163895,Iris-setosa
+36,5.378459757329307,3.8999995243062076,1.2733102790232436,0.3185046079624161,Iris-setosa
+37,7.683802421026314,2.5939897688590072,6.899998456509523,2.3090486660374547,Iris-virginica
+38,6.4461017295606515,3.0633178285778864,5.004204904005152,1.8313017418701425,Iris-virginica
+39,6.517991583893271,3.334832301238264,5.623270835585932,2.380100071730582,Iris-virginica
+40,6.691927965878313,3.2989960041997266,5.745450440233496,2.5,Iris-virginica
+41,5.602500359785706,2.45912342630083,3.79803626188048,1.0522419921543442,Iris-versicolor
+42,6.021887298345908,2.938698879694947,4.486800739790741,1.3285287772921976,Iris-versicolor
+43,5.938719352314891,3.1331163623263003,4.319993685005947,1.4958240000278604,Iris-versicolor
+44,6.436232351324822,2.510134252513526,4.442253621733896,1.3213702967085261,Iris-versicolor
+45,6.062468782087419,3.4165057239066674,4.5775264004388765,1.6168742826768114,Iris-versicolor
+46,4.988912843202487,3.6341043069807557,1.4073353283878727,0.20114798364358666,Iris-setosa
+47,5.9315091686174,2.9065764439362702,5.156040747403353,1.8380253802471607,Iris-virginica
+48,4.4,3.2691290634550674,1.3028165515374412,0.18972727835379516,Iris-setosa
+49,5.387967459758269,3.4113901008953933,1.4958920911910223,0.4051834964874909,Iris-setosa
+50,6.470364681183194,3.0337659921055264,5.4161167010566995,1.8621993422059462,Iris-virginica
+51,7.698399157116597,2.604275796729144,6.9,2.3105918417459708,Iris-virginica
+52,6.393825192792668,3.365687753700133,5.64615487450777,2.4014754276407904,Iris-virginica
+53,6.056680280697478,2.6804603036205776,5.0584698613825605,1.591465850121764,Iris-versicolor
+54,5.882258980139571,2.978210168860355,5.231794783770512,1.8349789768741647,Iris-virginica
+55,4.763961521554699,3.4260272072086475,1.498491786356734,0.1987657520162921,Iris-setosa
+56,6.10775123576127,2.597111374797503,5.596992903813026,1.4126891538209252,Iris-virginica
+57,5.437643415648363,3.6308186963067355,1.5367558334579297,0.20273326158644597,Iris-setosa
+58,7.725063085255373,2.854195285570851,6.670944031823938,1.9717474442159608,Iris-virginica
+59,6.806274597908122,3.2171544433891563,5.846847717615943,2.302600399731067,Iris-virginica
+60,6.574280850787194,2.912598873934242,4.408752234104067,1.3347442704298642,Iris-versicolor
+61,6.686066111775988,3.2990671331667096,5.70272601627452,2.5,Iris-virginica
+62,5.036692639987068,3.4262714369767084,1.4847278887636646,0.4098904266066165,Iris-setosa
+63,6.32329301181599,3.322309334717176,4.781262200410675,1.606171239554877,Iris-versicolor
+64,6.51390342485135,2.984740367642666,5.586076572788188,1.80538571699169,Iris-virginica
+65,6.149797834639693,2.6744797502233064,5.616599143553149,1.442745694833391,Iris-virginica
+66,7.699223258775161,2.5802900477865696,6.89999848838462,2.293175702516628,Iris-virginica
+67,6.813107121964081,3.0003085634021778,5.544741360892739,2.2140491383275758,Iris-virginica
+68,5.067742589345334,3.3912408745927802,1.4018683524146704,0.19656726330108135,Iris-setosa
+69,5.418976234375752,2.3938475112349398,3.682464168853448,1.0288390338790678,Iris-versicolor
+70,7.693577293957254,2.5472178403665655,6.9,2.305032120414714,Iris-virginica
+71,5.666598453899086,2.8771722196947263,3.766732285943076,1.2622805812002422,Iris-versicolor
+72,4.864413003142866,3.0379472583803655,1.4420350191753994,0.1,Iris-setosa
+73,6.086512743301768,2.874109755845183,4.56694970859642,1.2409878512215091,Iris-versicolor
+74,5.0378095535956,3.292537086875418,1.486064713023853,0.32255152150623145,Iris-setosa
+75,6.383782213861675,3.0,5.797839103825343,2.1894518931149527,Iris-virginica
+76,7.664177432969978,2.892342147208054,6.686226475216789,2.013848642636247,Iris-virginica
+77,4.772584858155327,3.0,1.325082636212693,0.1,Iris-setosa
+78,5.573452513174073,3.0,4.341848753849072,1.4834928459197918,Iris-versicolor
+79,6.941358866885022,3.1824913613136676,5.543363036868075,2.3212638988227337,Iris-virginica
+80,6.640916618667297,3.1159861278247125,4.651270638160984,1.4787849967924231,Iris-versicolor
+81,5.866958892203507,3.197315094203125,4.30718806391481,1.5035459683734222,Iris-versicolor
+82,6.309476162014247,2.504174519855761,4.988324936072554,1.9048094669868731,Iris-virginica
+83,5.548292545525939,3.755864996540284,1.4963322939075108,0.29930831109241995,Iris-setosa
+84,5.740121778519053,2.6837836688377004,4.64777109651814,1.2085176158197086,Iris-versicolor
+85,7.690414821487045,2.545295694565371,6.9,2.2936662759313298,Iris-virginica
+86,4.85891014654761,3.0,1.4312932396112603,0.10000012162317805,Iris-setosa
+87,6.371052497472075,3.158020231097797,4.982572030779468,1.9412239248809016,Iris-virginica
+88,4.9612335825557885,2.0000005200606137,3.5537327978414424,0.9536264637040839,Iris-versicolor
+89,5.342676037633839,2.5984038366077593,3.513484500665549,1.226636559965749,Iris-versicolor
+90,6.7884158095499485,2.8042026848154493,4.784121582770166,1.4115871352962832,Iris-versicolor
+91,5.43328613581376,3.6850886644702996,1.7168369850275655,0.19481994531575023,Iris-setosa
+92,6.650237650457523,3.2463335897429544,5.715932264402641,2.499999607307204,Iris-virginica
+93,7.170136345324021,2.9494632837419563,6.132210778680707,1.8245792881508875,Iris-virginica
+94,7.164322507638162,3.146469942511653,5.364158066877852,2.3152536076130854,Iris-virginica
+95,7.9,3.8077175996129027,6.351577414499568,2.0228014780406647,Iris-virginica
+96,4.923097504748148,3.4561604078908457,1.3797637523140882,0.2053697943838623,Iris-setosa
+97,6.142579827672601,3.2958323085517054,4.614274431216594,1.5857972181394768,Iris-versicolor
+98,4.998170827778592,2.0,3.39644054600857,1.0349547230845633,Iris-versicolor
+99,6.022439439532788,3.0476231500486852,4.3182723175220765,1.525408959079782,Iris-versicolor
+100,5.736687164000101,3.0,3.981048229729332,1.3922018080034375,Iris-versicolor
+101,5.793980736639667,3.026171177717473,4.545985185877181,1.5282335902022373,Iris-versicolor
+102,6.976891250152468,2.9141301612024493,6.036369930548776,1.8346982542630923,Iris-virginica
+103,6.1618642828475725,2.577062724254943,5.573606569819972,1.4338985015600492,Iris-virginica
+104,4.999360558981755,3.3791097092123716,1.51036574229374,0.3454507614423344,Iris-setosa
+105,6.263620201413358,2.605190806295272,5.648970130927136,1.4342449938818702,Iris-virginica
+106,4.9771754812123,2.0,3.541000382390425,0.9668601853646404,Iris-versicolor
+107,7.659847676913325,2.5783327291618976,6.9,2.3159353991888905,Iris-virginica
+108,5.9007647358080275,3.0565150119951197,5.016039134491106,1.825627440719189,Iris-virginica
+109,5.366591910610634,2.37321525092128,3.3746831251373894,0.8767033075510289,Iris-versicolor
+110,5.961246852529203,2.9348461843802087,4.778677045372923,1.5276015017586524,Iris-versicolor
+111,5.365541658147435,2.617711730929172,3.750592829969206,1.307906325754026,Iris-versicolor
+112,5.350745794718783,2.6035012535746707,4.230627341224536,1.2417572402199153,Iris-versicolor
+113,5.5956539984201035,2.8769789778290615,3.8980658032645152,1.2686472003914093,Iris-versicolor
+114,5.491137062155178,2.6605278772576764,3.7530038353526267,1.3482425730712868,Iris-versicolor
+115,6.529587672636271,3.3714411923621097,5.5003309435773415,2.0409630811024084,Iris-virginica
+116,6.120824534218655,2.212365133215419,4.271905772368643,1.230403243340842,Iris-versicolor
+117,5.49518543671645,3.762716603377097,1.8478211294790876,0.32415361112191887,Iris-setosa
+118,6.077031871801245,2.667322706930167,5.155875821709158,1.5205558653414915,Iris-versicolor
+119,5.617794756293101,3.0,4.052347995587282,1.306475143610651,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/20/test.csv b/iris/tab_ddpm/1_3/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/20/train.csv b/iris/tab_ddpm/1_3/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/20/val.csv b/iris/tab_ddpm/1_3/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/21/synth.csv b/iris/tab_ddpm/1_3/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bb5c52d2f7921e3b4bbfe8a45de583ba80b12737
--- /dev/null
+++ b/iris/tab_ddpm/1_3/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.828707376247504,3.144579452850871,5.236346842516065,2.3113804560806193,Iris-virginica
+1,5.572903493211515,3.491709261098763,1.492762039438949,0.2938350184871304,Iris-setosa
+2,6.024145575836845,2.6781389980914017,5.005339738822247,1.5680580807858577,Iris-versicolor
+3,4.4,2.9742545717415187,1.3790305476591462,0.19724189632396144,Iris-setosa
+4,7.677713742492277,2.7988191066452166,6.708706097939553,2.029865432352386,Iris-virginica
+5,7.561338559891342,2.9309504783589384,6.57499716843313,1.978061666199405,Iris-virginica
+6,4.889192339760289,3.1095859253856983,1.4541296537767276,0.19594903778127548,Iris-setosa
+7,7.63413333867249,2.783258507466397,6.646018707407339,1.993606072825413,Iris-virginica
+8,5.230407797138765,3.414277857892876,1.3738742082234998,0.19704813844109653,Iris-setosa
+9,5.224999698549073,3.419618709725268,1.8721775428673828,0.4243788330752718,Iris-setosa
+10,5.7050902899999025,2.7525331888661144,4.320757162499406,1.1355177708173056,Iris-versicolor
+11,5.882595380852174,2.9012275146459996,4.517367096929618,1.290956873322172,Iris-versicolor
+12,7.9,3.8190449246144027,6.366314288500443,2.0450462627783788,Iris-virginica
+13,5.925963083515842,3.0,5.151120546691365,1.7919221746608958,Iris-virginica
+14,6.471888946668892,2.9440348817228403,4.295758952538922,1.3408227800674415,Iris-versicolor
+15,6.806281857097831,3.0,5.5516931747268075,2.0587251997004468,Iris-virginica
+16,6.765328955909342,2.8706789326496827,4.656263030025013,1.3805744488865597,Iris-versicolor
+17,4.972873198089264,2.0,3.5462245166810265,0.839549328983999,Iris-versicolor
+18,5.133752903426198,3.3498494249321906,1.3737401603360226,0.1961201727829665,Iris-setosa
+19,7.160436844345466,3.103432676744518,6.167032769102513,2.172483702327275,Iris-virginica
+20,4.59583900165366,3.610218562750748,1.0000005413921083,0.206468746400399,Iris-setosa
+21,6.669346594278306,3.2905457413810453,5.676994093282881,2.5,Iris-virginica
+22,5.727275055680139,3.0,4.307602473843077,1.4951939077509577,Iris-versicolor
+23,4.8063122555121955,3.0,1.378648753482856,0.288668706929903,Iris-setosa
+24,5.444818532219595,3.9,1.2892724532534166,0.41076242522801715,Iris-setosa
+25,5.096573922411734,3.6200545422055175,1.595948101199765,0.4956567890222582,Iris-setosa
+26,4.895898092735196,3.1110149474611766,1.4753270524382525,0.1,Iris-setosa
+27,7.706008576673329,2.610996216939831,6.899998356496626,2.269318118991028,Iris-virginica
+28,6.3869128973084175,3.3938522202328305,5.6543676424042415,2.3795008793002155,Iris-virginica
+29,5.877250615592179,3.0,4.48970814215871,1.521787012109997,Iris-versicolor
+30,4.40000054918808,3.0,1.3456383777721974,0.1980137955783023,Iris-setosa
+31,5.476162122138693,2.933123757165075,4.411381937706078,1.432762679803562,Iris-versicolor
+32,6.305979468237488,3.3994845211008493,5.610958217645109,2.4055412977730044,Iris-virginica
+33,4.758802547252403,3.382053934917327,1.8453736996410417,0.17977565491698586,Iris-setosa
+34,4.811872561059729,3.41302407064405,1.431010635826572,0.29000335368912145,Iris-setosa
+35,4.580036469812497,3.6007051195601405,1.0,0.19433305906083964,Iris-setosa
+36,6.03694192829217,2.7040565745863505,4.461575413818954,1.042948020640917,Iris-versicolor
+37,5.846850445381797,2.9397177214674595,5.100219734960856,1.8546095711567754,Iris-virginica
+38,5.222569799933142,3.778544280423761,1.6853065032058283,0.2059831686636899,Iris-setosa
+39,7.104023156184271,3.0979629324138487,5.929087841781619,2.224147118560488,Iris-virginica
+40,4.8883771365133075,3.065844285170275,1.4836132653747245,0.10000012536587848,Iris-setosa
+41,6.322305476233138,2.370669653174471,4.476897055580801,1.3050557573163422,Iris-versicolor
+42,5.426074087985778,3.7431028857354454,1.4988927793737417,0.26150217785224494,Iris-setosa
+43,5.571110885912891,2.550323373493463,4.238364189023957,1.1337769541685534,Iris-versicolor
+44,6.797917168539065,3.0236610927965324,5.345826787092246,2.184322956437382,Iris-virginica
+45,6.388097441749584,2.8838549184022177,4.300507862510809,1.3017783517129968,Iris-versicolor
+46,5.098337709521641,2.4786956858275007,3.135642997024898,1.039230851495372,Iris-versicolor
+47,5.155190915300148,3.7914503806087083,1.690548457180677,0.20389742804800834,Iris-setosa
+48,7.662995019804807,2.8259677927222717,6.680340901809788,2.0186761499539596,Iris-virginica
+49,6.267804570410821,2.5179230469716414,4.996438583295601,1.9211426276525012,Iris-virginica
+50,4.953505828585284,3.103289358971783,1.404488734207753,0.19685594825938524,Iris-setosa
+51,5.68477188672395,2.9468704596223065,4.338680695034103,1.3777665277572861,Iris-versicolor
+52,5.607344048405937,2.7557619609892097,4.386784735745932,1.2849471974348619,Iris-versicolor
+53,6.546943740588464,3.185044077139448,4.689880652590565,1.5035439910883888,Iris-versicolor
+54,4.607651015911079,3.5620966232649067,1.0000004349657885,0.20616638522898595,Iris-setosa
+55,7.701738358014286,2.873850784065147,6.690821836929185,1.9734540910845597,Iris-virginica
+56,4.940859780881479,2.405668548625271,3.1989640093091385,1.0267720942280503,Iris-versicolor
+57,4.507055193437232,2.267828342724149,1.326540022442866,0.4327841551446595,Iris-setosa
+58,4.4876836267626175,2.371601284275395,1.2956865499390657,0.29816995885163744,Iris-setosa
+59,5.084087897754138,3.7072383170839154,1.4841065900638788,0.42337633050074863,Iris-setosa
+60,6.329977641291808,2.5520091928684696,5.027829085148149,1.967134362005682,Iris-virginica
+61,4.9004845142384115,3.0,1.4094812942875787,0.19926555484762343,Iris-setosa
+62,5.08360293209998,2.5674305539712297,3.637450450242487,1.2243800551190012,Iris-versicolor
+63,6.540220570896587,2.9638998182561433,5.514877884407537,1.819233992327571,Iris-virginica
+64,5.181719257729185,3.464455687030201,1.5693917352530171,0.4942692853722004,Iris-setosa
+65,5.557929461906412,2.407253084626812,3.7131964441603014,1.0431744956417186,Iris-versicolor
+66,6.704737330322878,3.2805258989931367,5.714256894639977,2.4999995953315612,Iris-virginica
+67,5.997165306855703,3.1293947295599076,4.515342112125759,1.4967794327278443,Iris-versicolor
+68,6.097672577975116,3.365740140985268,4.561835362866373,1.621237122323521,Iris-versicolor
+69,4.8866568283326375,3.0252908403352885,1.4701830807153262,0.1,Iris-setosa
+70,4.6196274910583295,3.592484158395362,1.0000003729564966,0.21043556906772287,Iris-setosa
+71,4.921397348683003,3.412632978125631,2.0194025301428686,0.2794867723354692,Iris-setosa
+72,6.307089176548098,2.3170728220892833,4.506386350914291,1.3645713116305875,Iris-versicolor
+73,6.660710067217676,3.289229632940106,5.692252148785174,2.499999553122652,Iris-virginica
+74,6.173894346047321,3.336973178793608,4.642352583536887,1.6131393113327905,Iris-versicolor
+75,5.8024175804929845,2.987722987154886,4.534757736799507,1.3457821718222274,Iris-versicolor
+76,6.669457104944407,3.2837800094687086,5.72049042260095,2.499999269085621,Iris-virginica
+77,7.025799208431503,3.21775395976587,5.558661088333495,2.308599394592643,Iris-virginica
+78,6.915460217779843,2.9549756505032256,5.816870787760162,1.7675168269029384,Iris-virginica
+79,6.890524515453668,3.1301606541922666,5.020688471842465,2.320311681628397,Iris-virginica
+80,7.610736005276488,2.9141866101275213,6.600408890703985,1.9380069523262964,Iris-virginica
+81,6.225509191627604,3.0,5.551885450594009,2.0512440754267622,Iris-virginica
+82,6.856608437420678,3.108816825447496,5.1055829736600264,2.26518513126436,Iris-virginica
+83,7.696661756939136,2.59763343638352,6.9,2.3110554019002474,Iris-virginica
+84,7.654380121261246,2.6144917748319516,6.89999785521452,2.2986786052441173,Iris-virginica
+85,5.820156628166277,2.726133980127295,5.091265401038043,1.8877825171679434,Iris-virginica
+86,5.675520401440694,3.0,4.177158471863845,1.2959641136477948,Iris-versicolor
+87,5.758764830596949,2.500879210966868,4.050769295089613,1.038325047068495,Iris-versicolor
+88,5.096611934841431,2.0000075012079566,3.5180035711778093,1.065580565408062,Iris-versicolor
+89,6.81017952462523,3.021599660474612,5.4149893886767435,2.1921202156854958,Iris-virginica
+90,6.472940089050456,2.9016107795862967,4.3626894539510825,1.3053433227231719,Iris-versicolor
+91,5.031690768894685,3.2534161827960646,1.4614898799387859,0.3561571369356789,Iris-setosa
+92,5.529465150407818,2.8156428344892634,4.424138972385616,1.415984030805269,Iris-versicolor
+93,4.879952287953056,3.091850272881002,1.4622937603821222,0.1,Iris-setosa
+94,5.431557606811835,2.526281335314711,3.7253991818676973,1.068416773794195,Iris-versicolor
+95,4.912297804020492,3.1266831820130836,1.946946737862849,0.10000012105787463,Iris-setosa
+96,5.0026878721777495,3.4852402412969217,1.4352925954273437,0.3316703008907207,Iris-setosa
+97,6.708809281095381,3.1545553939568,5.961531172978719,2.3117512638834627,Iris-virginica
+98,5.498701267991784,2.3516839184152127,3.768741258669699,1.0364842506900491,Iris-versicolor
+99,6.230930442235713,3.0,4.6401691943124534,1.4151396050062535,Iris-versicolor
+100,4.831830727365905,3.0137886299858816,1.3741755993171243,0.35896271280930064,Iris-setosa
+101,7.369986381648072,2.7396263933165566,6.413191753767549,1.8489646029491462,Iris-virginica
+102,6.67951707276207,3.263672181306786,5.670208968193175,2.5,Iris-virginica
+103,6.313324814003446,3.417930256493641,5.552836846707581,2.394423359100464,Iris-virginica
+104,6.746269324273415,3.0,5.653424741640625,2.063741141879859,Iris-virginica
+105,6.234072512183256,2.7352948685663816,5.558242669018968,1.5117652363553182,Iris-virginica
+106,7.62542819493895,2.9312942427332684,6.650332122030827,2.0139405545492943,Iris-virginica
+107,5.374342142398634,3.9,1.2936455010119141,0.3569690176267004,Iris-setosa
+108,7.016887880324098,3.0,5.7822486961719255,2.017904749569279,Iris-virginica
+109,5.652542725303666,2.499723473049519,4.020563682835932,1.0990037021796262,Iris-versicolor
+110,6.079092108275642,2.6837051533774114,5.087935405874361,1.570571323729472,Iris-versicolor
+111,6.279646141513394,2.312685581658784,4.830291861338478,1.4996662771749494,Iris-versicolor
+112,5.366580231558778,3.9,1.3136061585806802,0.47149316191990753,Iris-setosa
+113,5.984686974251345,2.6555616082138656,5.075839667950373,1.8575230020617068,Iris-virginica
+114,5.801523202486029,2.997728770306125,4.197977866376252,1.4497046469249124,Iris-versicolor
+115,5.415721567849768,3.402784417233027,1.588240672025525,0.20267988840040432,Iris-setosa
+116,4.868689568028271,3.0,1.4026047853437955,0.2932603185605529,Iris-setosa
+117,5.366990537268623,3.379233676431229,1.5681714799564954,0.2385426866535331,Iris-setosa
+118,4.4,2.9429214004036646,1.3525906103763836,0.2046803943491765,Iris-setosa
+119,4.729665322611221,2.954720319636157,1.3550585041275467,0.2595793323209189,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/21/test.csv b/iris/tab_ddpm/1_3/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/21/train.csv b/iris/tab_ddpm/1_3/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/21/val.csv b/iris/tab_ddpm/1_3/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/22/synth.csv b/iris/tab_ddpm/1_3/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6d02db70d163662b6a5492f34a4d5859e30ee6d5
--- /dev/null
+++ b/iris/tab_ddpm/1_3/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.177485214164912,2.7819115094869606,5.537274809625492,1.7110708894108575,Iris-virginica
+1,5.86853740070221,2.7972752646221712,4.787949652440591,1.497537952014837,Iris-versicolor
+2,5.405496822728542,3.899999179985966,1.3071422950122666,0.5689054995010687,Iris-setosa
+3,5.659767661042899,3.0,4.568048429056618,1.4945497283544957,Iris-versicolor
+4,4.95707436512231,2.0,3.0467417038401106,0.8902434408311601,Iris-versicolor
+5,7.258419656138676,2.882771116279644,6.253220700802777,1.784035195232009,Iris-virginica
+6,5.358501632320904,3.7815293630690068,1.7220437894606417,0.3679952792387078,Iris-setosa
+7,5.645089610443665,3.7978281074408904,1.8599158668862728,0.30543208396475857,Iris-setosa
+8,6.183657369392732,2.7946941009811535,4.418087424009671,1.114094010452487,Iris-versicolor
+9,7.66291430943395,2.5991347898406385,6.9,2.3048319214271022,Iris-virginica
+10,5.958265130223124,2.813235775084598,4.690803001453707,1.487014272183185,Iris-versicolor
+11,6.047513638775319,3.1146890329769508,4.519427289303787,1.5275404326913782,Iris-versicolor
+12,5.763723267706874,2.845749051447097,4.495871562801202,1.312968793613297,Iris-versicolor
+13,6.223746352868312,2.654219898005242,5.6409351901720814,1.420765410049225,Iris-virginica
+14,5.1322509810396,3.4990690970442304,1.3670985303811802,0.2982330606481231,Iris-setosa
+15,6.047904586694132,2.6526287349323043,5.290447939454638,1.5593254965989312,Iris-versicolor
+16,4.847216440649005,3.0,1.4454549476502558,0.1,Iris-setosa
+17,6.662852033187086,3.1142123267728468,4.65688998588668,1.511116314515764,Iris-versicolor
+18,6.591739680914575,3.0,4.375057071377797,1.3902349982766604,Iris-versicolor
+19,5.744924418373986,2.6686575111980706,4.172734419543411,1.069972388040221,Iris-versicolor
+20,6.660453747147375,3.063440665404663,5.54152606585405,1.9696151669847413,Iris-virginica
+21,5.193396538981576,2.6948263933810246,4.146826749204296,1.401771691365235,Iris-versicolor
+22,6.698126486995116,3.2916270135546477,5.685652863213561,2.5,Iris-virginica
+23,7.684958111414824,2.5837779197279587,6.899998881019518,2.2832116907682183,Iris-virginica
+24,5.356238928916117,2.470612217477568,3.446315812836766,1.0861145773530132,Iris-versicolor
+25,5.841064058851001,2.8251141218375664,4.700940911282432,1.364331402069529,Iris-versicolor
+26,6.723610102093088,3.259758237476005,5.731262904846559,2.5,Iris-virginica
+27,4.799867894564202,3.0,1.3634503018121484,0.10000017648232888,Iris-setosa
+28,6.721286827261936,3.3069067742086076,5.765793116799691,2.5,Iris-virginica
+29,4.604115845522574,3.4120090439751203,1.3801560392026522,0.2968342011243124,Iris-setosa
+30,6.644872026974573,3.119711649118047,4.67825238193017,1.51553744915783,Iris-versicolor
+31,5.651877683721915,2.8346954779574443,4.5009531830790745,1.3731543544943625,Iris-versicolor
+32,6.05938501813247,2.600778098323198,5.117768657558163,1.5899147827595692,Iris-versicolor
+33,5.230562567305673,3.3828581504857467,1.4928591861638412,0.20428547079682008,Iris-setosa
+34,6.902079850231395,3.1813790245684794,5.927997782083119,2.214784855876178,Iris-virginica
+35,4.97606005262551,2.000000873867158,3.5130666178817385,0.9338121818928873,Iris-versicolor
+36,5.598506770016107,2.909643128800495,3.5909515983158844,1.322636256441754,Iris-versicolor
+37,7.46291890119672,2.9445556392969805,6.412963099647563,2.020024301023486,Iris-virginica
+38,6.889730182806444,3.0663535330517324,5.0774161072868695,2.2680791985985804,Iris-virginica
+39,4.603456798276465,3.6079167713232017,1.0,0.19330332301465553,Iris-setosa
+40,5.605242222039017,2.513874441366754,3.9996337378563833,1.0822351902371412,Iris-versicolor
+41,5.695913431417704,2.9654984254423,4.429832538246643,1.4557915810268796,Iris-versicolor
+42,6.630703346638933,3.1497531341182468,4.728418708876822,1.534739632428929,Iris-versicolor
+43,5.907465682907881,2.9518168927962085,4.511059150832064,1.3321900862836082,Iris-versicolor
+44,6.060255390282641,2.6595543555765904,5.1022738487095,1.5515987356492869,Iris-versicolor
+45,5.776841563765267,2.8794079888929867,4.309716402848436,1.308411847208256,Iris-versicolor
+46,5.219676111079826,3.436964854245491,1.4163934782075318,0.20036329496353225,Iris-setosa
+47,6.246093747870649,2.2412218430926028,4.447162258854448,1.3865809067453105,Iris-versicolor
+48,6.291785243443152,2.3773638025170105,4.761795686272501,1.4965920906117989,Iris-versicolor
+49,7.9,3.8019303174370096,6.376751587339195,1.9834325918460218,Iris-virginica
+50,5.034664637372559,2.000001910308829,3.6363498058106836,1.0008876191918876,Iris-versicolor
+51,6.288687158796221,3.3916975192516285,5.656707594136098,2.3975350620099776,Iris-virginica
+52,6.139417788816368,2.3977306076579055,5.0514257609169615,1.761001835240232,Iris-virginica
+53,4.795368811410699,3.3882944091873877,1.5982926561352926,0.27623756727038845,Iris-setosa
+54,4.961502620540258,3.117475636819776,1.3865625548735645,0.10005241014491738,Iris-setosa
+55,6.046568330769956,2.2168225208820767,4.999312220308749,1.52242466503994,Iris-virginica
+56,6.066403998123704,3.0326657186792927,5.0447521762369965,1.84915230486393,Iris-virginica
+57,4.897132387553635,3.0,1.400261850260802,0.1951736689334611,Iris-setosa
+58,6.068667181142215,2.829441405383983,4.306181680390282,1.2530828311817046,Iris-versicolor
+59,6.662826988736321,3.344255920994665,5.695459730367914,2.5,Iris-virginica
+60,6.214276649949099,2.81985283932503,5.420860766238164,1.8621793530048367,Iris-virginica
+61,5.8730305036584705,3.0,4.190005590226289,1.5053146934480746,Iris-versicolor
+62,5.094078352469119,3.7657842034479128,1.4759650991033726,0.2025356665993516,Iris-setosa
+63,7.682074519344516,2.5811918493035533,6.9,2.3029166419029736,Iris-virginica
+64,6.741054932788847,3.249883891454172,5.723915541237189,2.078379186982243,Iris-virginica
+65,6.805882461671854,3.0,5.398579133691022,2.18972563965786,Iris-virginica
+66,6.4791739499295415,2.376901465854912,5.641988155369418,1.665273223650383,Iris-virginica
+67,6.007911342953728,2.699688833886828,5.137604966929849,1.5975270174581035,Iris-versicolor
+68,4.770679755744916,3.4296491024900257,1.4553354503224851,0.3490349382246345,Iris-setosa
+69,5.445342942019574,3.7724719875835495,1.6290648517088149,0.24515129159273025,Iris-setosa
+70,6.126499854362035,2.5920809685649715,5.080537547986431,1.5123996908032469,Iris-versicolor
+71,4.625565171334777,3.628270546508309,1.000000422627743,0.2021093373731584,Iris-setosa
+72,6.336269205570857,3.0,5.780481275283935,2.1655643575937757,Iris-virginica
