diff --git a/iris/tab_ddpm/1_0/0/synth.csv b/iris/tab_ddpm/1_0/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dd66bf3024f5e51b4745c81d4622c7c2a5ce11de
--- /dev/null
+++ b/iris/tab_ddpm/1_0/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.16282615884713,3.203389631991375,5.911764501787994,2.22779633310372,Iris-virginica
+1,6.064184101411325,2.6561475619362973,5.08145127052009,1.626683804849131,Iris-virginica
+2,6.382546011689417,2.7350448605543787,4.493079050168772,1.4982147137214463,Iris-versicolor
+3,5.870762243520852,2.7073080089168435,5.115941875526548,1.922978862319751,Iris-virginica
+4,5.49627610368848,3.0,4.4782029035062685,1.4478544233542068,Iris-versicolor
+5,6.058821124602047,2.567002041994713,5.279716733407237,1.4698638421076324,Iris-virginica
+6,5.020295365542665,3.6519056136114765,1.372330707896345,0.20312445377807892,Iris-setosa
+7,5.920699786609829,2.2702031738044974,3.9427154400627216,1.0066928789204073,Iris-versicolor
+8,6.7492294028827375,2.8810685158746114,4.754508307942992,1.5219447388240495,Iris-versicolor
+9,4.798265928148774,3.0,1.4150094130946045,0.1,Iris-setosa
+10,5.364087623384215,3.0,4.476647704975789,1.5110204633316373,Iris-versicolor
+11,5.23394638358623,3.662174223238856,1.4603399097997094,0.20402869611406324,Iris-setosa
+12,5.818022312530519,2.4614599046043986,4.263314914732709,1.2936495706532298,Iris-versicolor
+13,5.592608732178284,2.7691363287545836,3.8876143147721005,1.2422905370803807,Iris-versicolor
+14,5.549981676485256,2.379750408211004,3.6442661996007675,0.9873326382243776,Iris-versicolor
+15,6.594481136029594,3.0,4.477673964110198,1.4358304290760355,Iris-versicolor
+16,5.492058758018016,2.539479464252178,4.024050664409957,1.3262512001950266,Iris-versicolor
+17,5.53298456668207,4.2,1.4282955862659787,0.1987882134173699,Iris-setosa
+18,5.606838431140589,2.4462471340796412,3.954777819263984,1.1017836500135085,Iris-versicolor
+19,7.636778763575947,2.9783148496570235,6.544818324823526,2.1201605460069124,Iris-virginica
+20,4.593746536754124,3.551660440708144,1.0,0.19782630281049113,Iris-setosa
+21,5.814167126272207,2.6937569313635903,5.091487305476215,1.8985899713715562,Iris-virginica
+22,4.642110076513375,3.3351536557751897,1.4656302268910166,0.20020842084866494,Iris-setosa
+23,5.033344573023807,2.00000683457899,3.594412815618855,1.0460017613455064,Iris-versicolor
+24,4.300000850389394,3.0,1.1149816322878512,0.1,Iris-setosa
+25,6.033844226111449,3.3510110714377737,4.618448974156505,1.609954139213485,Iris-versicolor
+26,5.752981080583141,3.1157223423974987,4.673667100768849,1.6166784105965846,Iris-versicolor
+27,6.6193704206521975,3.175360278185974,5.280433339874392,2.2041223671042287,Iris-virginica
+28,6.1924362323235975,3.3985357789844923,5.455859753096415,2.391178436035525,Iris-virginica
+29,5.132518839201209,3.267054420217997,1.7862649729535183,0.4290991414485587,Iris-setosa
+30,6.283040097745071,3.330125546337064,6.009706053710432,2.5,Iris-virginica
+31,6.050228719772254,2.731949881141336,4.563971417696189,1.2196986267443517,Iris-versicolor
+32,4.670763941496237,3.0,1.3509082958516683,0.2849037399687693,Iris-setosa
+33,5.032214360562247,3.030058232395341,1.6142949806882319,0.21115649789806396,Iris-setosa
+34,5.049446033180226,2.0000004580551702,3.7031368571780043,0.8036038597456049,Iris-versicolor
+35,7.3284951148693835,3.1630410161400784,6.110018275820686,1.81299451174114,Iris-virginica
+36,6.81715784317159,2.7864195893367194,4.774996808491064,1.3944272477734774,Iris-versicolor
+37,5.053648859332926,2.0,3.7349491545303297,1.0430810860964463,Iris-versicolor
+38,6.4824565190556465,3.2284921290238673,5.064775172387421,2.021595883587631,Iris-virginica
+39,5.9494435999329,3.324516248209508,4.606233544187843,1.6312831532551244,Iris-versicolor
+40,4.827287308605019,3.4378992886344775,1.6517924330375995,0.2042093207089688,Iris-setosa
+41,5.002127920457203,3.3588627205510218,1.5954810645696058,0.35576773380381005,Iris-setosa
+42,6.829825597051273,3.0570559087436893,5.094779984340563,2.2790675463532994,Iris-virginica
+43,6.040779885392684,3.3960907159531573,4.485054592676079,1.589629791380364,Iris-versicolor
+44,6.430464521422262,3.243540996567066,4.7322958151263,1.5831859358534712,Iris-versicolor
+45,5.739706110336164,2.799564815802597,4.324502675103019,1.1971729291876265,Iris-versicolor
+46,6.21118062039009,2.762382675264346,4.854992937525217,1.792054536407962,Iris-virginica
+47,4.686474503138695,3.0,1.36003911408994,0.268421816274238,Iris-setosa
+48,6.261520825181883,2.7555813543540473,4.827211084664447,1.8133732723314326,Iris-virginica
+49,6.218947367619458,3.396844906046136,5.3855204688082985,2.2871189361924364,Iris-virginica
+50,7.690957666994407,2.748552637095797,6.728696569644946,1.9599654396580146,Iris-virginica
+51,4.962557184519999,3.363201592667488,1.7169729910533087,0.35784887719170433,Iris-setosa
+52,5.065617369575818,3.373361864439024,1.596061454351899,0.3204204307492588,Iris-setosa
+53,6.291645923235816,3.3638078015778907,5.508514975245888,2.374108656954744,Iris-virginica
+54,7.9,3.8567340077690124,6.45461514371897,1.9728067081651546,Iris-virginica
+55,5.498394555953997,3.0,4.492498141929624,1.4269273036286612,Iris-versicolor
+56,4.932465508033889,2.0,3.4916921575390645,0.9522617495325042,Iris-versicolor
+57,7.703268424724156,2.618698138134756,6.899997786486056,2.252141928929818,Iris-virginica
+58,5.068387625707273,3.5758204402972673,1.3852423515739203,0.20582180014351503,Iris-setosa
+59,5.663588051967303,2.9397481999208472,4.524453219093738,1.4299096417167894,Iris-versicolor
+60,5.258909984827554,2.50438871496212,3.5716871515827493,1.2505041721035173,Iris-versicolor
+61,4.826253303474901,3.418377668998752,1.8308023519352983,0.2017494685219632,Iris-setosa
+62,5.0670240105339195,3.354228078871259,1.71732051951462,0.43903627591389127,Iris-setosa
+63,6.268450211282316,3.4017333968519945,5.500959963344459,2.3761324145727136,Iris-virginica
+64,5.975912099692648,2.7356531626174108,4.411891424781836,1.382758784174319,Iris-versicolor
+65,4.499756982121008,3.1719193616409185,1.4243074614745304,0.19559553916059746,Iris-setosa
+66,5.496660877816845,2.411539112228511,3.7329931885475807,1.0130543406802293,Iris-versicolor
+67,6.401722212078034,3.3269232167804565,5.453070410803782,2.347619100443192,Iris-virginica
+68,4.986094717037135,3.0,1.594349597775654,0.20691689000733574,Iris-setosa
+69,7.9,3.7297705329576516,6.443871201150943,1.9698086411648132,Iris-virginica
+70,6.301707838637574,3.3993631899697085,5.647862230877973,2.4010201760453653,Iris-virginica
+71,6.753325572483044,3.2180314712949336,5.700899530958933,2.252043493628218,Iris-virginica
+72,5.861243447276984,3.222567826844649,4.831934789872506,1.8733274106896718,Iris-versicolor
+73,6.371150200346744,3.29152736134675,5.940192867530644,2.4999996282549044,Iris-virginica
+74,4.584702390521272,3.5320479860214133,1.0000006258918523,0.19831927096692226,Iris-setosa
+75,5.018141611612336,3.346636081050076,1.5722326471918253,0.4262909669744903,Iris-setosa
+76,5.108807286127207,3.536748245801039,1.3722298380415756,0.1996782390453843,Iris-setosa
+77,4.366505090597784,2.818741968675049,1.357757993992712,0.19293358571193284,Iris-setosa
+78,5.810053480340797,2.216599066974513,3.94042467922112,0.842700416802758,Iris-versicolor
+79,4.300000761996329,3.0,1.0995665231860074,0.10000015771001564,Iris-setosa
+80,4.412882191056041,2.8515869772987283,1.4298232705903033,0.20378413443044596,Iris-setosa
+81,5.968638404575754,3.404105343983052,4.550865811541707,1.6265443033805886,Iris-versicolor
+82,4.980086321326381,2.0,3.6528270073527858,1.036372194857536,Iris-versicolor
+83,5.272956253185858,3.4644910552005244,1.472337171593169,0.24195720743614274,Iris-setosa
+84,6.190358329548897,3.058578538037451,4.837242006033986,1.6986721976062522,Iris-versicolor
+85,5.615761200454701,3.008254434454364,4.436348115887577,1.3981919921276877,Iris-versicolor
+86,5.111630613692477,2.4895705218034183,3.0857644355634086,1.124565928714458,Iris-versicolor
+87,6.645696388448786,2.8341806204935986,4.742624711232819,1.5209427775064492,Iris-versicolor
+88,6.718002487561398,3.083588240498213,4.793443645495607,1.5277135049890234,Iris-versicolor
+89,5.113530797588752,3.378568655741142,1.5896789161928055,0.211796722880444,Iris-setosa
+90,6.219197733537276,3.303466704532357,4.665874471439158,1.5978007475597065,Iris-versicolor
+91,7.690514331161718,2.5721252748352503,6.9,2.3058095625014214,Iris-virginica
+92,7.655428968414401,3.0,5.936045893320302,2.3046514045563757,Iris-virginica
+93,5.011765741972462,3.1476789446000195,1.594949584711337,0.2544207020205728,Iris-setosa
+94,7.9,3.866861907803849,6.439558963719091,1.948334709572934,Iris-virginica
+95,4.575372062923775,3.1588640589073496,1.4294474275600466,0.20126493299773038,Iris-setosa
+96,4.8471517677539815,3.0,1.4546869881041053,0.1,Iris-setosa
+97,4.300000542793624,3.0,1.1019639582809955,0.10000009001329754,Iris-setosa
+98,6.772559136387016,3.1682791010322795,5.465717146295321,2.2694813335367447,Iris-virginica
+99,6.145592187033518,2.8792905568998655,4.581650361724221,1.4327404699345505,Iris-versicolor
+100,5.469312216007038,3.65960027716308,1.490232659148323,0.35079719585773056,Iris-setosa
+101,5.979851700508414,2.642390040658742,5.113735258411844,1.788083069019347,Iris-virginica
+102,6.376631221427025,3.2560530151024007,5.337622731147047,2.3181390382398255,Iris-virginica
+103,5.057660239729933,2.5109516557208034,2.9428309224764204,1.1356410528797516,Iris-versicolor
+104,6.565601608744797,3.0,4.474878378005532,1.4449720855442219,Iris-versicolor
+105,6.732690415661345,2.4583722263475623,5.850426486911237,1.7998960585429462,Iris-virginica
+106,5.9771656983672905,3.235036517138583,4.780155693681608,1.7601293056187783,Iris-versicolor
+107,7.710611893845743,3.0,6.058777839937241,2.2916167401932794,Iris-virginica
+108,7.177755587307859,3.1480130239541,6.096843791401547,1.7302580797369627,Iris-virginica
+109,5.002763992523824,3.236368998644047,1.8666748040958676,0.22618950766012894,Iris-setosa
+110,6.236496879795009,2.6549156020201745,4.905540676723935,1.8008968111936374,Iris-virginica
+111,6.051125969462122,2.819541292162398,4.685196909324974,1.2219726469314738,Iris-versicolor
+112,6.500885773125133,3.2180808842399364,4.809007932988641,1.6035489504737548,Iris-versicolor
+113,4.9299717278621,3.147792815198326,1.5402228258792037,0.1,Iris-setosa
+114,4.994169676209573,2.000000729058218,3.582287984181771,0.9613230770708239,Iris-versicolor
+115,4.817770300494517,3.3843754926612895,1.8726341551236987,0.19911844274327684,Iris-setosa
+116,5.395328438060049,2.887014220247281,4.256972723254919,1.4470508694611275,Iris-versicolor
+117,5.007852582467467,2.0,3.403697011974956,1.0433321039325594,Iris-versicolor
+118,6.385420398385392,2.990111668039311,5.77604337184894,2.1114603555232616,Iris-virginica
+119,5.047433848071601,3.596131897055793,1.325096976353013,0.2058321156118535,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/0/test.csv b/iris/tab_ddpm/1_0/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/0/train.csv b/iris/tab_ddpm/1_0/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/0/val.csv b/iris/tab_ddpm/1_0/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/1/synth.csv b/iris/tab_ddpm/1_0/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8115b55117978c2da80abd3039f8c3795fc5aaee
--- /dev/null
+++ b/iris/tab_ddpm/1_0/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.692301414355079,3.2796815214270385,1.4464147934461515,0.20322868431985658,Iris-setosa
+1,4.300002227037951,3.0,1.123246072695426,0.10000027390763505,Iris-setosa
+2,5.4801072953616,3.7225435657975274,1.4833887718098195,0.4430111819719128,Iris-setosa
+3,5.509056915968755,4.1999986869977315,1.4059647678474911,0.20343232588349167,Iris-setosa
+4,5.748749888954234,2.828606639158722,4.161866584858474,1.1984880944087437,Iris-versicolor
+5,4.809251760441027,3.0,1.3796180490058851,0.3018918572672548,Iris-setosa
+6,5.546068840912814,2.707912147466446,4.2423712356553684,1.4202271037507408,Iris-versicolor
+7,5.821594677847864,2.705477256092331,5.112471023298358,1.9040976016979068,Iris-virginica
+8,5.089159413912016,2.0000019855322995,3.47535242913945,1.0087555580992804,Iris-versicolor
+9,5.033271550136373,2.5121727937897194,2.863592694539206,1.072097064384546,Iris-versicolor
+10,6.619728918649174,3.0361148692790874,4.677950457825367,1.4511168071367464,Iris-versicolor
+11,5.549012098801257,3.0,4.033786404170361,1.3461072633526117,Iris-versicolor
+12,7.318827890912083,3.1340722283231934,6.105647163329963,1.8413191768014687,Iris-virginica
+13,6.671558731527426,3.0,4.994121521077981,1.7379584871771265,Iris-versicolor
+14,4.387867796685287,2.942622291020891,1.3606247930022002,0.19828446986626774,Iris-setosa
+15,4.888958433772627,3.3283147510140445,1.6245048259699728,0.1958103787390446,Iris-setosa
+16,5.000938090462782,2.0,3.0631600602261804,1.0194152640938299,Iris-versicolor
+17,5.094543663616552,3.0,1.8265069201186224,0.20323144459276382,Iris-setosa
+18,6.044081247008294,2.8317889193699557,4.590249961523837,1.3101725587379782,Iris-versicolor
+19,6.4128970851238964,3.24801625188773,5.243719420560559,2.09158096743781,Iris-virginica
+20,7.31640116661038,3.1118660881338136,6.171913278659947,2.2191262649813015,Iris-virginica
+21,7.721970424613005,2.5844343263160456,6.899998091447695,2.301402094920766,Iris-virginica
+22,7.131225539079566,3.1055633905122,5.5437984134785365,2.31751317305995,Iris-virginica