+73,4.4000005453965185,3.0,1.3220649413535464,0.1979151771587057,Iris-setosa
+74,5.484147236826036,2.462775332703157,3.670158310180307,1.0530114259977208,Iris-versicolor
+75,4.835544858059501,3.0,1.4052824749728268,0.10000011266748526,Iris-setosa
+76,6.759880512499437,2.7993139681617794,4.802134856570925,1.3907606973248834,Iris-versicolor
+77,7.115352896356692,3.1387092700776673,6.066217213945799,2.2421151128022028,Iris-virginica
+78,5.33560900109854,3.400774282901526,1.8749856458089211,0.20282825576039593,Iris-setosa
+79,4.4,3.024833404106244,1.2926157679938266,0.1960590784739107,Iris-setosa
+80,5.045509955597165,3.54133571226708,1.3992015629126473,0.20374082290532955,Iris-setosa
+81,5.380020443280606,2.7726408848452433,4.278359363869425,1.3488874176616723,Iris-versicolor
+82,6.802729971577739,3.200068525165253,5.782979197864155,2.3333657200763627,Iris-virginica
+83,4.578441360172631,3.598452524601045,1.0,0.1918926659621028,Iris-setosa
+84,6.722071196904968,2.688762959280056,4.776181450600204,1.3803259219274353,Iris-versicolor
+85,7.899997762192466,3.7714056515425716,6.402116822511687,1.9859005813022197,Iris-virginica
+86,5.814355853326105,2.8635719102019466,4.184450692950402,1.199038424406729,Iris-versicolor
+87,6.948412624613013,3.1894841367255347,5.667584578588731,2.275653383926607,Iris-virginica
+88,6.93713985988747,2.5616399822198885,6.136880999892847,1.8383050824357203,Iris-virginica
+89,5.619086495605307,2.8173666934293706,3.8328628920764474,1.272687117921607,Iris-versicolor
+90,4.845770513953245,3.0,1.374568231038301,0.1000001046298914,Iris-setosa
+91,6.67981726109858,3.144408158138105,4.70612136862976,1.5040825688158401,Iris-versicolor
+92,5.717618304922504,2.941611938071014,4.081237331706917,1.3405119918778752,Iris-versicolor
+93,4.789162318446514,3.0,1.3806480666608754,0.44229861156250727,Iris-setosa
+94,6.327408115910013,3.0,5.407520609104903,1.810801294264736,Iris-virginica
+95,5.703537897692749,2.5794314877551923,3.941925006144494,1.0404072272268572,Iris-versicolor
+96,4.878390320235954,3.0748548315048256,1.4141685245462867,0.2580514763365418,Iris-setosa
+97,5.058600033382452,3.5470146498971062,1.4042872268855284,0.2449210981661608,Iris-setosa
+98,6.8091509839383955,3.0089966934597205,5.289385968586047,2.2198739183719454,Iris-virginica
+99,6.007966673475002,2.940961236480546,4.510975928426495,1.3339860774648054,Iris-versicolor
+100,6.935502246787166,3.042320133697416,5.25472347523856,2.234224045381331,Iris-virginica
+101,4.816126162322529,3.0,1.4011066826604237,0.1,Iris-setosa
+102,4.6020422170213084,3.5550173788649087,1.000000390045642,0.2086156898873976,Iris-setosa
+103,5.7064731933589465,2.999854801326944,4.2910932219383096,1.3963829384759099,Iris-versicolor
+104,4.599758737176355,3.626705567124767,1.0000004143949013,0.18765050165402786,Iris-setosa
+105,5.7985843791197444,2.914731808530412,4.566277642030573,1.3175540079010701,Iris-versicolor
+106,6.324257895997994,2.4300787647891777,4.892199763468245,1.4990644340871797,Iris-versicolor
+107,7.584443872373623,2.725192476858719,6.608235151481603,1.977862301790227,Iris-virginica
+108,5.55989269829018,3.0,3.8476875580891967,1.291322275024251,Iris-versicolor
+109,5.0454770081268645,2.431161106728217,3.149573160965836,1.0680609248339488,Iris-versicolor
+110,6.677612400253845,3.0674363670779816,5.832117572135743,2.2587685761444045,Iris-virginica
+111,4.597166539350292,3.615646079568776,1.0,0.20374820183328596,Iris-setosa
+112,7.142013440258759,2.9646417436054655,6.142679748417022,1.9080281817953693,Iris-virginica
+113,6.806386565162884,3.217790267838913,5.774325251503855,2.2849542337235933,Iris-virginica
+114,7.899997644306,3.806010378230755,6.323536402048164,2.0403019095874027,Iris-virginica
+115,6.920000031832428,3.0636059798160904,5.460730045624252,2.2640273857301416,Iris-virginica
+116,6.585847828794465,3.348297367918838,5.7501653990831345,2.272063245401983,Iris-virginica
+117,5.631237975555758,2.676089609507623,4.567385065137127,1.297324887339261,Iris-versicolor
+118,6.680817760245195,3.3120416543284454,5.698498244803697,2.5,Iris-virginica
+119,4.887788462334483,3.045117669180251,1.4687320805849031,0.10000010068960895,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/22/test.csv b/iris/tab_ddpm/1_3/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/22/train.csv b/iris/tab_ddpm/1_3/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/22/val.csv b/iris/tab_ddpm/1_3/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/23/synth.csv b/iris/tab_ddpm/1_3/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c63441c79cc8e06aab94190c3e77fb69007557a3
--- /dev/null
+++ b/iris/tab_ddpm/1_3/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.287664086877081,2.527297333917811,4.952262430150454,1.5134305696960446,Iris-versicolor
+1,6.594693469831202,3.0,4.418788321182517,1.4293272801887673,Iris-versicolor
+2,6.272335304161845,3.335453249607712,4.646505810240487,1.6221570919865451,Iris-versicolor
+3,5.22746297884832,2.5476946459800422,3.5924735098003877,1.293730876255816,Iris-versicolor
+4,7.63439372328835,2.9994515177453382,6.64317028163978,2.0487736487143136,Iris-virginica
+5,6.114203909159044,3.1980974701960414,4.379495823895206,1.5827114505026374,Iris-versicolor
+6,5.501218719913045,3.7789965758290083,1.603287635559437,0.2753206432986826,Iris-setosa
+7,6.558764376869506,3.3064682465482815,5.634720570565415,2.288778176732524,Iris-virginica
+8,6.008354630556588,2.204355003884986,5.111527842631193,1.5178985486598326,Iris-virginica
+9,4.944865373174913,2.0,3.5371465672226403,0.8174170928743123,Iris-versicolor
+10,5.17002673229591,3.4970382717605877,1.4711076078573042,0.473155725597892,Iris-setosa
+11,5.606761500165472,3.0,4.5096341902086525,1.4690400145080376,Iris-versicolor
+12,5.017663819077954,2.0000005440340605,3.465969628791648,0.9497094554205039,Iris-versicolor
+13,5.13257682820225,3.5448578629736045,1.4353064258918924,0.19617447693667162,Iris-setosa
+14,6.775780120499515,2.7571661017722366,4.794353496117892,1.396783936662974,Iris-versicolor
+15,7.1190799127701325,2.6005947545559467,6.212483234061498,1.8732526700481533,Iris-virginica
+16,6.697805260103105,3.2250054143531197,5.688118832060113,2.068473632393491,Iris-virginica
+17,4.4,3.211948625518932,1.2916236291842238,0.19661634173460357,Iris-setosa
+18,6.759619927784848,3.0,4.723990976930226,1.4739925575516841,Iris-versicolor
+19,6.413116483031292,2.4741383694860213,5.317265843829119,1.829401375329016,Iris-virginica
+20,6.782264459076988,2.775754303392074,4.760604943873006,1.3948505061229406,Iris-versicolor
+21,5.86024238652429,2.865602994465714,4.418455567225212,1.487417708489268,Iris-versicolor
+22,4.894913558555553,3.0,1.4030819594069959,0.20508457025918486,Iris-setosa
+23,4.40000062734028,3.2173463333337997,1.2764129552229326,0.19003642863367792,Iris-setosa
+24,5.188187982197266,2.511664102239942,3.3594777208946924,1.1465775715560231,Iris-versicolor
+25,7.686002364196785,2.582318221350937,6.9,2.2928424768505833,Iris-virginica
+26,6.638774490168587,3.132542710784397,4.604171637325465,1.487611600708907,Iris-versicolor
+27,6.76075545759999,2.810885455985563,4.709465157242251,1.3796603885022307,Iris-versicolor
+28,6.278584474782903,2.5207619260824425,4.852868571582007,1.5063616368210906,Iris-versicolor
+29,7.899998517485156,3.794709022833152,6.402153156154647,1.957671067170273,Iris-virginica
+30,4.4,3.132574772947363,1.295808022227014,0.20407780431823222,Iris-setosa
+31,5.090159754380539,3.4974946513799146,1.3556362354974887,0.20282882503768093,Iris-setosa
+32,4.6700206086304155,3.4514227849609367,1.434526125450247,0.3701801790969814,Iris-setosa
+33,6.706793434180375,3.031878691086711,4.54573725817926,1.4485876610645976,Iris-versicolor
+34,6.706518736563023,3.2953405227784125,5.691372435727114,2.4999992714162897,Iris-virginica
+35,6.892973669267813,3.1273771352993345,5.088042673341643,2.3143810911137956,Iris-virginica
+36,5.651216186186801,3.0,4.390903603318749,1.4989419814934102,Iris-versicolor
+37,4.5955470863244035,3.5898803331459415,1.000000624374384,0.19890569012065606,Iris-setosa
+38,7.861227929973531,3.2629823697155524,6.459965262361118,2.1029611340999015,Iris-virginica
+39,4.864251401794099,3.0324863760507923,1.4706044101194515,0.1,Iris-setosa
+40,5.393929322345574,3.8999996438292004,1.2713390837464287,0.321432818471302,Iris-setosa
+41,5.743745664857348,2.782383015105929,4.442995836694861,1.252660319290066,Iris-versicolor
+42,5.30605993931293,3.754632140596113,1.49730337156917,0.3095379210497871,Iris-setosa
+43,4.899237006091836,3.4506062182081947,1.4870020036325038,0.19937734592311385,Iris-setosa
+44,4.925072622140577,3.4963411387564145,1.4215791866593785,0.21902195017072806,Iris-setosa
+45,5.9325106954625895,2.98254046252706,5.306400962545768,1.755962584474652,Iris-virginica
+46,6.0283058821753,3.2549292376287133,4.569867738200365,1.5794887966190192,Iris-versicolor
+47,5.531321205075519,2.727708305411883,3.589278031867576,1.198319377810353,Iris-versicolor
+48,4.508611785882516,2.35976748721356,1.3103367626347027,0.29806328399564824,Iris-setosa
+49,6.675997522008339,3.0394595193899496,4.5775147299443315,1.4565285264389112,Iris-versicolor
+50,6.07453203237415,2.7482578004902667,4.6371419332086505,1.4984831026479903,Iris-versicolor
+51,6.5506357783801885,3.318581787876855,5.588132652639499,2.3276714893394392,Iris-virginica
+52,6.120909587689892,2.432063409487268,5.174946068804198,1.587866223208775,Iris-virginica
+53,4.490169686089628,2.270474312541401,1.2813267129272625,0.29568981973640446,Iris-setosa
+54,6.699388471051731,3.2164288177871363,5.754912411032878,2.4999995983699983,Iris-virginica
+55,6.294498959736481,3.31443612478511,5.229140792497625,2.1319585624120787,Iris-virginica
+56,5.979978092959854,2.2174659406694612,5.101433413235681,1.4654983412556923,Iris-virginica
+57,4.59294350056016,3.405769231136501,1.385375487357663,0.33463922131425944,Iris-setosa
+58,4.504147461414579,2.33012039302473,1.2928318223088475,0.287042273340546,Iris-setosa
+59,6.131903597994451,2.2228718397461398,4.470377105802235,1.5226670755490455,Iris-versicolor
+60,6.340698146999921,3.317234073907551,5.5142849488892205,2.3600328791440037,Iris-virginica
+61,6.189091883231742,2.858485088058646,4.885178769863244,1.538287327005337,Iris-versicolor
+62,6.918087698047007,2.9560739287742734,5.793859998349877,1.6975019103646536,Iris-virginica
+63,7.712517103174518,2.5953213125867003,6.899998290481367,2.3057977789250326,Iris-virginica
+64,6.342373747019378,2.558685507582654,4.950354235343,1.530156452428519,Iris-versicolor
+65,6.431668268924847,3.134981695261215,5.045406256144037,1.9144843909920273,Iris-virginica
+66,5.131748222859106,2.4760538071727702,2.86993119332939,1.0617334618857581,Iris-versicolor
+67,5.088228583816273,3.7903444360650385,1.592885039570798,0.2010854121695214,Iris-setosa
+68,7.691922716004763,2.643445740403548,6.899998159259747,2.287907345526955,Iris-virginica
+69,5.0133443782145,3.60248215050166,1.3915986225089512,0.20666011355467878,Iris-setosa
+70,7.739807448307463,2.834919182980857,6.730778393048181,2.031999867937358,Iris-virginica
+71,6.028857729882113,2.2653550993318206,5.061353205902791,1.5705283546611022,Iris-virginica
+72,5.973845000319314,2.8962523118854824,4.660969620445691,1.3386895282800408,Iris-versicolor
+73,5.036175343972209,2.0000005134283594,3.491642955379589,1.0164843172448286,Iris-versicolor
+74,4.887954802768808,2.366227031912508,3.323248168211964,1.0370116977552624,Iris-versicolor
+75,5.730366889876279,2.7300906762178356,4.499570740097214,1.2948341709118163,Iris-versicolor
+76,6.805889374427096,3.1736447072885885,5.768668117743957,2.319618354240167,Iris-virginica
+77,5.418579177874681,3.89999924131687,1.2749839067118012,0.45133483780198924,Iris-setosa
+78,6.503488596218454,2.9450208533976525,4.3285800151669145,1.3310136611210321,Iris-versicolor
+79,5.767566952593446,2.9023808069596746,4.637605363298057,1.4774486806539164,Iris-versicolor
+80,6.191235401561957,2.9475630301100444,4.828330062864977,1.5149425011703053,Iris-versicolor
+81,6.071383664536472,2.6003425049374607,5.5941919314436825,1.3949969641599742,Iris-virginica
+82,7.159514865864462,3.0,6.218397851621138,1.9687947784102395,Iris-virginica
+83,5.467381358734413,2.6170501424213013,4.303145035275497,1.2997150703455107,Iris-versicolor
+84,5.545554206125256,3.0,4.211465827217134,1.3021320537561474,Iris-versicolor
+85,6.757284300161368,3.255383941289053,5.616900760868471,2.2026014948644055,Iris-virginica
+86,4.644071452035069,2.769053539216261,1.3577128465520514,0.28945835350318616,Iris-setosa
+87,4.7469137237828445,3.335279066724451,1.484778092221616,0.19703169205040322,Iris-setosa
+88,6.19417298687995,3.3119749267655982,4.692370876119291,1.6156358068993542,Iris-versicolor
+89,7.707123081039709,2.9178751199748976,6.70521769752131,2.0200624296169103,Iris-virginica
+90,6.4666439674295235,2.5289707000923154,5.464862671819415,1.8866482895357446,Iris-virginica
+91,7.697271161660427,2.602082202668575,6.899998998059926,2.2567701838822503,Iris-virginica
+92,5.981110869327726,2.7849378788286394,4.759182263829334,1.5311501960913447,Iris-versicolor
+93,5.9794307705388,2.2095947491512753,5.143049607026991,1.4742968112000212,Iris-virginica
+94,5.196349649696537,3.748605148527819,1.6164341229182921,0.49906968056859646,Iris-setosa
+95,4.5828759394251914,3.3561669466295805,1.3906222619780888,0.2980262516545428,Iris-setosa
+96,5.676883006523332,2.9244799209939245,4.189852082896445,1.2472866426593787,Iris-versicolor
+97,5.727071872307284,2.6970283774616592,4.52787649272112,1.2144047977068255,Iris-versicolor
+98,7.667550756116386,2.6169106183804436,6.899998270393753,2.309382993546328,Iris-virginica
+99,6.349577912100069,2.8828256076643566,5.583741744502812,1.7068438249538054,Iris-virginica
+100,6.695507458905442,3.3183695422500414,5.645224134988374,2.071869335666692,Iris-virginica
+101,7.036741923081856,3.027763275469953,5.55644514610754,2.2528767803327048,Iris-virginica
+102,7.696179947727042,2.5940540491164503,6.899998250945302,2.3009974292685613,Iris-virginica
+103,5.912613213783955,2.9840389405924337,4.63412220265788,1.389985748106291,Iris-versicolor
+104,5.359578642278318,3.7397193230414345,1.4937252637863225,0.2871866006532592,Iris-setosa
+105,6.748261386469428,3.2130671288481327,5.789226085908631,2.2626585966254567,Iris-virginica
+106,6.760429980015902,3.3700955636976757,5.7251584725662,2.5,Iris-virginica
+107,4.400000697930986,3.2208255141017186,1.308116519993737,0.2065487079616685,Iris-setosa
+108,7.716703619868223,2.7675313784807725,6.702831835044328,2.002900372069504,Iris-virginica
+109,6.27190784716073,2.721981245712006,5.608390055676689,1.549554986675193,Iris-virginica
+110,5.172049897267353,3.4397145356569965,1.3913198011011887,0.21861985020428282,Iris-setosa
+111,6.296835511856185,3.3482487109499175,4.706439237349191,1.6076754649854454,Iris-versicolor
+112,5.237195911995242,3.452295640067653,1.409666636007684,0.20855667166207906,Iris-setosa
+113,5.977299637815711,2.9154157865553256,4.730658192731122,1.3440998174026761,Iris-versicolor
+114,6.830805451958472,3.114741337002378,5.179755769299332,2.295546798953163,Iris-virginica
+115,5.166074043536342,3.411076820498453,1.4496312868408996,0.19680609881971167,Iris-setosa
+116,5.738952914858482,2.702881713909624,4.920125500591927,1.9007331457739796,Iris-virginica
+117,5.705961024204073,3.7779244747098737,1.717808719213305,0.27368533247866866,Iris-setosa
+118,4.983198554953442,2.5138376089246224,3.316335801972998,1.2373813513265404,Iris-versicolor
+119,5.7127439734429,2.931153040025456,4.303381654291367,1.3235178424417058,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/23/test.csv b/iris/tab_ddpm/1_3/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/23/train.csv b/iris/tab_ddpm/1_3/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/23/val.csv b/iris/tab_ddpm/1_3/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/24/synth.csv b/iris/tab_ddpm/1_3/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc1b07c57b485565082f71316943a46f17b0b318
--- /dev/null
+++ b/iris/tab_ddpm/1_3/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.675347022980522,3.4457815994219563,1.4124724166964044,0.2920968124987172,Iris-setosa
+1,5.712076302846197,2.787326465920284,4.4787908996167465,1.2761934101443422,Iris-versicolor
+2,6.797675212954814,3.0720817308878448,5.4826074431298055,2.261956441157032,Iris-virginica
+3,6.367804822538975,2.3216521178154266,5.3867744929798365,1.6976081298675445,Iris-virginica
+4,5.540727255340429,3.0,4.471856557338474,1.4939833510018763,Iris-versicolor
+5,5.039506942748794,3.5066990243770193,1.3768187158998426,0.1994785254534106,Iris-setosa
+6,6.0732160349921305,2.2312230087317944,5.034395502900248,1.5125767763232099,Iris-virginica
+7,7.9,3.81091178871792,6.4251783878390105,2.0229683089138812,Iris-virginica
+8,6.78206748531939,2.8303090035545546,4.71555678661513,1.412310174975151,Iris-versicolor
+9,5.804939341368819,2.944337620243692,4.3410798235693075,1.318285605638271,Iris-versicolor
+10,5.523521697835403,2.5083798927560155,3.7769173201594413,1.0729737381486217,Iris-versicolor
+11,5.597960664808801,2.9091654750790146,3.7004752940075716,1.263269528831943,Iris-versicolor
+12,6.267257231187788,2.779561803478127,4.751272175215373,1.2540131465365199,Iris-versicolor
+13,5.723297548478924,2.965729942438741,4.068691567857076,1.30680892735036,Iris-versicolor
+14,7.12323034620081,3.110115354026561,6.191258655998759,2.18428517864702,Iris-virginica
+15,5.752335658659379,2.989599234635487,4.346125638561679,1.3372694650312875,Iris-versicolor
+16,7.438940796755329,2.9869729177546525,6.455351482912532,1.9918785254623224,Iris-virginica
+17,5.628356856419644,2.7130347192396203,3.839996959689529,1.1125508130803072,Iris-versicolor
+18,5.273874553254021,3.412664426508303,1.4803482195137094,0.20613636733987742,Iris-setosa
+19,5.978125411047031,3.0,5.224200458991774,1.7616193690488413,Iris-virginica
+20,4.4,3.1164447508841286,1.3153980167749721,0.19600012035369502,Iris-setosa
+21,5.864662494936674,2.9837855129114352,5.096555903064108,1.805957288952491,Iris-virginica
+22,6.37724256844739,3.218710576055645,4.698277183991856,1.5276805700030704,Iris-versicolor
+23,4.400000440415983,2.8177176165848286,1.4068555419982007,0.2054460509179718,Iris-setosa
+24,5.187616803172757,2.416162135220606,3.4010597970161998,1.0571577260621998,Iris-versicolor
+25,5.121967367114408,3.4929152509261376,1.3898338271961839,0.20910554072876816,Iris-setosa
+26,4.9454163004256335,3.0059774699044617,1.3782693694017774,0.20519813689832697,Iris-setosa
+27,4.612063326099977,3.5575534697675315,1.0000004731653447,0.19533182488047757,Iris-setosa
+28,7.9,3.8064490196285767,6.3938867638526995,1.9654882892380272,Iris-virginica
+29,4.4,3.2250682330670273,1.283859118370059,0.2033113874572375,Iris-setosa
+30,5.16555003165432,2.5938637383945093,3.2197567487352625,1.3007274770191843,Iris-versicolor
+31,4.863968778304914,3.0003073040969346,1.433402067697329,0.1,Iris-setosa
+32,6.80996337525259,3.2005811440871708,5.759042195438807,2.2083224199916645,Iris-virginica
+33,5.031059025344918,3.768852946181701,1.4619048365270946,0.20035728531131822,Iris-setosa
+34,6.745375163781884,3.3022082406809097,5.743682555007151,2.5,Iris-virginica
+35,5.577199919256489,2.9523514964053463,3.8818680805530503,1.3020404857528485,Iris-versicolor
+36,5.6453901166311,2.5693031863293023,3.917279708095028,1.0765891961667344,Iris-versicolor
+37,5.344530365101603,3.899999377027213,1.2834853698012707,0.4434272074961838,Iris-setosa
+38,4.99580513982176,2.0,3.390068966154071,1.0722567824380216,Iris-versicolor
+39,6.029922470887723,2.6509357286447552,5.142514530236643,1.6239521840938154,Iris-versicolor
+40,7.447270966846953,2.9857403885801457,6.426544477532098,1.944019613655505,Iris-virginica
+41,6.288888731087508,2.8087196089105726,5.570536342365343,1.647253565235047,Iris-virginica
+42,6.116480834981494,2.8047758457641594,5.486908584120137,1.7021138141644099,Iris-virginica
+43,5.480664111472901,2.439123380761197,3.677632926409287,0.9521653636160947,Iris-versicolor
+44,5.021913666610828,2.0000006296300326,3.4434983701254924,1.0494877520222645,Iris-versicolor
+45,5.801373729295985,2.959215858416393,4.028518055392402,1.4168914824046712,Iris-versicolor
+46,5.394108998448991,3.4094711672903286,1.6902540058514979,0.27586637215259463,Iris-setosa
+47,4.400000772579558,3.0,1.3565921292108236,0.20301299281101437,Iris-setosa
+48,6.221482724718676,2.709999530726408,5.586902524905227,1.521377861667839,Iris-virginica
+49,7.680254308321256,2.5979109318098472,6.9,2.2870735638189186,Iris-virginica
+50,6.300013502571193,2.4787101128099187,4.93302274587654,1.493714697497273,Iris-versicolor
+51,4.616181550641157,3.564133317006153,1.0,0.20724134408581507,Iris-setosa
+52,4.577083211003632,3.585934741261615,1.0,0.20363460843556808,Iris-setosa
+53,7.9,3.812864198499982,6.348072783701032,2.0213715817695537,Iris-virginica
+54,6.204335051839472,3.27120515408154,4.627892037533646,1.5995846649693544,Iris-versicolor
+55,6.874546249306291,3.1695375171760243,5.691059091505224,2.258619550810471,Iris-virginica
+56,5.5509418734975515,2.4452726795527635,3.8264621842165396,1.024037989365879,Iris-versicolor
+57,5.729352167002141,2.8828839485591344,4.32680692466757,1.2454765522885594,Iris-versicolor
+58,6.113294181298247,2.5833262081489337,5.322566197237577,1.6054682229486505,Iris-virginica
+59,5.997327720621253,2.718960793558452,5.1137587922285626,1.617336441878657,Iris-versicolor
+60,5.097064200319933,3.483030794573799,1.3559573142175578,0.20555885989056455,Iris-setosa
+61,6.614144804527991,3.1720087090619136,4.671957641134669,1.522600308998397,Iris-versicolor
+62,5.291874455494012,2.4171818606700644,3.4254046516583543,1.0516624279788886,Iris-versicolor
+63,6.509709353030177,3.2439046348952427,4.809200958460072,1.5866029123664827,Iris-versicolor
+64,4.8041188591871915,2.432782272594059,3.167912826568234,0.956246712056142,Iris-versicolor
+65,6.201300067230237,2.9075871650202134,4.269234802595576,1.3060320486534327,Iris-versicolor
+66,5.308662586268909,3.384997582639853,1.4565795279935008,0.20701653855406055,Iris-setosa
+67,5.666842412898828,2.45448283738932,3.889068649540146,1.1138479451774665,Iris-versicolor
+68,6.721645403543578,3.0884185599905094,4.732041023636404,1.5040616108960003,Iris-versicolor
+69,4.936379669283311,3.0151186506313605,1.4030695750262234,0.19491555866829413,Iris-setosa
+70,5.628751194754895,2.4817415324829493,3.9958479880024744,0.9373888896471341,Iris-versicolor
+71,4.948924231772547,3.290293440652029,1.4784152079945143,0.37449462528124927,Iris-setosa
+72,5.172019826449128,3.6290099299466543,1.4625183907330603,0.4771971321544284,Iris-setosa
+73,6.702491835025702,3.271916143078623,5.672638500726589,2.5,Iris-virginica
+74,7.717632165477257,2.57801463292605,6.9,2.3121887118442537,Iris-virginica
+75,6.132930522588929,2.7731128055778824,5.572950859537482,1.7299632111313963,Iris-virginica
+76,6.556248158809669,3.3219894509385255,5.566142485474331,2.1056230339411113,Iris-virginica
+77,6.047515568994525,3.4074856207984787,4.535514511358348,1.6108825440503043,Iris-versicolor
+78,5.2272389476111805,3.404609070475481,1.437223126872161,0.22058418325004114,Iris-setosa
+79,6.451589788926095,3.0,5.761362373854232,2.124278768685421,Iris-virginica
+80,4.40000049743263,2.907558928579848,1.4007261095741417,0.191407077973907,Iris-setosa
+81,6.79495010440788,3.2318377954372415,5.870855196866759,2.3086169555149203,Iris-virginica
+82,4.983978707122175,3.424154777195536,1.755131569836776,0.3795021188450092,Iris-setosa
+83,5.386789350008277,2.5362806093359977,3.31653300869496,1.1761738272142848,Iris-versicolor
+84,6.110547742835149,2.3439370501972983,4.990147167245094,1.734167245277921,Iris-virginica
+85,5.011622293729084,2.0,3.452669355283246,1.0220691792991068,Iris-versicolor
+86,4.770506208671383,3.443247964687554,1.4535390596041247,0.19659255596715675,Iris-setosa
+87,5.1950547008792265,2.695539003652427,4.043952761807177,1.3956276122762798,Iris-versicolor
+88,5.5950749529746675,3.0,4.049227120883766,1.3148020290061568,Iris-versicolor
+89,6.220760823711258,2.2052825007642314,4.454460183543308,1.494366487747145,Iris-versicolor
+90,6.337560820405349,2.5367756002726756,5.019582990743816,1.4966438103452842,Iris-versicolor
+91,5.184934884451083,3.459267672110896,1.4128473179241636,0.24988917057192495,Iris-setosa
+92,6.924696806305494,3.0438628429421914,5.24871774703557,2.227024020737228,Iris-virginica
+93,4.611005750465442,3.5645762880422383,1.0000004861877092,0.19627509431998608,Iris-setosa
+94,6.444529782014957,3.145537269541894,5.695324788983574,2.2040509171777543,Iris-virginica
+95,5.417134559908812,2.75105970139178,3.2211690679403366,1.342401602657373,Iris-versicolor
+96,6.67853272912364,3.266368662645342,5.674046887496458,2.5,Iris-virginica
+97,4.96085371095308,3.3584886762795794,1.4979630668673634,0.2632511004599993,Iris-setosa
+98,5.464978745871897,2.859916584358377,3.883695407332881,1.341698663006025,Iris-versicolor
+99,6.690003443362048,3.2693154243343217,5.674063149909822,2.4999996264094935,Iris-virginica
+100,5.395607518628752,3.4010119626603417,1.7742827443585885,0.20155237860689432,Iris-setosa
+101,7.492645899870018,2.8986386843867673,6.604480718392655,1.8853623652765206,Iris-virginica
+102,4.746421292362123,3.3479240563158577,1.4964774638222689,0.19665879713988127,Iris-setosa
+103,6.744075069643484,3.0,5.2674908294030365,2.09434039055314,Iris-virginica
+104,6.7245105324796075,3.311906118487373,5.715238463987446,2.499999577743842,Iris-virginica
+105,4.981551306201772,2.000000535823505,3.4243923259730895,0.8542679053561866,Iris-versicolor
+106,6.67207368055355,3.1891686406376953,5.7953761075691395,2.3106699358738614,Iris-virginica
+107,6.188910777139144,2.2432056293263605,4.332710154418552,1.2513955695797698,Iris-versicolor
+108,6.649490743890585,2.449874858300171,5.728574210879582,1.8606282579134996,Iris-virginica
+109,4.743288095805659,3.4384475021338923,1.4487770684934123,0.28236899260863074,Iris-setosa
+110,5.015529598567509,2.000000567501243,3.435006516938818,0.8240833019630494,Iris-versicolor
+111,5.748019487068298,2.9737415546909762,4.2083420937239415,1.383582946135065,Iris-versicolor
+112,7.692130980216362,2.5989095060961125,6.899998746147393,2.291108324401394,Iris-virginica
+113,4.931092770006244,2.3921153478946326,3.176979719816186,1.0242986395746538,Iris-versicolor
+114,4.4,2.930998870399157,1.4071112727568873,0.20297569826527398,Iris-setosa
+115,5.600579092270768,2.6588915824343093,4.464414985332629,1.1980213773470119,Iris-versicolor
+116,6.036276929829785,3.419124178434638,4.52937254058022,1.5963018766775352,Iris-versicolor
+117,4.4,3.1296981447380943,1.3508319426053692,0.20709411167533257,Iris-setosa
+118,5.226060227740305,2.4843507482527674,3.4140212431160455,1.1054547724142954,Iris-versicolor
+119,5.724465714422874,2.683495084747133,4.412703482863334,1.1557452552131078,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/24/test.csv b/iris/tab_ddpm/1_3/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/24/train.csv b/iris/tab_ddpm/1_3/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/24/val.csv b/iris/tab_ddpm/1_3/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/25/synth.csv b/iris/tab_ddpm/1_3/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a9897dd0145de8c0a25b6e697dec435968816f4b
--- /dev/null
+++ b/iris/tab_ddpm/1_3/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.6170479943995195,3.5908364158134467,1.0000004436127081,0.18608437379663945,Iris-setosa
+1,6.196020754765668,2.1144999867413277,4.461239984272969,1.4118418699004718,Iris-versicolor
+2,4.576568282384088,3.5990094219311484,1.0,0.19642207638383616,Iris-setosa
+3,7.9,3.8054729448041664,6.40229309119385,2.0124351321899976,Iris-virginica
+4,6.781233948300819,3.0,5.355489570386137,2.115664613031095,Iris-virginica
+5,5.939861183441439,2.775801724578494,4.668912479739265,1.3721171605320266,Iris-versicolor
+6,7.660738347949818,2.627094108428084,6.899997368789362,2.292080010505976,Iris-virginica
+7,4.929866701610894,3.0,1.336106298750648,0.19512184764610693,Iris-setosa
+8,4.947452046419575,3.4369380547749446,1.6818923446829843,0.3980157964101049,Iris-setosa
+9,6.728737506006434,3.306981538530972,5.683067836464117,2.5,Iris-virginica
+10,5.179946711509151,3.4537154081766364,1.4061521353529165,0.20001435857226438,Iris-setosa
+11,6.257254966240711,2.213537840385374,4.396152005923084,1.3088575764291879,Iris-versicolor
+12,6.621875091003755,2.978895016515221,4.399491153625881,1.3574387954512626,Iris-versicolor
+13,6.01842198329495,2.6308627502705124,5.215113963354604,1.897005718267033,Iris-virginica
+14,6.685165500639978,3.2818552899280324,5.698461004367939,2.5,Iris-virginica
+15,6.589717800170968,2.98033942592564,4.514500784996372,1.4319003414759592,Iris-versicolor
+16,6.802852971214279,3.2257905179400685,5.769109271512929,2.3147232846342845,Iris-virginica
+17,6.9998069625952155,3.1564859969771626,5.714776660317718,2.303796363207048,Iris-virginica
+18,6.867314765519343,2.840998394704623,4.789946425311277,1.3838197743470206,Iris-versicolor
+19,6.910147006368438,3.0987716660150593,5.122579325692323,2.2863715476868984,Iris-virginica
+20,7.582956071423467,3.0,6.599946943545913,2.0903709814049836,Iris-virginica
+21,6.883699029268485,3.21412054075899,5.695655690374438,2.2715134245295556,Iris-virginica
+22,5.620001925083088,2.789099151360912,4.281320085718775,1.244713254662282,Iris-versicolor
+23,6.686707618370383,3.2652090152565774,5.7389216483129335,2.5,Iris-virginica
+24,4.502216026837179,3.2932012335969127,1.368802997416538,0.36624837907361196,Iris-setosa
+25,6.748769501614813,3.3225416313909553,5.702735487999376,2.5,Iris-virginica
+26,4.965878860522964,2.0,3.522022595758932,1.021026754921527,Iris-versicolor
+27,5.457374652534465,2.4208286760037003,3.7467630578608113,1.019994992053654,Iris-versicolor
+28,4.569988082217661,3.5718786250486945,1.0,0.19268973718572519,Iris-setosa
+29,7.705300092567972,2.62477958892031,6.899997931631714,2.296613888933853,Iris-virginica
+30,7.638157516886841,2.7702094078284896,6.619712500184169,1.9695289867694799,Iris-virginica
+31,6.6827306615827045,3.2988664931218667,5.662139548018509,2.5,Iris-virginica
+32,6.522683517162738,2.9113735187681655,4.517940601386454,1.3823805155182791,Iris-versicolor
+33,5.058587278757095,3.499074366184482,1.3955602167032932,0.20955277012948736,Iris-setosa
+34,5.77682795854999,2.3788708814058475,4.17593666178635,1.1837999239497226,Iris-versicolor
+35,6.802666454739223,3.191570730964338,5.826316869288535,2.288049401479582,Iris-virginica
+36,6.47965867194904,3.0,4.409146216382642,1.392882208266369,Iris-versicolor
+37,6.319318169356642,2.3733475829631665,4.84880657038431,1.499547999306148,Iris-versicolor
+38,6.306244919705308,2.2862652803617154,4.570222432638371,1.4724233801366091,Iris-versicolor
+39,5.911918896262739,3.0,5.063915364864479,1.756309092676181,Iris-virginica
+40,7.25614788312279,2.787544581567768,6.337662458354215,1.853715395707442,Iris-virginica
+41,6.044300307915504,3.0,4.255056071339229,1.4707941652112553,Iris-versicolor
+42,5.762697662946817,2.8420094822477306,4.471688489312449,1.263290664265349,Iris-versicolor
+43,6.740055760597206,2.717272030517198,4.774744472460014,1.3981134939117055,Iris-versicolor
+44,5.1949208028988645,3.680298084428207,1.4531979168724851,0.19493550481209238,Iris-setosa
+45,6.046253872547395,2.5947462428070986,5.565764878956918,1.3969440322734397,Iris-virginica
+46,4.568651680239615,3.595014013227351,1.0000008509978733,0.2162024547074897,Iris-setosa
+47,5.758594523601748,2.5567208192272015,4.240844190081442,1.047648867335465,Iris-versicolor
+48,5.177367817392794,2.704491548487306,3.8522514308812434,1.3899663569426528,Iris-versicolor
+49,5.413568025832563,3.4473620667980747,1.7032081330574338,0.23548585624602358,Iris-setosa
+50,4.918153645845845,3.418862944204973,1.4962352190749666,0.27966490264382005,Iris-setosa
+51,6.549870211373835,2.4857619257251833,5.685377259645219,1.8123286628329691,Iris-virginica
+52,4.890837873695541,3.0762220512711775,1.496909927641301,0.1000001163580607,Iris-setosa
+53,7.657851230623289,2.59056504632871,6.899998288480093,2.289386038516321,Iris-virginica
+54,5.665783638278986,2.6169090581772996,4.289772716024091,1.0736599262755306,Iris-versicolor
+55,6.712108527193175,3.2845199161116443,5.690542596333162,2.5,Iris-virginica
+56,6.944837899574778,3.0,5.7621579434754855,2.1014954239241157,Iris-virginica
+57,5.192848617971805,3.7925360312237317,1.48908449129641,0.2023567282265176,Iris-setosa
+58,6.163186302659763,3.0,4.48367562863481,1.414122387909097,Iris-versicolor
+59,6.645625712965109,3.0,4.491201968545097,1.4467139525430126,Iris-versicolor
+60,4.946265995345615,3.4502575976854977,1.4456056023988388,0.37944771267851163,Iris-setosa
+61,7.234325396510325,2.992999097285046,6.16376421835662,1.9563568604345623,Iris-virginica
+62,6.545088977859119,3.0,4.323472375974891,1.3848062674460322,Iris-versicolor
+63,6.3415761856046595,3.2170474454880713,4.705487903865658,1.5702725715383565,Iris-versicolor
+64,6.876225349283607,2.90140230125024,5.908953241897527,1.748305297530772,Iris-virginica
+65,6.704672519942732,3.324170557447477,5.735553467236735,2.4999993621224923,Iris-virginica
+66,6.521568563513766,3.223345153800748,5.213900213022029,2.007559635803737,Iris-virginica
+67,4.843861148691442,3.0,1.3831893858818716,0.10000012687381821,Iris-setosa
+68,7.2933834796309815,3.0,6.064945939187886,2.129142573995412,Iris-virginica
+69,6.779187565022382,3.0,5.597506672563638,2.018587757571383,Iris-virginica
+70,5.254681987034418,3.765569586099338,1.521281671122863,0.20475045722515303,Iris-setosa
+71,6.722094408230044,3.0543508676443207,4.651070503738255,1.495118784134286,Iris-versicolor
+72,4.915864223082026,3.0702304296059975,1.5865901559141278,0.1000001770773411,Iris-setosa
+73,5.374192869442494,3.579124627503475,1.574399148049587,0.35373012095096773,Iris-setosa
+74,4.822418899500853,3.0,1.4155822750389864,0.10000016825984931,Iris-setosa
+75,6.257314843348998,2.4774454120153373,4.938804608132652,1.5022596310483545,Iris-versicolor
+76,4.615507042171872,3.6270444667788015,1.0,0.19409526885832162,Iris-setosa
+77,6.683960698257929,3.2744158160358228,5.683996726661755,2.037269982482876,Iris-virginica
+78,7.9,3.8346489140585582,6.408775398982817,1.9804869059775712,Iris-virginica
+79,6.26058193646836,3.076811458797362,4.707382586781216,1.4718589803783173,Iris-versicolor
+80,6.24095890463168,2.373598625456588,4.782874501325272,1.5004174823689407,Iris-versicolor
+81,6.699025928293303,3.272254278762893,5.703892985934873,2.5,Iris-virginica
+82,6.193809799613518,2.330427088683765,4.953454096362992,1.8035046926872014,Iris-virginica
+83,5.106687327629632,2.4034116288038336,3.2048355835089506,1.0205171227343528,Iris-versicolor
+84,6.084583752480663,2.592446922191814,5.614960807106886,1.3706421312857389,Iris-virginica
+85,6.478365319317953,2.9639301011712718,4.323371917140293,1.3439259883333639,Iris-versicolor
+86,5.909191855923883,3.0033187522368863,4.515844950707451,1.4474717407024669,Iris-versicolor
+87,4.400000693724754,2.9021527314699243,1.4016642044695076,0.19446112681768396,Iris-setosa
+88,6.621004083182917,3.2234895871497007,5.561162303695662,2.0945300928308015,Iris-virginica
+89,6.989715000844451,3.1314647447163906,4.98173828047452,2.3058069805770356,Iris-virginica
+90,6.112866295471282,3.325397122381805,4.66758859972084,1.6105716474438543,Iris-versicolor
+91,4.893656478018229,3.441379864701025,1.4722899308251105,0.42373629311207495,Iris-setosa
+92,6.713437904220239,3.299303448248014,5.72346732339247,2.499999517343155,Iris-virginica
+93,5.415535646538981,3.4004347850329375,1.69504582316681,0.19741554078954143,Iris-setosa
+94,7.71189546457901,2.606737088281436,6.8999988612642875,2.293810274422039,Iris-virginica
+95,4.957032517868769,3.8863008651205817,1.0001912830689643,0.22798555249372565,Iris-setosa
+96,6.0514275411086516,2.670919149863046,5.1674162989115775,1.553028935777813,Iris-versicolor
+97,4.507523483239652,2.342926462092336,1.2887391648355748,0.29733242433171075,Iris-setosa
+98,5.807635922322679,3.0,5.119074467041036,1.820856348464563,Iris-virginica
+99,5.944532173182914,2.9536795564770366,4.4623306075140485,1.3980232367369074,Iris-versicolor
+100,6.884519461732853,3.089623079891361,5.117069029940334,2.241583526838581,Iris-virginica
+101,5.671879617676769,2.989918976009942,4.0366289986912465,1.436586147612101,Iris-versicolor
+102,5.66588320966539,2.6000315228365456,3.934866835511361,1.088743097755379,Iris-versicolor
+103,5.99789950176885,2.7350609399224344,5.103954558740576,1.5780158277091734,Iris-versicolor
+104,5.486259744930542,3.779375349002531,1.495009753036167,0.27870936392671253,Iris-setosa
+105,6.906692862719426,2.9100990610045407,6.009049852686501,1.73784286105235,Iris-virginica
+106,4.717594397184105,3.3681699491345762,1.4896123583640941,0.198869043322755,Iris-setosa
+107,5.077732296398935,3.3069994031810364,1.4848342456213073,0.3302808303066368,Iris-setosa
+108,4.851315944733724,2.962928140623075,1.3778902754117874,0.1935040392686001,Iris-setosa
+109,5.222480896112242,3.7955740574404047,1.4953638061092802,0.21086313837392814,Iris-setosa
+110,6.263019084865105,2.386782814447515,4.397401630288503,1.3063702209527568,Iris-versicolor
+111,5.167120027776639,3.499104226511834,1.4017083216024138,0.22088762145900312,Iris-setosa
+112,5.7288443076619995,3.0,4.491612898640401,1.5068677340432697,Iris-versicolor
+113,6.302603335111061,2.504885641237532,5.003154836064281,1.9184321367843244,Iris-virginica
+114,7.384556641075387,2.8696496125945137,6.420589995927813,1.850932802672408,Iris-virginica
+115,6.770631902984214,2.7400831356849276,4.835948069219816,1.4330998726418267,Iris-versicolor
+116,5.642087327817731,2.8825666796963794,3.908706409948787,1.2640080573383612,Iris-versicolor
+117,6.301967521466601,2.425495893191439,4.824466618065859,1.489246091568503,Iris-versicolor
+118,5.728758518945712,2.9749281779879277,4.388120014928258,1.3363462299163191,Iris-versicolor
+119,7.899998968904257,3.806473886368538,6.338808702449289,1.9976376183551976,Iris-virginica
diff --git a/iris/tab_ddpm/1_3/25/test.csv b/iris/tab_ddpm/1_3/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/25/train.csv b/iris/tab_ddpm/1_3/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/25/val.csv b/iris/tab_ddpm/1_3/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/26/synth.csv b/iris/tab_ddpm/1_3/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f1f1bcc1ae7f371c1b72ffc63c818b313a5258ed
--- /dev/null
+++ b/iris/tab_ddpm/1_3/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.055369085453338,2.4685346583609338,2.840561180330612,1.086286089100842,Iris-versicolor
+1,7.688350965653499,2.614988505191097,6.899998971964822,2.2990403936014276,Iris-virginica
+2,5.582154079895258,2.9371407853786287,4.452521787391347,1.4562914688571176,Iris-versicolor
+3,5.076624002183637,2.4601874528989818,3.403530180228779,1.0907782482640016,Iris-versicolor
+4,6.65937933486297,3.276261546403482,5.719370330807125,2.351155781468015,Iris-virginica
+5,6.806018358117065,3.1069304870646826,5.135976870338807,2.2671268313345108,Iris-virginica
+6,6.927489550677028,3.181828794376279,5.7851918215368014,2.287416587031958,Iris-virginica
+7,4.400000535038334,3.1784220980555298,1.3382366093051772,0.2021577069638672,Iris-setosa
+8,6.437113298535994,3.371199917726994,5.706570870902538,2.356334200459123,Iris-virginica
+9,5.033605030920745,3.457137312648865,1.4999590865338241,0.3780996431952669,Iris-setosa
+10,4.400000478316171,2.997747727882522,1.3530577586051575,0.19725401657047387,Iris-setosa
+11,6.173530163028249,2.1812447634151546,4.470068920830975,1.520383361838117,Iris-versicolor
+12,4.589264047852346,3.5956457299535423,1.0000003894543543,0.19487015971867055,Iris-setosa
+13,4.9507789799442055,2.423285133205753,3.299419678327448,1.0496421149005037,Iris-versicolor
+14,6.202740024722046,2.8203384634706383,4.251509022437881,1.2593929579486915,Iris-versicolor
+15,5.160587506594174,3.504134723953877,1.4043896969478742,0.20237710027425385,Iris-setosa
+16,5.206966500533528,3.456666460939324,1.453381212180046,0.3839549379061571,Iris-setosa
+17,4.583955135773013,3.3491512783566453,1.4011817897712893,0.3756371195864768,Iris-setosa
+18,5.533434449452817,2.9115237091898214,3.496681460209609,1.316933375387675,Iris-versicolor
+19,4.796516031455055,3.380750850110927,1.9526482084995518,0.20506345574617615,Iris-setosa
+20,6.505928115413876,3.201878796089394,4.901715374856829,2.00162407169969,Iris-virginica
+21,4.588513102080431,3.5979091571724653,1.0000005129533867,0.20432660287302598,Iris-setosa
+22,4.611573361102646,3.5636842832187536,1.0,0.1962665341178299,Iris-setosa
+23,6.639799922889808,3.2846282894405436,5.517191220766019,2.0711345481567833,Iris-virginica
+24,5.833969082790595,2.963508164259787,4.379305214885894,1.2888115334019843,Iris-versicolor
+25,7.9,3.8183463906776147,6.386106196942986,2.029833854643082,Iris-virginica
+26,5.810172678086894,2.3899619112586166,4.203401606600808,1.2947829660068777,Iris-versicolor
+27,4.571887369743851,3.5754109879446174,1.000000442131499,0.192341444575664,Iris-setosa
+28,5.59374979558639,3.7269113623750605,1.4863036353395822,0.2752121215914934,Iris-setosa
+29,4.6112493465039,3.5995070585741984,1.0,0.20160485478581675,Iris-setosa
+30,5.04604976504684,2.0,3.366290937358971,0.8844935798298676,Iris-versicolor
+31,6.393959698089801,2.883476293412554,5.596336715029418,1.8521446319275638,Iris-virginica
+32,5.4334037826871615,3.8999995904240974,1.296850578877853,0.558225922644862,Iris-setosa
+33,4.918759578726958,3.0352035359136633,1.4023233620181224,0.2721203602425456,Iris-setosa
+34,6.463896052661814,2.984934560260862,4.356421966074539,1.349116450920182,Iris-versicolor
+35,6.577525968138096,2.412326949035964,5.715147762810536,1.7814981875054123,Iris-virginica
+36,4.845504248819315,3.0666482992696014,1.4037260655723836,0.2851104366582044,Iris-setosa
+37,6.922440563792167,3.154737394839668,5.545462901841296,2.297995580591747,Iris-virginica
+38,5.128777504796935,3.4880825731369596,1.3603286132375745,0.2793489828429819,Iris-setosa
+39,6.642035309980244,3.355560025044025,5.584869327842886,2.14067927559127,Iris-virginica
+40,7.9,3.8073353381509905,6.359207815482115,2.0261300386643653,Iris-virginica
+41,6.262281419913854,2.867753217577894,5.614027625411537,1.8560446977236738,Iris-virginica
+42,4.6884786072644316,3.427383833602363,1.4032680010616259,0.34823171410997533,Iris-setosa
+43,6.858303941030512,2.6677072557036587,5.937691136372103,1.69486269048643,Iris-virginica
+44,6.685424753744912,2.9780847652266456,5.670187176010515,1.8281941566273416,Iris-virginica
+45,5.056430156369482,3.8056045447953197,1.485504708373125,0.2006829573861219,Iris-setosa
+46,5.849170872464746,2.663283544940712,5.123589414463767,1.804321820237717,Iris-virginica
+47,5.0194764162680885,2.0000005981237132,3.4680112579294065,0.9997671854763786,Iris-versicolor
+48,6.210387273018829,3.3615834835639395,4.664376077172164,1.6455632538014036,Iris-versicolor
+49,5.946145787004575,3.0,5.216853247842542,1.8223869304553884,Iris-virginica
+50,6.737269732732594,3.308684949499527,5.7311963338615115,2.499999609331989,Iris-virginica
+51,5.159518891384889,2.502595182679102,3.209738320235105,1.0991627469938945,Iris-versicolor
+52,6.1534377205640025,2.1886510512634842,4.477451472221436,1.4980325784700068,Iris-versicolor
+53,6.705201365512129,2.7961800912538295,4.580989104902419,1.3380461315431282,Iris-versicolor
+54,4.926017276757996,2.402976777654148,3.3598597748021892,1.0404624268465301,Iris-versicolor
+55,4.7299271040161965,3.4535891191314243,1.4772851055714316,0.20761624288851654,Iris-setosa
+56,4.813359863189515,3.0394287211921283,1.4799483795061408,0.10000012569364354,Iris-setosa
+57,5.543238081717566,2.6698020152332016,4.368427913493528,1.2243795734561003,Iris-versicolor
+58,6.9913405480237,3.020784778069461,5.893844349057455,2.250768877243489,Iris-virginica
+59,5.5102774898388995,2.3518256675565654,3.6486326434065646,0.958759949444612,Iris-versicolor
+60,4.78568917379053,3.0,1.398575610790934,0.1,Iris-setosa
+61,6.931857857021329,3.05057812960976,5.263433039605166,2.2561945623379716,Iris-virginica
+62,6.341239243706996,3.0,4.475331185607014,1.435277368711831,Iris-versicolor
+63,7.623690652516871,2.85360037472334,6.55175226439024,1.9923765188977511,Iris-virginica
+64,4.884711703618425,2.411641898526808,3.21381575668976,0.8390680157337904,Iris-versicolor
+65,7.717783678416912,2.60414285227813,6.9,2.306683109412355,Iris-virginica
+66,6.479388578217244,3.2218292752066477,5.045334977097917,2.0343017952987967,Iris-virginica
+67,4.491456717470926,2.355443466064254,1.3109374614048952,0.32469620421240303,Iris-setosa
+68,4.751169169286291,2.3718512143608335,3.48352648539406,0.8830540898473833,Iris-versicolor
+69,7.233160205755618,3.0,6.249183338729196,2.1000742067101745,Iris-virginica
+70,7.476539836785962,2.987057807988939,6.444179597133063,1.9980074098788254,Iris-virginica
+71,4.968160151133901,3.3726245135035153,1.4922858979399038,0.516402518966234,Iris-setosa
+72,6.77380101158405,2.8661680875695668,4.79673052724575,1.4472622352911881,Iris-versicolor
+73,6.189934882801371,3.356204897935235,4.651425226563599,1.5978597885210786,Iris-versicolor
+74,4.596245380330867,3.618065488252823,1.0000004358295331,0.19787294765647645,Iris-setosa
+75,5.180799012993281,3.4281423266360944,1.4013877578515626,0.1976540275851858,Iris-setosa
+76,5.235737843677239,3.415257990009152,1.6828408345772798,0.3589225239126559,Iris-setosa
+77,5.644538683248964,2.925606472255476,3.953350592241886,1.320581449589614,Iris-versicolor
+78,4.6641442224118475,2.915950495166386,1.374373577596737,0.2969649592618089,Iris-setosa
+79,4.895611111491909,3.1197992019916656,1.5791480288374324,0.1000001144158344,Iris-setosa
+80,7.724272391459289,2.599064022758102,6.9,2.3281064517055587,Iris-virginica
+81,4.601338817435536,3.6108626868341203,1.0000004998199903,0.19892585343416985,Iris-setosa
+82,4.860970182823997,3.0,1.4359865171018278,0.10000014830981795,Iris-setosa
+83,5.957002623651457,2.9244093698401152,4.579904339031947,1.5101080191133778,Iris-versicolor
+84,5.337916414790207,3.6604765085224207,1.4923910676914802,0.19877651683997993,Iris-setosa
+85,6.2457672371889545,2.748338585709376,5.609944002968007,1.5131904659946485,Iris-virginica
+86,6.114616239840113,2.5765451338081395,5.574942807431726,1.394259473035632,Iris-virginica
+87,6.1913592098127594,2.6731241743139305,4.454101536765632,1.1489485360630776,Iris-versicolor
+88,5.6087535785334355,2.9647140427713574,4.585727270617878,1.493155131765226,Iris-versicolor
+89,5.812280804088878,2.6348000704173575,5.065186099032162,1.8154005272593197,Iris-virginica
+90,6.406362282298418,2.897818319660649,5.667190802799263,2.081508790197467,Iris-virginica
+91,4.798213000315312,3.0,1.352844278045559,0.1,Iris-setosa
+92,7.734391855732651,2.5646495960577536,6.89999842830858,2.309965765970206,Iris-virginica
+93,5.000173987704594,2.4548436951950996,2.828375290173163,1.0456704418754088,Iris-versicolor
+94,6.796640155127289,3.0542122213530525,5.769066902457588,2.2072675379721987,Iris-virginica
+95,6.8813629160678556,3.0821135883632214,5.106807145739171,2.319533463331293,Iris-virginica
+96,6.450715466899989,3.0108186882294947,5.288511883236351,1.8731133746293571,Iris-virginica
+97,5.877128389921694,2.9404033151789464,4.494416061093698,1.316169536865805,Iris-versicolor
+98,5.45284943173723,2.6747004326522887,3.610731147781506,1.200148909306356,Iris-versicolor
+99,7.680040373292882,2.565743901464563,6.9,2.3107744730375046,Iris-virginica
+100,6.545958494229252,2.6827854862880556,5.7536921472559985,1.6276272742369455,Iris-virginica
+101,5.058896499076049,2.000004413437281,3.575693851531806,1.055240542991025,Iris-versicolor
+102,7.899996893328214,3.773866254376555,6.42692609101057,1.9951016950857194,Iris-virginica
+103,6.3493142446167985,2.5181711548847754,4.95913940425405,1.9443394760420436,Iris-virginica
+104,6.304722200302788,2.352238972262125,4.770577310289912,1.469865052001841,Iris-versicolor
+105,6.116614776511708,2.6336692617676674,5.587893753276301,1.4364741795503673,Iris-virginica
+106,6.20251431665126,2.6235138376241873,5.105406212410292,1.5225137834272608,Iris-versicolor
+107,5.775589107992775,2.70575174938213,4.443919646468955,1.1433813328844868,Iris-versicolor
+108,6.424524329488323,3.1671826467973188,5.009040640173182,1.9249068210206721,Iris-virginica
+109,5.405315679397612,3.401362850682275,1.8723409025822475,0.20101844467901905,Iris-setosa
+110,4.73830953557479,3.3681984430815497,1.4734751432284896,0.2548657759428591,Iris-setosa
+111,6.454410779504573,3.116398084026523,4.523413031641864,1.476627880667339,Iris-versicolor
+112,6.223432534824201,2.3191394265419976,4.420784855623924,1.3017879132363783,Iris-versicolor
+113,6.1745625078101645,3.3499772270046537,4.568981894654255,1.6008810246638474,Iris-versicolor
+114,6.540611678423941,2.987718832840302,5.757059929177729,1.9812468927205589,Iris-virginica
+115,5.573098671877111,2.4412314488605844,3.8196005002830713,1.0646556642960867,Iris-versicolor
+116,7.19138378259257,2.941559723083298,6.243620245677313,1.8440532675025971,Iris-virginica
+117,5.0836583084859654,2.4514531479781394,3.195112997854879,1.0703691212020416,Iris-versicolor
+118,4.954125215273351,2.4582003592794472,2.9869252686751606,1.0024381209712334,Iris-versicolor
+119,4.4,3.0,1.3545270932319926,0.20300169192501516,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/26/test.csv b/iris/tab_ddpm/1_3/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/26/train.csv b/iris/tab_ddpm/1_3/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/26/val.csv b/iris/tab_ddpm/1_3/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/27/synth.csv b/iris/tab_ddpm/1_3/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cc57cc3e5df750ba16d48fb7e89d988b473e6969
--- /dev/null
+++ b/iris/tab_ddpm/1_3/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.8999978490595595,3.7953767770928497,6.435333004455527,1.9842048993761914,Iris-virginica
+1,4.583074640056013,3.5936296627070865,1.0000005920248243,0.19431568979526131,Iris-setosa
+2,5.168385069186102,3.4495459720629955,1.4166323235544214,0.189543725073609,Iris-setosa
+3,5.8167210943251355,2.8412382404572964,4.322858729460018,1.3018436301989407,Iris-versicolor
+4,4.923858925513284,3.0899134024877895,1.513043562120816,0.1,Iris-setosa
+5,7.7172422775804375,2.8157543903551314,6.7237243450919015,2.026457133847049,Iris-virginica
+6,4.400000671757549,2.8488069736161528,1.3669811150003155,0.20096011974833644,Iris-setosa
+7,6.4144911480088425,2.4871393099101144,4.681323676935311,1.3561181093165124,Iris-versicolor
+8,4.917910031111959,3.454018067587562,1.4949297299256583,0.29209132223918266,Iris-setosa
+9,4.591565169765184,3.59535197276248,1.0,0.20381696693556964,Iris-setosa
+10,4.735574376790485,3.413854176452526,1.4600363621746066,0.2707328149679117,Iris-setosa
+11,4.603870156129302,3.618391882599349,1.000000472000582,0.1955608102001731,Iris-setosa
+12,5.794715152960296,3.0,4.461275138355731,1.468701908124099,Iris-versicolor
+13,4.695387154145833,3.4147285143715487,1.418276919646116,0.28963349717780495,Iris-setosa
+14,6.348698904037767,2.703105419722863,4.345822585969504,1.193844644675753,Iris-versicolor
+15,6.259000376088133,2.9125813275191073,5.641385866984886,1.8739932624019924,Iris-virginica
+16,6.8148288864672395,3.0,5.133656381507262,2.2030111646471022,Iris-virginica
+17,5.939253431572391,3.1818449904222077,4.396607025575945,1.502976103725925,Iris-versicolor