+23,7.32965018054061,3.1688942094309103,6.147150865628869,1.803226086143808,Iris-virginica
+24,6.710759880136205,3.171607892535638,5.720188818116291,2.2838469004922883,Iris-virginica
+25,4.660653155159077,3.045114273375953,1.517423550292565,0.20519935488327173,Iris-setosa
+26,5.067348727520061,3.536709874682048,1.4005483355581059,0.20849192285974097,Iris-setosa
+27,7.199107367370888,3.1696674991823937,6.027909599449296,2.2275527855644355,Iris-virginica
+28,7.699007831047631,2.622497439571737,6.9,2.285658605446923,Iris-virginica
+29,4.956552517735764,2.0,3.5508582154181996,1.125260708798546,Iris-versicolor
+30,6.053190937086233,2.863124377579921,4.663245763055731,1.220687819357197,Iris-versicolor
+31,5.806867768142066,2.7765960155751803,4.213787184408745,1.089151239826593,Iris-versicolor
+32,6.587565482787075,2.509213171651322,5.410433834176551,1.8355927989610596,Iris-virginica
+33,7.4895272291307915,3.045818984011892,6.472228239879218,1.9349661243830738,Iris-virginica
+34,6.4155798397862664,3.342973077902359,5.538953966192274,2.345096136724818,Iris-virginica
+35,5.465384509309661,3.823821313101797,1.377261137325615,0.37581762242280714,Iris-setosa
+36,6.246470860519084,2.6546566028414134,4.836134965151329,1.7924394120630016,Iris-virginica
+37,6.662372056033142,3.022795929370899,4.7045437335616205,1.5839709133727808,Iris-versicolor
+38,5.980936172129834,3.280831534408169,4.419456361264983,1.4840417828090386,Iris-versicolor
+39,4.548741251226828,3.64262232354248,1.0,0.19218561862635875,Iris-setosa
+40,5.175213950646909,3.4148301444799256,1.3609005186810985,0.19336133714234932,Iris-setosa
+41,4.790059457213122,3.0,1.4203779373320946,0.10000014021608851,Iris-setosa
+42,6.0582994173597795,2.870585885192708,4.638218578391123,1.393451022639577,Iris-versicolor
+43,6.682586605733077,2.7975423363881076,4.743930001083504,1.4940857277414896,Iris-versicolor
+44,5.754655197941618,2.8903162555703465,3.978788295967324,1.11990648982276,Iris-versicolor
+45,5.728137848066996,3.808110075287171,2.1372427441027755,0.30807632056350603,Iris-setosa
+46,6.372831810633043,3.2968724842761605,5.971769447733857,2.5,Iris-virginica
+47,6.201999217625035,2.1568999846926076,4.445573003009241,1.4745189538646861,Iris-versicolor
+48,6.034177848728054,3.3801817577660858,4.550217777244138,1.598377534083719,Iris-versicolor
+49,4.80586196825473,3.399583500822879,1.5918461876611127,0.2016187790575831,Iris-setosa
+50,5.845922834234773,3.1844396934633927,4.802145323644913,1.7951280372122134,Iris-versicolor
+51,5.002902114581629,3.0,1.5991422702313565,0.19879715319310182,Iris-setosa
+52,5.679356178950842,2.7831540071698577,4.2523901154586286,1.3358511856429403,Iris-versicolor
+53,6.101227081658,2.6041876164627196,5.569317723798589,1.4359717120800566,Iris-virginica
+54,5.768026951926662,2.7064108759481784,5.092963891413379,2.173074455080773,Iris-virginica
+55,4.852318012966008,3.4250833795779045,1.6058957112291659,0.21159155367952118,Iris-setosa
+56,6.675771575260991,3.207700271359454,5.588965363283249,2.25735984644165,Iris-virginica
+57,5.68820253680447,2.9452401742515693,4.185044629803017,1.203743977717645,Iris-versicolor
+58,5.808022930528356,2.72847172591814,5.087600118100386,1.9716986508363212,Iris-virginica
+59,5.006493224742577,3.0,1.603294728931877,0.20643992079417312,Iris-setosa
+60,5.900099780854155,2.9292834766365936,4.472525731062118,1.326748426755074,Iris-versicolor
+61,6.78472778866938,3.0865537767681244,5.071555153584324,2.3001558527170562,Iris-virginica
+62,4.3,3.0,1.108348784669182,0.1,Iris-setosa
+63,4.804509621485946,3.350588328150661,2.050363270662255,0.2094152935927933,Iris-setosa
+64,4.454330442299588,3.1057818432678257,1.4127212269857226,0.19484027240752247,Iris-setosa
+65,5.485253139463513,3.0,4.515731994861413,1.4896538868863098,Iris-versicolor
+66,5.375038175550665,2.4266338521771464,3.688910242609959,1.0812016437587029,Iris-versicolor
+67,5.036171295571824,2.4939316013804134,2.98379052236899,1.1467478196609686,Iris-versicolor
+68,5.372307834274424,2.4900977813589833,3.6134773197493013,1.0239690364986629,Iris-versicolor
+69,4.652533186592365,3.0,1.4746315731989834,0.21003911801624411,Iris-setosa
+70,5.034710699135555,3.0,1.9378406202338732,0.20171733501137395,Iris-setosa
+71,5.873222733371687,2.3091802780031827,4.030358695525957,1.0466047115123542,Iris-versicolor
+72,4.969796477502406,3.0,1.5056417954376269,0.2604259379021047,Iris-setosa
+73,5.572368631485214,3.0,4.578572457150906,1.547671727273449,Iris-versicolor
+74,5.620382532346957,2.3869491362270208,3.770465823046593,0.9141734575214686,Iris-versicolor
+75,5.581851287371515,2.9336035222368326,3.9104517659468674,1.3545631751857943,Iris-versicolor
+76,5.274490540698508,2.771305208887811,3.9844404158574815,1.4298190566470064,Iris-versicolor
+77,4.474315146850309,3.116215389227614,1.4618417720808374,0.19998210428111984,Iris-setosa
+78,4.9591141703270605,2.0000004578531643,3.2593128472614996,0.8643454516845026,Iris-versicolor
+79,6.490308619842682,3.061326889357199,5.044520950571022,2.024570703906301,Iris-virginica
+80,4.828130190432311,3.0,1.4567742110898165,0.10000020677522499,Iris-setosa
+81,4.5613832548434825,3.547969297676131,1.0,0.2023058218982308,Iris-setosa
+82,6.068769677801644,2.5924975442191895,5.490254667674139,1.4177342027819186,Iris-virginica
+83,5.9936957953810035,3.395795559351883,4.472666137943012,1.5613891906962027,Iris-versicolor
+84,6.602062676213133,3.0860962322045395,5.146243554722869,2.270363499493128,Iris-virginica
+85,7.899997205129829,3.7707918286737994,6.290976008026961,1.9548640862392281,Iris-virginica
+86,7.899997426782517,3.772597728772479,6.324482309303624,1.9843765841506953,Iris-virginica
+87,7.6996681471872295,2.767864803688906,6.71320309709485,1.9870194868805922,Iris-virginica
+88,7.708124415150221,2.6154828918560953,6.9,2.2656875161990673,Iris-virginica
+89,4.3,3.0,1.0817506837345583,0.1,Iris-setosa
+90,5.992323565459939,2.179481045762211,5.008226231569278,1.503707270272525,Iris-virginica
+91,6.283546149228261,3.309975074276818,4.686880759063505,1.6087995094156289,Iris-versicolor
+92,6.564080941987219,2.7771923528939726,4.712756872050088,1.4022398942537018,Iris-versicolor
+93,5.918960970017216,2.8382727835044417,4.367146699655365,1.232169159547152,Iris-versicolor
+94,7.644457843739547,2.852790978832184,6.649799897125346,2.0253521177673126,Iris-virginica
+95,5.492434726136813,3.0,4.532473101220624,1.506154362367946,Iris-versicolor
+96,5.169202180875199,3.417254572767819,1.3880357265502599,0.19746792019166026,Iris-setosa
+97,5.890503422736501,2.7760809882504476,5.094331388894621,2.1301931803050547,Iris-virginica
+98,7.695867285030825,2.6070245327326136,6.9,2.294466394244172,Iris-virginica
+99,7.645024180037357,2.7610967721026745,6.663951350471996,1.9601622673140724,Iris-virginica
+100,7.749989642148737,2.6185718573141585,6.9,2.301711732389832,Iris-virginica
+101,5.982836709394772,3.4007021623301577,4.542664953803084,1.5848022417281276,Iris-versicolor
+102,5.515261143408941,3.0,4.477835287297322,1.4699781982426825,Iris-versicolor
+103,6.176198001564544,2.8701988995094485,4.748520496759018,1.7886580476979448,Iris-virginica
+104,7.231626049321673,3.088347306414069,5.429846693749448,2.2773784307725555,Iris-virginica
+105,6.036244134200938,3.3844002881724684,4.52512823085968,1.5815015585712713,Iris-versicolor
+106,5.611194033896645,2.9568949502460113,4.28114684270014,1.3354080751531754,Iris-versicolor
+107,5.669830752397896,2.815932040370867,3.8647029857864013,1.161050143689065,Iris-versicolor
+108,7.080008159494673,3.214322972966068,5.7716999002281595,1.8536614297486835,Iris-virginica
+109,5.683120173344422,2.7430628292327466,4.248516156678812,1.1198339422921908,Iris-versicolor
+110,5.926886502003355,2.178647560468108,5.009907392779603,1.4864208410141917,Iris-virginica
+111,6.892061101231158,3.1990235097199173,5.6834412868641095,2.3041492209442285,Iris-virginica
+112,6.196525909926484,2.4085211540313485,4.989074703374572,1.8063730979040116,Iris-virginica
+113,4.3,3.0,1.0737618976473748,0.1,Iris-setosa
+114,4.425966252369632,3.022243523755312,1.34527741880097,0.20401571021011036,Iris-setosa
+115,4.87642201917054,3.0844325400895163,1.5048379224327535,0.1,Iris-setosa
+116,6.682714288320245,3.130107428892618,5.358818957673568,2.2102866677451227,Iris-virginica
+117,6.726667778118396,2.807533967662716,4.714482613976346,1.3657882120362965,Iris-versicolor
+118,5.619531651016174,3.7217764225333334,1.5087525801203174,0.36581285308613776,Iris-setosa
+119,5.015824191950692,2.0000005536134,3.4191268620510638,0.8510694886254593,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/1/test.csv b/iris/tab_ddpm/1_0/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/1/train.csv b/iris/tab_ddpm/1_0/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/1/val.csv b/iris/tab_ddpm/1_0/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/10/synth.csv b/iris/tab_ddpm/1_0/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f3911b3949ffa9117af94d7586636d47bb4ff856
--- /dev/null
+++ b/iris/tab_ddpm/1_0/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.459304725044278,2.5274243863365093,3.857617143270034,1.3262158338915928,Iris-versicolor
+1,6.003052196718747,2.882798180249885,4.715517165876724,1.3623630554878168,Iris-versicolor
+2,6.216843523920397,2.706486473257045,4.8791288158643615,1.8269375823114453,Iris-virginica
+3,6.007581597419168,3.3992550625625055,4.472354313916626,1.5984561776370276,Iris-versicolor
+4,6.309673776714618,3.292078849468281,5.981241759440811,2.499999561643114,Iris-virginica
+5,5.732807715962377,2.9349801116431493,4.253186953172757,1.318853658955532,Iris-versicolor
+6,5.245949683608341,2.5060824794232213,3.322064593285269,1.0012914769482775,Iris-versicolor
+7,5.9441583165087915,2.2863459512049116,4.036073989854424,1.0313980745166786,Iris-versicolor
+8,6.677278314923231,2.9363460430466244,4.734190331644538,1.5458198727511043,Iris-versicolor
+9,7.540266744621637,2.985429807076272,6.60167037101558,2.0681806927417457,Iris-virginica
+10,5.01140943477677,2.0,3.627712679804314,0.9154218292828277,Iris-versicolor
+11,5.0202915907405865,2.0,3.202097056304155,1.0984667767822296,Iris-versicolor
+12,4.763319769163704,3.2688718468350477,1.5479463679696719,0.20444290633900136,Iris-setosa
+13,6.884344893754663,2.5336648387944822,6.1270396720941225,1.8254976085823786,Iris-virginica
+14,4.986425987106628,3.6198085605246897,1.3724118236452563,0.20477344984500906,Iris-setosa
+15,5.504913926957318,2.4254387120451337,3.889538087182871,1.1961782397201666,Iris-versicolor
+16,4.82623774386028,3.4034735491403874,1.8236275107269138,0.2024955653452263,Iris-setosa
+17,7.654660924242872,3.0,6.518243211607606,2.1450430231248303,Iris-virginica
+18,5.695935076517506,3.0,4.377147952348936,1.4475120022356631,Iris-versicolor
+19,5.9620996837872395,3.4078862503200718,4.4779254018836845,1.589160656553185,Iris-versicolor
+20,4.859060982832564,3.391567093226944,1.6480409900470963,0.22368465119501227,Iris-setosa
+21,4.3,3.0,1.113729326739132,0.1,Iris-setosa
+22,5.821107020873084,2.9423850952090236,4.567345522067568,1.431068091336034,Iris-versicolor
+23,6.1135155038418665,3.0,4.784339732556083,1.627286303518623,Iris-versicolor
+24,6.465363914216251,3.2151027388017543,5.136282078959433,2.1054561148461195,Iris-virginica
+25,6.3712449937739795,3.2536668325453197,5.323627374376816,2.321815048836598,Iris-virginica
+26,4.814124805728652,3.0,1.40332904611342,0.100000191304218,Iris-setosa
+27,7.899998755392641,3.7087881200849364,6.338995524047459,1.9053145601178316,Iris-virginica
+28,5.298481037102265,3.4017955304611447,1.472781822209928,0.39696388922186704,Iris-setosa
+29,6.1022164314771485,2.5910199357181036,5.4736488316462,1.4248038397645837,Iris-virginica
+30,4.438485044437417,3.0893776787595266,1.3784289222267512,0.20119140518411435,Iris-setosa
+31,6.70884701843172,3.026872999656167,4.855340395174644,1.5766850394258256,Iris-versicolor
+32,6.2932334853494885,2.602903450874444,4.94496260632962,1.7768975131649347,Iris-virginica
+33,7.731843878013254,2.9687682597696203,6.423339711798725,2.2247673418972482,Iris-virginica
+34,5.063202842530731,3.5963304376998075,1.4008563015407398,0.20428041764484695,Iris-setosa
+35,6.274696665260691,3.4046354867655517,5.575079691761881,2.385055655762687,Iris-virginica
+36,5.988970985775001,3.398721490471116,4.554735322296266,1.625577610909545,Iris-versicolor
+37,5.216628270280667,3.369687679451192,1.5845873929420595,0.4730599147149768,Iris-setosa
+38,5.236111040641262,3.392278359431572,1.4364227600441783,0.20855459629679973,Iris-setosa
+39,5.528635454033365,2.5023074092092,3.8643647137377743,1.1340178485857413,Iris-versicolor
+40,5.013789274656293,2.0,3.3881723149437146,0.8588358158520729,Iris-versicolor
+41,6.474723292755299,3.208333388462471,5.388554456837323,2.2887394125427782,Iris-virginica
+42,6.692991299040211,2.9903997959895774,4.918348302940381,1.6660492083717138,Iris-versicolor
+43,5.770497730107155,2.782960867691226,5.078198747246114,2.3820876070931627,Iris-virginica
+44,5.1790835664021895,3.7367829440847253,1.381765052398837,0.21821051728276508,Iris-setosa
+45,4.988435649103299,2.0000008018339974,3.324372425494599,1.0178790730371805,Iris-versicolor
+46,5.205910644574665,3.407782115807973,1.5871560014889834,0.4955624441956814,Iris-setosa
+47,5.228560546132725,3.745622170766194,1.4526167406950679,0.22072342110415066,Iris-setosa
+48,5.807220864411389,2.6782439723252103,4.1422273342300695,0.9271106306932297,Iris-versicolor
+49,6.185763138697194,2.819137988905273,4.766764591961709,1.7957047903813779,Iris-virginica
+50,5.993434400198538,2.1799850812044617,5.027645613835609,1.4823429156752155,Iris-virginica
+51,6.239685652496822,2.1679763384716066,4.390524151892584,1.501002767792195,Iris-versicolor
+52,5.486286483784259,3.0,4.376146795011068,1.4336628199471444,Iris-versicolor
+53,6.061035013340311,2.281422543126732,4.15881910949242,1.0994828685835625,Iris-versicolor
+54,5.898186548183952,2.8155559519605045,4.6334792064076185,1.247466812813261,Iris-versicolor
+55,6.029710826421868,2.5879817938632854,5.082559441422813,1.6668185460649239,Iris-virginica
+56,6.057347494121549,3.169708683827033,4.802024609610177,1.7429370853556696,Iris-versicolor
+57,5.797861143680938,3.132030050484751,4.706274361162106,1.666843046543922,Iris-versicolor
+58,5.805361959651219,2.697312319203606,5.130635664282266,1.894992107818997,Iris-virginica
+59,6.977773407438054,3.195846307938166,5.557695374406848,2.3058570761929578,Iris-virginica
+60,6.1788807560314805,2.1894829672167373,4.481513822101145,1.4912827568956382,Iris-versicolor
+61,6.198950382093351,2.2947768391444194,5.116204601504917,1.6258375194349381,Iris-virginica
+62,6.328509367218902,3.1779207236269995,5.258201168179238,2.2030920938168004,Iris-virginica
+63,6.19849598525731,2.811409535709065,4.766129003233467,1.7900461971980817,Iris-virginica
+64,5.52310955996161,3.0,4.583452156820249,1.5220455271158981,Iris-versicolor
+65,5.192632230795923,2.5472026282523603,3.53829889441921,1.3023832034531557,Iris-versicolor
+66,4.971826278577543,3.193859274680576,1.5459403663052529,0.1,Iris-setosa
+67,6.038018041270831,2.318992694544334,4.366452229914208,1.313732272416432,Iris-versicolor
+68,5.8006834471880975,2.8368883597017716,4.579051390944696,1.3157843467596697,Iris-versicolor
+69,6.959324990048803,3.1619468686049617,5.5471304340231935,2.1505029036069647,Iris-virginica
+70,7.552140968157058,2.700419878025266,6.558163294059382,1.9933472675109756,Iris-virginica
+71,6.552855893944536,3.021622902388877,4.490733185554646,1.4496186015701342,Iris-versicolor
+72,6.828968385960438,3.03713552338807,6.233517685246363,2.2387353894072755,Iris-virginica
+73,5.587298408597066,2.92570997854753,3.9031833848207245,1.3068939855785047,Iris-versicolor
+74,5.026990550403936,2.0000014390595267,3.5907768792892463,0.921391767548003,Iris-versicolor
+75,4.554669779378848,3.0525970648739147,1.5025896427371224,0.20499207494518457,Iris-setosa
+76,5.136943824217861,3.512690046970007,1.40269083176811,0.20065734616984118,Iris-setosa
+77,4.3,3.0,1.1297565195051265,0.1,Iris-setosa
+78,6.671583370117973,2.9099588603611153,4.78314532266441,1.5405213596356622,Iris-versicolor
+79,4.300000629712795,3.0,1.07851971581626,0.10000012986590684,Iris-setosa
+80,4.963047611453219,3.373197609928036,1.6344020394066505,0.48904040148799727,Iris-setosa
+81,5.6547583809224875,2.9510595082511615,3.714807315620582,1.2155725781971576,Iris-versicolor
+82,6.309552641392384,2.911902094595112,4.722583705485517,1.485724990004935,Iris-versicolor
+83,4.437011847505161,3.188317885055347,1.3672971404399694,0.20793069245693477,Iris-setosa
+84,4.587145896314899,3.0,1.4470666333171276,0.2049176516787773,Iris-setosa
+85,5.032373142423765,3.5854780886880366,1.3574787529242212,0.2000239466166949,Iris-setosa
+86,7.221335506014602,3.044576784067626,5.103343334372131,2.321813555436274,Iris-virginica
+87,6.284602635265023,3.4040440021596616,5.610342737508554,2.398326578418449,Iris-virginica
+88,6.198489035535585,2.7896602259783387,4.804361307513784,1.7705626812773423,Iris-virginica
+89,5.143008666088746,3.3618921207598227,1.5488298409174683,0.5447708662513558,Iris-setosa
+90,4.3,3.0,1.1051953014517775,0.10000014914881428,Iris-setosa
+91,4.929912885531197,2.0,3.565362311207311,0.9682644443848533,Iris-versicolor
+92,6.016893015660079,2.8539756117146595,4.537656070848285,1.5019316638269418,Iris-versicolor
+93,5.269929347346347,2.8577730508658976,4.137701779345033,1.467402145457363,Iris-versicolor
+94,6.3545568581127565,2.990959096747056,5.728000423686733,2.1468646377426523,Iris-virginica
+95,7.688624422635298,2.9606134005441187,6.624356946504918,2.1257513692879173,Iris-virginica
+96,4.8135680604154745,3.387780942391187,1.838937949674913,0.20025460454840024,Iris-setosa
+97,7.9,3.9071889635642005,6.428182666949943,2.0568240430256197,Iris-virginica
+98,6.868444344288311,3.1933530866198963,5.759272997678473,2.3010697798592266,Iris-virginica
+99,5.540397958516817,2.4508268495418957,3.7694802322048853,1.068724073584859,Iris-versicolor
+100,5.4037291842721595,3.848929090850983,1.2858696374516028,0.34630093091975067,Iris-setosa
+101,7.688897314861147,3.0,6.35559466516702,2.2007212818054027,Iris-virginica
+102,5.952678713329448,3.4335214217657537,4.426354775065505,1.5936461891976659,Iris-versicolor
+103,6.678694306218897,3.0,4.921807385323161,1.6764635040733649,Iris-versicolor
+104,5.231664252012442,2.507608359924752,3.667484883966547,1.1550686925753504,Iris-versicolor
+105,5.772986549997169,2.7775249187937807,5.1922590382030585,2.364106551056705,Iris-virginica
+106,4.300000939815083,3.0,1.1079591946576606,0.10000011882725471,Iris-setosa
+107,7.676040305628103,3.0,6.636833181413361,2.116826840581519,Iris-virginica
+108,4.555226425865903,3.655026136231234,1.0,0.20012823943821176,Iris-setosa
+109,5.699028003941446,2.5827844153687725,4.124240332730126,1.066479353635159,Iris-versicolor
+110,7.660944723620261,3.0,6.6646557957725525,2.053876898490599,Iris-virginica
+111,4.902820490733106,3.519909855123985,1.48802875160728,0.19784965108220892,Iris-setosa
+112,4.876235712475846,3.478837091161488,1.6426749529882028,0.20724276677912168,Iris-setosa
+113,4.8672127503946365,3.0,1.5534599762677894,0.2121294186724785,Iris-setosa
+114,6.697763185173604,3.03623159642054,4.820948038666712,1.5567334114280398,Iris-versicolor
+115,6.085013545574271,2.745897674805207,4.9488359426919235,1.8177939508880048,Iris-virginica
+116,6.100087403331535,2.7596844547630384,4.71990617717327,1.1532536169878895,Iris-versicolor
+117,6.727357897804088,3.106074908302773,4.81927387296668,1.5721753910589868,Iris-versicolor
+118,4.6323988699462015,3.2007453541376067,1.4340545677253231,0.20151359252132417,Iris-setosa
+119,4.95494510257005,3.0,1.5548894652116148,0.204779630049084,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/10/test.csv b/iris/tab_ddpm/1_0/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/10/train.csv b/iris/tab_ddpm/1_0/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/10/val.csv b/iris/tab_ddpm/1_0/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/11/synth.csv b/iris/tab_ddpm/1_0/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8341e639137cd8450032a058a74c15edd38c0ed
--- /dev/null
+++ b/iris/tab_ddpm/1_0/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.141703742902832,3.317424851352684,1.7212579930575669,0.5802248659376732,Iris-setosa
+1,6.253367736173249,3.38882717892332,5.505231465460294,2.3520737563803165,Iris-virginica
+2,6.296457195032608,3.288801926359412,6.032827053249389,2.499999766507654,Iris-virginica
+3,5.726281735658391,2.8915034269917887,4.293117972822385,1.2987669774259984,Iris-versicolor
+4,5.167136206684554,2.4739418425832467,3.064379949475218,1.1839194101625008,Iris-versicolor
+5,4.875206899468345,3.0937001277805143,1.503015786370043,0.10000013626172766,Iris-setosa
+6,4.808018804021278,3.0,1.4443990665824389,0.10000010216896443,Iris-setosa
+7,4.758822464727203,3.0,1.3324720705897604,0.1,Iris-setosa
+8,5.780472091071903,2.7044302141373673,5.100790483907065,1.9026667682022111,Iris-virginica
+9,5.520281558762606,3.0,4.537471684746243,1.482415610322246,Iris-versicolor
+10,7.341697702037629,3.0633741827336203,5.603957652303287,2.2992215428490166,Iris-virginica
+11,6.025077823118201,2.225979985438568,4.993198485596208,1.4891037190825278,Iris-virginica
+12,7.4862728479492935,3.0,6.564950542770493,2.0799871868399102,Iris-virginica
+13,5.663607942672832,2.8117483151228804,4.320925874535483,1.2863236625068404,Iris-versicolor
+14,4.30000097293764,3.0,1.1105210169113933,0.10000023242225857,Iris-setosa
+15,5.087036395380132,3.831216063730948,1.8442586203019995,0.2016019567841177,Iris-setosa
+16,7.8999984579848626,3.798817978300947,6.377655066449428,2.0031274708799507,Iris-virginica
+17,4.842212982852648,3.0037728181440064,1.4423497992140233,0.10000009590314093,Iris-setosa
+18,5.779797307699845,2.7034718811944356,5.131873292097115,1.9857165547137496,Iris-virginica
+19,5.766788318841001,3.1170997482763307,4.630066803266108,1.60586228405146,Iris-versicolor
+20,5.841253940550866,2.966427072531042,4.287491964948525,1.3479284521080714,Iris-versicolor
+21,7.7027891252603276,2.6271342470595425,6.899998224013975,2.307173434982562,Iris-virginica
+22,6.2839729827784145,3.29867087090019,5.921076194654813,2.49999962944902,Iris-virginica
+23,6.994982449740754,3.2263050308365013,5.933673811990618,1.8855423638106124,Iris-virginica
+24,5.77389525370687,2.866641689504978,5.127036908468285,2.448617474191925,Iris-virginica
+25,6.605614433285054,3.0,5.942265486989963,2.25892278601007,Iris-virginica
+26,5.984382954074264,2.274163170406336,4.186895766610668,1.1130563511737233,Iris-versicolor
+27,7.9,3.8521461163940636,6.392840904440868,2.0029210461602034,Iris-virginica
+28,4.817110394848209,3.0,1.4171193261610437,0.10000009635665777,Iris-setosa
+29,6.705122727451223,2.98915641573676,4.846267707337806,1.5102010307475924,Iris-versicolor
+30,5.894798143987472,2.2694493999070433,4.056085018575501,0.9668143037025034,Iris-versicolor
+31,6.701935810808172,3.0,5.031800597207153,1.7290021119051027,Iris-versicolor
+32,5.379117264622384,3.9492823893924562,1.2338829496173793,0.44776542400881614,Iris-setosa
+33,5.445763670113513,3.5852527082465686,1.4916916838564933,0.25537837996253476,Iris-setosa
+34,5.026997554316453,3.2829952042241017,1.757124660089383,0.4974713190749084,Iris-setosa
+35,6.4859807373766385,3.1081963609500303,5.0263658864345775,2.1028682831041645,Iris-virginica
+36,6.047606952975497,2.6092860053369753,5.567864403909191,1.4090730502833457,Iris-virginica
+37,6.137363456699864,2.8370688839858973,4.712837462149607,1.3072913117207916,Iris-versicolor
+38,5.0381778492904195,3.7163354040716525,1.40256095728395,0.22014828204468354,Iris-setosa
+39,4.781938966778612,3.390166249196096,1.6725228933718301,0.20203257225185473,Iris-setosa
+40,5.143168440201532,2.695475121973876,3.922022448325522,1.4211824405530782,Iris-versicolor
+41,6.2823447508234835,3.2922507589842844,5.960443420188589,2.5,Iris-virginica
+42,5.611854449916219,2.49507640968572,3.9262712645178093,1.082561874941988,Iris-versicolor
+43,5.015123479431665,3.550010681024822,1.4107152680610116,0.19435722127002625,Iris-setosa
+44,4.890139557022412,3.062260272978421,1.4925151732264565,0.1,Iris-setosa
+45,4.9637240398373335,2.0,3.474959577720999,0.6863774014697273,Iris-versicolor
+46,5.291605658190806,3.6885831347640248,1.4845053565218402,0.23752423347821894,Iris-setosa
+47,4.3,3.0,1.098486642368,0.1,Iris-setosa
+48,4.80658570254793,3.410179339292793,1.8182624952086328,0.20094706897713854,Iris-setosa
+49,4.983452641023837,2.0,3.2299321600307085,0.9231981332831608,Iris-versicolor
+50,4.96516573347927,2.0,3.5720548774818712,1.0036068982453628,Iris-versicolor
+51,5.657008543590513,2.8907192871353726,4.095488052894572,1.3532206838854066,Iris-versicolor
+52,6.769029205908688,3.1315558659034726,5.0955080933590295,2.2952048852017195,Iris-virginica
+53,5.941469115125196,2.7059260536915937,4.559935959114307,1.11188016260909,Iris-versicolor
+54,6.262945697777397,3.2937964066567083,6.0084587631356925,2.4999997623422408,Iris-virginica
+55,6.615563679560164,2.4695550296082143,5.708741180968856,1.8049710326775028,Iris-virginica
+56,6.081863683861983,3.382905914832259,4.585267588988838,1.6083414499316793,Iris-versicolor
+57,4.3,2.9550250826738207,1.077692279219763,0.1,Iris-setosa
+58,4.813470883091758,3.424875221351252,2.012601050354637,0.19521157103461934,Iris-setosa
+59,6.567226668861818,2.956053075680945,5.885016370876549,2.08028819765749,Iris-virginica
+60,6.346846363996647,3.294450532737621,4.65592919873638,1.586617750515242,Iris-versicolor
+61,6.150664019858503,2.211312073284023,4.451650766458678,1.441544390173023,Iris-versicolor
+62,7.006595263337626,3.0434958027174197,5.034271992089178,2.297341355714616,Iris-virginica
+63,4.720043573556688,3.360657927598562,1.5548372895289757,0.1937316420947096,Iris-setosa
+64,6.726618112737291,2.5097431929102165,5.75676617830825,1.8258187792630702,Iris-virginica
+65,6.326012695429135,2.5706999549043306,5.579120466188947,1.5582759775653972,Iris-virginica
+66,6.724967467092417,3.0,5.024777783498061,1.700730215295655,Iris-versicolor
+67,6.434395600753487,3.2302671036785675,5.107201958609973,2.0893262615454975,Iris-virginica
+68,4.963624763428798,3.4063242051299514,1.754672378533156,0.304810290166815,Iris-setosa
+69,6.028261566970923,2.5881603801896067,5.572026273631397,1.3713932447041863,Iris-virginica
+70,6.320709677493631,2.5096130005502046,4.977474158721827,1.899663074353322,Iris-virginica
+71,6.281146694355769,2.4796067522747056,4.954757981585567,1.7948902388805872,Iris-virginica
+72,4.410292114030099,3.137878048365885,1.2998726760802624,0.20725859127394977,Iris-setosa
+73,7.899998767287336,3.818717664306705,6.377198754969503,1.9878247708706278,Iris-virginica
+74,5.8654931929434575,2.83998790316734,4.610320232616788,1.289136073734239,Iris-versicolor