+18,4.892522170807007,2.3844668492897205,3.494389018158174,1.0059059188422443,Iris-versicolor
+19,4.4,2.8964836491572563,1.3506956125953171,0.1915527877009121,Iris-setosa
+20,5.084082988601184,3.799303536949019,1.7860980021899833,0.19861635076662992,Iris-setosa
+21,6.516916771650031,2.4135453467760764,5.62003824182989,1.80096362423095,Iris-virginica
+22,5.3900299226412,3.457896236261256,1.6151661922633704,0.20068205473995396,Iris-setosa
+23,6.037853187246581,3.2989933833098655,4.419805761730624,1.5812921515836997,Iris-versicolor
+24,5.732307193663755,3.1116473124832322,4.434750062929833,1.5318211012962801,Iris-versicolor
+25,6.02591418766212,2.206595213230323,5.000377052423152,1.4808679667671338,Iris-virginica
+26,5.780471580829702,2.8947134706817352,4.19113791605134,1.2560247822986832,Iris-versicolor
+27,4.948355574738217,2.000000602099829,3.5350946624196435,1.0077827483440192,Iris-versicolor
+28,5.649031149694209,3.0,4.1239095019690435,1.2401888551228974,Iris-versicolor
+29,6.725503323739609,3.2938306830765605,5.707116316522023,2.5,Iris-virginica
+30,6.340916284900696,3.393249734855505,5.600771748913526,2.3796697776142155,Iris-virginica
+31,6.9313258431171425,3.208486695871744,5.653511560003521,2.330763899557782,Iris-virginica
+32,5.614326033355026,2.8652507828836598,3.5283597546038177,1.2818130439265414,Iris-versicolor
+33,5.358225469686103,2.9222522958780144,4.31837043185336,1.4564988920462694,Iris-versicolor
+34,5.084386610142361,3.7631577387922484,1.4899995630697676,0.1972695724333725,Iris-setosa
+35,4.8704425581551,3.0,1.4333017102404138,0.10000010502471669,Iris-setosa
+36,5.544565392458411,2.856162506101873,3.7728172313845167,1.3171492181349598,Iris-versicolor
+37,5.595558067604524,2.5204567823711623,4.226802697881469,1.0460513770736284,Iris-versicolor
+38,6.797099092164799,3.28022830939844,5.714316236283439,2.261371210359264,Iris-virginica
+39,6.732557273356551,2.772992529050196,4.666618795139666,1.3896572175920365,Iris-versicolor
+40,6.115496610793493,2.5308227986427942,4.44600841115359,1.2467042068678174,Iris-versicolor
+41,5.984462278093257,3.1538769736553443,4.582372616668889,1.50313198575289,Iris-versicolor
+42,5.007093290435799,3.571855566684368,1.400619191906798,0.20499524170644273,Iris-setosa
+43,5.9007602647576505,2.8040424923544713,5.3252298702668,1.8289832915432933,Iris-virginica
+44,4.481652829391299,3.2624406108029453,1.2982560846998639,0.3268162738545333,Iris-setosa
+45,5.99859357384799,3.4019050370567396,4.454043795041344,1.5755094639856204,Iris-versicolor
+46,6.742448764735821,3.222701071562791,5.759999283619126,2.2986046654828387,Iris-virginica
+47,6.174119780679045,2.5762814864862826,4.9869988897914,1.533067191520477,Iris-versicolor
+48,5.086972663792761,3.6793113093870438,1.4790509978967847,0.44344435644637903,Iris-setosa
+49,7.6885224406293835,2.583143138901262,6.899998872069523,2.305681965150022,Iris-virginica
+50,4.842805891446696,3.0,1.3839842653102872,0.1,Iris-setosa
+51,7.226366942274135,3.060880019704865,6.1297096876622295,2.2072006001269493,Iris-virginica
+52,5.1226287203660945,2.653180145611745,3.701610384413497,1.3838641661247597,Iris-versicolor
+53,7.9,3.801963591901756,6.456136765361669,2.0287858194062918,Iris-virginica
+54,4.602524607498059,3.392023334718505,1.4048361799568307,0.3853633572698348,Iris-setosa
+55,5.9575615254043965,2.574429773940685,5.0424018328843765,1.9074577087734501,Iris-virginica
+56,4.9222963410706,3.0,1.4075714463846254,0.19589019753303138,Iris-setosa
+57,4.875719835365032,3.0,1.4212164263311668,0.1000002690158408,Iris-setosa
+58,4.592194927733683,3.623456681194998,1.0,0.19876827853046036,Iris-setosa
+59,6.687994162257828,3.292639372332359,5.665235910087669,2.103046141490779,Iris-virginica
+60,7.705463248728198,2.572683590178485,6.9,2.3214423840634284,Iris-virginica
+61,7.642821330194339,2.7532955362285882,6.6655500705292985,1.970242703242783,Iris-virginica
+62,6.61819546936547,3.0238514825742406,4.484142585081724,1.453440111968673,Iris-versicolor
+63,5.317954468411833,3.8999996036503526,1.2931512645094687,0.3570430918547415,Iris-setosa
+64,5.470508007796482,3.358606621447473,1.9351518302799837,0.19787932541732678,Iris-setosa
+65,6.182453521927649,3.014946687984744,5.1318992257333775,1.8915120525980336,Iris-virginica
+66,7.9,3.820748945281439,6.384129867184765,2.023263170392144,Iris-virginica
+67,7.705621676073244,2.5868128139664597,6.9,2.3057260401610082,Iris-virginica
+68,5.061174524089385,3.262720308487058,1.4002976353291503,0.20193798630739318,Iris-setosa
+69,5.10648803504585,3.5108869665489846,1.3954547879114578,0.2894624132020471,Iris-setosa
+70,6.510096338583031,3.0792304731274243,4.608831990807809,1.4641852135121562,Iris-versicolor
+71,6.1270972666957,3.279302470482322,4.556578999411938,1.53129042831831,Iris-versicolor
+72,5.13682741072262,2.6205972407369527,3.6947379006812917,1.368122224313315,Iris-versicolor
+73,6.682994087285491,3.316794568669059,5.693105410678545,2.5,Iris-virginica
+74,6.05702178283198,2.557471578937085,5.617601230403662,1.3854744408524242,Iris-virginica
+75,6.750289619947738,3.249554351875847,5.8517226761775145,2.240387934653464,Iris-virginica
+76,6.742085505980674,3.0,5.9061168429642175,2.0739097584072024,Iris-virginica
+77,5.754586111221845,3.813044054910917,2.0219359629579445,0.35437727198564284,Iris-setosa
+78,6.8335580504578655,3.0,5.421045520462623,2.1506031103275207,Iris-virginica
+79,4.400000978189434,2.921709579269281,1.40385717800683,0.2091905430386696,Iris-setosa
+80,5.528565570738948,3.4051564425700023,1.6473260528532985,0.2951566023177128,Iris-setosa
+81,5.679864597471796,2.8279671468370022,4.366673121632905,1.1518330295433432,Iris-versicolor
+82,5.57718543924069,2.444316171934501,3.8959075098495926,1.0840140929599642,Iris-versicolor
+83,5.350870213841016,3.8999994632624806,1.2854131419897443,0.3863423605441491,Iris-setosa
+84,6.584561832710465,3.0,4.349636650421125,1.381128905170958,Iris-versicolor
+85,6.081916686074781,2.872878620028146,4.592967960551952,1.2423599617402514,Iris-versicolor
+86,6.187776340087889,2.933028565503898,5.610561761624896,1.7705706075322563,Iris-virginica
+87,4.932704421137189,3.06211567133247,1.4026902497364144,0.2114944781822052,Iris-setosa
+88,4.4,3.0,1.3790488021022482,0.1908291013656856,Iris-setosa
+89,6.364780611247386,2.8421345419083983,4.329002037443257,1.2666057177805419,Iris-versicolor
+90,6.981950848933332,3.186657537457252,5.765987752217485,2.314165255531646,Iris-virginica
+91,6.685818950179585,3.2990209629000944,5.697402014512558,2.4999970831091956,Iris-virginica
+92,6.182245983186734,2.540998217902044,5.049404289567726,1.5144301952233095,Iris-versicolor
+93,6.336674351059013,3.1635338716201384,5.014992046505792,1.91958188451554,Iris-virginica
+94,5.549916100780468,2.5657982541972744,4.461225415187093,1.1842100104425328,Iris-versicolor
+95,4.525400832972646,2.412430620304752,1.3170837369402797,0.3171259555684659,Iris-setosa
+96,6.225906362871504,2.2346380495635834,4.464908981880018,1.443670982180203,Iris-versicolor
+97,7.133492107305183,2.756603277800919,6.162064167736841,1.7607648088778414,Iris-virginica
+98,6.198394655420392,2.223415593504899,4.541889726098463,1.5138831392775094,Iris-versicolor
+99,6.524006673666155,2.959842313923808,4.434719946285987,1.3458167286955147,Iris-versicolor
+100,7.725412740804695,2.602486254493263,6.899998745225725,2.291356177967804,Iris-virginica
+101,5.653617197861227,2.9038995457600345,3.6817374202461814,1.2745315743104304,Iris-versicolor
+102,6.644898421625806,2.834865989049695,4.528163591798161,1.3588140402241937,Iris-versicolor
+103,5.066667096410044,3.538240387900814,1.401125627823634,0.19378871818193422,Iris-setosa
+104,6.953026423787579,3.0,5.539226551325397,2.092805540593985,Iris-virginica
+105,5.861598374400827,2.7082568200654373,5.142283525119218,1.9188026122610409,Iris-virginica
+106,5.221247233810878,3.781488588937976,1.8367209291406232,0.2806615187461097,Iris-setosa
+107,6.459846475346893,2.9876083557562243,4.248714556691286,1.3440894091956486,Iris-versicolor
+108,6.314220363212588,2.4731026845950588,4.875188625483637,1.4938362533987481,Iris-versicolor
+109,6.195154641171974,2.5478047763886087,5.043378690523796,1.5286857497028423,Iris-versicolor
+110,7.328453272156251,3.0,6.332942626154397,2.136844657093295,Iris-virginica
+111,6.685056386827166,3.180473520679907,4.728366550673744,1.5268701895191277,Iris-versicolor
+112,6.8040573263885875,3.199101680713287,5.787026457105482,2.28008189138266,Iris-virginica
+113,6.228184748021897,3.2988486009289675,4.624651179952133,1.5698076410753965,Iris-versicolor
+114,4.72996404530713,3.055009334861889,1.435184290865908,0.2187444501918782,Iris-setosa
+115,5.006892401259795,2.0,3.504839682716225,1.0032647212456003,Iris-versicolor
+116,4.998486790179833,2.0000005323308034,3.565074678090938,0.9472400795121432,Iris-versicolor
+117,6.300842142229478,2.333313427952572,4.725382502374175,1.5089815831298505,Iris-versicolor
+118,5.027645248218958,2.0,3.2950328686703516,1.0435016658271559,Iris-versicolor
+119,4.985909268766792,2.0000004784324568,3.5601717128855612,1.0555643272363433,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/27/test.csv b/iris/tab_ddpm/1_3/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/27/train.csv b/iris/tab_ddpm/1_3/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/27/val.csv b/iris/tab_ddpm/1_3/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/28/synth.csv b/iris/tab_ddpm/1_3/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..34dc9da94b8dedb5654271244ca7686943fd6360
--- /dev/null
+++ b/iris/tab_ddpm/1_3/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.377539858247653,3.7405896356882797,1.4945691759412252,0.27289922949694406,Iris-setosa
+1,6.151239398433682,2.98554318281222,4.532896663015314,1.375817243765427,Iris-versicolor
+2,6.404683388663683,3.091854771371728,5.076202182717117,1.8606642367818178,Iris-virginica
+3,4.981716287732621,3.188437218067099,1.4113821896371475,0.19591411251294621,Iris-setosa
+4,5.3941224327754185,3.4204384051221868,1.4802919628369806,0.2917366582621749,Iris-setosa
+5,6.292957673925739,2.329738919918078,4.306290678505446,1.272685622128412,Iris-versicolor
+6,5.220012882957482,3.4387550252383394,1.4102102103331755,0.19457254703437643,Iris-setosa
+7,7.376974898937086,2.96578113120704,6.309605454164378,1.9065938122395276,Iris-virginica
+8,6.164483829384413,3.3353222755364684,4.634303396750628,1.612495869656183,Iris-versicolor
+9,5.622644403844296,2.50297173216781,3.972944472696167,1.0711631418020415,Iris-versicolor
+10,6.084225257526813,3.3217397358864824,4.653029953297735,1.5892375359271698,Iris-versicolor
+11,5.362396693974011,3.7750644467196044,1.637822842424579,0.21189260908648228,Iris-setosa
+12,6.477256737215981,3.3742132828937854,5.586593223751834,2.364436233202536,Iris-virginica
+13,7.718087148782455,2.626530174679415,6.899998980654582,2.307334706482164,Iris-virginica
+14,6.0682433321318126,3.2944226602027586,4.555487637539229,1.571128875553955,Iris-versicolor
+15,6.147266677663416,3.0,5.212296836491367,1.8129663591307792,Iris-virginica
+16,4.918888458671064,3.1386043471301868,1.7829245046674098,0.1,Iris-setosa
+17,5.199688172956463,2.5028573645824483,3.5881384304503916,1.1406901790086803,Iris-versicolor
+18,6.046734480674602,2.2429670830111057,4.980104861185894,1.4791601435608577,Iris-virginica
+19,7.468936514664411,2.9298692356107914,6.506177235883463,1.896866185619853,Iris-virginica
+20,6.427577612579383,2.3480782424028854,5.518052169513999,1.6136661378616624,Iris-virginica
+21,7.708385001636485,2.8036289757461037,6.676628650039943,1.9627072362114177,Iris-virginica
+22,7.728344637391608,2.6023820644783724,6.9,2.328573326122814,Iris-virginica
+23,7.9,3.8023159364206767,6.444982000511484,1.9919892586739225,Iris-virginica
+24,5.909017013230147,2.9654416165900295,4.69021465480372,1.3517982627741625,Iris-versicolor
+25,6.694707662715577,3.328514194001398,5.682169513551798,2.5,Iris-virginica
+26,5.119137332883778,3.4686604720392196,1.3829092972802721,0.20685830113771053,Iris-setosa
+27,5.287596271186243,2.438922973249551,3.5625772596252574,0.9549436705252059,Iris-versicolor
+28,7.9,3.7967818715419455,6.381022336629098,2.002410735101471,Iris-virginica
+29,6.319888008805782,3.410818934938655,5.623448446348545,2.3918251349405693,Iris-virginica
+30,6.386370162512068,2.39922575383622,4.58825042406497,1.3321211008231177,Iris-versicolor
+31,4.40000057040664,3.0,1.4000771129656275,0.20066979333182552,Iris-setosa
+32,7.578187146980878,2.9597121276242753,6.566621436896845,2.033918915725279,Iris-virginica
+33,6.6021423708461695,3.0,5.611193384638481,1.7269953352780987,Iris-virginica
+34,6.350730120697083,2.32525487493532,4.5109885340728555,1.410652717123828,Iris-versicolor
+35,5.056585625361859,3.556603040621959,1.485832683396451,0.45470207531369,Iris-setosa
+36,5.154656755703292,3.7800501024522615,1.5722814589009524,0.21672068009014145,Iris-setosa
+37,5.315602378324194,3.7092794398612896,1.5354978332630416,0.20700579975133515,Iris-setosa
+38,5.62341662305283,2.9098867108670086,4.302624284565582,1.3049136976540754,Iris-versicolor
+39,6.398427214966923,3.014022935188594,5.21850071476465,1.8467204730120295,Iris-virginica
+40,6.091583528111425,2.6094873189400176,5.142609828835776,1.6000856193109727,Iris-versicolor
+41,5.873517910760098,2.824935741432974,4.6485161616539425,1.5292544167828548,Iris-versicolor
+42,5.782780828682234,2.9001590233712866,3.875892490051104,1.3899582166780984,Iris-versicolor
+43,5.581985980132922,3.784459965658957,1.4969433971245871,0.3558809116594086,Iris-setosa
+44,5.815149479665665,2.673338293504099,4.061942677267025,0.7898430619270308,Iris-versicolor
+45,4.631778355341737,3.594645460794342,1.0000005014716398,0.19394405055545516,Iris-setosa
+46,4.59893242323106,3.5818383148501756,1.0,0.20486000731181148,Iris-setosa
+47,5.539666878261552,2.5140043428172776,3.8351216570625137,1.0788670239005993,Iris-versicolor
+48,5.8355019646657365,2.7451384834066377,4.986047482060948,1.558416062272955,Iris-versicolor
+49,5.9408951060546435,3.319857371444672,4.417213952046501,1.615346687044199,Iris-versicolor
+50,5.39983884137418,3.396418950020077,1.49494550668484,0.20030589728003093,Iris-setosa
+51,4.4,2.9779677809458662,1.3791646069127868,0.1936997114845121,Iris-setosa
+52,4.900762257193011,3.0437465226581795,1.4884929119264103,0.1,Iris-setosa
+53,4.400000681619785,2.903914643999337,1.4015356999460944,0.2079556496163795,Iris-setosa
+54,5.0420742139637325,2.0000005172375186,3.560422319272069,0.9974195285400811,Iris-versicolor
+55,6.543536264103008,3.0,4.3659689356895575,1.3579909230431957,Iris-versicolor
+56,5.450745406450454,2.835324240776236,4.346104206138941,1.4528685699153177,Iris-versicolor
+57,6.876892493100197,3.1851693914967742,5.766072388420084,2.2964179460149987,Iris-virginica
+58,7.681801370503703,2.590504656381526,6.899998290725495,2.2922655630525393,Iris-virginica
+59,6.856939825092093,3.1645493708433228,5.543593378342396,2.282849775424082,Iris-virginica
+60,6.595504760102363,3.320487367824368,5.748206611463401,2.3514762040940838,Iris-virginica
+61,6.639224117178918,3.018575753626608,5.662495437674559,2.083761036028784,Iris-virginica
+62,5.09182028428158,3.5095529290282634,1.4022273022485616,0.28064415562576267,Iris-setosa
+63,6.325824876729118,2.8162685874019253,5.608679411941932,1.6875441803735152,Iris-virginica
+64,6.692968165316848,3.3389186922755103,5.694780300906082,2.5,Iris-virginica
+65,5.446821465455312,3.8999994594311462,1.2602506102261075,0.42268940726064475,Iris-setosa
+66,4.997858659875042,2.000001058516703,3.475875959693491,1.0402266521216417,Iris-versicolor
+67,7.899998678498083,3.7912695307670914,6.320997818885671,2.026766280797051,Iris-virginica
+68,7.627175520421648,2.821172023954358,6.626556981489103,1.9754076802627043,Iris-virginica
+69,5.80572638311904,2.6911941133631943,3.9767462689645448,1.0268860426081905,Iris-versicolor
+70,4.4,3.087216668890893,1.326841838330862,0.19614204622246478,Iris-setosa
+71,5.3800836591825885,3.7557685918780774,1.738748003180854,0.2957928132740597,Iris-setosa
+72,7.69621517907614,2.61216288565154,6.9,2.302933963392274,Iris-virginica
+73,5.066200925354039,3.557552271008381,1.4066368317664266,0.23176073445822504,Iris-setosa
+74,5.138715668474896,3.4709380640943075,1.3772966805235871,0.22148213746688702,Iris-setosa
+75,4.538404271921499,2.541077477431954,1.3343409607346333,0.38098473319708265,Iris-setosa
+76,5.3445661644323454,3.405416108869878,1.4821218583235798,0.18719792294386883,Iris-setosa
+77,5.662532229441849,2.947303289701648,4.053628696310852,1.2880302258125185,Iris-versicolor
+78,5.990023792369957,3.0,4.249232480387432,1.3858238094908397,Iris-versicolor
+79,5.071707731753052,3.4825621005856395,1.4018536334262168,0.20857650639635839,Iris-setosa
+80,4.91459323919639,2.4746287332855204,3.5119020121307987,1.0340709397645278,Iris-versicolor
+81,4.752006769991693,3.3079039386254743,1.4946886455525168,0.20498041149717036,Iris-setosa
+82,6.053490795744157,2.516535146384278,5.509461304245409,1.4054994028756331,Iris-virginica
+83,5.690602157600526,2.9634833078742466,4.265802893866331,1.2548155531025913,Iris-versicolor
+84,4.941951081662487,2.4006553390279928,3.255056159724391,0.9704164487873652,Iris-versicolor
+85,5.725961204202273,2.8078598827508356,4.195088595082301,1.089489882397697,Iris-versicolor
+86,5.126792452846714,3.485458901840761,1.4061601106555273,0.19850978457099416,Iris-setosa
+87,5.205001920296514,3.440726188261598,1.3649422456340734,0.20671503498950614,Iris-setosa
+88,5.440004241778827,3.400625004428882,1.603870794980933,0.2117263480243471,Iris-setosa
+89,4.939040275163008,3.3993401282046887,1.7791768784983715,0.18682703542893248,Iris-setosa
+90,6.156161148928269,3.344636828487131,4.612437310038539,1.5344913055986438,Iris-versicolor
+91,6.766858544405485,3.2246241526854376,5.79677205228841,2.288360819282537,Iris-virginica
+92,5.744228989721775,2.5716945552957786,4.138998752207115,1.0656773850175454,Iris-versicolor
+93,4.400000659787949,2.890777218375615,1.406291778949584,0.19722702898434774,Iris-setosa
+94,6.67874347520129,3.2748797686247753,5.6513901119041225,2.499999562522535,Iris-virginica
+95,7.648505015519298,2.578880545288517,6.9,2.287529523480636,Iris-virginica
+96,5.215683784613251,2.7236173116479843,3.957038552257586,1.4193286865492476,Iris-versicolor
+97,4.4,3.0359912780761316,1.316535058834054,0.19823123848575416,Iris-setosa
+98,5.601028338443804,2.978948471147814,3.89017341770219,1.3072067890947472,Iris-versicolor
+99,6.034629978433229,2.61597836054504,5.011353657456272,1.62479245182455,Iris-versicolor
+100,4.695506670905671,3.4122653057853403,1.4156755972381763,0.2855187048657152,Iris-setosa
+101,6.24241201128674,2.902568230661875,4.420687912871926,1.284391269985759,Iris-versicolor
+102,6.707944900037997,3.3142975029710473,5.699263292031202,2.1382144335541162,Iris-virginica
+103,4.4000009156208035,3.0,1.4004017157980344,0.20167229398168757,Iris-setosa
+104,6.257558422446326,2.4746567715573766,4.878208050064547,1.531253755329848,Iris-versicolor
+105,5.995107862756972,2.305649209788732,4.947235167721274,1.6755940559930393,Iris-virginica
+106,5.143310884593362,3.4701069877459996,1.405086939429417,0.1930408187329914,Iris-setosa
+107,5.434346563570549,3.3790312082810567,1.7319913388325392,0.1981149385569078,Iris-setosa
+108,4.614660876169115,3.6206595152280787,1.000000421796452,0.19325213392968194,Iris-setosa
+109,6.631511721481832,2.9737860048793223,4.357882569206481,1.3726673155055573,Iris-versicolor
+110,4.4,3.141757580300802,1.2825825701911178,0.20085554192533622,Iris-setosa
+111,5.008519965469341,2.4095082630760896,2.908268456332194,1.0206836470088139,Iris-versicolor
+112,4.835826966084181,3.0,1.4162932573116476,0.1,Iris-setosa
+113,5.916040332906575,3.0,5.128483197382506,1.803304542436131,Iris-virginica
+114,6.271820227986774,2.679605382720143,5.6114915351221155,1.9422620759461036,Iris-virginica
+115,7.9,3.8193743830330598,6.396075086254858,2.039061233002373,Iris-virginica
+116,6.832068054956527,3.2085961372776244,5.7957568400357795,2.2927360090339413,Iris-virginica
+117,5.03942069508093,2.000000495351094,3.5492253890123378,0.9468645870206958,Iris-versicolor
+118,7.576120467006395,2.8165519170913424,6.602233375406812,1.940053186783374,Iris-virginica
+119,7.694391164263179,2.602568843410675,6.9,2.2873217348244403,Iris-virginica
diff --git a/iris/tab_ddpm/1_3/28/test.csv b/iris/tab_ddpm/1_3/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/28/train.csv b/iris/tab_ddpm/1_3/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/28/val.csv b/iris/tab_ddpm/1_3/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/29/synth.csv b/iris/tab_ddpm/1_3/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..60632ffa9cd3d50b55aa893ccf8bccb6ff395149
--- /dev/null
+++ b/iris/tab_ddpm/1_3/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7897266041483633,6.2984825542899685,2.0291571965169366,Iris-virginica
+1,5.951450480483986,2.6144754665268457,4.900919789699846,1.494728590730351,Iris-versicolor
+2,4.524834033172043,2.456553136034273,1.2732836863306174,0.3232798667079274,Iris-setosa
+3,5.417940274059666,3.9,1.2963368505063104,0.4730176030446599,Iris-setosa
+4,5.474603176339884,3.9,1.2842705390243982,0.4677221850322908,Iris-setosa
+5,5.765464505884172,2.7360409462361477,4.272161865576113,1.0846620945555825,Iris-versicolor
+6,4.4993589068055595,2.3480078566912637,1.2952263825364958,0.282302358899567,Iris-setosa
+7,6.1798222758246295,2.5610004098519727,5.037477680010305,1.5519472793196072,Iris-versicolor
+8,4.585314219807312,3.6310630482408475,1.0,0.19295796789845826,Iris-setosa
+9,6.545383201463682,2.5848196599908624,4.612071532599169,1.332601573366205,Iris-versicolor
+10,5.633422522204572,3.0,4.024775219485355,1.2567705328070007,Iris-versicolor
+11,5.016743759046645,3.520271126033798,1.4123657011783914,0.1999923907037241,Iris-setosa
+12,5.33782314520251,2.7461542873022666,4.2339914934805,1.372345398617848,Iris-versicolor
+13,5.517591914425137,3.8999995920117554,1.3591436681027533,0.39797409943686757,Iris-setosa
+14,6.317377130529331,2.4936809486831892,4.894566795063481,1.5194514026015737,Iris-versicolor
+15,5.092706955958982,3.6750119821065663,1.4945133788703848,0.4618907587123483,Iris-setosa
+16,4.4000006466445845,2.87623970040219,1.3473603664894986,0.1968988068755605,Iris-setosa
+17,7.724385210717484,2.595157305429373,6.9,2.308597919596685,Iris-virginica
+18,4.400000623070282,2.9248550252841663,1.3965616761232331,0.19224286033591026,Iris-setosa
+19,4.400000447793591,3.053895882322132,1.3564243331099746,0.19986005520916444,Iris-setosa
+20,5.068580992049071,3.5573593374358095,1.3919560874842025,0.20013836633677512,Iris-setosa
+21,6.02684644734897,3.358390381020499,4.540209650444516,1.605224941819336,Iris-versicolor
+22,5.576070671015862,2.946006754548767,4.354759354342675,1.4439956219912329,Iris-versicolor
+23,6.6991110807300815,3.3074339579937706,5.696363183401301,2.5,Iris-virginica
+24,6.892009832120473,3.1235589173865295,5.152080549069835,2.3293644351632556,Iris-virginica
+25,7.389653064465858,3.0,6.32447837532699,2.1185518563065773,Iris-virginica
+26,6.100929593460821,2.3624951527236506,5.09051164601384,1.500557474906164,Iris-virginica
+27,5.616969870173871,2.838191456242329,4.392901468970994,1.3058117650719994,Iris-versicolor
+28,6.354061418593493,2.305878942343583,4.487485064040682,1.3204358351208885,Iris-versicolor
+29,6.8080476802735745,3.133253956850573,5.775268396822541,2.267835024196682,Iris-virginica
+30,4.584477233962462,3.563819156895355,1.0,0.19624446178398713,Iris-setosa
+31,5.851204755880037,3.8380083537095597,1.788604948031299,0.3643346120072112,Iris-setosa
+32,5.038291003733054,3.544627149343006,1.3559330468682473,0.1946157846093176,Iris-setosa
+33,7.585228332236424,2.8771288501312084,6.61670828078228,1.9418300054014743,Iris-virginica
+34,7.645434724276143,3.0,6.656107490143156,2.0984399471160913,Iris-virginica
+35,4.875564454045175,3.061188802547312,1.4830286794441907,0.1,Iris-setosa
+36,6.191942657488458,3.3212302836936067,4.663505200907154,1.6189771078780721,Iris-versicolor
+37,6.801046439742944,3.1627189679425687,5.797464093678858,2.2821934856346537,Iris-virginica
+38,4.531047422338251,2.5456827893039646,1.3286828350289603,0.2948129720976647,Iris-setosa
+39,6.2936048875347375,2.2880597306685417,4.3702160041064415,1.3059197985018265,Iris-versicolor
+40,5.89516536396726,3.0,4.202833321076778,1.4895475766306456,Iris-versicolor
+41,4.814584412996544,3.0,1.4073200126893908,0.10000012632570594,Iris-setosa
+42,7.9,3.8068479131137605,6.3615426754940385,2.008583306224011,Iris-virginica
+43,5.093420689874686,3.5139517378699923,1.382528291218616,0.2981427391681577,Iris-setosa
+44,6.464078904095522,3.0,5.6351933448218015,1.8683454306742926,Iris-virginica
+45,6.53712117533825,3.0,4.437606378370386,1.4274360395618764,Iris-versicolor
+46,5.8895396273308736,2.7982409603614773,4.624573923441671,1.5284688346637856,Iris-versicolor
+47,7.57599458160269,2.920731409806469,6.563243646398199,1.904726006750334,Iris-virginica
+48,5.537300989418194,2.9553507972697117,3.689133500619738,1.261010168469722,Iris-versicolor
+49,4.640944622687937,3.586246886822246,1.0,0.20290460741717556,Iris-setosa
+50,6.258951521780256,3.235816447827556,4.656745599635673,1.5627737366263774,Iris-versicolor
+51,6.111911085914739,2.8495175559848707,5.533545682208684,1.741178206431735,Iris-virginica
+52,5.062428923467117,3.7152638061910648,1.4517588154325611,0.19889644234061338,Iris-setosa
+53,6.554610156642203,2.981942798374871,4.371325154393849,1.3605096662511695,Iris-versicolor
+54,6.027190508678005,2.626811017045799,5.536279003910949,1.4719357239691755,Iris-virginica
+55,5.65969933175887,2.248015014807589,3.8803464687343086,1.0960733983710371,Iris-versicolor
+56,6.1943004340982855,2.183462917728593,4.468906931696861,1.5023620632487276,Iris-versicolor
+57,6.056758300855542,2.714911331474623,5.106793085626232,1.5640350848903923,Iris-versicolor
+58,4.97203345924857,2.0,3.732221904350199,1.0436145457913528,Iris-versicolor
+59,5.185928867729164,3.4611263331001036,1.4117396195051521,0.2515827813547627,Iris-setosa
+60,6.300694691411028,2.527011782631195,4.89524240544718,1.495465827927966,Iris-versicolor
+61,5.035177119506226,3.461236827867,1.4618715867763066,0.20804043825484433,Iris-setosa
+62,4.738688486327932,3.0,1.3629689895113644,0.1,Iris-setosa
+63,4.995422317196391,2.4326832371389413,3.324157994550138,1.035038298105303,Iris-versicolor
+64,6.769241326193454,2.7455036889222817,4.740395581257886,1.3834565426014827,Iris-versicolor
+65,6.914751637584391,3.1672285005889194,5.284779693653949,2.337037058532561,Iris-virginica
+66,6.675818823381462,3.0879434170796407,5.407393650902606,2.015275814328477,Iris-virginica
+67,5.448486072141761,3.393349154735405,1.6823316463674431,0.47667868135174485,Iris-setosa
+68,5.031957716542856,3.401435064990202,1.7983567797140014,0.46114219312013704,Iris-setosa
+69,6.0319015371182605,2.6893681077772906,5.098712814511918,1.5698943202811737,Iris-versicolor
+70,6.4825995896696105,2.961803363533662,4.292120289725604,1.3615540184112012,Iris-versicolor
+71,5.551909591384275,3.76705538977766,1.841793817626946,0.2896441452613148,Iris-setosa
+72,6.883384853090983,3.147061173215011,5.317878902831703,2.3071212406377466,Iris-virginica
+73,6.274250697041736,2.5117468635751634,4.91065325329899,1.5029065880985124,Iris-versicolor
+74,6.895787097944438,3.093439920172098,5.339526163707191,2.3005438209547986,Iris-virginica
+75,7.899998391002156,3.804846148618556,6.429398190115527,2.011645841996919,Iris-virginica
+76,5.830423102410382,2.9697450001034014,4.624825849588928,1.4995281424636235,Iris-versicolor
+77,4.628902454568811,3.609166215704624,1.0000003859790088,0.20335664629969927,Iris-setosa
+78,6.156981915475335,3.2574069731643553,4.600280454712031,1.5423277652128689,Iris-versicolor
+79,5.717904750796946,2.8511465620472407,4.089917155050544,1.1737566044277026,Iris-versicolor
+80,5.944000516539437,3.0,4.210753109844466,1.470458317987411,Iris-versicolor
+81,6.330183529224091,2.252182321216046,4.4088530755433855,1.3224826785184187,Iris-versicolor
+82,6.923512870109045,3.0557336571597684,5.399014695775919,2.2378287115914266,Iris-virginica
+83,4.400000758060107,3.0,1.3835579119454255,0.19710146843588872,Iris-setosa
+84,4.992383420368094,2.487152953996017,3.4746234098102997,1.055772650486023,Iris-versicolor
+85,6.532733171482966,3.0,4.330222276572079,1.3712094766674296,Iris-versicolor
+86,5.873907528202618,2.6706658504082865,4.1760636129399735,1.0356927681394055,Iris-versicolor
+87,6.223746129111069,2.2141951888551463,4.402646030666194,1.4229497550429528,Iris-versicolor
+88,5.821074143963454,3.216021306155557,4.543213649931806,1.5460388113167987,Iris-versicolor
+89,6.3529427025920295,2.856011412023012,5.631110643215226,1.760346519857737,Iris-virginica
+90,6.235137720851976,2.201884128491043,4.520769344099512,1.4859719020866557,Iris-versicolor
+91,6.667166772376361,2.456769951692319,5.778334800320885,1.7742443746246,Iris-virginica
+92,4.928971935298123,2.444217288199406,3.317654673406788,1.0536805734506067,Iris-versicolor
+93,4.900833585509042,3.4424292152454106,1.4942724211428866,0.19729186259342657,Iris-setosa
+94,6.004112132542079,2.7942766247238375,4.496656209251005,1.186950842463387,Iris-versicolor
+95,6.757166598858233,3.29903521559321,5.744424118477955,2.1062867893801225,Iris-virginica
+96,5.6176233045375525,3.800045557480367,1.887911168488105,0.28932726645674584,Iris-setosa
+97,6.057218495599119,2.327878166331466,5.051320949443196,1.6152799037772854,Iris-virginica
+98,5.013680322031958,2.0000013172387696,3.5584843638403085,1.008739178879729,Iris-versicolor
+99,6.8906349210711415,3.1934727816055157,5.908482245179227,2.268662321751948,Iris-virginica
+100,4.575279950692152,3.6116233159489872,1.0,0.19396795016664992,Iris-setosa
+101,4.639412827523035,2.674633012064692,1.3255276629101407,0.26670600947697937,Iris-setosa
+102,5.761469585817599,2.917226902668207,4.330778120707201,1.3027128656252196,Iris-versicolor
+103,6.56877839437937,3.137914380821285,5.105218200029572,2.042012099471718,Iris-virginica
+104,5.624622350545884,2.963987976107531,3.6873783430566935,1.3080769783830433,Iris-versicolor
+105,7.8999979906567175,3.7875474099339352,6.401163816156352,1.9840812334593474,Iris-virginica
+106,6.353531797951283,2.386342270557439,4.6496171773820665,1.3648787710268728,Iris-versicolor
+107,7.238695949225987,3.0,6.296509649860057,2.1349555034178485,Iris-virginica
+108,5.322442856058248,2.5382437440085543,4.0565628538304965,1.1853307152695196,Iris-versicolor
+109,6.621272994347001,3.0,6.013356257216982,2.2611323162214774,Iris-virginica
+110,4.827797959102131,3.0,1.4236226973141655,0.1,Iris-setosa
+111,6.295069008653648,2.2440536335097425,4.44961221701952,1.3796685410652483,Iris-versicolor
+112,5.501334033174319,2.9091724251380406,4.159537342653762,1.3695819171817998,Iris-versicolor
+113,5.035199559791176,3.4966710829606096,1.3753341299515034,0.2173344669580499,Iris-setosa
+114,7.078580194697793,2.931970912442566,6.031624916125862,1.8601322020641557,Iris-virginica
+115,5.533390856540855,2.431249594841676,3.6651572228718643,1.0207824239223122,Iris-versicolor
+116,7.615377885653227,3.0,6.638837596194882,2.089573728810452,Iris-virginica
+117,6.443728195660636,3.1648298302800066,5.11075377458306,1.9287926939467281,Iris-virginica
+118,5.838530270362247,2.8965728915415383,4.2291934404097615,1.3394321904864879,Iris-versicolor
+119,4.840301957035207,3.0,1.4077569385859512,0.10000012662298655,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/29/test.csv b/iris/tab_ddpm/1_3/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/29/train.csv b/iris/tab_ddpm/1_3/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/29/val.csv b/iris/tab_ddpm/1_3/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/3/synth.csv b/iris/tab_ddpm/1_3/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9451acbd99a8fe924cb47c083f0f0d8aea60ff99
--- /dev/null
+++ b/iris/tab_ddpm/1_3/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.956146497876308,3.1746205803596057,1.4377560768215656,0.19426272862268368,Iris-setosa
+1,4.511538159257414,2.3337315399369976,1.3086194894431622,0.29555862578888553,Iris-setosa
+2,6.80571416899087,3.1672394747618293,5.526160718196192,2.213904824416095,Iris-virginica
+3,4.400000761993237,2.9756652017867227,1.3431703251787144,0.1954195617770384,Iris-setosa
+4,7.899998973696962,3.7970093935478704,6.483498441883053,1.997176661194655,Iris-virginica
+5,6.170026519111447,2.2720263196543815,4.480820489647391,1.4841945910985408,Iris-versicolor
+6,4.4,3.241510285552192,1.2956926706998777,0.2025222022789412,Iris-setosa
+7,6.133893090829175,2.956250171781227,4.6862809972151425,1.504411389926105,Iris-versicolor
+8,4.990982237932162,2.0,3.5906887765340088,0.8550110363269534,Iris-versicolor
+9,7.8999978422269415,3.7838647847823914,6.348036948522438,1.9797112337008784,Iris-virginica
+10,5.397403851639224,3.899999100086572,1.30454969728537,0.4742656228249625,Iris-setosa
+11,6.097572463984108,2.682780565774457,5.0097875692645975,1.5922893369021882,Iris-versicolor
+12,5.6919255634289065,2.5129125962078303,3.9490605029143504,1.0127319918935618,Iris-versicolor
+13,5.410982244820071,2.971371767398961,4.22695535154555,1.4200430603068668,Iris-versicolor
+14,5.9798902704338905,2.4995656402848283,5.537197151610902,1.4245011843683308,Iris-virginica
+15,4.6174583138762575,3.6026269941720175,1.0000023363365902,0.2123823785068464,Iris-setosa
+16,4.400000509731345,3.0,1.3339840326300694,0.20287016747513645,Iris-setosa
+17,5.649810174611031,2.8648954525920542,3.709617391545165,1.3018676662679116,Iris-versicolor
+18,6.766359246750409,3.1511570490212097,5.312973131270034,2.2880961773030357,Iris-virginica
+19,4.593793312710836,3.6499493961613485,1.0000004554314637,0.19608155975217445,Iris-setosa
+20,6.140863833006108,2.926540256587811,4.499492184593711,1.2757881846539187,Iris-versicolor
+21,6.294531653128664,2.442902138312303,4.899890546232037,1.5212073949825835,Iris-versicolor
+22,5.416579048348542,3.8999996450943772,1.256191527232184,0.4985284813259938,Iris-setosa
+23,5.414589402704407,3.4085941274561904,1.4795036116904843,0.20106094473155345,Iris-setosa
+24,5.941478672594313,2.584223301414692,4.789355597387873,1.5231305528175194,Iris-versicolor
+25,4.604749850309509,3.582590408752597,1.0000007305355487,0.2041839777080069,Iris-setosa
+26,5.006042258766536,2.0,3.394111928788938,0.9740539759582925,Iris-versicolor
+27,5.659894970187703,3.0,4.360115301684528,1.4778437742505297,Iris-versicolor
+28,5.607301205168586,2.919858944335719,4.526985711750282,1.4985225906967308,Iris-versicolor
+29,6.784417122146979,3.1880978200731733,5.282951752196743,2.3076328005279674,Iris-virginica
+30,7.701543366271155,2.612882621983494,6.9,2.333034881160742,Iris-virginica
+31,4.872527338601897,3.0794365894974445,1.4822932055540359,0.10000009567834846,Iris-setosa
+32,5.048566706994645,3.5345732329489836,1.4012984892895324,0.20994575811719599,Iris-setosa
+33,5.255721502645229,3.3336319060678696,1.4307588496583399,0.19859869529421773,Iris-setosa
+34,5.3671521544513325,3.4260041551111953,1.4809706412425971,0.37442348492773747,Iris-setosa
+35,6.7172927691595685,3.3520801347236002,5.717116152118463,2.5,Iris-virginica
+36,4.615460316619581,3.588597894954849,1.0,0.1925966963114269,Iris-setosa
+37,6.069187860140706,2.8057770109182996,4.301453815182933,1.2378766131535266,Iris-versicolor
+38,4.982325195225343,2.0,3.5606406505667794,1.022168596775902,Iris-versicolor
+39,7.9,3.816964184962672,6.461712348413034,2.0122663058651034,Iris-virginica
+40,5.820698074851528,3.0,4.407304768578983,1.5139905458726364,Iris-versicolor
+41,5.778370392778302,2.913983385309342,4.457570266830329,1.3229856705804404,Iris-versicolor
+42,4.9919456276577545,2.0000005822797817,3.4375724035287356,0.9665189563456091,Iris-versicolor
+43,5.701848498253949,3.073237252124499,4.261280548627628,1.3510566197787472,Iris-versicolor
+44,4.983823307774743,2.0,3.421598422531175,1.0442842657009952,Iris-versicolor
+45,5.751967462074635,2.729424208060561,4.24444892639127,1.2329960789596237,Iris-versicolor
+46,5.807011376496246,2.6628430180408467,4.222085945814974,1.0117792921228366,Iris-versicolor
+47,4.944407522668009,2.000000663695645,3.505454420086025,0.8979309409842517,Iris-versicolor
+48,5.364612308778427,3.3977466851334817,1.4868164431706647,0.3358051871067714,Iris-setosa
+49,4.4,3.1535800096710034,1.275592791176022,0.2000785228188753,Iris-setosa
+50,6.1432168742563364,3.3871531038821567,4.566899532806374,1.6026393606454807,Iris-versicolor
+51,6.04364781915162,2.712514713903367,4.99241674636706,1.516739290381434,Iris-versicolor
+52,7.461529684584235,2.9238043670887177,6.473855147347194,1.9344442995832212,Iris-virginica
+53,6.683918549846138,3.0865347046826694,4.6105732162426865,1.4668010745798468,Iris-versicolor
+54,5.965667142055768,2.725402938035556,4.452633265793208,1.1134797080740333,Iris-versicolor
+55,6.807247971513797,2.9914370686286054,5.671618270509407,2.0171649381750214,Iris-virginica
+56,6.322420153370435,3.2127898321445802,4.607510453433286,1.5118024898042624,Iris-versicolor
+57,6.289211971428802,2.4240196184400564,4.685741985899372,1.3895560439101984,Iris-versicolor
+58,5.756517695352489,3.0,4.26769061512043,1.4779774063651359,Iris-versicolor
+59,6.511429654432716,2.9974848698279057,4.3656076746562595,1.3452487266350828,Iris-versicolor
+60,5.419767482570422,3.3844295207010795,1.4986707070489242,0.19385413534254575,Iris-setosa
+61,6.579332928952359,2.615859900401843,4.777512416218234,1.4622405882104137,Iris-versicolor
+62,5.005825105565385,3.4384324484459143,1.4497841013054964,0.19513029568653517,Iris-setosa
+63,5.079954782082608,3.650581994577812,1.4861118586015194,0.45047510350946185,Iris-setosa
+64,4.900525029213346,3.1391595869660582,2.0274948375470556,0.1,Iris-setosa
+65,5.768311174754968,2.7827487758562564,4.532141746463913,1.2429311235377152,Iris-versicolor
+66,5.354380802845759,3.7043946783342827,1.491057522474638,0.22778734497886816,Iris-setosa
+67,7.690246175538687,2.611271634200297,6.899998700005116,2.3040771471004806,Iris-virginica
+68,6.909430098852668,3.0,5.4816551668199205,2.1808727990545487,Iris-virginica
+69,5.118071914711403,3.5102537694396685,1.4130981398694067,0.19825268619255504,Iris-setosa
+70,4.555509385647769,3.566110525758871,1.0,0.20703541791938668,Iris-setosa
+71,4.959237811318928,3.41902426813233,1.4984307741339606,0.36957439096146694,Iris-setosa
+72,6.328644159776511,2.37725032495315,4.357576196470295,1.3097439982322863,Iris-versicolor
+73,7.697903508226677,2.570480063602506,6.9,2.320875092456287,Iris-virginica
+74,7.542338262263243,2.8025003042154637,6.562278712734396,1.8673157716809432,Iris-virginica
+75,4.600524916869293,3.6077627611290666,1.0,0.20673534744256958,Iris-setosa
+76,5.851605185923484,2.7699567606036477,4.49254730821221,1.1892019117606094,Iris-versicolor
+77,6.301574199132492,3.3089915142993127,4.61904923693355,1.629863675388182,Iris-versicolor
+78,4.579461255821502,3.400402316901849,1.383935768258406,0.32980753490691894,Iris-setosa
+79,4.780337690607772,3.476226202571196,1.4102989808463553,0.28848633788195926,Iris-setosa
+80,7.116254550712867,3.0,5.901122508877706,2.1341240993296933,Iris-virginica
+81,4.500785326294618,2.2515983311024184,1.2953764741067146,0.29186657879994227,Iris-setosa
+82,6.07679080024379,3.364236291933714,4.533039176462731,1.588996317446997,Iris-versicolor
+83,7.9,3.8270554724659456,6.4039298962460585,1.984377185244738,Iris-virginica
+84,7.716911147617109,2.863875346446462,6.661234365843971,2.025123970842208,Iris-virginica
+85,4.8789640671444525,3.026385516135724,1.4374960983264957,0.10000015631827772,Iris-setosa
+86,6.212674267528068,3.175143934052157,4.595039303037044,1.5596559571050927,Iris-versicolor
+87,4.957084268702149,2.0,3.412752119941099,0.8783948433727025,Iris-versicolor
+88,7.696709016377055,2.6300581402179164,6.899996781376012,2.3214796270779554,Iris-virginica
+89,6.278526774399384,2.295041865691786,4.423942089913398,1.2542944039685708,Iris-versicolor
+90,6.182030530206039,2.1642236746671983,4.487800553320269,1.4811794072804,Iris-versicolor
+91,5.622404994594859,2.712696450786026,4.463568683763585,1.2199081665074698,Iris-versicolor
+92,5.412553093169555,2.5849804460692027,4.222494408734539,1.2863926951335611,Iris-versicolor
+93,4.8081826357177455,3.0,1.3814599063473714,0.1,Iris-setosa
+94,6.697655513904762,3.0585553642462178,4.653492319567282,1.491684363835525,Iris-versicolor
+95,5.991489464307401,2.7518524637280914,5.372699588491047,1.7850918741064803,Iris-virginica
+96,6.938480772970197,3.147433573736784,5.218439370217676,2.302837651400891,Iris-virginica
+97,6.127369513798119,3.045296144009529,4.3938279147236345,1.5042997991337206,Iris-versicolor
+98,4.953545617887088,3.039312448350923,1.4003980841699806,0.19567887174437681,Iris-setosa
+99,5.295209088214002,3.3679932573670475,1.4547681678570488,0.19092126914337162,Iris-setosa
+100,5.854058588731637,3.192489947178638,4.527247464391603,1.481315622749737,Iris-versicolor
+101,5.41841433808377,3.4022244974446707,1.5503753119254875,0.29464384908459207,Iris-setosa
+102,6.2267366084853695,2.3461326015063704,4.768115547606856,1.5083971651615316,Iris-versicolor
+103,7.574378526095682,3.0,6.513001022499586,2.102317915874451,Iris-virginica
+104,6.938670153098618,3.057183378040577,5.051577564938302,2.2735277406052,Iris-virginica
+105,4.509989963662554,2.345805316923512,1.3117217770892138,0.333262823767237,Iris-setosa
+106,6.4481086067504485,2.9746733464143444,5.5965160966450425,1.7657691727699958,Iris-virginica
+107,4.855246687623552,3.0,1.3994326503033259,0.29452591827503294,Iris-setosa
+108,5.3656187153380674,2.6320914721482196,3.6184855844451502,1.3474976235513478,Iris-versicolor
+109,4.825116883852056,3.411603565276221,1.7189481162402682,0.1989396294119007,Iris-setosa
+110,5.443351970112903,2.5847778526355976,4.3967829919221755,1.1575955780103466,Iris-versicolor
+111,6.232418131994859,2.2791101703936425,4.690961532061904,1.4949548755657838,Iris-versicolor
+112,6.201379282845415,2.903962932329539,4.692791238245614,1.4787015483928354,Iris-versicolor
+113,6.654848944319504,3.3208223882077235,5.667055585839036,2.49999960034285,Iris-virginica
+114,7.016617872092615,3.1640930981181996,5.986261874415927,2.2497223540928575,Iris-virginica
+115,6.222550575382791,2.882926593208762,4.133529074724154,1.1930290178604481,Iris-versicolor
+116,4.88138387554953,3.0242440777303914,1.4574614548154008,0.1,Iris-setosa
+117,5.225551290460466,2.58786667983163,3.2910179141576887,1.195928300656242,Iris-versicolor
+118,4.4,3.1098393827648687,1.31016586219873,0.21016142280840946,Iris-setosa
+119,6.184999345397118,2.1953724953677454,4.429078639855439,1.4535892833074782,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/3/test.csv b/iris/tab_ddpm/1_3/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/3/train.csv b/iris/tab_ddpm/1_3/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/3/val.csv b/iris/tab_ddpm/1_3/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/4/synth.csv b/iris/tab_ddpm/1_3/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cf0b62b4f57da1742789c946d81471d3d27c460f
--- /dev/null
+++ b/iris/tab_ddpm/1_3/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.818124172096487,3.0439336471834713,4.535359274940729,1.472491829668531,Iris-versicolor
+1,7.45959301180808,2.8916336884813174,6.451076761946443,1.821543940226914,Iris-virginica
+2,4.637610506029925,3.584804981130747,1.0000007342402601,0.20634439242591138,Iris-setosa
+3,7.293668826477895,3.0,6.289173094257074,2.0483934864956628,Iris-virginica
+4,7.899998895061438,3.8107156485441154,6.418286257067351,1.9870690581059505,Iris-virginica
+5,6.171614591693662,2.559996974799955,4.988859526919144,1.5325104475905282,Iris-versicolor
+6,6.376407047561996,2.5643102719350135,4.952760837500639,1.5118938659880272,Iris-versicolor
+7,7.899996342163007,3.7761473108183448,6.305084591803465,2.032406926145246,Iris-virginica
+8,4.702711717006124,3.450635512977775,1.396068636828658,0.3891793849086015,Iris-setosa
+9,5.989010457019774,2.8662354933692775,4.596916015771164,1.4939416573379007,Iris-versicolor
+10,4.9278781019364475,3.499089635900657,1.4106805715876733,0.2112424977022164,Iris-setosa
+11,7.735169962825144,2.580003921216186,6.9,2.2579865909027923,Iris-virginica
+12,6.711495004601899,3.144809781713794,4.720880902445206,1.509711237499509,Iris-versicolor
+13,4.755278253716937,2.9619131833932766,1.382531504529568,0.29599700184911276,Iris-setosa
+14,4.9813033245131315,2.0,3.341251456256689,0.8470323169555032,Iris-versicolor
+15,5.833340642317394,2.731207596600773,4.744473120445486,1.5556779370346667,Iris-versicolor
+16,5.957742495485722,2.6740649143103097,5.036160876952396,1.601041157583221,Iris-versicolor
+17,7.701006752598198,2.587062846514406,6.9,2.301355754948656,Iris-virginica
+18,5.814986122712306,2.668984407713713,4.015569636401034,1.068459345586368,Iris-versicolor
+19,4.8233026309976585,3.0,1.4085488640146304,0.1,Iris-setosa
+20,4.825992223394247,3.0,1.4077579566597072,0.1,Iris-setosa
+21,6.281077575932436,2.271929524088516,4.412859906777334,1.303740689994327,Iris-versicolor
+22,6.300451752859853,2.427109987577827,4.781910503445447,1.4980092849438709,Iris-versicolor
+23,5.4115422149442525,3.396398731027089,1.5648268904102733,0.3562062728756688,Iris-setosa
+24,4.967606382736065,2.0000009479473553,3.534396420704345,1.0936291939651315,Iris-versicolor
+25,5.993238501931012,3.3040565920141716,4.375884496327618,1.548050900652748,Iris-versicolor
+26,5.851436528651289,2.624146396372172,4.456175343723548,1.167815896270743,Iris-versicolor
+27,4.589370545281536,3.626625699638487,1.0000003914952194,0.1957572993661345,Iris-setosa
+28,7.584411283776882,2.8173223216504537,6.5973380899871845,1.9635569676281381,Iris-virginica
+29,6.3527257157309105,2.3999033805972494,4.833967262899348,1.4855534200691614,Iris-versicolor
+30,4.800334703704091,3.0,1.405005481168955,0.1,Iris-setosa
+31,4.494449917574064,2.292435178421452,1.3413707981367524,0.29613280895944305,Iris-setosa
+32,6.483358634941508,2.98268451927761,4.330955466305346,1.36547048146449,Iris-versicolor
+33,6.223558296896293,2.510080271062584,4.460854255934341,1.2367900376581902,Iris-versicolor
+34,4.915682648713246,3.051072792412545,1.4154657250473404,0.20850661756286767,Iris-setosa
+35,6.095070158620309,2.5505318922060933,4.363622463579608,1.2559248505004048,Iris-versicolor
+36,7.639816039344504,2.9729967067968732,6.615709162516884,2.049514867377526,Iris-virginica
+37,6.321472502587773,3.4306967295157076,5.589870303888677,2.4143504247442187,Iris-virginica
+38,4.7394495600617566,3.3620422749465395,1.495595934107184,0.19106366637863093,Iris-setosa
+39,6.129103885266763,2.5203671669429037,5.545246000713995,1.457544418199022,Iris-virginica
+40,7.4311999593850055,3.0,6.4264638080162335,2.082228149325642,Iris-virginica
+41,7.156087917678457,2.967578829871421,6.082058956396557,1.8633197783608695,Iris-virginica
+42,6.198812779612765,2.208830885790664,4.481700914694408,1.4946974487514373,Iris-versicolor
+43,5.632773339536076,2.8846038449436002,3.9049005949392366,1.2870182802733794,Iris-versicolor
+44,5.081739206149145,3.799272799880025,1.4961167997278797,0.20097718634692116,Iris-setosa
+45,4.956795290276687,3.4900613468458026,1.46960417683668,0.19917431237359753,Iris-setosa
+46,4.4,2.9163436881694227,1.4023811869587903,0.20210914827332416,Iris-setosa
+47,6.197546304023414,3.2276560529589635,4.503218718081216,1.4778394817192273,Iris-versicolor
+48,5.399900191114272,3.421551979807887,1.4982061524484538,0.19367001070761564,Iris-setosa
+49,7.9,3.8086355785176003,6.444483625024874,2.0160169569048447,Iris-virginica
+50,6.9622028365028426,3.1261961467568256,5.105104488554665,2.308700209923999,Iris-virginica
+51,5.38600462550925,3.736493673114248,1.5680790259575328,0.39385938169062096,Iris-setosa
+52,7.899996423976751,3.7706003893786,6.320804724186091,2.0172185827372813,Iris-virginica
+53,4.619501621956304,3.5860649462384218,1.0000004127445459,0.20320691583519965,Iris-setosa
+54,6.315064618124408,2.3090116511656693,4.475829614736913,1.315694696700272,Iris-versicolor
+55,5.9935703941886675,3.1508449840907904,4.364517371950776,1.5511575914577853,Iris-versicolor
+56,6.724636638736913,3.2789599174784874,5.678429481538844,2.147608340515751,Iris-virginica
+57,5.578221106172542,2.8022468521485955,3.7450934300596335,1.3022648525647786,Iris-versicolor
+58,4.853755085688961,3.0,1.4190097821022034,0.10000012991305346,Iris-setosa
+59,6.169169645610017,2.2920282751336822,4.204274335617943,1.2906746909068196,Iris-versicolor
+60,6.016671423266361,2.228853616212703,5.043290783499319,1.5198127201567975,Iris-virginica
+61,5.6560690651348535,3.775929168724858,1.5233461975029277,0.28836917315118904,Iris-setosa
+62,4.699463308926321,3.4216128877596113,1.4024637668056974,0.29363930719825676,Iris-setosa
+63,5.981418068754095,2.9063127964878666,5.391611550974888,1.8864987021426842,Iris-virginica
+64,5.556403411901597,2.4933966010314146,3.8703975175561904,1.0913382249249275,Iris-versicolor
+65,6.75849222792245,2.711366765727239,4.943359073792169,1.4178571437100083,Iris-versicolor
+66,6.383601680917684,2.984165587335024,5.525296026066198,1.7588393926197508,Iris-virginica
+67,6.349448443189563,2.3797078939442153,4.507638925558688,1.3194414171955882,Iris-versicolor
+68,5.650698564391474,3.7895861104868236,1.7713789016526715,0.3055846385125747,Iris-setosa
+69,6.727240563788719,3.2730019100825016,5.740927894199984,2.2330138354817683,Iris-virginica
+70,6.526594918616968,3.1866622860803946,4.786583121453262,1.5293533329732163,Iris-versicolor
+71,5.446751744775504,3.7188646807593355,1.5403628685161215,0.20603374944147673,Iris-setosa
+72,5.010562546090981,3.46993402751291,1.4036547838177038,0.23467164466761417,Iris-setosa
+73,4.867726169957403,3.0,1.3995218853981066,0.2807831251749102,Iris-setosa
+74,5.409279221143278,3.3808760520729617,1.4963409583142888,0.29655523708436454,Iris-setosa
+75,5.174444558684456,3.637646114878345,1.7430845753649162,0.40596674633259977,Iris-setosa
+76,6.611595313915831,2.9874394970627156,4.342853567191487,1.3740425687874593,Iris-versicolor
+77,5.161523486359777,2.6442691654321435,3.810980571536049,1.3703324837237374,Iris-versicolor
+78,6.699765961652339,3.261057935572924,5.6561071092568405,2.034479161844392,Iris-virginica
+79,6.167372829570431,2.4558002452994905,4.375508037008057,1.3029553574232544,Iris-versicolor
+80,5.7948331816267356,2.7234441170514363,4.576447364816464,1.2130692573157873,Iris-versicolor
+81,6.716019511911776,3.321672044031123,5.723718611811822,2.5,Iris-virginica
+82,6.688333386365818,3.30897618979208,5.676357952752565,2.5,Iris-virginica
+83,5.336101745123527,3.3873202008596244,1.4548170905628983,0.20050828368003665,Iris-setosa
+84,7.9,3.8154023475043646,6.453054515775171,2.0178243074158337,Iris-virginica
+85,6.2889511352539795,2.5002708964322373,5.005678322741197,1.8340089910003015,Iris-virginica
+86,7.705091898572198,2.580940645326029,6.9,2.3055644738459304,Iris-virginica
+87,5.081689708298428,3.8222561485575897,1.5635568698565392,0.18581137719012042,Iris-setosa
+88,6.806113995962528,3.1989965377092,5.784762769960462,2.31206022231902,Iris-virginica
+89,6.207878407584508,2.6832302867167135,5.630965200860016,1.5617729289920936,Iris-virginica
+90,7.664027933506752,2.5925514471135243,6.9,2.309667983574197,Iris-virginica
+91,5.462573608539098,2.3563469987551713,3.8060612919448786,1.0436115087898639,Iris-versicolor