+75,5.810881042333126,2.8464366110325243,5.091903037149911,2.4767768850511285,Iris-virginica
+76,4.596004085758924,3.6598193289435814,1.0,0.21067916995047278,Iris-setosa
+77,5.670012829340877,2.885711593404505,3.821913218476189,1.2273754724110046,Iris-versicolor
+78,6.646777332245923,3.0,4.972588823819012,1.7150337255180337,Iris-versicolor
+79,5.756135168253128,2.7191599665957438,5.084920101826003,1.954226742817801,Iris-virginica
+80,5.096113607985558,3.1886333520950894,1.683333957092756,0.26596056842794724,Iris-setosa
+81,6.706937656306737,3.019067752120194,4.873103181147341,1.574243148481497,Iris-versicolor
+82,5.498893372455022,2.761019780494046,4.222535000657488,1.4251646731217356,Iris-versicolor
+83,5.656657351495517,2.598105681799843,4.2112388818073665,1.2421345657853111,Iris-versicolor
+84,5.782039736135143,2.718497924405578,5.099971750363612,1.9786127653029266,Iris-virginica
+85,4.5083018757760716,3.2024459162667323,1.357083730888514,0.193710586981992,Iris-setosa
+86,6.010161748511745,2.244079084258139,4.983706143374532,1.5071124609712416,Iris-virginica
+87,4.828231061558225,3.4047926529882457,1.7970964237578937,0.20521554609293313,Iris-setosa
+88,6.044736139042148,2.3141032857499626,5.001751663634986,1.556465850575639,Iris-virginica
+89,5.909115478064414,3.2102953983125415,4.808627264228759,1.7447935876946017,Iris-versicolor
+90,5.1666758994694195,3.7843561540334023,1.518722856325975,0.21273494133008855,Iris-setosa
+91,5.648985731317493,2.9168448620878813,4.459989844876086,1.3102975673179877,Iris-versicolor
+92,4.770052455667856,3.4028820097558037,2.0255672761014867,0.20195830292050196,Iris-setosa
+93,5.4962320008900525,4.199999244650003,1.4072720059648673,0.20103822182697154,Iris-setosa
+94,4.594886830831383,3.6254727261417274,1.0,0.19482436813261791,Iris-setosa
+95,6.308045786372952,3.27972696036719,5.971131145155517,2.499998802005437,Iris-virginica
+96,5.038316689870715,3.3622911637575026,1.8088686581236697,0.6062620417414091,Iris-setosa
+97,6.098954874008294,2.2641717108555355,5.000588821686859,1.5625143969935589,Iris-virginica
+98,5.131707177291379,3.3025121263429407,1.5650620390780796,0.25842129341386605,Iris-setosa
+99,5.791858061157179,2.819406074191759,5.247270362855122,2.4111404875025904,Iris-virginica
+100,6.684176667650853,3.0,4.993704580719712,1.6735720963564085,Iris-versicolor
+101,5.615217472330995,2.903104934333636,3.69648129548061,1.2634765250148157,Iris-versicolor
+102,5.047511060718855,2.5945469929371834,3.7372302924770286,1.3719037451225913,Iris-versicolor
+103,6.093750057992934,2.5727676205337637,5.5389871748002815,1.4282344050841,Iris-virginica
+104,5.527260623000603,2.5552194208425676,3.808104474749255,1.202829044654704,Iris-versicolor
+105,4.773623216741923,3.0,1.4126714795884798,0.27436910497138783,Iris-setosa
+106,5.743586651006004,3.0,4.286103755820141,1.2811456925452167,Iris-versicolor
+107,5.527250726424781,3.0,4.295964810170896,1.4127764264924132,Iris-versicolor
+108,6.737515124847479,2.50473169166874,5.901739352359866,1.821044277824196,Iris-virginica
+109,5.050015402178107,2.0,3.5091469432325493,1.0031868095505356,Iris-versicolor
+110,5.792677455998325,2.813492604635597,5.128971755365231,2.4091656329406588,Iris-virginica
+111,6.699974632874147,2.995437799659208,4.620615566905521,1.43772788742594,Iris-versicolor
+112,5.933258391499396,2.943578062572567,4.417131615202144,1.338537907216701,Iris-versicolor
+113,7.9,3.7389012560205037,6.413057293081481,2.0353336785109124,Iris-virginica
+114,4.571185610143389,3.6799229278608734,1.0,0.20042089157530454,Iris-setosa
+115,7.708819756830454,2.60694364817231,6.9,2.313395273578157,Iris-virginica
+116,5.359394340924841,3.3993652810019825,1.4906352266976004,0.38878474524087936,Iris-setosa
+117,6.708667087471294,2.5038647885116743,5.835139406578962,1.7895192026208058,Iris-virginica
+118,6.285689325790709,2.547582872271553,4.98667551662381,1.9114854272449175,Iris-virginica
+119,7.9,3.8441801974006116,6.375670353349646,2.0467192152529963,Iris-virginica
diff --git a/iris/tab_ddpm/1_0/11/test.csv b/iris/tab_ddpm/1_0/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/11/train.csv b/iris/tab_ddpm/1_0/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/11/val.csv b/iris/tab_ddpm/1_0/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/12/synth.csv b/iris/tab_ddpm/1_0/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9ea854c7cff6c4acdd8f40045fbf9ad130cf4343
--- /dev/null
+++ b/iris/tab_ddpm/1_0/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.530301382199873,3.137224167750889,5.236692255587782,2.27353994221108,Iris-virginica
+1,6.491765744668554,2.9814419983454563,4.380258402359198,1.382688313979462,Iris-versicolor
+2,5.455473095879054,4.2,1.384487883155296,0.2011377215487065,Iris-setosa
+3,5.072597272392799,3.2058021054174595,1.7344704516624803,0.2714520674414539,Iris-setosa
+4,7.700566040969086,2.6567797274201617,6.899997556328638,2.3035257213629086,Iris-virginica
+5,5.888723040619408,2.8369116701705592,4.581531860359729,1.2626297209313209,Iris-versicolor
+6,5.8220676921369146,3.0886000874090223,4.698954879435352,1.6697763234074434,Iris-versicolor
+7,5.773661400889932,2.6930542399490474,4.092769043067769,0.8847674981875366,Iris-versicolor
+8,6.299085679677367,3.2351050704201656,5.166284084656625,2.1373222254097968,Iris-virginica
+9,4.878734163865456,3.054480448168895,1.4604123602747092,0.1,Iris-setosa
+10,4.806883991735368,3.3683034448629985,1.6796979670222147,0.2060488738504724,Iris-setosa
+11,5.34690854700994,3.87360985122509,1.3011837899611305,0.41690937842499665,Iris-setosa
+12,7.6036850815356996,3.0,6.590790739624244,2.1543808024308686,Iris-virginica
+13,5.837497736616023,2.34171942643556,4.032567433429834,1.1051317873314586,Iris-versicolor
+14,5.438468362022032,3.0,4.477335680126433,1.483167633023935,Iris-versicolor
+15,5.768805138852574,2.658240303595144,3.960074761549137,0.9078711358515691,Iris-versicolor
+16,6.517212106946049,3.0061184661863924,4.9499526039439585,1.7025584950040322,Iris-versicolor
+17,4.806517900106186,3.0,1.4090462692064618,0.2764920853955159,Iris-setosa
+18,5.0312224949659194,3.682303081262669,1.5731761645914046,0.1915695679229253,Iris-setosa
+19,5.337067864420264,3.7597486235150717,1.4257609306311014,0.24388321787356665,Iris-setosa
+20,6.792846652633045,3.151747343216736,5.989220342113319,2.2721587343049574,Iris-virginica
+21,6.280939057997587,2.9535179947246175,4.698886734116273,1.5351199830998319,Iris-versicolor
+22,7.9,3.7105368115555812,6.4174799915069904,2.0273158922616155,Iris-virginica
+23,4.828538267764822,3.0,1.414628373963862,0.1,Iris-setosa
+24,6.226376544902832,3.290095436049885,5.906866753404872,2.4999995567603626,Iris-virginica
+25,4.429965533390901,3.18875800621394,1.3221757019504228,0.20821507051181481,Iris-setosa
+26,4.4237223823219525,3.1793698931617382,1.3516186476831815,0.19867594726088272,Iris-setosa
+27,6.347709482045545,2.9859931833890268,4.5681174529684725,1.3703004901528635,Iris-versicolor
+28,4.630711154039102,3.6370984778125455,1.000000875450314,0.20014205035505273,Iris-setosa
+29,5.825876974534754,2.7697962471990514,4.353410874745509,1.2057561170661713,Iris-versicolor
+30,5.8307622157964065,2.8285997837456707,5.072807430379187,2.3782276301853034,Iris-virginica
+31,6.368432987398709,2.535923378000478,5.4397447986032255,1.7810940626680956,Iris-virginica
+32,5.602920073850049,3.0,4.286121401545087,1.3376898790538019,Iris-versicolor
+33,4.856649744174642,3.0,1.4091888159463035,0.3201775535162874,Iris-setosa
+34,4.650580864930309,3.623648469134847,1.0,0.2003333152277252,Iris-setosa
+35,5.024054640392169,3.0,1.8362747286808545,0.19596080370780955,Iris-setosa
+36,6.230351995847571,3.3420592562094624,5.193232493963546,2.1495633490928716,Iris-virginica
+37,6.023807199224445,2.854714548618191,4.272451784491814,1.296452063087989,Iris-versicolor
+38,6.209372318884301,3.3916564285590813,5.563473041180283,2.3258079702960184,Iris-virginica
+39,5.194803088589739,3.4457234175679345,1.3941921377381692,0.20382556331267832,Iris-setosa
+40,6.165614629717103,2.8756916069020537,4.595457105473572,1.5127820782942987,Iris-versicolor
+41,4.3,3.0,1.1104371968817828,0.1000001135041687,Iris-setosa
+42,5.696012174370392,3.0,4.260253166309244,1.2841475993616807,Iris-versicolor
+43,5.327021274187414,3.0,4.342439785294941,1.481621100401338,Iris-versicolor
+44,6.442219589339475,2.8174524553577607,4.435372468589603,1.5023728453604432,Iris-versicolor
+45,5.252769499445944,2.4619867580679093,3.122037674537517,1.050032493841975,Iris-versicolor
+46,6.506450104653947,2.9854943333079866,4.412773143201549,1.4094938019992034,Iris-versicolor
+47,5.476738960638308,2.429162541552576,3.787413808098402,0.9826473697245671,Iris-versicolor
+48,4.944661366140883,2.0000005407910137,3.678857363310497,0.9761762422102337,Iris-versicolor
+49,4.94707643304622,3.700994587583933,1.4684062546251468,0.19777634415786055,Iris-setosa
+50,5.297577429584761,2.607226363501029,3.4832723010661106,1.1799828204740244,Iris-versicolor
+51,4.3,3.0,1.0776600947586945,0.1,Iris-setosa
+52,7.674189589932208,2.7921863361215857,6.686041468126538,2.0003828484685267,Iris-virginica
+53,4.777597890624087,3.3912615801231403,1.8000295412354455,0.19680104006841864,Iris-setosa
+54,5.895264362209681,2.6827977452908547,5.2658560581030684,1.6257813799541683,Iris-virginica
+55,6.775315704304467,3.0,4.785640300384292,1.4854142355510536,Iris-versicolor
+56,7.535759850370308,3.0102325479875307,6.287324953070635,2.1539775520691564,Iris-virginica
+57,5.71541292972098,3.0,4.2209840876623375,1.21051206696744,Iris-versicolor
+58,6.285344462621678,3.4399158215857284,5.607206115685896,2.3975944429034657,Iris-virginica
+59,7.698506819637331,2.766498510034282,6.721811798281831,1.9607720964340662,Iris-virginica
+60,4.933715803669666,3.1168212716038903,1.497047514297665,0.1,Iris-setosa
+61,5.147467251860952,2.5379522717979044,3.3915736080909413,1.1635093621134427,Iris-versicolor
+62,6.299379321168032,2.8001110349950586,4.596612502389791,1.3943939463162427,Iris-versicolor
+63,5.5201134593742465,3.00682775592395,4.578066379525686,1.5220262468680825,Iris-versicolor
+64,4.815815672731024,3.4060459954281095,1.80392158264817,0.2023145590658816,Iris-setosa
+65,4.84822780410911,3.0,1.4322433165376027,0.1,Iris-setosa
+66,6.212085789939401,2.6543320749323613,4.557012354746143,1.3881127157645623,Iris-versicolor
+67,5.060235329353637,3.635431820622885,1.3857054872492376,0.2036258367182462,Iris-setosa
+68,6.015871836023831,2.773318890999471,4.678675033407913,1.2466143297899692,Iris-versicolor
+69,5.778791335554029,3.1498481250056467,4.735640936278917,1.6764694239974771,Iris-versicolor
+70,7.5612221479979596,3.025790126213697,6.428048316275581,2.2274668189105795,Iris-virginica
+71,5.468578771524071,4.2,1.3878654512239175,0.21945701187628386,Iris-setosa
+72,5.43724967202077,3.838337926779274,1.381700102758852,0.3005863938140102,Iris-setosa
+73,5.085121887209158,2.0000033750163575,3.579113599899316,1.0624546360654215,Iris-versicolor
+74,5.523766165089546,3.655256230944624,1.4869420656883678,0.2748977980079103,Iris-setosa
+75,5.979753680975459,2.8886511522410703,4.6588324246020125,1.3155808130561333,Iris-versicolor
+76,5.002078174831588,2.000001184590556,3.3603432192454323,1.0290178784612365,Iris-versicolor
+77,7.72871608659101,2.6149601761,6.899998839419703,2.3215735972716183,Iris-virginica
+78,5.797763805384752,2.7495137853501936,5.11457461735973,2.207303487323068,Iris-virginica
+79,5.427095302407695,3.0,4.419474762136165,1.4759761494425274,Iris-versicolor
+80,6.7517885168785305,2.8433426934719894,4.7729265813893855,1.4586421751048892,Iris-versicolor
+81,5.645340692964263,2.480181370573405,3.8197398831543388,1.0581051702419515,Iris-versicolor
+82,5.210197163371733,2.5161131786340976,3.5945937721511174,1.2375207126168943,Iris-versicolor
+83,5.720002568895082,2.7633563598910182,4.100308074649001,1.0614510539967208,Iris-versicolor
+84,4.984296041171103,3.0,1.5779440745797813,0.22989357676573965,Iris-setosa
+85,4.3,3.0,1.0863359527404446,0.1,Iris-setosa
+86,5.86206069658589,3.145743787107982,4.734381574892611,1.68105208194524,Iris-versicolor
+87,6.041265240993197,2.2138544229083856,4.000524283855438,1.020247383914311,Iris-versicolor
+88,4.631265551356948,3.1514016846087642,1.3866808435705917,0.20900663370718314,Iris-setosa
+89,7.899998438436006,3.7356497837083964,6.365140640194322,1.973375074574558,Iris-virginica
+90,6.61667389409043,3.143173142711159,5.135592105250424,2.2837464534472938,Iris-virginica
+91,5.724707623503575,3.131036960994609,4.693480767380034,1.6688725023377238,Iris-versicolor
+92,5.658570982608359,2.726884823579284,4.357283617113168,1.252695632865276,Iris-versicolor
+93,5.295816202883208,2.568856581764509,3.835105070867185,1.355447165583689,Iris-versicolor
+94,7.727643166691659,2.7936893231427606,6.719896575229413,1.9944429694308505,Iris-virginica
+95,6.785226274185806,3.1334725102797956,5.140476610496388,2.2556320224143978,Iris-virginica
+96,6.687734045823113,3.1440910218453513,4.780810064594622,1.5666724307946729,Iris-versicolor
+97,6.308943732139946,3.3790724552450655,5.580250896454791,2.3872197493608884,Iris-virginica
+98,4.385045150021595,2.8598984318421827,1.390171912871492,0.19800915526754537,Iris-setosa
+99,5.8906585109513925,2.129548658924179,4.925703602789484,1.4223704605333922,Iris-virginica
+100,6.984386978646439,3.2148868778019555,5.8707879744996685,1.8329333981268225,Iris-virginica
+101,4.660367397182462,3.072454996151393,1.4431023232938751,0.2103067323775588,Iris-setosa