+92,5.8464753547335215,2.7751959398360944,4.2338835405636015,0.9362071915251469,Iris-versicolor
+93,5.154935468493016,3.6758696543963114,1.4357393098767037,0.21132384395937398,Iris-setosa
+94,5.6313774343873995,2.503764938341838,3.8877368379333483,1.0972139396571654,Iris-versicolor
+95,5.1550200791495335,3.391237009468484,1.4715460842694368,0.4798326377338137,Iris-setosa
+96,7.9,3.804247705953022,6.4340517518641045,1.9784597567718094,Iris-virginica
+97,5.820981119857093,3.0,4.450226050205402,1.5231845613405304,Iris-versicolor
+98,5.006176458593537,2.000001016834421,3.6807463273430345,1.0507720915869168,Iris-versicolor
+99,5.565973799367064,2.6094594034325103,4.305133575116652,1.1543101531904914,Iris-versicolor
+100,5.326973799753432,2.6426646873667923,4.226206552274474,1.3189446154714695,Iris-versicolor
+101,6.302960187602149,2.6405431510818564,5.668462114538646,1.5203738509879743,Iris-virginica
+102,4.4,3.0,1.3580807032844782,0.20040212282487382,Iris-setosa
+103,4.6076344305670505,3.5945923242539006,1.0000005488413435,0.19005151324754688,Iris-setosa
+104,5.038927760121487,3.6357662431600835,1.4053541558606988,0.19881351816795412,Iris-setosa
+105,4.4,2.9380218482460694,1.39498404724019,0.1961636102266326,Iris-setosa
+106,5.830422403960234,2.919373527841546,3.99196848359672,1.415639882637077,Iris-versicolor
+107,4.832130872511155,3.0424780368450564,1.45846222844924,0.10000013825350859,Iris-setosa
+108,6.0953314651622295,2.3013718120278295,4.977027062757762,1.7076896066986669,Iris-virginica
+109,6.7326364080501016,3.3050860166817912,5.733015103973785,2.2165830486713842,Iris-virginica
+110,6.270340332353992,2.338597740581416,4.388250227988068,1.2477761877011306,Iris-versicolor
+111,6.709784419222567,2.7975176193093274,4.811598336144159,1.4262001185512447,Iris-versicolor
+112,4.400002016275449,3.0,1.383916699496972,0.20246199550818772,Iris-setosa
+113,6.417356818575438,3.046738364742136,5.216775511244941,1.8406143039809373,Iris-virginica
+114,6.6684135478969395,3.130242995853685,4.679939831646441,1.528664164148402,Iris-versicolor
+115,6.124561626302794,2.5542596561462596,5.62106886474096,1.4198465047945092,Iris-virginica
+116,6.795446712378996,2.7526999468534386,6.078489516137959,1.7172598700326938,Iris-virginica
+117,7.698539959412907,2.56869131685423,6.9,2.307998176274018,Iris-virginica
+118,6.7730271515261755,3.247019227453623,5.860658779779497,2.3226290775988527,Iris-virginica
+119,5.562914928422358,2.511419439078724,3.8715284779775314,1.0785905503593896,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/4/test.csv b/iris/tab_ddpm/1_3/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/4/train.csv b/iris/tab_ddpm/1_3/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/4/val.csv b/iris/tab_ddpm/1_3/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/5/synth.csv b/iris/tab_ddpm/1_3/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ad88b8ee494618585a5a042bb57ecd4174272203
--- /dev/null
+++ b/iris/tab_ddpm/1_3/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.737670065349406,2.9898801250314055,3.86792734411402,1.4434632591544687,Iris-versicolor
+1,4.852947855193931,3.0,1.4415688485275935,0.10000013688643443,Iris-setosa
+2,6.27392775957047,2.3407799104478006,4.763954926797785,1.5001639100842834,Iris-versicolor
+3,5.459957841459388,2.621864821356982,4.394718436340121,1.2619917255142636,Iris-versicolor
+4,4.7678778357243505,3.3766677243292063,1.6506880462351559,0.2017816318208728,Iris-setosa
+5,7.058174730534503,2.576441131518719,6.220596773363767,1.8721916676187889,Iris-virginica
+6,5.6691698068476155,2.7311250736568398,4.495920917675372,1.243917912837544,Iris-versicolor
+7,6.898706597439236,3.119456717233086,5.248084021951696,2.315800126748032,Iris-virginica
+8,7.431259827692382,3.0,6.431563317214675,2.088843822510121,Iris-virginica
+9,5.910613636778351,3.436748954633244,4.498449911348863,1.6176196663108553,Iris-versicolor
+10,5.625811656756593,2.397862323930993,3.928819640888826,1.0886848449326127,Iris-versicolor
+11,4.9269398807537925,2.4371337996747626,3.191496862146641,1.0440479020899966,Iris-versicolor
+12,5.997695072144615,2.1849738158166074,5.053346361932027,1.4869329041443233,Iris-virginica
+13,5.2014667638793375,3.497653065992568,1.4935437798563374,0.19016326111748538,Iris-setosa
+14,5.337489514344144,3.4420939251889977,1.554954601307672,0.20810881723277583,Iris-setosa
+15,5.777376834110275,2.831445572500835,4.669600149878987,1.5074875967966166,Iris-versicolor
+16,6.251184492585197,3.3359931019581537,4.626969303172552,1.5936189288671954,Iris-versicolor
+17,5.835957541617622,2.8898228224813547,4.613123310518069,1.3123968584835306,Iris-versicolor
+18,6.665074460131001,3.3012099020336354,5.699392769871686,2.4999994199873736,Iris-virginica
+19,6.694010032707944,3.1493913987677886,4.758827716146649,1.4944078655218753,Iris-versicolor
+20,6.751707436621298,2.8773090044071616,4.726202199185093,1.4074441995115083,Iris-versicolor
+21,5.879389323249302,2.685037163787204,4.226796209561553,1.112368250420132,Iris-versicolor
+22,4.4,3.1776668931815806,1.316866104028937,0.19777595097093081,Iris-setosa
+23,4.974259135813527,2.0000004563408034,3.312582448156204,0.9483486715558431,Iris-versicolor
+24,6.938621243199431,3.108796089325307,5.097003741990103,2.2522742733854435,Iris-virginica
+25,4.400000622637053,3.179679856447631,1.2811527370393894,0.2040940563826679,Iris-setosa
+26,4.8940085541079785,3.019814854099883,1.458277226663659,0.1,Iris-setosa
+27,4.979235701828652,3.6157496476236797,1.4010446027909427,0.19120422625417732,Iris-setosa
+28,6.40791096842972,3.2203026616232044,4.620728622379579,1.5412767255068347,Iris-versicolor
+29,6.44905521061487,3.0,5.67796213148756,2.073502541186259,Iris-virginica
+30,6.184248112338824,3.0,5.326463727631579,1.7379008192284184,Iris-virginica
+31,6.815036123675321,3.021877246287532,5.2372399805350325,2.2092268596408844,Iris-virginica
+32,4.999862800648942,3.516606987815871,1.3795732704138082,0.2135743713267455,Iris-setosa
+33,6.033587718818104,3.284581415207712,4.340783276291138,1.5533971412904566,Iris-versicolor
+34,6.672676108264512,3.0,5.777988269743569,2.161241386327205,Iris-virginica
+35,4.4000005578736685,3.0,1.3955142199095962,0.20573699700724207,Iris-setosa
+36,5.068967000095824,2.5590297328039777,3.6174122623662877,1.3189371105018164,Iris-versicolor
+37,6.728942224963408,3.2210089059660985,5.79756463252131,2.2962527074083465,Iris-virginica
+38,4.611045050002524,3.5896145179190424,1.0000004678985017,0.19935882519059922,Iris-setosa
+39,5.567311708993447,2.3655377141996325,3.7864410993245246,1.0624103586017286,Iris-versicolor
+40,5.646068536411655,2.613482971140695,3.996830766355127,1.040564766871859,Iris-versicolor
+41,5.002484215995922,2.0,3.548932322542886,1.008209031864163,Iris-versicolor
+42,6.641587541152253,2.5058536817023316,5.7648474059897294,1.7879484786654376,Iris-virginica
+43,6.516169976613894,3.2869767342955174,5.756542193017968,2.3597689453934794,Iris-virginica
+44,6.739624738961799,2.986628225115683,4.722007648104632,1.4454289179926076,Iris-versicolor
+45,6.167814335855948,2.6641113154093254,5.0480651249284465,1.5842770088126281,Iris-versicolor
+46,5.4272920520797046,3.401273627871281,1.945198000599799,0.20354620945466617,Iris-setosa
+47,5.264622294352134,3.400151792403234,1.4032826737506812,0.194388171029531,Iris-setosa
+48,5.129712331217312,2.51318083496718,3.133333892239671,1.139703268113678,Iris-versicolor
+49,4.573611822257905,3.570530176979149,1.0000003846764915,0.194539850827323,Iris-setosa
+50,6.006885658704772,2.206235779008849,4.975007115168917,1.481547505385652,Iris-virginica
+51,5.559960242897373,3.780865103558881,1.623207083558157,0.27016858985590425,Iris-setosa
+52,5.9116947105157625,2.7241456323193516,4.853601509294093,1.6219368852278337,Iris-versicolor
+53,4.597926093362181,3.6037375072658446,1.0000003860554996,0.21521402309230242,Iris-setosa
+54,5.617296720349752,3.7875940141248226,1.6099936973477267,0.24808843475053197,Iris-setosa
+55,6.084780159039695,2.6991808722733635,5.2252163575551895,1.6481246743276878,Iris-versicolor
+56,4.999687435172611,3.4749977338432894,1.4988351194647422,0.2993042146646527,Iris-setosa
+57,7.026381429553641,3.1381932870312834,5.163882993674224,2.3291872878411763,Iris-virginica
+58,4.986182993742989,2.0,3.5103021550548723,1.026202549310114,Iris-versicolor
+59,5.439079559629135,2.4125032686863155,3.477819283344502,1.0107302270717038,Iris-versicolor
+60,5.202922925544173,3.3986971295856407,1.408843185732029,0.2042613252454753,Iris-setosa
+61,7.570869543066319,2.8858407546149576,6.624592423502638,1.9353662612186036,Iris-virginica
+62,6.779473940095443,3.2016321373788847,5.788168042688383,2.31647166770886,Iris-virginica
+63,4.913537235545504,3.1286515071801277,1.8014223407633594,0.10000014901435875,Iris-setosa
+64,4.605396222523313,3.534712068236005,1.000000507615364,0.20488468665388093,Iris-setosa
+65,6.092987205930139,2.8369504646346155,5.386654410009996,1.7341978191172822,Iris-virginica
+66,6.153549233742871,2.6761181480657603,5.1420437891167365,1.5825085952243716,Iris-versicolor
+67,6.4155930385799325,3.323887515333173,5.683814163748145,2.348357797012063,Iris-virginica
+68,6.217787438619893,2.7784816241165426,5.546774274834345,1.6626552655118403,Iris-virginica
+69,6.173054159513684,2.791676124114564,4.294288731910083,1.1080611414509682,Iris-versicolor
+70,7.701761653559803,2.614927212732464,6.9,2.3115409975631107,Iris-virginica
+71,5.841128622358297,3.3131618863291767,4.516342606921507,1.5767065826836697,Iris-versicolor
+72,6.199188499164174,2.2131768388582116,4.4288240526102545,1.367038707903773,Iris-versicolor
+73,5.603240219883926,2.54926240634421,3.7258197300617124,1.0809183716306658,Iris-versicolor
+74,6.503893632156381,2.9450453156606793,4.3073521162244575,1.332059483738895,Iris-versicolor
+75,4.40000065888765,3.149418522940523,1.2857604724999692,0.1967723009404055,Iris-setosa
+76,5.653986222251637,2.8682207254975904,4.307026383341838,1.30886930562593,Iris-versicolor
+77,6.712466306411968,3.0868160933789217,4.676057991862652,1.4972114371549377,Iris-versicolor
+78,5.04837453993461,3.7790423380696647,1.5262000280990604,0.19746883270393645,Iris-setosa
+79,7.709711491087052,2.570654525835535,6.9,2.2901398460727296,Iris-virginica
+80,5.902736547993246,2.57790795411312,3.8304923810036877,0.9666115957307777,Iris-versicolor
+81,5.788667264144792,2.622281599688151,5.163962996517895,1.8194008125650742,Iris-virginica
+82,5.738802624237352,2.715973694707105,4.592819514015495,1.268338726277354,Iris-versicolor
+83,5.7819542117653535,3.093909721569446,4.275897291483059,1.4967551645261519,Iris-versicolor
+84,5.7429980969786705,2.91164733456452,4.222702754461102,1.2476839751033724,Iris-versicolor
+85,4.820033903217507,3.3388580529539196,1.7725577491773186,0.18784855097914535,Iris-setosa
+86,5.404707138923801,3.4053670741066173,1.6490460923433148,0.40096482451511584,Iris-setosa
+87,5.673555791636354,2.9446885683357444,3.9335998505401855,1.324327768246004,Iris-versicolor
+88,7.105078379714275,3.135964342919833,6.038907298467976,2.2353011438852604,Iris-virginica
+89,5.6822581418636045,2.6117668631252178,4.05114092427555,1.0552515760178223,Iris-versicolor
+90,5.209999692827136,2.658787847598904,4.056391701389598,1.4187550474757011,Iris-versicolor
+91,6.630849158494642,3.0,4.463280856969428,1.4532680070996458,Iris-versicolor
+92,6.529402417712345,2.807795097563034,4.5578753704774115,1.3229633528415936,Iris-versicolor
+93,5.9586193854281735,2.463796680566248,5.330040271145521,1.4794883136468544,Iris-virginica
+94,4.400000675835584,2.9482247679620106,1.4001681329433908,0.20955886980640454,Iris-setosa
+95,6.1977465565758685,2.2522175470674677,4.525716377450405,1.4922898965537288,Iris-versicolor
+96,5.815791580903314,2.8475454303390335,4.4460507327231795,1.2952815180733315,Iris-versicolor
+97,6.572235667221246,3.0,5.596633393132469,2.11150344142567,Iris-virginica
+98,6.676225171303743,3.141062897281524,5.533772053753165,1.9946015705825444,Iris-virginica
+99,6.001894594868487,2.833887614723673,4.555246955444449,1.2088147473840642,Iris-versicolor
+100,5.625544925317837,2.826109041478759,3.710334428665568,1.250275784778808,Iris-versicolor
+101,5.058267805578196,3.5252770982751724,1.379448664557723,0.2071847624805569,Iris-setosa
+102,5.554816734443698,2.5271230598797247,4.225278957864309,1.0843538941540969,Iris-versicolor
+103,4.922454527913603,3.4260296130090553,1.9742054266113782,0.20951820859201967,Iris-setosa
+104,6.240935441517914,2.216405774852795,4.496396144601267,1.4935802222993015,Iris-versicolor
+105,6.735609373859672,2.8098421909169686,4.640362082492316,1.375376513868686,Iris-versicolor
+106,5.145031163880555,3.7148528809974417,1.4561285222521583,0.2014768387526392,Iris-setosa
+107,4.627745513631715,3.6007731534332867,1.000000648082087,0.19768216111383435,Iris-setosa
+108,4.400000704559172,3.1640989228488072,1.319067273335698,0.20568053713893894,Iris-setosa
+109,5.294163107467493,3.3631146569064856,1.486355224021761,0.19529392454859648,Iris-setosa
+110,6.577642539208723,3.204092860720511,5.114422816763359,2.0659017655169722,Iris-virginica
+111,5.066939454982578,3.4135349180126155,1.6554585073405856,0.2764896692189166,Iris-setosa
+112,6.555062826584591,2.9789752249131003,4.372317323286093,1.3578478266671463,Iris-versicolor
+113,5.722459383729105,2.53254281466709,4.111908819670984,1.1369178402002817,Iris-versicolor
+114,6.267954820092544,3.0,5.5524465406022285,1.9469328271635706,Iris-virginica
+115,5.006787028968931,2.0,3.470516576830833,1.0358679520661145,Iris-versicolor
+116,6.7858183969980965,2.552722314850297,6.005006973761224,1.836211192483883,Iris-virginica
+117,6.435697770998252,3.283354099709598,4.674453715385346,1.5455041745083598,Iris-versicolor
+118,7.671413199958879,2.772096289585668,6.659844691651451,1.9722352304394049,Iris-virginica
+119,5.95182636336135,3.091277051086713,4.2428795513215904,1.5166609557833113,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/5/test.csv b/iris/tab_ddpm/1_3/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/5/train.csv b/iris/tab_ddpm/1_3/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/5/val.csv b/iris/tab_ddpm/1_3/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/6/synth.csv b/iris/tab_ddpm/1_3/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..02ad4da36c7908934d29fb84bd6aa97fcbed3365
--- /dev/null
+++ b/iris/tab_ddpm/1_3/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.737273359813036,2.593244569150841,4.126045724626768,1.097013710729874,Iris-versicolor
+1,7.8999987656706425,3.796361706459431,6.3815506906285515,2.0172991467259656,Iris-virginica
+2,5.817685867446612,2.6427664143370104,5.195774162756271,1.7858031333150497,Iris-virginica
+3,5.687829175420108,3.0,4.412368760274119,1.4790705810117306,Iris-versicolor
+4,4.994929231251861,2.0,3.4417714926402927,0.8406279736313209,Iris-versicolor
+5,6.600416082727856,2.625814214809153,4.802254625242482,1.4235861029439834,Iris-versicolor
+6,5.07171796560495,3.690791612490203,1.4368599284483627,0.19814827878263186,Iris-setosa
+7,7.70962688843853,2.5976800737485384,6.899999001839626,2.3037579420832155,Iris-virginica
+8,6.504349116020223,3.0,5.531039465182783,1.793703923015845,Iris-virginica
+9,7.9,3.810957445207084,6.3667050850665445,2.0139350116557626,Iris-virginica
+10,6.584477205081592,3.0,4.441807902811971,1.4286901745595548,Iris-versicolor
+11,4.755034228175692,3.0,1.3588702402423207,0.1,Iris-setosa
+12,6.89738001786417,3.141405161097112,5.1005113269786,2.326196494463966,Iris-virginica
+13,6.597421181650063,3.101626028397172,4.750562418073461,1.4751514908375534,Iris-versicolor
+14,7.899998715388761,3.8040088486549237,6.38627971546616,1.9932917898229094,Iris-virginica
+15,6.712012252303747,3.325316351017386,5.704866825570256,2.5,Iris-virginica
+16,5.293807987507639,3.41499931462135,1.4888099871386336,0.4988992502233094,Iris-setosa
+17,4.918945932670992,3.1039417351760994,1.5679437411355908,0.10000011859137461,Iris-setosa
+18,6.253290745272558,2.303708012111148,4.6787560735506535,1.5018444236750395,Iris-versicolor
+19,4.921231430914458,3.1362098966876895,1.9131756521074625,0.10000010886975673,Iris-setosa
+20,6.615492681841447,3.0718235684253994,4.597859254123884,1.4792094017016677,Iris-versicolor
+21,7.899998799337016,3.7994784026763258,6.415987890506487,2.012552927306935,Iris-virginica
+22,6.765452715933206,3.2069228271380106,5.908247569649868,2.3077082414714303,Iris-virginica
+23,4.961527017216538,3.387070116388341,1.6560316087739775,0.3073633986988171,Iris-setosa
+24,4.80803382597988,3.0,1.4007786471318737,0.2997471306662388,Iris-setosa
+25,6.723772327363688,3.3057788410451576,5.71726157340522,2.499991727688247,Iris-virginica
+26,6.280396304686028,2.4478980242798296,4.899091865539617,1.5068744181524962,Iris-versicolor
+27,4.8216587597398455,3.0,1.3891176007874568,0.1000001394417458,Iris-setosa
+28,6.653946676702962,3.114379120278343,5.1849133440998045,2.031116561289012,Iris-virginica
+29,5.998275316248406,2.6910070099184806,5.115400507103821,1.5924352826865238,Iris-versicolor
+30,6.663934124257558,3.3220634216379095,5.733232388597639,2.4999996072023407,Iris-virginica
+31,5.372089702729252,3.89999926196232,1.297123196533971,0.3773491068874677,Iris-setosa
+32,5.867379140876366,3.0,4.4545539544802715,1.5349168377209126,Iris-versicolor
+33,6.206241598099309,2.429184008800664,4.994973181957569,1.8327668232823078,Iris-virginica
+34,6.806501914027534,3.1690120364814223,5.4584298843480505,2.335103445728931,Iris-virginica
+35,5.115092563986636,3.476433790668158,1.3976899398519775,0.2701956838334253,Iris-setosa
+36,6.63738427047578,3.262474469387397,5.537087574528137,2.1086576099354906,Iris-virginica
+37,6.724386272346305,2.829096802595179,4.713735150201476,1.3830842381543433,Iris-versicolor
+38,6.547341738294624,2.9444824684800257,4.360384804984561,1.3430816370490564,Iris-versicolor
+39,4.786737567986138,3.0,1.3783043340220722,0.32619193093286575,Iris-setosa
+40,6.687177608467945,3.0,5.459023593891953,1.9705867860336115,Iris-virginica
+41,6.745527328802405,3.340084053632174,5.704636872564386,2.5,Iris-virginica
+42,6.255254761945536,2.6329886069038504,5.633170701992625,1.4951638575574093,Iris-virginica
+43,4.870405112455639,3.0826365993824814,1.4550166908846192,0.1,Iris-setosa
+44,6.65806448623277,3.0229807522560166,4.530166669034159,1.490436760704926,Iris-versicolor
+45,5.75670835625026,2.7764843323360098,4.480148163623069,1.2850473556797672,Iris-versicolor
+46,6.062211262264374,2.852729459161745,4.670012715811942,1.3135031834213162,Iris-versicolor
+47,6.1320480894479354,2.924274345048573,5.179827122336255,1.9320413318690683,Iris-virginica
+48,7.9,3.81352560129782,6.395633060101441,1.970204221267838,Iris-virginica
+49,6.512201499378534,3.307443352801002,5.733223011843205,2.3498144199341042,Iris-virginica
+50,4.40000046348856,3.0,1.3604495713433857,0.20381889601389697,Iris-setosa
+51,5.984917920548324,3.090675689997955,4.38830815760779,1.5060442457511278,Iris-versicolor
+52,5.272317870801966,3.7017453809043266,1.7197473753949326,0.2895229316545678,Iris-setosa
+53,5.100824775597308,3.5062658280252825,1.4041913393996677,0.20103183068501404,Iris-setosa
+54,6.40556415912945,3.0,5.771552146735376,2.208520627774911,Iris-virginica
+55,6.696521317784884,3.250258524559632,5.689905920736436,2.4999993620684107,Iris-virginica
+56,5.399418494685716,3.9,1.278114731620369,0.5095032343527663,Iris-setosa
+57,5.125890908972028,3.7986266181259034,1.4983164795667854,0.227929912925908,Iris-setosa
+58,6.149611755998734,2.6215346604722116,5.595136162782865,1.41510890964123,Iris-virginica
+59,5.319049054135316,2.701293075539103,4.068675508815941,1.401456219900737,Iris-versicolor
+60,5.434185824659852,3.381854766469804,1.7373784817511333,0.2971620556734994,Iris-setosa
+61,6.163651488004793,2.68363818012717,5.290026712299125,1.8639040123306378,Iris-virginica
+62,6.7848676970783055,3.206383614175651,5.773362044193429,2.2747882571209823,Iris-virginica
+63,5.912707491261162,2.7386486964237764,4.537641435645572,1.1990812336165768,Iris-versicolor
+64,6.1720512785381105,3.3334293012078717,4.633710747158684,1.6071463779639161,Iris-versicolor
+65,4.4,2.901451549436588,1.4113054108093048,0.1934157854090831,Iris-setosa
+66,6.498832559885405,3.0466370987862956,5.366231596419077,1.8503401627452196,Iris-virginica
+67,5.519816468796932,3.0,3.9493333600376905,1.2554720472470617,Iris-versicolor
+68,5.6064881046923665,2.4380456227471448,3.8598283861474885,1.0559276047679744,Iris-versicolor
+69,5.63540656932784,3.786475826150806,1.7654224493434278,0.29910605909484034,Iris-setosa
+70,4.749745819781927,2.923644287219014,1.3312680394292578,0.19817662047355494,Iris-setosa
+71,6.350413359612701,3.234430786233016,4.655963475366487,1.5708157242815104,Iris-versicolor
+72,5.7270352608153985,3.064060060377263,4.51440644511949,1.4791532511601977,Iris-versicolor
+73,5.022853842788716,2.0000020342403193,3.522546614348854,0.9409679150787633,Iris-versicolor
+74,7.164579928191132,3.0242818811690375,6.006955142570247,2.195005150036836,Iris-virginica
+75,4.901821897587515,2.403359865056742,2.8999204578932156,0.9607206174421266,Iris-versicolor
+76,6.470750227642598,3.0,5.530898205624154,1.8432699785078055,Iris-virginica
+77,6.139644406157638,3.4047380923190693,4.663027354535274,1.6551930766200498,Iris-versicolor
+78,6.676815906403601,3.121088808427444,5.1159246583521325,2.098213690615969,Iris-virginica
+79,6.644618154973288,3.0189070251117105,4.53367270922348,1.4686451722645064,Iris-versicolor
+80,6.243118381263802,2.33489069139721,4.867214474737584,1.5110995447922941,Iris-versicolor
+81,7.627034580465519,2.873911998163982,6.624725530930976,2.004996680530756,Iris-virginica
+82,5.328835651251064,2.803240498426846,3.9853257807739557,1.4333239619547526,Iris-versicolor
+83,6.094513984257528,3.3524976872786203,4.476694201998457,1.585249969783315,Iris-versicolor
+84,5.128540706250557,2.6166635976488255,3.7130562204764903,1.3504875067226885,Iris-versicolor
+85,6.802834007975846,3.251369232445125,5.7724912802319155,2.2803860529511444,Iris-virginica
+86,7.399575752066452,3.0,6.344473665630454,2.123606794951321,Iris-virginica
+87,5.432281587137857,2.7645239081257977,4.274980608247155,1.375440439716951,Iris-versicolor
+88,7.7149722799458536,2.5982974340355987,6.9,2.3015738607387797,Iris-virginica
+89,6.008662900969914,2.8442649155393265,4.6619990045131985,1.4990427482856028,Iris-versicolor
+90,6.742705765362155,3.0697529916589237,5.315215046143665,2.0921527623099836,Iris-virginica
+91,5.625887031452576,3.773196701719885,1.8044528965115016,0.28874345788729794,Iris-setosa
+92,7.1706744853812,3.1287509774225835,6.234090855272768,2.258634476710605,Iris-virginica
+93,4.800257045724209,3.0,1.4062922899280166,0.10000011133520176,Iris-setosa
+94,6.795079807880868,3.2288981266772603,5.796446692438517,2.0797895110385856,Iris-virginica
+95,6.967091788235391,3.1234277052040453,5.531231140788034,2.324217122432043,Iris-virginica
+96,6.369406955362742,3.0,4.567688314723303,1.4308408523072507,Iris-versicolor
+97,6.780268696924774,3.2369600407194445,5.786240216127741,2.291721032714358,Iris-virginica
+98,6.291934406143801,2.259507831676904,4.411250082602562,1.3223220889302656,Iris-versicolor
+99,5.09638650392408,3.246001226578044,1.4777913357840653,0.19923188929219865,Iris-setosa
+100,4.950227142528046,3.0302570340473034,1.4136294075899298,0.20958248437105703,Iris-setosa
+101,7.634002627683099,2.7896901715321754,6.663597819975742,1.9685158335968909,Iris-virginica
+102,6.170626973117033,2.289201615360299,4.664346017803903,1.495249707182156,Iris-versicolor
+103,6.055883632304707,2.8933159286103995,4.522324250743763,1.3011125775127605,Iris-versicolor
+104,5.93881267759622,3.0,4.181641982907038,1.5039898130118265,Iris-versicolor
+105,5.37500075708509,3.9,1.2680533586622205,0.35439546091463375,Iris-setosa
+106,5.3179862482514695,2.5378007361449404,3.6298965254192788,1.0974581767172658,Iris-versicolor
+107,5.019705558932286,3.4115089008790096,1.9036551262547123,0.2997940179122701,Iris-setosa
+108,5.298049970334525,3.7539857292522942,1.6106686079333525,0.2079909618410256,Iris-setosa
+109,6.204985675281185,2.201365720370503,4.338317627393911,1.295207547136162,Iris-versicolor
+110,5.58900453370904,2.9299813273713533,3.8625252728651285,1.309109305106095,Iris-versicolor
+111,6.7914140967705,2.808637864453695,4.785204063371251,1.4083604296659662,Iris-versicolor
+112,7.710029337223107,2.590826380397962,6.899998939845467,2.308933187640419,Iris-virginica
+113,6.316925363802414,2.478460130968922,5.141366324875175,1.859578776727354,Iris-virginica
+114,7.9,3.817124682661849,6.3596871346921064,2.0009984411572326,Iris-virginica
+115,7.9,3.8036848161817227,6.374293350441164,1.9938936281200004,Iris-virginica
+116,5.047562877518012,2.0000005848489413,3.5471425497959497,1.048225625499574,Iris-versicolor
+117,7.720544430751141,2.6043496405816824,6.899998236856035,2.3145600355270557,Iris-virginica
+118,7.188342238689783,3.0,6.321803078080461,2.0834873304742367,Iris-virginica
+119,6.071641103947893,2.604564202020921,5.168388160952675,1.5816352258039967,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/6/test.csv b/iris/tab_ddpm/1_3/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/6/train.csv b/iris/tab_ddpm/1_3/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/6/val.csv b/iris/tab_ddpm/1_3/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/7/synth.csv b/iris/tab_ddpm/1_3/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7d24957229fead4678eab247f8ade14778047627
--- /dev/null
+++ b/iris/tab_ddpm/1_3/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.50203680920533,2.283229871087004,1.3054352156068667,0.2861246728190763,Iris-setosa
+1,4.590749777699294,3.5826590392115105,1.0000005957040943,0.20570496580297096,Iris-setosa