+102,5.812752687638497,2.7851954886257455,5.222451985829867,2.4292154928534946,Iris-virginica
+103,5.157177552760079,3.5115648155287764,1.3901485608219042,0.20605322816781851,Iris-setosa
+104,4.953968741629671,2.0,3.362879599058476,1.0585423278174915,Iris-versicolor
+105,5.205357907721754,3.688068315450008,1.380929107284115,0.21392588709253366,Iris-setosa
+106,6.680755255915031,3.0730265652942896,5.112221967562569,2.2445677708246983,Iris-virginica
+107,5.648036346859843,3.0,4.566729686482418,1.540195081998045,Iris-versicolor
+108,7.707426753597059,2.875078427696309,6.684917343563623,2.070333696182475,Iris-virginica
+109,6.047062099930541,2.191421259828286,3.991747879962815,1.0099247551816237,Iris-versicolor
+110,6.228414647916515,3.2816015392571565,5.91216015444808,2.4999997320878946,Iris-virginica
+111,4.300000783029628,3.0,1.0973196002175363,0.1000000911478885,Iris-setosa
+112,5.748678109473012,2.7995423771097214,5.121920979618807,2.3972115283908235,Iris-virginica
+113,5.025498718272367,3.0,1.6305404582381988,0.19349298883267202,Iris-setosa
+114,4.469395642757521,3.225008288199312,1.3705296990724505,0.19372094286301783,Iris-setosa
+115,5.023900270112717,3.6133222784507044,1.3755396089971696,0.19860662977774743,Iris-setosa
+116,7.69484850146912,2.758699649987328,6.714435783355039,1.9713527544231373,Iris-virginica
+117,6.242805472372838,3.30036119484905,6.022196439211487,2.5,Iris-virginica
+118,5.0243300388097705,2.0,3.590907231555872,0.8882240843605715,Iris-versicolor
+119,6.327243797922662,3.3275744371244644,4.691813669281718,1.6002022119176404,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/12/test.csv b/iris/tab_ddpm/1_0/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/12/train.csv b/iris/tab_ddpm/1_0/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/12/val.csv b/iris/tab_ddpm/1_0/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/13/synth.csv b/iris/tab_ddpm/1_0/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4257c414887cab2e60f047f03f2d918519ff1506
--- /dev/null
+++ b/iris/tab_ddpm/1_0/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.7974668879983655,2.671298633901258,5.075283682441171,1.8889569694220738,Iris-virginica
+1,5.023779551235509,2.0000008442407693,3.4818325132226082,0.8650863189680993,Iris-versicolor
+2,4.492448284164685,2.9956093110757998,1.4397159877234547,0.2028948760206636,Iris-setosa
+3,5.797083915972046,2.6793811212512,5.092163352433057,1.8494419922328384,Iris-virginica
+4,6.204192901544182,2.331783825292476,5.051028035340396,1.8646843776543578,Iris-virginica
+5,5.022569548321423,2.000000792745394,3.5462577370690918,1.0041288075456039,Iris-versicolor
+6,5.625371018600594,3.0,3.8975895885916385,1.300502366608703,Iris-versicolor
+7,5.542560181626255,3.719186183954124,1.4495322114168707,0.3667173481088595,Iris-setosa
+8,4.755123173194917,3.0,1.3758067009444928,0.26098747821186546,Iris-setosa
+9,6.0697262848456095,2.2770099958221515,5.06617354215823,1.5329094439839126,Iris-virginica
+10,7.670003219200371,2.6008255788888865,6.899998432164791,2.25050795709629,Iris-virginica
+11,4.300000602698818,3.0,1.1036491679309475,0.10000012710014332,Iris-setosa
+12,6.982417014444129,3.1994062464610042,5.902552612974704,1.7950907994831367,Iris-virginica
+13,4.847002024176923,3.456451773950854,1.592044094816504,0.20076147646153383,Iris-setosa
+14,6.467828458787652,2.7636393279866733,4.574960330349281,1.3943555507659435,Iris-versicolor
+15,5.972890753864064,2.751128183058835,4.534117304722266,1.1118807409622806,Iris-versicolor
+16,7.674568960315344,2.605429895729861,6.899998511871635,2.3018492947327975,Iris-virginica
+17,6.248052197707793,3.317999172801181,5.919409552326758,2.5,Iris-virginica
+18,4.300000612307541,3.0,1.0952041655287064,0.10000013343794911,Iris-setosa
+19,7.699500791314366,2.6023520790595622,6.9,2.264561861841168,Iris-virginica
+20,6.682235489378506,3.2323965315012746,5.49833885530775,2.3038607833378992,Iris-virginica
+21,5.2092570987027,3.409300488347912,1.3769386698946962,0.2011687582762296,Iris-setosa
+22,4.800025761027546,3.0,1.4020610850355475,0.1,Iris-setosa
+23,6.682046373852082,3.141087642871082,4.745938962759045,1.508264730251302,Iris-versicolor
+24,6.219079024714553,2.259549136024231,4.440756693140648,1.4751195769615817,Iris-versicolor
+25,5.029762948213158,3.239032561988613,1.583356213669551,0.43723868127986687,Iris-setosa
+26,6.70308908141303,3.182904253484839,5.665083898198521,2.302508471255568,Iris-virginica
+27,5.015131474148068,2.000000468145479,3.1613362592922662,1.0631200812384318,Iris-versicolor
+28,5.781021490783294,2.707598202689717,5.071746323275355,1.960046259040308,Iris-virginica
+29,7.743777646130103,2.59744970359179,6.899998994445477,2.3097442224321636,Iris-virginica
+30,6.166759508834767,2.767204130120707,4.8379878245990495,1.8133841336562662,Iris-virginica
+31,5.357735679486356,4.006215312520396,1.2364810396137558,0.593361367663291,Iris-setosa
+32,6.699186439985768,3.0306499720538365,4.9621889790698575,1.6742045328849398,Iris-versicolor
+33,7.715386033521913,2.607325491957979,6.899998645279676,2.269452583089649,Iris-virginica
+34,6.167668080866507,3.402477971868614,5.396986802704826,2.294257561597061,Iris-virginica
+35,4.7841729177928665,3.0,1.4305791215106414,0.25378411535518164,Iris-setosa
+36,4.921383812152761,3.1144692435304013,1.5073066898424292,0.1,Iris-setosa
+37,6.5463326150681045,3.027406454987493,5.635109097213217,2.0278159933399853,Iris-virginica
+38,5.072274429006891,2.0000009604907767,3.6093181958594776,1.0679004767913847,Iris-versicolor
+39,5.780879208355359,2.7155338293311764,5.0969218542852515,1.9048025331824112,Iris-virginica
+40,4.534224451759621,3.1455164584744724,1.3821744432203245,0.19873308798561062,Iris-setosa
+41,5.071629487464599,3.6831948072552265,1.4771392468310123,0.20577865166183693,Iris-setosa
+42,4.841853810503177,3.0,1.460532556886693,0.24795527901040185,Iris-setosa
+43,6.164013547967807,2.5977002137751777,5.620761305112332,1.520479239292963,Iris-virginica
+44,4.3,3.0,1.080514644686827,0.1,Iris-setosa
+45,4.30000093099878,3.0,1.1004430576156283,0.10000019164900535,Iris-setosa
+46,6.1199672997358,2.5903613230041365,5.64066323789534,1.4240311384276776,Iris-virginica
+47,4.3,3.0,1.0872192542185297,0.1,Iris-setosa
+48,6.270234626036464,3.3641644445985586,5.371147160376583,2.284876731894225,Iris-virginica
+49,4.774378479154979,3.4007526237684864,1.662202618005759,0.20062470261066825,Iris-setosa
+50,5.4978083959978346,4.2,1.4070429371070285,0.21178422417934273,Iris-setosa
+51,6.206682902276275,3.3804870163753686,5.368579407217759,2.301259309461527,Iris-virginica
+52,4.946944985786739,2.0,3.634257753936861,1.0067169089867576,Iris-versicolor
+53,5.577372214560176,3.725006535018987,1.721813713949086,0.2729819787318948,Iris-setosa
+54,6.294520809425997,2.655886239867335,4.951361466312064,1.843458537918636,Iris-virginica
+55,6.318841990673416,3.3052370083911304,5.887355985139049,2.49999953733218,Iris-virginica
+56,5.804576716531961,2.8779295540578587,4.399493289962717,1.3816658567774192,Iris-versicolor
+57,7.672123369539282,2.5756489638500017,6.899998933441606,2.2982369546520482,Iris-virginica
+58,6.977037216856614,3.2303720093157207,5.744460050955496,1.8506464142213495,Iris-virginica
+59,5.040647350951558,3.0,1.7722019641714175,0.19881820196779115,Iris-setosa
+60,5.768536559454915,2.688612665894364,5.096454183996654,1.9043985069602853,Iris-virginica
+61,6.305880797694684,3.3213809627210598,6.001828496944108,2.5,Iris-virginica
+62,6.300842742900454,2.6928856852916394,4.896447985383779,1.8316166960557676,Iris-virginica
+63,5.011974300741339,3.6469627975947114,1.419189535750879,0.20241484374620283,Iris-setosa
+64,7.678406409180524,2.758638343627005,6.696461791983616,1.9650889583467261,Iris-virginica
+65,5.137449048899865,3.791267032329475,1.6246514074072897,0.20296407288918175,Iris-setosa
+66,7.001251329624829,3.157322057537516,5.909858732071808,2.3136086791587167,Iris-virginica
+67,4.3847966769092706,2.869326191261421,1.3808845131642948,0.18683147011735302,Iris-setosa
+68,5.532394394731174,4.2,1.4171491235803424,0.21782179059114526,Iris-setosa
+69,5.657233054735376,2.8512396696138342,4.229397586462774,1.3530027193010623,Iris-versicolor
+70,4.5890152184473045,3.1730368560723385,1.4190722811746659,0.2109217083986864,Iris-setosa
+71,5.787995094877165,2.653261135540385,5.085600535580993,1.845433993202979,Iris-virginica
+72,4.665472367619364,3.3330776836134266,1.5116401752887922,0.20063106544734152,Iris-setosa
+73,5.9980755504509675,2.985252826119149,4.483642768624112,1.362399386307935,Iris-versicolor
+74,4.765991164249548,3.0,1.3673203093572885,0.10000012265438071,Iris-setosa
+75,7.676411639934673,3.0,6.442656341097622,2.150320559619564,Iris-virginica
+76,4.377680892513404,3.1619198088429745,1.2789752077947099,0.2022296294830716,Iris-setosa
+77,4.41650853024227,3.0,1.3976467099216299,0.2137359098495681,Iris-setosa
+78,6.571326719169905,2.8208786094342386,4.759018390141174,1.4810813072027167,Iris-versicolor
+79,6.252044918454107,3.493472176977983,5.487289832808276,2.3413887402365203,Iris-virginica
+80,6.353194112439563,2.525327408696209,5.017625895818283,1.875265561045779,Iris-virginica
+81,5.008272157341988,3.0,1.645473555556652,0.19881047204894864,Iris-setosa
+82,4.754070113702097,3.0,1.3631873554696505,0.280316898103574,Iris-setosa
+83,5.14345868345474,2.5221936681448383,3.6500549907907582,1.245505937301636,Iris-versicolor
+84,6.28943670583731,3.295749748598621,5.938353861816083,2.4999996401098725,Iris-virginica
+85,6.317006250116708,3.2949596870916693,6.0510147007507396,2.5,Iris-virginica
+86,4.544832110058038,3.2055529899287207,1.41860493056688,0.19344924161345667,Iris-setosa
+87,7.216910850980841,3.2102896584885365,6.088010589298431,1.7753665575555764,Iris-virginica
+88,6.931413900393607,3.1297272461223042,6.065287369161276,2.2969566058930333,Iris-virginica
+89,5.843040909713219,2.8317686419122436,5.1327838708953415,2.4347141355816264,Iris-virginica
+90,5.008826678942643,2.0000005716233313,3.6531014610290615,1.0048929032464589,Iris-versicolor
+91,7.9,3.783061402058543,6.444766568464917,1.9595113468290228,Iris-virginica
+92,7.65451598827906,2.622106746471496,6.899998537132525,2.2942006368956838,Iris-virginica
+93,6.333128766165494,3.3349131899098023,5.991003293486531,2.5,Iris-virginica
+94,5.799546156540701,2.9553008166007597,4.178474878316712,1.187143090570046,Iris-versicolor
+95,7.721777522632621,2.59435357293987,6.9,2.3100622727555904,Iris-virginica
+96,7.74400798458054,2.611742869156239,6.9,2.324397647809957,Iris-virginica
+97,6.726971918314367,2.530422523806157,5.851209580334715,1.836003218485748,Iris-virginica
+98,5.117220796274754,2.5481953664646104,3.5235269185455333,1.2656663250190228,Iris-versicolor
+99,7.741079943461434,2.6523541403572812,6.9,2.3025940860508745,Iris-virginica
+100,6.526481920097499,3.1171014244766684,5.641872259643095,2.264956728141912,Iris-virginica
+101,6.00975141319292,3.3955673078671,4.551273607845022,1.5882758155749608,Iris-versicolor
+102,7.582660091119734,3.0,6.3643550132583995,2.182635072707058,Iris-virginica
+103,5.955677629917435,3.433310226921134,4.448865514234302,1.5963314733607743,Iris-versicolor
+104,7.66552588889869,3.0,6.612768776592203,2.0975182158887398,Iris-virginica
+105,4.7254876959877095,3.0,1.3639906652258418,0.27510906027876275,Iris-setosa
+106,7.584552685987599,3.0232703337695495,5.881973132380987,2.300942625511634,Iris-virginica
+107,5.30151101392015,2.5283758584379377,3.7911261754741608,1.3232920000234834,Iris-versicolor
+108,7.899997715219875,3.6052470205456197,6.475792268467613,1.9811101095569927,Iris-virginica
+109,5.961588192727599,2.8908268969536888,4.4147394723870015,1.5032021127625248,Iris-versicolor
+110,5.794839482229781,2.7924420543650443,5.218721339718243,2.401962047691799,Iris-virginica
+111,6.287964031292302,2.773095764599978,4.858926906972758,1.8357406454970826,Iris-virginica
+112,5.680845258770467,2.987874500845839,3.8996262302304494,1.3013012207680366,Iris-versicolor
+113,5.7051359913956485,2.8820433951583655,3.968882171297562,1.0335241809171078,Iris-versicolor
+114,5.668607311624427,3.0,4.552890177557457,1.4999974813802552,Iris-versicolor
+115,5.203874651377242,3.658410854251868,1.3804043012631426,0.2282436851393204,Iris-setosa
+116,4.8446028524419935,3.408058189255671,2.034962868463782,0.20224107550942283,Iris-setosa
+117,7.688471906581305,2.592274228863589,6.9,2.1958036927369493,Iris-virginica
+118,5.946551917362622,2.8926408727946047,4.62851305945321,1.3619291330794587,Iris-versicolor
+119,7.250379742238857,3.1986077145309593,5.946348111239898,1.7560464104865265,Iris-virginica
diff --git a/iris/tab_ddpm/1_0/13/test.csv b/iris/tab_ddpm/1_0/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/13/train.csv b/iris/tab_ddpm/1_0/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/13/val.csv b/iris/tab_ddpm/1_0/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/14/synth.csv b/iris/tab_ddpm/1_0/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1636c5716a9f8d2d70c4ca67d676ba4c8e1a7e6d
--- /dev/null
+++ b/iris/tab_ddpm/1_0/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.678387568196634,2.368009689028839,3.8277691588386022,0.9508597472519917,Iris-versicolor
+1,6.001185585463562,2.873946382805553,4.391163169445238,1.1480585871711577,Iris-versicolor
+2,5.800830504340202,2.8154104606486587,4.530189019987505,1.1971493705028322,Iris-versicolor