+2,7.065632315248697,3.1098019616298602,5.022167889552914,2.315205192261243,Iris-virginica
+3,5.66729488605566,2.9789869644638407,3.8149710807139887,1.3582950597269001,Iris-versicolor
+4,6.6989065601988145,3.3078827547786296,5.726385515258282,2.5,Iris-virginica
+5,6.792404364610227,3.2198146602337667,5.7807623244672195,2.3085617493465356,Iris-virginica
+6,5.063477292306176,3.423990160499215,1.4871727157067256,0.4357864596006141,Iris-setosa
+7,5.777968578184477,2.7690730256307847,4.099944351851574,1.1578716641420628,Iris-versicolor
+8,6.464545035469126,3.363921091269736,5.6564936353026,2.3558816137861696,Iris-virginica
+9,5.857358683722395,3.0,5.145890484733557,1.7758170613639994,Iris-virginica
+10,4.400000858942665,2.997502973309966,1.3959790895701574,0.2164577977685503,Iris-setosa
+11,4.850878730414338,3.0284891845528072,1.4228502782062837,0.1,Iris-setosa
+12,4.785958847329252,3.432824311288767,1.4852938693343165,0.21681874381801305,Iris-setosa
+13,4.621979282611856,3.621555791310171,1.0,0.19568024317881877,Iris-setosa
+14,4.592096543016523,3.580215861174378,1.0000003998037421,0.20754631854411323,Iris-setosa
+15,6.110749581950966,2.5784529522194455,5.600203495776458,1.4237173740828857,Iris-virginica
+16,4.400000737056325,2.9327243266500775,1.4041879810865785,0.2006119572095394,Iris-setosa
+17,6.551180770146596,2.4996277307724557,5.690759116095495,1.7738952994023545,Iris-virginica
+18,5.446648071250165,3.9,1.2547034246631228,0.3435699651562386,Iris-setosa
+19,6.231614621024155,3.0,5.516098791849433,1.7999500580971484,Iris-virginica
+20,7.9,3.8120285310035884,6.41689122972472,1.9484214324883782,Iris-virginica
+21,6.97595496874759,3.1203942726391403,5.123357427413918,2.347772525787148,Iris-virginica
+22,6.1957418452180795,2.9645397553785777,4.7217040082268875,1.3391919325807498,Iris-versicolor
+23,6.100889404724646,2.2385866817053253,4.261045507703531,1.2860502728919252,Iris-versicolor
+24,7.1340336316304445,2.8031650718732464,6.1293939603484695,1.767229469875631,Iris-virginica
+25,5.947141895404959,3.0,5.1425980979622,1.7672684144555553,Iris-virginica
+26,7.689262701823728,2.794572525576464,6.7334056013333266,2.000283523793642,Iris-virginica
+27,7.654303062270204,2.781842852424684,6.653975284018453,1.9761938435824509,Iris-virginica
+28,5.030701592381919,3.4791675117339436,1.4159042893620744,0.4288639885414156,Iris-setosa
+29,6.785610425122875,3.1645311560717686,5.791960728122081,2.2605165509900096,Iris-virginica
+30,6.383388300354224,2.9545145028279323,4.413746665562715,1.3328078451764616,Iris-versicolor
+31,5.429491873281389,3.8822959146709497,1.4756687585551531,0.2617541793691784,Iris-setosa
+32,5.348791456477951,2.001941607009396,3.7767215092351103,1.1210546169544886,Iris-versicolor
+33,6.0027031993104645,2.1809480142015043,4.970308115405622,1.4842838080218308,Iris-virginica
+34,6.2393292379936405,3.24789793159292,4.513847673608311,1.578915733461593,Iris-versicolor
+35,4.400000442648845,3.2579281776504456,1.3348279345363656,0.19862217816778915,Iris-setosa
+36,4.648376902441734,2.7744931696943773,1.3651823946828248,0.2525928937017302,Iris-setosa
+37,5.21619419112054,3.5465503936987623,1.4997266480249043,0.1947252343727333,Iris-setosa
+38,5.82594684740396,3.0,5.103455867032573,1.80509955333276,Iris-virginica
+39,6.16165559447334,2.289070766816475,4.322799580765629,1.2414933660967402,Iris-versicolor
+40,6.7032573171997925,3.0,4.622290389252904,1.4859347268337675,Iris-versicolor
+41,7.9,3.8241987004634104,6.4078124024869645,1.9818617881535356,Iris-virginica
+42,6.370443376350461,2.4746525478304005,4.384817506895215,1.2969246303001372,Iris-versicolor
+43,5.016933075338925,2.0000006505946866,3.4757132730565967,0.901248442941567,Iris-versicolor
+44,5.122583924778102,3.4286952620091347,1.4114881456854274,0.27274336157647616,Iris-setosa
+45,4.920703699742424,3.1490231452961277,1.5542491383660166,0.10000010549164211,Iris-setosa
+46,6.306301313443853,2.5053095195246406,4.95033385081539,1.9097858199783428,Iris-virginica
+47,6.664081086705736,2.9082568955280284,4.470363488050976,1.3864848239777372,Iris-versicolor
+48,4.990328511176843,2.0000011666873743,3.564202579708672,0.9620013714075848,Iris-versicolor
+49,6.732766375834909,3.113467382358679,5.867339877462013,2.304952541208771,Iris-virginica
+50,4.577029299486609,3.612113616618985,1.0000004627954797,0.20903425596531527,Iris-setosa
+51,6.243805416554637,2.854189659090652,4.689191105633974,1.1755198197420438,Iris-versicolor
+52,4.581188318683972,3.402932703239039,1.399385067937358,0.34099137402614527,Iris-setosa
+53,7.150503209909494,2.594027425485152,6.230834119956178,1.8528423511790486,Iris-virginica
+54,7.618257755653945,2.8662936899208873,6.580709801569374,1.8763227155217266,Iris-virginica
+55,7.668998037140112,2.6061422067551745,6.899998246306534,2.311281052455408,Iris-virginica
+56,6.627534299320949,2.7391222260108754,5.75530918842675,1.5857196935430395,Iris-virginica
+57,6.065430121772501,2.5746558977017795,5.589861320830033,1.3626963476395364,Iris-virginica
+58,6.396072151487872,2.5283478433991085,5.327683245990358,1.9295651399564768,Iris-virginica
+59,5.7584935675914855,2.7592310734103584,5.201190191009484,1.9057098965537238,Iris-virginica
+60,7.711489578113255,2.6593153883430487,6.899997842430478,2.309967148673263,Iris-virginica
+61,5.625843242096797,2.468992017215447,4.00490860716182,1.0684791034033079,Iris-versicolor
+62,6.103341110808841,2.942653639268894,5.425536726478031,1.8214786656482875,Iris-virginica
+63,5.659241667157412,2.5050201448992575,4.223392046901523,1.0475004840261104,Iris-versicolor
+64,5.770980791484914,2.725283574863494,3.982645895310447,1.0601437203584112,Iris-versicolor
+65,4.991997118856225,2.4733691670514597,2.851546440026304,1.0663158518636862,Iris-versicolor
+66,4.909605282899283,3.0784209970887075,1.625066321600473,0.10000009716008035,Iris-setosa
+67,6.277447669097653,2.5699064768249946,5.093583991884361,1.5356895479442059,Iris-versicolor
+68,5.3900763036729895,2.8986751184364303,4.384551717104646,1.4253115473707574,Iris-versicolor
+69,5.56331956211923,2.9743686972717014,3.9243396646193984,1.276625857806541,Iris-versicolor
+70,5.733769502697356,3.0,4.304644068840181,1.3542756997534804,Iris-versicolor
+71,6.088150318150835,3.114780018203298,4.541041283008283,1.5577439066279164,Iris-versicolor
+72,5.324824919950527,3.76542266331579,2.0378721027250473,0.2726275316511309,Iris-setosa
+73,5.443498414466922,3.9,1.3242916326031389,0.6238604731910047,Iris-setosa
+74,5.760586043217683,3.7933681697847508,1.4971873049420663,0.3577173681566964,Iris-setosa
+75,5.965611479724619,2.2062256953117405,4.98774787903791,1.4609620370506164,Iris-virginica
+76,5.081220288551158,2.4521080963024664,3.2274292666797892,1.0139962016243782,Iris-versicolor
+77,6.273251485898305,2.2961345774695743,4.399681009458849,1.274371764098677,Iris-versicolor
+78,6.324048990029218,3.2677517838959456,4.709948601625353,1.5866294288770937,Iris-versicolor
+79,4.45213390071463,3.0,1.4421639166673736,0.10001673261004901,Iris-setosa
+80,6.434491569214224,3.0,5.418697320713422,1.7739442585920722,Iris-virginica
+81,6.601618120274126,3.072294019718402,5.511707842895708,1.9737068089240852,Iris-virginica
+82,6.190456508226969,2.966898058830181,5.516300672959674,1.892557757869469,Iris-virginica
+83,7.748094930215318,2.5835751900745305,6.9,2.2792695197480963,Iris-virginica
+84,5.790292906576422,3.705935773093125,1.682383130231264,0.2938009270515796,Iris-setosa
+85,5.954462471659679,2.8632981580314487,5.435727610136468,1.7245455854532983,Iris-virginica
+86,5.771038152316118,3.0,4.529890436522571,1.4117692311512087,Iris-versicolor
+87,7.577135934903389,2.837789631962862,6.53361001451166,1.9638729546938074,Iris-virginica
+88,4.400068897236515,3.325519997635255,1.3162423260506015,0.2221151247274655,Iris-setosa
+89,5.090426766078384,3.7516382941770847,1.817183909606785,0.33071856398294897,Iris-setosa
+90,6.134239041116892,3.28157165208036,4.643065441468059,1.5828475754157363,Iris-versicolor
+91,5.138538473739666,3.425575514489235,1.3582275864162512,0.2019325684696385,Iris-setosa
+92,5.408819222657269,3.9,1.287473025343517,0.46138501499766493,Iris-setosa
+93,6.059825322792866,2.7909067496056763,4.694665900314872,1.224113231911725,Iris-versicolor
+94,5.705061042635809,2.7699417974911853,4.070335737067672,1.2021283962828029,Iris-versicolor
+95,6.136544829829754,3.3423213709170905,4.548402706282832,1.5784843492607157,Iris-versicolor
+96,7.66212320335367,2.6105860104905694,6.9,2.3415142915328,Iris-virginica
+97,6.720522250348136,3.3293098403838495,5.687112941436175,2.5,Iris-virginica
+98,6.125488755922606,2.596419837838333,4.9913681507346865,1.5714188275717456,Iris-versicolor
+99,5.492450328923747,3.76454166179051,1.6404345500388977,0.3166793224581952,Iris-setosa
+100,5.939381442720218,2.138833666748444,4.9274204522562535,1.4635169121190736,Iris-virginica
+101,5.245910695094733,3.3437410649199295,1.5162473578449125,0.41220144932720076,Iris-setosa
+102,5.80836051601838,3.0,4.275782976882495,1.4894053677070913,Iris-versicolor
+103,7.7282288736769225,2.796434845977718,6.709544701447035,1.9998871486451189,Iris-virginica
+104,6.142342086591808,2.217345690249785,4.528576492030331,1.4753791246468648,Iris-versicolor
+105,4.668729563528312,3.444994172439314,1.3910622504268821,0.2929604513202117,Iris-setosa
+106,6.772297070751467,3.02248224346438,5.688877391552243,2.089852746894919,Iris-virginica
+107,5.950964171952048,3.4155449433450857,4.485212024647697,1.6185529766713904,Iris-versicolor
+108,6.214481845658317,2.1991580084142686,4.576349597094336,1.5237612815090054,Iris-versicolor
+109,7.709105418959103,2.629444577976894,6.9,2.3206045974270784,Iris-virginica
+110,6.012550300686222,3.3754891541833123,4.507939932838774,1.594028526399513,Iris-versicolor
+111,5.4185281462216315,2.4935305930827623,3.6414393931566114,1.0744217360130217,Iris-versicolor
+112,6.756601231987088,3.230674125979514,5.753784353375283,2.1355968593246395,Iris-virginica
+113,6.948610506025282,3.0418184287900982,5.235693011963196,2.242491145853196,Iris-virginica
+114,5.950073846433757,3.3760137140009006,4.471923334860413,1.6061415912181876,Iris-versicolor
+115,7.202305859191631,2.627163288923534,6.3287740096589475,1.8944648775631172,Iris-virginica
+116,5.903005783517554,3.215582248188555,4.398629373804915,1.5060739724727519,Iris-versicolor
+117,6.620055862957239,3.315056909341057,5.6064786173161565,2.076197354404425,Iris-virginica
+118,7.9,3.8211525707043146,6.36931384725211,2.018169722266677,Iris-virginica
+119,5.8533792525738075,2.7305996951354676,4.243082131523248,1.0292525017227394,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/7/test.csv b/iris/tab_ddpm/1_3/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/7/train.csv b/iris/tab_ddpm/1_3/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/7/val.csv b/iris/tab_ddpm/1_3/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/8/synth.csv b/iris/tab_ddpm/1_3/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..26c9860bdd98fd5c12e1c3e759ac96570d218e5a
--- /dev/null
+++ b/iris/tab_ddpm/1_3/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.809047644567659,3.00730684962525,5.364204152158133,2.1841806036661544,Iris-virginica
+1,5.594320713357094,2.9580081497553183,4.565996263693967,1.411569505051263,Iris-versicolor
+2,5.235577303900449,3.4272984588106494,1.4245032372328672,0.21126294327508044,Iris-setosa
+3,5.155302773289157,3.7877919147132357,1.6446217165910446,0.19846503575791807,Iris-setosa
+4,5.981115704590396,2.7790234160487643,4.582297563154941,1.1829795718588996,Iris-versicolor
+5,5.871326406961859,2.7608490575203697,4.517556621159295,1.1753462189154318,Iris-versicolor
+6,6.060813336695035,2.350557496245837,4.3833115785209396,1.252921615362998,Iris-versicolor
+7,5.415041942990921,3.410821766388613,1.6123759850985317,0.415610880059943,Iris-setosa
+8,5.854191432098651,2.710931566691177,4.538332302345449,1.2154042942029744,Iris-versicolor
+9,6.750197201680043,3.0,5.595501312103799,1.9868168459039302,Iris-virginica
+10,4.862751094149684,2.411145412968488,3.4394750899837816,0.9029411158745391,Iris-versicolor
+11,7.749512779436241,2.9221627314186818,6.749101384781293,2.0704186909168647,Iris-virginica
+12,6.296214321408239,2.243139396386419,4.383063984328564,1.3049677286704502,Iris-versicolor
+13,6.578001990204433,3.208829617062633,5.69766966359959,2.118574067563524,Iris-virginica
+14,5.0693094964092085,3.5270194224927343,1.3784720334185467,0.19848473359077864,Iris-setosa
+15,6.195978636644728,2.1909564658859186,4.48419244997913,1.4548238165233194,Iris-versicolor
+16,4.941181836033872,3.4277227886420403,1.4869180737841265,0.3864470693583198,Iris-setosa
+17,5.227106657516793,2.4704926850847833,3.5296103720524905,1.025889610317653,Iris-versicolor
+18,5.960369680740289,3.357505066618364,4.4700173469637186,1.611725548178427,Iris-versicolor
+19,4.578086802297036,3.6565213464946127,1.0,0.1933622876214769,Iris-setosa
+20,6.1334961818092175,2.615598804313408,4.981550849048383,1.9373384659461057,Iris-virginica
+21,6.191995985566879,2.6196986438614034,5.6304234195979115,1.41186874315098,Iris-virginica
+22,6.088123761125906,2.310525272892349,5.004122134318346,1.6858944402366074,Iris-virginica
+23,7.89999663470058,3.7698277834701632,6.475508470921756,1.9904087228665814,Iris-virginica
+24,4.602234218252426,3.642057558823761,1.0,0.1955658974035419,Iris-setosa
+25,4.9770157747364205,2.000000654200019,3.670275222347679,0.9567246194249743,Iris-versicolor
+26,5.417092620894034,3.4087579491415676,1.82670649319066,0.20673343471060468,Iris-setosa
+27,4.645725362339542,3.428071277834547,1.4220083040124076,0.27341720607744907,Iris-setosa
+28,4.975215352454432,2.0,3.263254228521488,1.0046364635870824,Iris-versicolor
+29,6.285428732846759,2.49490721058014,4.969453203775172,1.8921151600719732,Iris-virginica
+30,7.699303646291514,2.603680092295488,6.9,2.3154318644155287,Iris-virginica
+31,4.4,3.143210081542851,1.2909398816680786,0.19606250193517616,Iris-setosa
+32,4.857809843730292,3.404010151295652,1.7305732606948645,0.20347114570149,Iris-setosa
+33,5.933112717048468,3.0,5.132681810720372,1.8122288176743315,Iris-virginica
+34,4.927153916494474,2.4427161594934894,3.1318425929807607,1.0711047076595828,Iris-versicolor
+35,6.2538534648983894,2.7769172939449813,5.6512952050539305,1.6389073034424686,Iris-virginica
+36,7.722924929439727,2.805765008940586,6.731909328620067,1.9897742885426513,Iris-virginica
+37,5.098255364749615,3.5428151733504007,1.4060209471357337,0.1945747529267975,Iris-setosa
+38,6.766145994556229,2.7535133012782866,4.860394331835899,1.3991402871412706,Iris-versicolor
+39,5.351858548559396,3.401673220495447,1.4935643443728348,0.20771856190716556,Iris-setosa
+40,6.160518871136452,2.6907984982535917,5.073613709119518,1.5280707425218556,Iris-versicolor
+41,5.458808830361862,3.753851101080939,1.7232964639823714,0.3143288864778517,Iris-setosa
+42,5.499056673366389,3.0,4.478573328078782,1.5086371183095775,Iris-versicolor
+43,5.947715652622004,2.7032280512114943,5.13628300637171,1.6204990967420798,Iris-versicolor
+44,6.481040712563785,3.1739150554758577,5.179898871452755,1.9882490501561048,Iris-virginica
+45,5.348554090925907,3.721557656720879,1.636131063280116,0.19798281357417336,Iris-setosa
+46,4.976174560513106,2.457439470544765,3.5485697534255505,1.0536082574304153,Iris-versicolor
+47,7.693959187836819,2.5803152336060724,6.9,2.286963450173501,Iris-virginica
+48,7.284581852890513,2.9342946921923794,6.292121294302956,1.829568689169497,Iris-virginica
+49,4.400000697961405,3.083897438927145,1.3824768418005435,0.20963783460671467,Iris-setosa
+50,5.793659879178278,3.2520176763295914,4.529295119184735,1.6015799125288193,Iris-versicolor
+51,4.861974108486124,3.0088906286136448,1.432909398032165,0.10000013825466242,Iris-setosa
+52,6.316244489992806,3.4039468294386053,5.638969596994786,2.369275526343166,Iris-virginica
+53,4.854637451199844,3.369372887525234,1.4649149904925,0.1985847839695543,Iris-setosa
+54,5.246019574294009,3.65259067230195,1.701732430223146,0.19924010133348696,Iris-setosa
+55,6.421096045112913,2.5213998105940694,4.510275639623244,1.2689125200892368,Iris-versicolor
+56,6.02588435592904,2.6929924871969013,5.088855574586115,1.5743916505214768,Iris-versicolor
+57,5.461411484037795,2.598025598601964,4.322526021469967,1.1994752512833506,Iris-versicolor
+58,6.710146722057546,3.338335138226964,5.691080580204974,2.5,Iris-virginica
+59,6.131527595875483,3.403318124339562,4.603423432558223,1.6357746649489668,Iris-versicolor
+60,4.971620517092009,3.3756419490776377,1.748919666662567,0.20267398042843476,Iris-setosa
+61,6.486285022003892,3.0,5.88476299630642,2.2426910197792296,Iris-virginica
+62,5.692816468455298,3.0,3.8044000839031895,1.3647451976275318,Iris-versicolor
+63,6.800984836207263,2.9192604414525367,4.780061242894018,1.4219767867019868,Iris-versicolor
+64,5.079957980561229,3.4873674904290515,1.3917613763984442,0.2649307350695461,Iris-setosa
+65,5.382190853194754,3.389723360630019,1.598874023017259,0.3138442356096115,Iris-setosa
+66,5.585476092319419,2.8785303776899953,4.246829971192372,1.3668722745072488,Iris-versicolor
+67,6.653069583082068,3.3033353795019655,5.670820300056376,2.499999566674701,Iris-virginica
+68,7.688229989576672,2.789764100991545,6.6417226288314195,1.9720829737968555,Iris-virginica
+69,6.683356091232412,3.2780992703669862,5.701631123780653,2.499999345689833,Iris-virginica
+70,6.9131162448465275,3.1318749024379304,5.036144801417867,2.260340521723845,Iris-virginica
+71,5.9005061002920725,3.0094286453853174,4.393305372945145,1.5322420497561005,Iris-versicolor
+72,6.067100167427848,3.31921419506318,4.600034675921817,1.5378067764698624,Iris-versicolor
+73,4.601951136066724,3.56225180971809,1.0000006707422187,0.20311270866119155,Iris-setosa
+74,4.90987522089126,3.327613860611476,1.4955134293678773,0.20187293846116802,Iris-setosa
+75,5.617060635299147,2.423258081417074,3.9172585298104288,1.0890982371999591,Iris-versicolor
+76,7.899998353437056,3.79282944474977,6.348621163612476,1.9620837776363929,Iris-virginica
+77,5.155221860421667,2.6488814815688393,3.9172268764568923,1.3904522240623642,Iris-versicolor
+78,6.375806152583018,2.7059986539666174,5.534590379992137,1.901034402280862,Iris-virginica
+79,6.894861635505304,3.072861490967867,5.752206565510109,2.247405219686607,Iris-virginica
+80,4.77560622154925,3.080126379522282,1.4111944250731618,0.28957865367735747,Iris-setosa
+81,5.702715943875373,2.685274501504486,4.530225282565555,1.0973229403837814,Iris-versicolor
+82,5.823455343296366,3.131424887138571,4.538218017129802,1.4982987551199156,Iris-versicolor
+83,5.640173363461049,3.0,4.2060346034839915,1.2760412335158857,Iris-versicolor
+84,7.062997259890819,3.1770327903535027,6.125301361938842,2.283666872696033,Iris-virginica
+85,6.085123543074091,3.387207077367843,4.628900827677118,1.5843077235738496,Iris-versicolor
+86,4.783152413985884,2.9461930637698495,1.4007281590209637,0.2079144930712767,Iris-setosa
+87,7.691047111606648,2.8236092962466532,6.694534156034003,2.0237977202965283,Iris-virginica
+88,5.7785193903397065,2.9766863098391974,4.23273715384528,1.4690738387459281,Iris-versicolor
+89,4.99085957931472,2.0000007366096724,3.5755218627691883,0.9124025235170627,Iris-versicolor
+90,5.2773750680481815,3.401938710179519,1.5756927547679829,0.3749727024504864,Iris-setosa
+91,4.400000571374379,3.1926238755292484,1.2793497004472083,0.20878345069336351,Iris-setosa
+92,6.006192086611191,2.9621797207982734,4.451642616061279,1.4824511017698703,Iris-versicolor
+93,6.567340558792814,3.03203957845129,4.507537052633337,1.43648732776538,Iris-versicolor
+94,4.579887586691085,2.5989293843418957,1.3130027607871897,0.28939828344520924,Iris-setosa
+95,5.954548176444779,2.329134467282604,4.150500878046298,1.1478254974078332,Iris-versicolor
+96,6.180639194975013,3.3160093506368966,4.639236458871339,1.6280851432790489,Iris-versicolor
+97,5.394242313021715,3.401637613084115,1.5939318762812722,0.20515879606062876,Iris-setosa
+98,5.040804052401131,3.609357164524943,1.4323504962082692,0.2025837132956685,Iris-setosa
+99,4.808428433636719,3.3893316922593866,1.5902440090864807,0.1941662541934401,Iris-setosa
+100,4.573942123413861,2.6182183980196,1.3079242955089225,0.32797531403228136,Iris-setosa
+101,5.381309458641115,3.76822122208271,1.8028831110703694,0.41335423758139367,Iris-setosa
+102,6.109833029842351,2.175401441229228,4.458832362704675,1.4947918802705173,Iris-versicolor
+103,5.079671306338933,3.8210565671233376,1.7007313770888226,0.19448816645527567,Iris-setosa
+104,5.845919217264099,3.0,4.974168280330074,1.7878436182090867,Iris-virginica
+105,6.651651339398692,3.057293318980671,4.6865372375264664,1.5107139725964889,Iris-versicolor
+106,6.673823729576971,3.129021764396359,4.689400030825935,1.518631259047459,Iris-versicolor
+107,4.858334850654215,3.0906430395789894,1.4766245235918234,0.1,Iris-setosa
+108,4.731116122440076,3.4146832827845532,1.5747104529087281,0.19222570182015686,Iris-setosa
+109,4.81425197870718,3.0,1.4055361011021887,0.10000009375325858,Iris-setosa
+110,7.723802086340295,2.578314012291944,6.9,2.314004470724965,Iris-virginica
+111,5.04442456273824,3.5687559255747088,1.4003846156907214,0.19372314632608,Iris-setosa
+112,7.687067840269715,3.0,6.670589049589046,2.042277581935627,Iris-virginica
+113,6.534507314030557,2.9380799968656737,4.401526197630788,1.3237848084271884,Iris-versicolor
+114,5.6501590144246645,2.7996788435800446,4.218287260756643,1.3024105418868195,Iris-versicolor
+115,6.259662202620808,2.232715048523689,4.608196590670725,1.486709039959499,Iris-versicolor
+116,7.503915469279453,3.0,6.491761876791969,2.0787606532234153,Iris-virginica
+117,6.86105209171857,3.0,5.157319062150099,2.2762618586369614,Iris-virginica
+118,6.268978289537255,2.302432894683665,4.639180498911337,1.484439025014933,Iris-versicolor
+119,6.024545822444407,2.7809227807684245,4.553869663276004,1.1797360198938969,Iris-versicolor
diff --git a/iris/tab_ddpm/1_3/8/test.csv b/iris/tab_ddpm/1_3/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/8/train.csv b/iris/tab_ddpm/1_3/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/8/val.csv b/iris/tab_ddpm/1_3/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/9/synth.csv b/iris/tab_ddpm/1_3/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4f58b629afbf91d2962eb46bd090748562731a7e
--- /dev/null
+++ b/iris/tab_ddpm/1_3/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.318386051108097,3.370298879148054,1.4502509722073618,0.20560525444106134,Iris-setosa
+1,6.844671850817618,3.0,5.157110066735715,2.232430150614777,Iris-virginica
+2,5.076892077990908,2.5069767528488893,3.4940595469580353,1.0866370508040832,Iris-versicolor
+3,5.344467377433563,3.3974737554507004,1.4778246235045536,0.20094917201007323,Iris-setosa
+4,5.287206918319323,3.7027413282546346,1.6352889320841502,0.20070940042794286,Iris-setosa
+5,5.675262782143217,2.8022660515567215,4.039617094892036,1.1404739070468732,Iris-versicolor
+6,4.90088055242643,3.1135750012109065,1.4987889365947098,0.10000010627333521,Iris-setosa
+7,5.137472535796371,3.757360057617705,1.6101048616405598,0.20204045946581314,Iris-setosa
+8,5.259208374388285,3.783970003069313,1.744299269563423,0.2054284881833962,Iris-setosa
+9,5.174019598731046,2.7539740894600198,4.129340148900402,1.4298531722347811,Iris-versicolor
+10,5.8300006760994005,2.38043697173791,4.195133732637068,1.088332724195107,Iris-versicolor
+11,5.158102344425353,3.4505576125640807,1.3940750055395257,0.20169633967108813,Iris-setosa
+12,6.030161365361811,3.2403674168728585,4.618392703761719,1.5425943275179945,Iris-versicolor
+13,5.9826054496695455,3.406048471337848,4.481941325337561,1.5930649645578694,Iris-versicolor
+14,7.568023974266393,2.854160266266583,6.543282665633596,1.8402323478929288,Iris-virginica
+15,5.431973160292186,3.7846529057955123,1.57745821680474,0.37777886200074157,Iris-setosa
+16,5.005121265088717,3.660420594255765,1.4128308572443333,0.19504648301100963,Iris-setosa
+17,6.633570332631675,3.2708256295317693,5.777375619364613,2.323588875329408,Iris-virginica
+18,6.663528811960079,3.33101752216505,5.669064928392119,2.17119695205979,Iris-virginica
+19,5.959632618090602,2.9647806468466618,4.2689785123931525,1.3794894503835224,Iris-versicolor
+20,5.757458500271341,2.903289287878663,4.598259650539954,1.3601127331105032,Iris-versicolor
+21,4.840709222005919,3.4094079562595714,1.4907245734268102,0.29005227852418336,Iris-setosa
+22,6.431196382814942,2.8794316196173693,4.315688633131234,1.3040033798554092,Iris-versicolor
+23,6.595774575643896,3.1835468961158715,5.11073742718539,2.046357565231663,Iris-virginica
+24,4.794540288482525,3.414016786665068,1.496928025057369,0.20270544999018256,Iris-setosa
+25,4.897716013594989,3.0918142893309772,1.4987921300259002,0.10000013382733097,Iris-setosa
+26,7.661577524593724,2.839868541683416,6.648498875711746,1.9374431349711636,Iris-virginica
+27,6.347460535632569,3.035568074750398,4.752481281277854,1.4693370116921507,Iris-versicolor
+28,4.400000549806122,3.0,1.3624338472980393,0.20330082645662104,Iris-setosa
+29,6.104786632515546,2.7762378099320064,4.423530864474503,1.2000361953798628,Iris-versicolor
+30,4.603551491851967,3.567663234974244,1.0,0.19826327894393342,Iris-setosa
+31,6.996134042699239,3.1279856440906673,5.032831796644673,2.3439262217862207,Iris-virginica
+32,5.207893122142873,3.4186477994228266,1.4089589255534565,0.20868081731198695,Iris-setosa
+33,6.4921349972910365,3.2248589481820797,5.269018018202396,2.0047664827123213,Iris-virginica
+34,7.899998608675379,3.8112393657096364,6.366900015469821,2.020874795986666,Iris-virginica
+35,6.422982760356451,3.2248636846343715,5.065204651965453,1.9657752694484405,Iris-virginica
+36,5.148440069851023,3.8226268219138047,1.490732424086255,0.19930569678630777,Iris-setosa