+3,4.974881700586169,2.0,2.8921766533761106,0.9597125859665467,Iris-versicolor
+4,5.4967791224570455,2.8675717161912337,3.6047185931162926,1.3737057248487816,Iris-versicolor
+5,4.5967316563816825,3.6633956688972513,1.0,0.20145980975218422,Iris-setosa
+6,6.757357575016084,3.2046469445299146,5.7082059270388035,1.925092681750589,Iris-virginica
+7,6.154648561794248,2.6173951754289626,5.571359517908925,1.4634680537154898,Iris-virginica
+8,4.519156648832005,3.0985968533312622,1.4455712758714263,0.19389004595558373,Iris-setosa
+9,4.9983991750968855,3.494521344522419,1.4198528161245978,0.20128221171402025,Iris-setosa
+10,7.585609673859337,3.0,6.572787447137536,2.1141671164292273,Iris-virginica
+11,6.304847217970052,2.699657435781629,4.920795560864656,1.7542159291647543,Iris-virginica
+12,5.694258459984335,2.986999675684095,4.151100475716349,1.1821947239007573,Iris-versicolor
+13,4.965743241494809,3.2290701480285886,1.8412253837882055,0.21212695151107677,Iris-setosa
+14,5.5729507033498455,2.475383735422529,3.852025141580374,1.0199378650373048,Iris-versicolor
+15,4.386279271437393,2.8825523321022746,1.4010588420561603,0.18921717713667235,Iris-setosa
+16,7.621012335490215,3.0,6.60940385220361,2.075918911745915,Iris-virginica
+17,5.650905315600541,3.0,3.9590596311725847,1.2260748153161038,Iris-versicolor
+18,6.50958372291663,3.1854724662213902,5.034781386442127,2.068544281481186,Iris-virginica
+19,7.021461978133609,3.1876946088298515,6.01887805255841,2.2615858826021378,Iris-virginica
+20,6.264601203568995,3.3848590452008,5.452332675475561,2.322412526429252,Iris-virginica
+21,5.192363541117658,2.513091718288556,3.585695415972779,1.2451952186031305,Iris-versicolor
+22,5.950976541033686,2.810382560604706,4.586213801045917,1.1653124850415733,Iris-versicolor
+23,6.775927522904405,3.07431722799248,4.7249586465886155,1.508332380689574,Iris-versicolor
+24,5.374707120228198,3.4096766387670296,1.5973903440581338,0.48896949642069676,Iris-setosa
+25,6.181798372355611,2.2199776458856384,4.464974426733286,1.430317519763276,Iris-versicolor
+26,6.502298092979391,3.175018006730206,5.411754159103744,2.2990517944579527,Iris-virginica
+27,5.894344934325012,2.965012024332372,4.597468712756632,1.4737234463400837,Iris-versicolor
+28,6.617692290845097,3.2105944250132796,5.716286753207121,2.2973666046312635,Iris-virginica
+29,5.007351105154704,2.0,3.622960158079271,0.9777725143957057,Iris-versicolor
+30,6.558032629981148,3.0880206642786345,5.544422622828758,2.2771055515116063,Iris-virginica
+31,6.757555507926679,2.509240374882268,5.917314738910363,1.8244125525205614,Iris-virginica
+32,6.246706436980652,2.4647971816222176,5.032447639879403,1.7842638631751346,Iris-virginica
+33,6.334232150392992,2.749884681813796,4.7812354136460975,1.810007559264185,Iris-virginica
+34,4.4366930882701165,3.2185154976309605,1.3418007674663999,0.20031170338026746,Iris-setosa
+35,6.039514787619045,2.181684650134635,3.964467408710922,1.0176584898842835,Iris-versicolor
+36,6.359703563018585,3.287052889298894,4.727447482173641,1.602182966663169,Iris-versicolor
+37,6.657607564026244,2.9337958102097317,4.785688986733531,1.5914216432347486,Iris-versicolor
+38,6.8929068738777985,3.2081183517391514,5.775466455155103,2.305773565399775,Iris-virginica
+39,6.687786796149092,3.1013068547743567,5.089088299454402,2.311384910862351,Iris-virginica
+40,4.688164050194726,3.123620298822446,1.4380533835436102,0.20600278832983032,Iris-setosa
+41,6.3121770411675335,3.292029000476898,6.063628994243262,2.4999995786461873,Iris-virginica
+42,4.77237456498848,3.383283262410203,2.139385901281196,0.2046599447325878,Iris-setosa
+43,6.008599547721626,2.246110838510406,5.051158518719121,1.5109810685721428,Iris-virginica
+44,5.602304087697681,3.693264169241773,1.5881393455286394,0.3004304827469042,Iris-setosa
+45,5.517061624577904,2.505727692929178,3.8761443905464317,1.0828362182416338,Iris-versicolor
+46,5.619672737017815,2.6208064708568215,4.2646830155865025,1.2409552846726752,Iris-versicolor
+47,6.7599343600925454,3.144071229927508,5.897754615693108,2.243926753761069,Iris-virginica
+48,7.7249117579947235,3.0,6.276809429739872,2.266491336647958,Iris-virginica
+49,5.014235961781409,2.000001165172926,3.264110862615537,1.04908730117965,Iris-versicolor
+50,5.489157595323924,4.199999287440612,1.3811767482877735,0.20046511024685237,Iris-setosa
+51,4.40597119297199,3.253869075848836,1.3137909281475917,0.2003717348624422,Iris-setosa
+52,5.377486310677941,2.4710614059918456,3.730989604320383,1.0392643931204881,Iris-versicolor
+53,6.0229671823620965,2.8821093010044443,4.42795056545609,1.1839140063669111,Iris-versicolor
+54,4.821949392868445,3.532072594504932,1.6990614590696778,0.195939483154908,Iris-setosa
+55,5.470448943265446,4.199999200459879,1.4202128045816593,0.20160925579456224,Iris-setosa
+56,5.973384939419857,2.724725152997056,4.523072198071311,1.0187462564920267,Iris-versicolor
+57,7.634368065918432,2.730984235400541,6.655195292639028,2.0077389635385567,Iris-virginica
+58,5.001106525400548,3.4757760146575247,1.4129249977491987,0.19436341336355373,Iris-setosa
+59,5.461983506695898,3.4786430233935044,1.5938130646114759,0.3249660279361397,Iris-setosa
+60,7.085960700921088,3.1942136182279977,5.881721439451337,1.7193829976843689,Iris-virginica
+61,6.256748580628748,2.763605789304907,4.832387083067613,1.8137324040425828,Iris-virginica
+62,6.682140488013178,3.049978757148877,4.649927853051538,1.4705018658838074,Iris-versicolor
+63,5.525829816498795,3.0,4.494383133107203,1.5484314623981872,Iris-versicolor
+64,6.060613696144999,3.3737109005598267,4.546369766210404,1.6255129914340172,Iris-versicolor
+65,5.894348922584698,2.6622429804409515,4.283642461821828,1.0195447736237686,Iris-versicolor
+66,5.931761128157875,2.751483289524247,5.211209938636525,1.9311870009243974,Iris-virginica
+67,6.315336059529644,3.353695435466772,5.448408776727081,2.3217204322510745,Iris-virginica
+68,5.5460724858344665,2.443597355898355,3.982998847401524,1.250605780885356,Iris-versicolor
+69,7.9,3.794538844063561,6.371792494351819,2.012525180929793,Iris-virginica
+70,7.674827609875355,2.5996613848377272,6.9,2.2863067440178813,Iris-virginica
+71,5.712787518501456,2.2904280914684243,3.914037206485353,1.0841193412295624,Iris-versicolor
+72,4.948084787110522,2.0,3.213689851926833,1.0445001776156402,Iris-versicolor
+73,6.47979920191142,2.8524465512576396,4.709647295761936,1.4748548604671088,Iris-versicolor
+74,7.720817783574485,2.9208453979164632,6.669245037814395,2.1150210538649903,Iris-virginica
+75,5.169569633927378,2.523983274453559,2.9070257637875705,1.1539101553419318,Iris-versicolor
+76,4.425322687006607,2.9143562901787843,1.4250242750252875,0.2018523442115849,Iris-setosa
+77,4.808847063564371,3.40085390500047,1.5867599349606838,0.20261068803546345,Iris-setosa
+78,4.3,3.0,1.0993505691455787,0.1,Iris-setosa
+79,7.595320934908399,3.0,6.013978504508596,2.2786887878166318,Iris-virginica
+80,5.016287061905649,3.744850564158345,1.4219048678957742,0.20954346412956965,Iris-setosa
+81,4.576944030215733,3.629134437221047,1.0,0.20510017139325928,Iris-setosa
+82,5.612696892511197,2.828295257103911,3.877131947398758,1.2756282759544697,Iris-versicolor
+83,6.589929102806423,3.1804156902473255,5.19603870571635,1.9512435298177706,Iris-virginica
+84,4.918751982490336,3.0911245717838645,1.543755190434718,0.10000010599742434,Iris-setosa
+85,5.779996493006545,3.1080571357407165,4.350412125280513,1.4237985958633337,Iris-versicolor
+86,7.47227067654202,3.0,6.442725862732148,2.1753534065888527,Iris-virginica
+87,4.901445212455447,3.005400487838808,1.4222469685649277,0.1,Iris-setosa
+88,4.3,3.0,1.1051291570975144,0.10000015412441729,Iris-setosa
+89,5.6653103468796795,3.0,4.494328151224031,1.5358890308573818,Iris-versicolor
+90,6.042809877531312,2.197748904918882,4.938587572007004,1.5254608329062245,Iris-virginica
+91,6.184769384310709,3.407950959948557,5.519290241359978,2.3531074171046256,Iris-virginica
+92,4.988464942828231,2.0,2.9014949100929677,1.0191623025159378,Iris-versicolor
+93,4.3,3.0,1.0963218294322603,0.1,Iris-setosa
+94,6.0989270463978595,3.0,4.6794166160754385,1.5737475650315582,Iris-versicolor
+95,5.0743911392071395,3.4941838222513737,1.8265619154083719,0.26778544332766024,Iris-setosa
+96,6.218833476938576,2.172449761515889,4.493857921153219,1.488031535159606,Iris-versicolor
+97,7.7034554383363565,2.6395617348636016,6.9,2.321142722716463,Iris-virginica
+98,6.065897159357685,2.837359369376664,4.733162226357719,1.3100977771625566,Iris-versicolor
+99,7.565361069772482,3.0,6.514270204784196,2.0579302578391756,Iris-virginica
+100,4.912596315203749,3.12918345207826,1.511912777399902,0.1,Iris-setosa
+101,4.300000591452771,3.0,1.103856129112115,0.100000108774003,Iris-setosa
+102,5.162170076843397,3.397390296731759,1.4011532088002898,0.19555832263121428,Iris-setosa
+103,5.821595962532486,3.1504053153633382,4.665627956566664,1.6010579132975302,Iris-versicolor
+104,6.456007830997146,3.175853066949024,5.086188088358442,2.2154974514139583,Iris-virginica
+105,6.474339317319411,3.0764802030474683,5.317093521489329,2.234488310049369,Iris-virginica
+106,4.416363687685279,2.91016454225557,1.3553620027525273,0.20078995652165543,Iris-setosa
+107,4.895621127307589,3.5246934652695185,1.4881755826982026,0.19507170080454445,Iris-setosa
+108,5.484164066409927,2.5302484792851336,3.906322078779212,1.2649660488581445,Iris-versicolor
+109,6.0208585337264,3.367683856866885,4.563073629976157,1.6130701824430123,Iris-versicolor
+110,5.8918037355884225,2.9912770020412136,4.221985350750318,1.1652834167937685,Iris-versicolor
+111,7.4690543620787,3.0,6.5773907381661365,2.184901858341548,Iris-virginica
+112,7.029368493075536,3.119739908243522,5.366596971754322,2.229032941648903,Iris-virginica
+113,4.54349465018806,3.2477459694875765,1.4210286854759113,0.19181955210806245,Iris-setosa
+114,5.041378744795764,3.641020231326042,1.3832510941596687,0.20823266630911164,Iris-setosa
+115,5.072298829829156,2.655882424625867,3.716185124445242,1.3798032245376781,Iris-versicolor
+116,4.46357931188597,3.0571860363957173,1.421034861753679,0.20298705644175463,Iris-setosa
+117,4.912702587290123,3.629600932638535,1.4661738362939767,0.20206082458830332,Iris-setosa
+118,6.763836429045687,3.153976967710175,5.337644230155592,2.3105892791624423,Iris-virginica
+119,5.789666247970831,2.815066705190563,5.070782912383161,2.43266902507834,Iris-virginica
diff --git a/iris/tab_ddpm/1_0/14/test.csv b/iris/tab_ddpm/1_0/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/14/train.csv b/iris/tab_ddpm/1_0/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/14/val.csv b/iris/tab_ddpm/1_0/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/15/synth.csv b/iris/tab_ddpm/1_0/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fdedd892c2bab7d9bc49c0bc7c650139090f8b1d
--- /dev/null
+++ b/iris/tab_ddpm/1_0/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.735127391458492,2.7919230160927166,4.483234329961371,1.2593518516646445,Iris-versicolor
+1,5.690238736000566,2.911821651829293,4.116201816630846,1.295283428343767,Iris-versicolor
+2,5.557094514860498,3.0,4.468752893630996,1.4964738289774029,Iris-versicolor
+3,4.976219553569857,2.0,3.615225285871827,0.8947381469750973,Iris-versicolor
+4,4.3,3.0,1.080198501811817,0.1000000961819144,Iris-setosa
+5,5.514487312271706,2.551377965416262,4.124145840604994,1.363191211883777,Iris-versicolor
+6,5.891453502478104,2.9781126778532245,4.556314215275581,1.5236921313819887,Iris-versicolor
+7,6.12660850751163,2.187244737144564,4.404152861128067,1.416804930623995,Iris-versicolor
+8,7.309301005460497,3.0811516224807023,5.4622122445587875,2.29426365950363,Iris-virginica
+9,7.704802632287457,2.5890450151526885,6.9,2.300015030924141,Iris-virginica
+10,5.516577851189811,3.0,4.537330405064111,1.546907360706495,Iris-versicolor
+11,6.506913044967084,3.146653720162454,5.091471908076488,2.104575848029397,Iris-virginica
+12,4.30000051142385,3.0,1.0940567337544285,0.1,Iris-setosa
+13,7.438720998628371,3.0452240575933978,6.052552880869126,2.2232899000659705,Iris-virginica
+14,7.899997804512848,3.675261970352353,6.450173507130904,1.9497778706228908,Iris-virginica
+15,5.012175930270498,3.659446696632324,1.3594500701433823,0.20535803217153145,Iris-setosa
+16,4.9820324408165275,2.0,3.4988457864385722,0.8931282604041049,Iris-versicolor
+17,5.6727949628393075,2.9085220556180285,3.687290961515835,1.2691602814823901,Iris-versicolor
+18,6.165856833117261,2.5814680704869515,5.56935205241194,1.4689438389627751,Iris-virginica
+19,4.86574892586097,3.0,1.444109375848678,0.10000010899840944,Iris-setosa
+20,5.640814579654753,3.754873626646715,1.706783037026938,0.4387837957365581,Iris-setosa
+21,5.69827885429796,3.0,4.5470331398744905,1.5352356228040098,Iris-versicolor
+22,5.603718018135111,2.591198676723464,3.637626025686002,1.1402483009810127,Iris-versicolor
+23,7.9,3.793270151967293,6.422187496923415,2.032294419940605,Iris-virginica
+24,6.248695990428093,2.656665360665857,4.913234576849969,1.766511372667162,Iris-virginica
+25,6.016599366148104,2.172741250725415,3.9108997454426206,1.0653858947671435,Iris-versicolor
+26,4.562830689247281,3.145494737518252,1.4836906551170088,0.1914284163318054,Iris-setosa
+27,5.882901904854349,3.159408093530576,4.806160315095962,1.7799291245316682,Iris-versicolor
+28,7.554135703481864,3.0,5.698313204503484,2.3022075152532717,Iris-virginica
+29,5.747075353932617,3.1797268241932857,4.6868407170844,1.7896835194183462,Iris-versicolor