+37,6.703505523442227,3.056637623482631,5.162103905154509,2.0719252434869504,Iris-virginica
+38,5.668322700046238,2.602655506283192,3.9716026291955444,1.1051384582558996,Iris-versicolor
+39,6.016858203269961,3.2450951266272736,4.536422932085774,1.5159167350775804,Iris-versicolor
+40,6.439910685929415,2.7366282300279714,4.516463792229303,1.211749716673561,Iris-versicolor
+41,5.950460577235724,3.0404835387005424,4.4705042567146585,1.4801742040258816,Iris-versicolor
+42,6.303843455184033,2.761712557591528,5.58760296459118,1.6623529996210125,Iris-virginica
+43,4.5111046290616335,2.329173206432959,1.3143593669382432,0.34098334065358155,Iris-setosa
+44,5.487008159080782,2.9353262398996245,4.259137545224076,1.4265528290113862,Iris-versicolor
+45,5.856193457590763,2.7959607562135727,5.1219531901170505,1.9259721923843327,Iris-virginica
+46,6.401651655095659,3.232013687658504,4.770135579739156,1.5837549673214193,Iris-versicolor
+47,6.463607266503998,2.4374847721650292,5.556653016223771,1.8350657949842202,Iris-virginica
+48,6.518926619383091,3.231847806327571,5.071864788926771,2.017462036666233,Iris-virginica
+49,7.899998498802039,3.786766526937255,6.409628860709145,2.0297146864413813,Iris-virginica
+50,5.067094652178663,3.772467262304583,1.4798576755623112,0.19923791632333265,Iris-setosa
+51,6.856175947510825,3.245342095007234,5.76818703266644,2.3227299694140653,Iris-virginica
+52,6.333856792886806,2.28517574576951,4.571852222718051,1.4650365314651383,Iris-versicolor
+53,6.352072008491332,2.8572831214980097,4.313082149971828,1.2313046233355927,Iris-versicolor
+54,6.580210011174848,3.2141953916733788,5.006769584663576,2.0863475506077966,Iris-virginica
+55,5.365453993655043,3.405066644473414,1.739510474516722,0.21814159181576775,Iris-setosa
+56,5.238471593882148,3.454692450860976,1.389697615300503,0.2024578631221235,Iris-setosa
+57,4.896279323309926,3.149893401301948,1.4435147309181449,0.20365570187510246,Iris-setosa
+58,5.243122710560039,3.4543027124442798,1.4422723575244685,0.19598089413585212,Iris-setosa
+59,7.899993175782192,3.7486027760122664,6.417651584822731,2.013989471086568,Iris-virginica
+60,5.210370582625226,3.7152679389781627,1.4921426381813818,0.18766757072931178,Iris-setosa
+61,7.694231564984257,2.5787553667629064,6.9,2.30317368598435,Iris-virginica
+62,6.546692654255663,3.0,5.845963388931501,2.167706321674789,Iris-virginica
+63,5.221790440122436,2.432802852720433,3.345021236191992,1.0030196431523768,Iris-versicolor
+64,5.53964038165716,2.6078680368169227,4.390375203126582,1.1513301499798068,Iris-versicolor
+65,6.704280793309873,3.315416683214749,5.6762080811789835,2.5,Iris-virginica
+66,5.206332497413345,3.504700301409477,1.4344887977236025,0.4655401731785359,Iris-setosa
+67,7.735338666372912,2.5761394698634006,6.9,2.308796107918758,Iris-virginica
+68,4.4,2.8888780543294863,1.4036777112130712,0.19944493316491163,Iris-setosa
+69,4.997107303890126,2.471955118158033,2.9268606510625785,1.1578286010532297,Iris-versicolor
+70,5.210658962472086,3.424594604403008,1.4179940362328833,0.19044600702346628,Iris-setosa
+71,5.773532410171729,2.7022499762243513,4.310158683920448,1.0857306364130002,Iris-versicolor
+72,6.852249991618898,3.0,5.989844086876343,2.103297517165606,Iris-virginica
+73,6.068119246082928,2.924419668503782,4.520734434438002,1.2582258326593216,Iris-versicolor
+74,6.686647884893727,3.2669135903923507,5.696807409889817,2.4999984488144458,Iris-virginica
+75,5.062455654931986,3.8086709199245985,1.4879296798300734,0.2023079751652319,Iris-setosa
+76,6.512073842585607,3.0984030120392907,5.219954941963499,1.9434144270183569,Iris-virginica
+77,6.189246160528162,2.8411319871376848,5.56308616043733,1.839052980637904,Iris-virginica
+78,4.993433398277129,2.000000686735106,3.483414160451449,0.9186593124646014,Iris-versicolor
+79,6.805402413064557,3.209392169118895,5.827806272719493,2.3054672051022225,Iris-virginica
+80,7.220072237718725,3.046821376668942,6.173876384454406,2.1867683904420065,Iris-virginica
+81,4.654677074862571,3.4089764558208153,1.4162730526896479,0.34934857758106436,Iris-setosa
+82,6.376293419749864,2.364874015379285,5.495010233507232,1.7494308198835598,Iris-virginica
+83,4.903021823148483,3.1223321449417103,1.5332280238309812,0.1,Iris-setosa
+84,5.679228037907094,2.613708846431604,3.86832894919487,1.1175031279318897,Iris-versicolor
+85,5.084176084291445,3.5053848376437817,1.37956121006073,0.2524592320204936,Iris-setosa
+86,6.291160241004749,2.8867854401394584,4.304171469108704,1.2322126670328797,Iris-versicolor
+87,5.647159569901326,2.9157576688604117,4.266205528938224,1.2617046323912668,Iris-versicolor
+88,4.817124093768481,3.0,1.4479858182530585,0.1,Iris-setosa
+89,6.944842583742,3.1988715935473353,5.573291178266119,2.3191692392378616,Iris-virginica
+90,5.508786105875006,3.783140688921878,1.4954529699608399,0.2969094668410798,Iris-setosa
+91,5.990676408054348,2.760879137211387,4.821662250545218,1.543253509485013,Iris-versicolor
+92,4.597147839893909,3.598944189243076,1.0,0.2051666776088053,Iris-setosa
+93,6.108530284191192,2.560813954526609,5.557197875465356,1.4441374109503673,Iris-virginica
+94,6.17396778239813,2.595545999031062,4.956129808582316,1.5765980935370476,Iris-versicolor
+95,6.889671556702604,3.026137224433733,5.304801578852992,2.2085097937827336,Iris-virginica
+96,5.035775804424631,3.6868937384541396,1.4287894984435343,0.19183220796715467,Iris-setosa
+97,4.640127831096636,3.4356034820779096,1.406338078883791,0.3124751408394384,Iris-setosa
+98,5.525952413143582,2.4380872690391406,3.7988033077336527,1.0514231289694624,Iris-versicolor
+99,6.326949321740059,3.2328323661503395,4.63153274192823,1.6077315790843127,Iris-versicolor
+100,5.102431040349835,3.3601151017089843,1.6154113838356867,0.40851722520354344,Iris-setosa
+101,6.263045157283971,3.1584389559233035,4.533757486667293,1.5782569931542878,Iris-versicolor
+102,6.1324277201147535,2.7558942272398097,4.613582899778365,1.1598272033519574,Iris-versicolor
+103,6.740761643430572,3.281966722209411,5.665636816047296,2.225569410410621,Iris-virginica
+104,6.361702656917621,2.9639407331843812,4.648360013816268,1.4290619921532632,Iris-versicolor
+105,6.27470164575797,2.5034679788438705,4.891638802641254,1.488089453906213,Iris-versicolor
+106,7.544689634064123,3.0,6.539444441989294,2.111340067276722,Iris-virginica
+107,5.788792220205543,2.7161045449134873,4.276816407685343,1.0835069247224725,Iris-versicolor
+108,6.037759296814376,2.6835236372789026,5.1994041287109125,1.62579594458626,Iris-versicolor
+109,4.807343749718939,3.0,1.3693084478467101,0.37030950848700994,Iris-setosa
+110,6.157040857664192,2.310258690184962,4.9933587504980705,1.7908248511167897,Iris-virginica
+111,5.474783416071329,3.369427171277534,1.997119490072366,0.20927631531458607,Iris-setosa
+112,7.550758202031114,3.0,6.584128905849159,2.0978285502529403,Iris-virginica
+113,5.603248013264898,2.4874256380615063,3.9481634174979843,1.1048976050052968,Iris-versicolor
+114,6.759925576893086,2.9675011573408114,4.615297272567515,1.4159158648944994,Iris-versicolor
+115,6.278617406843969,2.550162676104585,4.8976557779932195,1.524898313176542,Iris-versicolor
+116,6.564701436043218,3.0,4.3699506232269725,1.3837448016268699,Iris-versicolor
+117,5.020672692678977,3.6679509876382514,1.4156586417047772,0.1999485640582207,Iris-setosa
+118,6.036058891714524,2.2209485886913893,4.987571664543303,1.5214639140019692,Iris-virginica
+119,5.088711499333857,3.7911576197927768,1.6542811997874187,0.20343878077906155,Iris-setosa
diff --git a/iris/tab_ddpm/1_3/9/test.csv b/iris/tab_ddpm/1_3/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/9/train.csv b/iris/tab_ddpm/1_3/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b11f24d1fb4c2fa59a331ba9529bc2101292125
--- /dev/null
+++ b/iris/tab_ddpm/1_3/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+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/1_3/9/val.csv b/iris/tab_ddpm/1_3/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..95540a04e0c9b41369699bae81cfd1e0795e7704
--- /dev/null
+++ b/iris/tab_ddpm/1_3/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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
diff --git a/iris/tab_ddpm/1_3/params.json b/iris/tab_ddpm/1_3/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..49eb37616993409658362fd6efd5bb06733c704e
--- /dev/null
+++ b/iris/tab_ddpm/1_3/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:581a130e40ddb3e1f77c53ceec47983ee230b26fdf46372810e68f292d2d8f5d
+size 331
diff --git a/iris/tab_ddpm/1_3/tab_ddpm_eval.ipynb b/iris/tab_ddpm/1_3/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..c80d848f0a620fdc5f2eb4df1d310a78c7d91a1d
--- /dev/null
+++ b/iris/tab_ddpm/1_3/tab_ddpm_eval.ipynb
@@ -0,0 +1,1824 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "e25ae803",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:20.410185Z",
+     "iopub.status.busy": "2024-07-22T03:21:20.409828Z",
+     "iopub.status.idle": "2024-07-22T03:21:32.653978Z",
+     "shell.execute_reply": "2024-07-22T03:21:32.652808Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 12.256363,
+     "end_time": "2024-07-22T03:21:32.656272",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:20.399909",
+     "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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 44%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 77%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "98e547a5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:32.679222Z",
+     "iopub.status.busy": "2024-07-22T03:21:32.678899Z",
+     "iopub.status.idle": "2024-07-22T03:21:32.686498Z",
+     "shell.execute_reply": "2024-07-22T03:21:32.685679Z"
+    },
+    "papermill": {
+     "duration": 0.021275,
+     "end_time": "2024-07-22T03:21:32.688575",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:32.667300",
+     "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": "f5e532bc",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009639,
+     "end_time": "2024-07-22T03:21:32.707811",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:32.698172",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "54240174",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:32.728875Z",
+     "iopub.status.busy": "2024-07-22T03:21:32.728572Z",
+     "iopub.status.idle": "2024-07-22T03:21:32.735813Z",
+     "shell.execute_reply": "2024-07-22T03:21:32.734938Z"
+    },
+    "papermill": {
+     "duration": 0.020001,
+     "end_time": "2024-07-22T03:21:32.737802",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:32.717801",
+     "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": "1ee113f4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:32.758819Z",
+     "iopub.status.busy": "2024-07-22T03:21:32.758520Z",
+     "iopub.status.idle": "2024-07-22T03:21:32.763955Z",
+     "shell.execute_reply": "2024-07-22T03:21:32.763074Z"
+    },
+    "papermill": {
+     "duration": 0.01837,
+     "end_time": "2024-07-22T03:21:32.766027",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:32.747657",
+     "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 = 3\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/1_3\"\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 = 0.2\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "303c9e3d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:32.788480Z",
+     "iopub.status.busy": "2024-07-22T03:21:32.788225Z",
+     "iopub.status.idle": "2024-07-22T03:21:32.793206Z",
+     "shell.execute_reply": "2024-07-22T03:21:32.792355Z"
+    },
+    "papermill": {
+     "duration": 0.018951,
+     "end_time": "2024-07-22T03:21:32.795380",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:32.776429",
+     "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": "6b20ac3c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:32.816802Z",
+     "iopub.status.busy": "2024-07-22T03:21:32.815997Z",
+     "iopub.status.idle": "2024-07-22T03:21:34.071711Z",
+     "shell.execute_reply": "2024-07-22T03:21:34.070838Z"
+    },
+    "papermill": {
+     "duration": 1.268863,
+     "end_time": "2024-07-22T03:21:34.074047",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:32.805184",
+     "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": "bdbb36db",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:34.097088Z",
+     "iopub.status.busy": "2024-07-22T03:21:34.096286Z",
+     "iopub.status.idle": "2024-07-22T03:21:35.101392Z",
+     "shell.execute_reply": "2024-07-22T03:21:35.100408Z"
+    },
+    "papermill": {
+     "duration": 1.01878,
+     "end_time": "2024-07-22T03:21:35.103530",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:34.084750",
+     "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": "86839dc5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:35.126890Z",
+     "iopub.status.busy": "2024-07-22T03:21:35.126556Z",
+     "iopub.status.idle": "2024-07-22T03:21:35.135831Z",
+     "shell.execute_reply": "2024-07-22T03:21:35.134960Z"
+    },
+    "papermill": {
+     "duration": 0.023106,
+     "end_time": "2024-07-22T03:21:35.137752",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:35.114646",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/1_3\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": "9ec40f07",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:35.163320Z",
+     "iopub.status.busy": "2024-07-22T03:21:35.163039Z",
+     "iopub.status.idle": "2024-07-22T03:21:35.520094Z",
+     "shell.execute_reply": "2024-07-22T03:21:35.519317Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.373201,
+     "end_time": "2024-07-22T03:21:35.522595",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:35.149394",
+     "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": "ea9fa210",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:35.546555Z",
+     "iopub.status.busy": "2024-07-22T03:21:35.546256Z",
+     "iopub.status.idle": "2024-07-22T03:21:37.160364Z",
+     "shell.execute_reply": "2024-07-22T03:21:37.159550Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.62869,
+     "end_time": "2024-07-22T03:21:37.162676",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:35.533986",
+     "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": "6d3214c7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:37.187853Z",
+     "iopub.status.busy": "2024-07-22T03:21:37.187434Z",
+     "iopub.status.idle": "2024-07-22T03:21:37.195299Z",
+     "shell.execute_reply": "2024-07-22T03:21:37.194623Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022639,
+     "end_time": "2024-07-22T03:21:37.197284",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:37.174645",
+     "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": "fde90a41",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:37.220479Z",
+     "iopub.status.busy": "2024-07-22T03:21:37.220188Z",
+     "iopub.status.idle": "2024-07-22T03:21:37.224775Z",
+     "shell.execute_reply": "2024-07-22T03:21:37.223902Z"
+    },
+    "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": 0.018555,
+     "end_time": "2024-07-22T03:21:37.226703",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:37.208148",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "72bdf923",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:37.249702Z",
+     "iopub.status.busy": "2024-07-22T03:21:37.249403Z",
+     "iopub.status.idle": "2024-07-22T03:21:37.362736Z",
+     "shell.execute_reply": "2024-07-22T03:21:37.361980Z"
+    },
+    "papermill": {
+     "duration": 0.127117,
+     "end_time": "2024-07-22T03:21:37.364711",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:37.237594",
+     "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": "0a17ea49",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:37.390882Z",
+     "iopub.status.busy": "2024-07-22T03:21:37.390587Z",
+     "iopub.status.idle": "2024-07-22T03:21:41.683652Z",
+     "shell.execute_reply": "2024-07-22T03:21:41.682860Z"
+    },
+    "papermill": {
+     "duration": 4.309388,
+     "end_time": "2024-07-22T03:21:41.686039",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:37.376651",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 03:21:39.110586: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 03:21:39.110657: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 03:21:39.112152: 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": "bb9c37e8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:41.711009Z",
+     "iopub.status.busy": "2024-07-22T03:21:41.710398Z",
+     "iopub.status.idle": "2024-07-22T03:21:41.716264Z",
+     "shell.execute_reply": "2024-07-22T03:21:41.715510Z"
+    },
+    "papermill": {
+     "duration": 0.02029,
+     "end_time": "2024-07-22T03:21:41.718129",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:41.697839",
+     "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": "939c378c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:41.743449Z",
+     "iopub.status.busy": "2024-07-22T03:21:41.743165Z",
+     "iopub.status.idle": "2024-07-22T03:21:44.449411Z",
+     "shell.execute_reply": "2024-07-22T03:21:44.448586Z"
+    },
+    "papermill": {
+     "duration": 2.721735,
+     "end_time": "2024-07-22T03:21:44.451933",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:41.730198",
+     "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": "1a4c53e4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:44.479076Z",
+     "iopub.status.busy": "2024-07-22T03:21:44.478766Z",
+     "iopub.status.idle": "2024-07-22T03:21:44.484622Z",
+     "shell.execute_reply": "2024-07-22T03:21:44.483789Z"
+    },
+    "papermill": {
+     "duration": 0.021527,
+     "end_time": "2024-07-22T03:21:44.486486",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:44.464959",
+     "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": "9abbcaec",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:44.514060Z",
+     "iopub.status.busy": "2024-07-22T03:21:44.513726Z",
+     "iopub.status.idle": "2024-07-22T03:21:45.021928Z",
+     "shell.execute_reply": "2024-07-22T03:21:45.021116Z"
+    },
+    "papermill": {
+     "duration": 0.526201,
+     "end_time": "2024-07-22T03:21:45.024316",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:44.498115",
+     "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": "953fd288",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:45.051731Z",
+     "iopub.status.busy": "2024-07-22T03:21:45.051407Z",
+     "iopub.status.idle": "2024-07-22T03:21:45.057184Z",
+     "shell.execute_reply": "2024-07-22T03:21:45.056381Z"
+    },
+    "papermill": {
+     "duration": 0.021286,
+     "end_time": "2024-07-22T03:21:45.059125",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:45.037839",
+     "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": "d1291d30",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:45.083644Z",
+     "iopub.status.busy": "2024-07-22T03:21:45.083340Z",
+     "iopub.status.idle": "2024-07-22T03:21:45.130025Z",
+     "shell.execute_reply": "2024-07-22T03:21:45.129317Z"
+    },
+    "papermill": {
+     "duration": 0.061207,
+     "end_time": "2024-07-22T03:21:45.132000",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:45.070793",
+     "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": "dd4081ed",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:45.158156Z",
+     "iopub.status.busy": "2024-07-22T03:21:45.157885Z",
+     "iopub.status.idle": "2024-07-22T03:21:45.163348Z",
+     "shell.execute_reply": "2024-07-22T03:21:45.162557Z"
+    },
+    "papermill": {
+     "duration": 0.020809,
+     "end_time": "2024-07-22T03:21:45.165251",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:45.144442",
+     "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": "8b52c9ef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:45.189955Z",
+     "iopub.status.busy": "2024-07-22T03:21:45.189676Z",
+     "iopub.status.idle": "2024-07-22T03:21:45.193496Z",
+     "shell.execute_reply": "2024-07-22T03:21:45.192673Z"
+    },
+    "papermill": {
+     "duration": 0.018392,
+     "end_time": "2024-07-22T03:21:45.195369",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:45.176977",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "a0033aaa",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:45.220185Z",
+     "iopub.status.busy": "2024-07-22T03:21:45.219918Z",
+     "iopub.status.idle": "2024-07-22T03:21:45.225544Z",
+     "shell.execute_reply": "2024-07-22T03:21:45.224661Z"
+    },
+    "papermill": {
+     "duration": 0.020457,
+     "end_time": "2024-07-22T03:21:45.227550",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:45.207093",
+     "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": "9e08f8de",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:45.252568Z",
+     "iopub.status.busy": "2024-07-22T03:21:45.252324Z",
+     "iopub.status.idle": "2024-07-22T03:21:45.258346Z",
+     "shell.execute_reply": "2024-07-22T03:21:45.257661Z"
+    },
+    "papermill": {
+     "duration": 0.020886,
+     "end_time": "2024-07-22T03:21:45.260202",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:45.239316",
+     "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": "d6d23778",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:45.286815Z",
+     "iopub.status.busy": "2024-07-22T03:21:45.286518Z",
+     "iopub.status.idle": "2024-07-22T03:21:45.295005Z",
+     "shell.execute_reply": "2024-07-22T03:21:45.294100Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.02427,
+     "end_time": "2024-07-22T03:21:45.297057",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:45.272787",
+     "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": "cef8eb6d",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:21:45.322211Z",
+     "iopub.status.busy": "2024-07-22T03:21:45.321945Z",
+     "iopub.status.idle": "2024-07-22T03:23:03.590009Z",
+     "shell.execute_reply": "2024-07-22T03:23:03.588917Z"
+    },
+    "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": 78.284003,
+     "end_time": "2024-07-22T03:23:03.593015",
+     "exception": false,
+     "start_time": "2024-07-22T03:21:45.309012",
+     "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 1000/16966 MLoss: 0.0 GLoss: 0.353 Sum: 0.353\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/16966 MLoss: 0.0 GLoss: 0.3062 Sum: 0.3062\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/16966 MLoss: 0.0 GLoss: 0.2898 Sum: 0.2898\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/16966 MLoss: 0.0 GLoss: 0.277 Sum: 0.277\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/16966 MLoss: 0.0 GLoss: 0.2711 Sum: 0.2711\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/16966 MLoss: 0.0 GLoss: 0.2629 Sum: 0.2629\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/16966 MLoss: 0.0 GLoss: 0.259 Sum: 0.259\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/16966 MLoss: 0.0 GLoss: 0.2517 Sum: 0.2517\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/16966 MLoss: 0.0 GLoss: 0.2452 Sum: 0.2452\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/16966 MLoss: 0.0 GLoss: 0.2421 Sum: 0.2421\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/16966 MLoss: 0.0 GLoss: 0.238 Sum: 0.238\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/16966 MLoss: 0.0 GLoss: 0.2354 Sum: 0.2354\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/16966 MLoss: 0.0 GLoss: 0.2348 Sum: 0.2348\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/16966 MLoss: 0.0 GLoss: 0.2272 Sum: 0.2272\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/16966 MLoss: 0.0 GLoss: 0.2258 Sum: 0.2258\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/16966 MLoss: 0.0 GLoss: 0.2266 Sum: 0.2266\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": "6a94d1e5",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016527,
+     "end_time": "2024-07-22T03:23:03.627971",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:03.611444",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "3663d79e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:03.659370Z",
+     "iopub.status.busy": "2024-07-22T03:23:03.658641Z",
+     "iopub.status.idle": "2024-07-22T03:23:03.666834Z",
+     "shell.execute_reply": "2024-07-22T03:23:03.665959Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.026695,
+     "end_time": "2024-07-22T03:23:03.669180",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:03.642485",
+     "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": "ddf0d738",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T03:23:03.698522Z",
+     "iopub.status.busy": "2024-07-22T03:23:03.698167Z",
+     "iopub.status.idle": "2024-07-22T03:23:20.437923Z",
+     "shell.execute_reply": "2024-07-22T03:23:20.436571Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.758425,
+     "end_time": "2024-07-22T03:23:20.440971",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:03.682546",
+     "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": "fad2c8ef",
+   "metadata": {
+    "papermill": {
+     "duration": 0.016929,
+     "end_time": "2024-07-22T03:23:20.475392",
+     "exception": false,
+     "start_time": "2024-07-22T03:23:20.458463",
+     "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": 124.102185,
+   "end_time": "2024-07-22T03:23:23.082354",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/1_3/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/1_3/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 3,
+    "epoch_scale": 0.2,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/1_3",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T03:21:18.980169",
+   "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