+30,6.7433351942355495,2.9173627134390148,4.838689308276079,1.5000278338524398,Iris-versicolor
+31,4.668361716262485,3.0,1.4205006551467914,0.2618716791934688,Iris-setosa
+32,5.3606327541158185,3.990523637384148,1.2275008629818973,0.4763022282068269,Iris-setosa
+33,4.879194053342542,3.1135593390781033,1.4787060007023929,0.10000020890477675,Iris-setosa
+34,6.566341305123828,2.461113546622836,5.53920956474211,1.8650348987476508,Iris-virginica
+35,4.58983600130601,3.600429277034471,1.0000006112613282,0.19847977471233333,Iris-setosa
+36,5.113282513591902,3.4273639992993976,1.3673606859460856,0.19574846831525533,Iris-setosa
+37,7.298617856775327,3.190817012554041,6.1389683951144205,1.7572396146899374,Iris-virginica
+38,5.120184215106492,2.6370016672703374,3.8863660838298615,1.4282147337098956,Iris-versicolor
+39,7.0754504537592044,3.191177855893817,5.8178796289686705,1.871586608369479,Iris-virginica
+40,4.6202352258069075,3.0,1.4612666111108723,0.20790063055007038,Iris-setosa
+41,4.944999252394491,2.0,3.7539710738172585,1.0257091834971508,Iris-versicolor
+42,6.058135100847267,3.3396529561713977,4.595948329803153,1.5994874173685913,Iris-versicolor
+43,7.71278971022818,2.63302672782939,6.899998587897103,2.2720539968023363,Iris-virginica
+44,6.6318263029104765,2.5133853193552693,5.788395880571048,1.7975707211628584,Iris-virginica
+45,7.899998859465677,3.783261935154518,6.357951021358632,2.016253531129987,Iris-virginica
+46,5.817622483641468,2.9179225514443745,4.177964833094176,1.2183489118186284,Iris-versicolor
+47,6.230542165110895,3.3764948046352776,5.441647242525012,2.3169617447393582,Iris-virginica
+48,6.656031760502438,3.191749736715721,5.260249775439351,2.2580085459879657,Iris-virginica
+49,4.990637326170092,2.0,3.5643465790207394,0.9665745934514725,Iris-versicolor
+50,7.6760119503282365,2.617620199051795,6.899999016390943,2.3073821136114585,Iris-virginica
+51,5.544612170758598,2.4666946902289446,3.9141494912402175,1.167327227680721,Iris-versicolor
+52,5.28563827582157,3.408848750611658,1.4028090748434712,0.20982159833816016,Iris-setosa
+53,7.698046552753601,2.6090686692466205,6.9,2.3076624858175045,Iris-virginica
+54,5.486375676703272,4.2,1.3638326409931016,0.19827164326850982,Iris-setosa
+55,4.620378656749419,3.2078809876670293,1.4074905400971751,0.20112844214294598,Iris-setosa
+56,6.718104697949991,3.117944566874776,4.720618670349824,1.5097464154672646,Iris-versicolor
+57,4.30000047507607,3.0,1.1033837616533178,0.1,Iris-setosa
+58,5.7098289142965495,2.371140860393282,4.010720470784908,1.0546797921596325,Iris-versicolor
+59,6.623589197335827,3.1002769142568782,5.229406874180424,2.293270086955995,Iris-virginica
+60,5.751360159029366,2.5979720255743253,4.122907525205687,1.0375181994940776,Iris-versicolor
+61,4.887807504959983,3.0861866021345286,1.5081123600550865,0.10000009793627694,Iris-setosa
+62,5.763635711134495,2.7334121695689624,5.142207752799965,1.9906488912993652,Iris-virginica
+63,7.470581996829463,3.0,6.413094866941449,2.1487922855433452,Iris-virginica
+64,5.830322277386125,2.6699500871381465,5.150282273417839,1.8681992194808614,Iris-virginica
+65,6.215698224761917,2.719941298392613,4.830861486100819,1.7970524237765941,Iris-virginica
+66,7.735837034973178,3.0,6.413703575621974,2.2129817638445393,Iris-virginica
+67,7.660966835075705,2.587758020935588,6.8999985928120235,2.2663221504885147,Iris-virginica
+68,5.175902996478993,3.2136553575623443,1.5993171169341898,0.20545036942377987,Iris-setosa
+69,6.069351649465413,3.350897558870512,4.620451926098781,1.6151070719183995,Iris-versicolor
+70,6.251232139966188,3.0,4.3146084407609,1.3411316193192622,Iris-versicolor
+71,6.20396709412661,2.8474817387430003,4.775171686047931,1.349502865268019,Iris-versicolor
+72,6.265359518858135,3.3997663920622503,5.523729350853702,2.349089843666568,Iris-virginica
+73,5.804489156407553,2.285626827600811,4.006720416875165,1.1285775391731816,Iris-versicolor
+74,6.325071147675542,3.406117547534954,5.580379829629083,2.411879538300359,Iris-virginica
+75,6.390447748589499,3.3290832139829534,5.7716488159856345,2.4998417487219124,Iris-virginica
+76,4.429808376298689,3.2386793159802343,1.329595456938581,0.20428158352805828,Iris-setosa
+77,5.719777177192225,3.054313185194882,4.341656978111068,1.3688730082625489,Iris-versicolor
+78,7.558549725944294,3.0,6.6287101541143665,2.1322504567944316,Iris-virginica
+79,6.655613906640682,3.0,4.7210070893079426,1.579054013860392,Iris-versicolor
+80,6.643332994401676,3.0193151793119664,4.512930942236419,1.436744821820644,Iris-versicolor
+81,6.823306078064611,2.513793639437925,6.057985517739152,1.8360639718442084,Iris-virginica
+82,6.688719544892702,3.208293525934817,5.319736144425517,2.062870300453863,Iris-virginica
+83,6.3638944001486495,2.5128096962635853,4.48509599665298,1.4547256399445796,Iris-versicolor
+84,5.504130022563847,3.0,4.530118015875621,1.5048306667613212,Iris-versicolor
+85,6.32773418990067,3.3967994745787684,5.596184772754307,2.370393216739212,Iris-virginica
+86,6.277874300763629,3.3827055003460433,5.440447394497774,2.3419586059109174,Iris-virginica
+87,5.468483286798544,4.199998926730884,1.3557802007701225,0.1968153829753183,Iris-setosa
+88,7.7083265312533475,2.8869102418441157,6.672950593064861,2.057584734291021,Iris-virginica
+89,6.299053568590483,2.890168034012054,4.685469105745902,1.54180701353627,Iris-versicolor
+90,6.68757129589506,3.0,4.968462495412394,1.682851470462977,Iris-versicolor
+91,6.644881587443903,3.093369108647545,5.734993762477869,2.2041054159589444,Iris-virginica
+92,5.4303461948958835,3.923374245626619,1.3123114777211242,0.4298744913500485,Iris-setosa
+93,6.47244832430885,3.220781020827323,5.09483764556513,2.1722246749797254,Iris-virginica
+94,4.591880500211688,3.6875901955351376,1.0000005733332198,0.19841545836862398,Iris-setosa
+95,5.509334254156732,4.2,1.416858816871875,0.20071326303942438,Iris-setosa
+96,4.98287339924193,3.400661280433441,1.4078950640404266,0.20175943456675996,Iris-setosa
+97,4.957366635542291,2.0,3.2891549881540767,1.1037031278068243,Iris-versicolor
+98,5.509137846282259,4.2,1.397024720790392,0.21033756505988102,Iris-setosa
+99,4.4290369461615,2.9737632301096077,1.424686337483156,0.20422303191639354,Iris-setosa
+100,6.381777341738756,2.642238634255058,4.971276539042742,1.8101081970744781,Iris-virginica
+101,5.650331761049388,2.609804252897536,3.856848750264866,1.1045090414426062,Iris-versicolor
+102,6.245931668663627,2.1818083539746302,4.503617722659456,1.482077854228513,Iris-versicolor
+103,5.507289126324927,3.0,4.372528272355725,1.448132055477626,Iris-versicolor
+104,4.3,3.0,1.0958813144768067,0.1,Iris-setosa
+105,6.695966551822885,2.90342548405084,4.852123355473845,1.578492856007765,Iris-versicolor
+106,6.665045596996581,3.238860358086084,5.63047172192373,2.324045312661129,Iris-virginica
+107,4.563929145416174,3.7028216647223635,1.0,0.20274815412860953,Iris-setosa
+108,5.776787836170263,2.6658755331137964,4.222863592286278,1.1418001095995884,Iris-versicolor
+109,6.611375881496999,3.191967353692559,5.661409488451407,2.3152387057878214,Iris-virginica
+110,6.529273912330334,2.7634516264421984,4.5848345132416926,1.3895127168036938,Iris-versicolor
+111,5.787314372383208,2.8754899031522014,5.138941610601116,2.4657190949073056,Iris-virginica
+112,7.8999980304538475,3.740748946668701,6.39531973752485,2.066779710543126,Iris-virginica
+113,6.013789015689282,3.40573921197508,4.553190538962617,1.6122797291890294,Iris-versicolor
+114,5.02296512556411,2.0,3.729950338707153,0.9050992440788999,Iris-versicolor
+115,5.960053990556097,2.1511217784522523,3.92289668242728,0.930623582048879,Iris-versicolor
+116,7.45776443697289,3.0,5.56017733560739,2.316322265965362,Iris-virginica
+117,6.088191437958291,2.580200607917968,5.605823061721287,1.4095132805980997,Iris-virginica
+118,5.109231850771491,3.3677603702760264,1.6784124400006182,0.6185704096564886,Iris-setosa
+119,4.817855255181763,3.0,1.4376163544856622,0.2832738468007278,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/15/test.csv b/iris/tab_ddpm/1_0/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/15/train.csv b/iris/tab_ddpm/1_0/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/15/val.csv b/iris/tab_ddpm/1_0/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/16/synth.csv b/iris/tab_ddpm/1_0/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3892b09753e7b8b66be9445a2a4764831543a283
--- /dev/null
+++ b/iris/tab_ddpm/1_0/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.4461503756825485,2.9868538440668613,1.4135433094677545,0.195758361329194,Iris-setosa
+1,5.566476725058402,3.0,4.586808366816565,1.5839400321325094,Iris-versicolor
+2,6.770139787599659,3.21474718457387,5.722638429726177,2.3152824033443364,Iris-virginica
+3,6.630336267825967,3.0,4.519735036464786,1.4889302808792377,Iris-versicolor
+4,6.590656346554207,3.135732324809221,5.414593677008275,2.096613646933924,Iris-virginica
+5,6.085688244690884,2.6098181199821973,5.529664058672779,1.4680417707631754,Iris-virginica
+6,6.656228426854982,3.111677604557804,4.691179608072138,1.5037135039037568,Iris-versicolor
+7,5.859435757682516,2.1800580824457994,3.973855488614271,1.0277466107751272,Iris-versicolor
+8,4.851345982605713,3.0481689726670154,1.4338554027810058,0.5153254882300882,Iris-setosa
+9,5.016261328526585,3.604060169761228,1.4487720694476216,0.20440203475158847,Iris-setosa
+10,5.300583055589464,2.5232424873136137,3.517933959877608,1.1292753217979665,Iris-versicolor
+11,6.221490103816189,2.778373512881036,4.818222378560586,1.779418966876852,Iris-virginica
+12,5.838341033424183,2.7171797695040554,5.059759019613654,1.9144330651679868,Iris-virginica
+13,5.4855384398613705,3.0,4.473158719780012,1.4731092469793832,Iris-versicolor
+14,5.309581554070074,2.3819556369442605,3.3768058897535305,0.9870274082865855,Iris-versicolor
+15,4.926849521185499,3.4420727695003124,1.5403703305377683,0.20043541133102324,Iris-setosa
+16,5.6113931844286045,2.9576587458313157,3.7642789493745634,1.3090257363325357,Iris-versicolor
+17,7.664949183376077,2.5830958036974248,6.9,2.264340013409676,Iris-virginica
+18,5.62282390083302,2.8159835897862884,3.8358747066150034,1.2632896945271899,Iris-versicolor
+19,4.74403094385876,3.3898215995948844,1.6432557581133216,0.19541932505906967,Iris-setosa
+20,5.569710554959312,2.4243612134860917,3.696240767141999,1.0789424461605914,Iris-versicolor
+21,5.560890114492326,2.3829388246411534,3.7959170435815603,0.9900392978617968,Iris-versicolor
+22,5.085142054772619,3.40602955655792,1.570943957452487,0.5484010370437702,Iris-setosa
+23,6.270830653449782,3.304810290380968,6.023785224529053,2.499999766632197,Iris-virginica
+24,4.3000006779643165,3.0,1.0955967548586492,0.1,Iris-setosa
+25,5.521949573788514,2.6112031266502074,3.8784930485600313,1.3115932486013766,Iris-versicolor
+26,4.825583607232143,3.4094975097971396,1.5822702154391495,0.1987937737689962,Iris-setosa
+27,6.687435418114392,3.0,4.5297052623781955,1.4213801041730543,Iris-versicolor
+28,4.8295294996335185,3.326823782855768,1.5696998617812874,0.1927513802375057,Iris-setosa
+29,6.619913054315069,3.1530628910600167,5.564650976932807,2.2820426613514333,Iris-virginica
+30,6.5407474768712115,3.202244273134892,5.330136192464462,2.231722467086453,Iris-virginica
+31,4.78443858689011,3.398610067820867,1.8742589068292128,0.2113973612695655,Iris-setosa
+32,4.3,3.0,1.0951145429384403,0.1,Iris-setosa
+33,6.921220865271473,3.179933751076455,5.932964673439306,2.2368240803143973,Iris-virginica
+34,6.329808696027554,3.1131514389149544,5.196783802442421,2.126037027768286,Iris-virginica
+35,5.691969680667509,2.8545341978721557,4.236846495189626,1.175920956149663,Iris-versicolor
+36,6.195124769622715,2.6446593043657445,5.002390739940242,1.62228362536049,Iris-virginica
+37,4.584916519355969,3.639609937803926,1.000000445117773,0.2004315629508827,Iris-setosa
+38,4.609305031128365,3.0,1.322196892287317,0.1,Iris-setosa
+39,5.310980486638178,2.5343496781165205,3.9587994587597324,1.3731838921130304,Iris-versicolor
+40,5.378218187344053,2.5296725971262055,3.8904687340935697,1.302925190975397,Iris-versicolor
+41,5.665992447323483,2.8205847961186357,3.837202267127003,1.284408000481719,Iris-versicolor
+42,6.341836568505891,2.638590028523603,5.184160959041286,1.8932773071819868,Iris-virginica
+43,6.331028869617185,3.380562016614225,5.61405773191537,2.391847902629005,Iris-virginica
+44,7.9,3.644639619779103,6.461369635661798,2.068634287187637,Iris-virginica
+45,6.088576301111892,3.335571109856419,4.701287768486167,1.6610270215587846,Iris-versicolor
+46,7.899998078056311,3.7703650610497927,6.508020298769384,1.9257581661716812,Iris-virginica
+47,4.3,3.0,1.0922328074309906,0.1,Iris-setosa
+48,4.972951394970695,2.0,3.6296922909608034,1.0333159121216926,Iris-versicolor
+49,5.258214688942351,3.353778126618813,1.5871849262653444,0.5116627757787974,Iris-setosa
+50,7.648707847950009,2.5822836094835195,6.9,2.2754898987978844,Iris-virginica
+51,6.202341826149955,2.804054891601423,4.792273765935612,1.7741815282286169,Iris-virginica
+52,4.62882139543836,3.1580915082501773,1.4527565915133998,0.19723628548010524,Iris-setosa
+53,7.899998853400586,3.846806751936338,6.37483706230487,1.987561458086148,Iris-virginica
+54,5.453090908958761,2.495409661186884,3.6718507289614095,1.0497135745728428,Iris-versicolor
+55,6.696943219761993,3.0,5.042349749369546,1.75176304613973,Iris-versicolor
+56,5.919708785646697,2.8104365165482976,4.51499039705145,1.2804816319088412,Iris-versicolor
+57,5.953871876160061,3.4433938187778526,4.540630590747629,1.5804242093293621,Iris-versicolor
+58,7.657043565811717,2.970274967139512,6.595786277642402,2.118880013429156,Iris-virginica
+59,6.187879551778034,3.357633246481637,5.333127024073596,2.247726263208761,Iris-virginica
+60,6.707648286686896,3.1121241849847983,5.570501898690612,2.229913377209926,Iris-virginica
+61,5.340237688740918,2.4607492499210366,3.643029852687016,1.1069075451727763,Iris-versicolor
+62,6.502059658861486,3.1703677774362085,5.097663092984286,2.1517781245164835,Iris-virginica
+63,5.774943716642359,2.7044674327601474,5.099120673600953,1.8838204794620081,Iris-virginica
+64,6.255052285204868,3.3929469851862852,5.533438152659736,2.395064764582474,Iris-virginica
+65,6.089699410175976,2.191949483589563,4.317503553932409,1.2170081688314711,Iris-versicolor
+66,4.3,3.0,1.0925664303993265,0.1,Iris-setosa
+67,6.411206993430697,3.2527697449955357,4.749960172586924,1.5742785391976901,Iris-versicolor
+68,6.230013992793955,2.8063511536418937,4.762785720718714,1.7673086275509593,Iris-virginica
+69,6.145912572284033,2.6184851208016893,5.709056131512835,1.398854701215539,Iris-virginica
+70,4.5271305653194585,3.157352992141453,1.4375169837944057,0.20489609880031592,Iris-setosa
+71,6.169149610082089,3.3300395639635227,6.14717034097617,2.5,Iris-virginica
+72,4.832712203840628,3.4136382351971357,1.8919593108515613,0.19817522418574862,Iris-setosa
+73,6.020889344278378,2.2251124701529217,4.260443127059821,1.3364078694437231,Iris-versicolor
+74,5.565213143963867,2.4485068030126462,3.8654773668724736,1.0894283587340359,Iris-versicolor
+75,4.300001028479938,3.0,1.1151706432393478,0.10000014729597732,Iris-setosa
+76,6.977626968999306,3.1543099543500905,5.947821266815819,2.2929269127868435,Iris-virginica
+77,5.3454802354215385,3.409088370340017,1.4553681220043244,0.22561217735233247,Iris-setosa
+78,5.862203856516882,2.7107288932287283,5.129818569829833,1.8916666606224144,Iris-virginica
+79,5.840640756915723,2.7092230736039835,5.051917178389297,1.828864159310918,Iris-virginica
+80,5.258902167156852,2.5298680387307506,3.584887782848709,1.1777916176624381,Iris-versicolor
+81,6.576316906450198,3.0,4.4885734516187545,1.482228555784503,Iris-versicolor
+82,7.723706008368345,2.629878195498419,6.899998792408767,2.311644756132358,Iris-virginica
+83,4.692247615418903,3.025397442474658,1.450814067392903,0.2281499496648523,Iris-setosa
+84,5.434092961567825,3.923571949215239,1.2974009318095514,0.4803052223277938,Iris-setosa
+85,6.125879810599786,2.8481766940719218,4.72884250632254,1.3074588170400678,Iris-versicolor
+86,5.886977053836425,2.958588504266404,4.565290447619342,1.4393683894754392,Iris-versicolor
+87,5.55326022126652,3.5458195119634848,1.532559225395059,0.4285441228998906,Iris-setosa
+88,5.777283698067458,2.7095610193398785,5.11041400874228,1.9765776623140547,Iris-virginica
+89,4.659329055843433,3.5220986025230885,1.000000607033918,0.20418174729014624,Iris-setosa
+90,6.61989423771433,3.1775706661802294,4.648642597842853,1.501503800733854,Iris-versicolor
+91,4.3,3.0,1.0795801857423715,0.1,Iris-setosa
+92,5.4632787035887596,4.2,1.401165554337701,0.19155235329189851,Iris-setosa
+93,5.65846551826729,3.0,4.2937197250674055,1.2813846509769065,Iris-versicolor
+94,7.0877521680351325,3.158843226635342,6.04280844074529,2.3055048923831967,Iris-virginica
+95,5.980379278489348,3.410822639764217,4.55096819952823,1.631283827748167,Iris-versicolor
+96,7.651923497607572,2.756554002260834,6.655444083312823,1.9752172952287217,Iris-virginica
+97,5.702136756074269,2.7725521725641955,4.268469868209836,1.3256370087499163,Iris-versicolor
+98,6.043005070053733,2.2211158751582225,4.046707434482629,0.8378335488020187,Iris-versicolor
+99,4.54321258422622,3.203326907052736,1.383499429401184,0.20211325364164398,Iris-setosa
+100,5.808768258602661,2.6845056088329953,5.084110374205438,1.9028977851722808,Iris-virginica
+101,5.595584701982536,2.4323351860717537,3.797221219641624,1.1073516352891881,Iris-versicolor
+102,6.029575113706636,2.15224324687333,4.045895830726617,0.9228252804318424,Iris-versicolor
+103,4.998982959518953,3.0,1.6545833349966401,0.19736611698255752,Iris-setosa
+104,4.947096005315466,3.1103144307189687,1.4698315980497192,0.1,Iris-setosa
+105,6.69962396059047,3.0,4.958610672691553,1.6600437138675825,Iris-versicolor
+106,5.974879202752454,2.8760774527540525,4.654001547143974,1.2162606824319486,Iris-versicolor
+107,5.622241291074909,3.0,4.514071173621947,1.4788371673670206,Iris-versicolor
+108,4.980796129242898,2.0,3.13716230194545,1.010407278985848,Iris-versicolor
+109,6.081529150998201,2.8765373442924864,4.686053529853852,1.3394392996134237,Iris-versicolor
+110,6.719136159165667,3.1363961198362422,5.821784481056269,2.1171233972407753,Iris-virginica
+111,5.47755217901958,2.7751379139683827,4.26623605512269,1.362035190839692,Iris-versicolor
+112,7.6612558652965355,2.603516022902973,6.9,2.30021825469704,Iris-virginica
+113,6.1782214685962416,3.409028371528808,5.591951310777409,2.3578759924725494,Iris-virginica
+114,4.4440762755234955,3.0,1.4166544296522088,0.1961013747347234,Iris-setosa
+115,4.3000004932356575,3.0,1.1183424682018157,0.10000013178374142,Iris-setosa
+116,5.310843612053152,2.620647254073639,3.922613861627723,1.3251828229429001,Iris-versicolor
+117,7.207196229774011,3.1594450251362503,5.921285831922087,2.2796022362118706,Iris-virginica
+118,5.166568362536128,2.7610385487289624,3.855424173033191,1.4093168107315002,Iris-versicolor
+119,6.380690684002951,2.8976473277889676,4.557604927553245,1.5051564004802322,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/16/test.csv b/iris/tab_ddpm/1_0/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/16/train.csv b/iris/tab_ddpm/1_0/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/16/val.csv b/iris/tab_ddpm/1_0/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/17/synth.csv b/iris/tab_ddpm/1_0/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..984a792a8f27c2d765a01580d501bee0e4462f34
--- /dev/null
+++ b/iris/tab_ddpm/1_0/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.994789021209317,2.0000005523881983,3.5769227679295765,1.0434862943144578,Iris-versicolor
+1,6.674448655064497,3.069430804129736,4.711430918499412,1.4783062562959097,Iris-versicolor
+2,5.515582868028881,4.2,1.3923766091833158,0.20380277896388962,Iris-setosa
+3,5.233623720911624,3.518323671139326,1.4738344049105694,0.20909901796995842,Iris-setosa
+4,7.111236996017472,3.1899277155184236,5.9144669613929945,2.2929692054231006,Iris-virginica
+5,4.597753875476306,3.622834295367994,1.000001051453318,0.2007957438948046,Iris-setosa
+6,5.4115558924718155,2.4858606117729214,3.575520825267,1.0467077895301318,Iris-versicolor
+7,5.728787384367075,2.7196893317738096,5.1212280819764,1.9664085998485306,Iris-virginica
+8,5.074983892207417,3.355449331668877,1.7758477615577342,0.5513939663981662,Iris-setosa
+9,6.725994226464784,3.0,6.204017350905677,2.1081391317663902,Iris-virginica
+10,6.102810820388939,2.6037262098935847,5.589469854771201,1.4099927624723907,Iris-virginica
+11,7.899998772094515,3.7248870044207756,6.456919038651357,1.9947844255459826,Iris-virginica
+12,6.586377963646389,3.207027449510059,4.752911203504354,1.5504103074213231,Iris-versicolor
+13,6.52459505444997,3.196192201583629,5.0916644638904245,1.8912991320491481,Iris-virginica
+14,6.977667851787185,3.2243295210823533,5.782195202118479,1.8455099587664217,Iris-virginica
+15,4.591274575148721,3.207567957985341,1.488417658199325,0.1996507019520005,Iris-setosa
+16,6.163938347375391,2.758341805458088,4.900142377807655,1.8035955834718458,Iris-virginica
+17,5.729267900063384,2.8174072814294884,5.08683968070279,2.4389768998406036,Iris-virginica
+18,5.520426816033035,4.2,1.4176208180289491,0.2072225778634308,Iris-setosa
+19,5.261100454805064,2.7576027057535595,3.9551968566962983,1.4311150517706335,Iris-versicolor
+20,7.721551514041053,2.632878262425777,6.899997647484226,2.312151622253299,Iris-virginica
+21,6.3328290507378115,3.312958628017298,6.0095616586034915,2.4999997581876876,Iris-virginica
+22,4.300000586134904,3.0,1.1000174927421917,0.10000017598993859,Iris-setosa
+23,4.584850305335473,3.66103224534478,1.000000428427912,0.20275991898956264,Iris-setosa
+24,5.480522586193801,4.199998097271447,1.3979592623701382,0.20330028831752506,Iris-setosa
+25,5.801111337793591,2.815496995535777,5.106446069073772,2.371609398872158,Iris-virginica
+26,5.002512490874041,3.466277799267146,1.4355519673128125,0.20527794925602147,Iris-setosa
+27,5.192508347813323,3.4055672608001135,1.42720703378546,0.19857922259567895,Iris-setosa
+28,5.988447790072303,3.389317238993252,4.467897973457273,1.5613884895168302,Iris-versicolor
+29,5.818311151203213,2.798522834676979,4.520632239667726,1.3571011854296957,Iris-versicolor
+30,5.637613645275056,3.7232151568526013,1.58512713864641,0.3363713873051729,Iris-setosa
+31,6.181559250545693,3.0,4.87280761055892,1.6864887048113475,Iris-versicolor
+32,5.20782091964404,3.4089007114425383,1.4211297290522242,0.20424973122464932,Iris-setosa
+33,5.68303713430592,2.95084375228989,4.006956612553942,1.3584389514056345,Iris-versicolor
+34,4.658129330196118,3.282619655673215,1.4708735343013937,0.1991881673622341,Iris-setosa
+35,5.532841569670812,3.0,4.504699571367107,1.4584705949423387,Iris-versicolor
+36,5.553572735523117,3.7310653216788614,1.5243422079076745,0.2608268615742671,Iris-setosa
+37,6.710961277832959,3.1048426872017387,4.684259856685443,1.5182498226565566,Iris-versicolor
+38,6.415346421288382,3.241989422886688,4.59346328827924,1.5264211372300251,Iris-versicolor
+39,5.924910631258306,3.0,4.5933415686788335,1.473981008538924,Iris-versicolor
+40,6.790990378025593,3.2169102850789955,5.593966015714284,2.312922983913535,Iris-virginica
+41,5.074944272339237,3.194891910555036,1.8507673906501625,0.2609463787360691,Iris-setosa
+42,7.757000557057854,2.5816637904302944,6.9,2.330798541528766,Iris-virginica
+43,5.0230090372737175,3.6712225743509355,1.4523150319241926,0.20128746634402933,Iris-setosa
+44,4.977654574427797,3.0,1.5790900085288024,0.20736345914830687,Iris-setosa
+45,7.564087273512741,3.0,6.619049130579115,2.0250915857165994,Iris-virginica
+46,4.793529653324373,3.4451849944454818,1.5730187120318868,0.19729016968678148,Iris-setosa
+47,5.930749679722467,2.7932957872617177,4.535857418849889,1.2153217961575693,Iris-versicolor
+48,4.871607302631118,3.0603022310482326,1.4878994443330802,0.1,Iris-setosa
+49,4.594723560061774,3.580259007912656,1.0,0.20159801389873838,Iris-setosa
+50,6.685777639085441,3.0073369877801297,4.809059125335353,1.6007809351111328,Iris-versicolor
+51,5.995430176123267,2.195123886035624,4.980947556106784,1.5206789803178076,Iris-virginica
+52,5.239995236952578,2.485443002337304,3.3576504587831275,1.057150169664234,Iris-versicolor
+53,5.816543359410342,2.5005366393680593,3.8660187880551398,0.7763129027553068,Iris-versicolor
+54,5.5060396201919115,4.2,1.4260364906383307,0.2004599856665993,Iris-setosa
+55,5.762210984369848,2.9555339905752454,4.5404614104015915,1.4818576917360997,Iris-versicolor
+56,4.645567193482772,3.6048235035740097,1.00000048724701,0.21100669796740473,Iris-setosa
+57,5.096496266137531,3.602995296048078,1.4336418459889086,0.20567050591676198,Iris-setosa
+58,5.517555651377571,3.0,4.455274470077078,1.4077941165501373,Iris-versicolor
+59,6.616424723920055,2.9270215245837017,4.716191118382286,1.5670137597202694,Iris-versicolor
+60,6.610248630153915,3.0648683080020227,4.66981187072988,1.5645961333108016,Iris-versicolor
+61,6.04249714647461,2.9046220922949515,4.559893357530826,1.373630645594382,Iris-versicolor
+62,5.3357743826303485,2.685624794864969,3.683524710082771,1.2711846741041488,Iris-versicolor
+63,6.67091327771353,3.03122148213384,4.762856978117639,1.5526297963230689,Iris-versicolor
+64,4.764154381054593,3.0,1.3892202291625322,0.4137395129443834,Iris-setosa
+65,5.6788242474244965,3.6918942120159888,1.5961539993514509,0.35915734721262543,Iris-setosa
+66,5.7396484287624885,2.3011459323019485,3.997683942874515,1.1897227854683943,Iris-versicolor
+67,4.910173815446349,3.1346694642502624,1.5083306272777295,0.1,Iris-setosa
+68,7.140721726011959,3.1540250696674126,5.4293475386121495,2.308296443905812,Iris-virginica
+69,4.767730000695351,3.0,1.396688317209515,0.4239309631995937,Iris-setosa
+70,6.196500018794662,2.7965952451694114,4.8205095650487895,1.8008085397358273,Iris-virginica
+71,5.3514852627893505,3.5941145591689114,1.4306233240242479,0.24113189537538085,Iris-setosa
+72,6.208835858261525,3.3451616070703127,5.512443698642586,2.3231926840247072,Iris-virginica
+73,5.765998647248627,3.164657961686152,4.692458047981133,1.6218443636834095,Iris-versicolor
+74,4.999879272982097,2.0,3.5544898188250613,1.0402453907525804,Iris-versicolor
+75,5.048235123390113,2.0000008442884587,3.592726935000005,0.8615701300443062,Iris-versicolor
+76,4.9250381019785765,3.0,1.468348627958816,0.24185913027372463,Iris-setosa
+77,4.545529528609856,2.9644896091695676,1.4161373690437766,0.22098229740912548,Iris-setosa
+78,7.701733813360116,2.6072212981104292,6.9,2.2471885306983164,Iris-virginica
+79,5.547905973732999,2.977286863128419,4.315628954829285,1.4330455928410266,Iris-versicolor
+80,7.385142767986373,3.1370589360219614,6.201573365841916,1.83111642064652,Iris-virginica
+81,5.452203890283015,3.0,4.493320683293004,1.5018546075528596,Iris-versicolor
+82,5.9376826763899455,2.176715216795636,4.968029408874596,1.4863442942060148,Iris-virginica
+83,5.8792280481863335,3.154954546001801,4.7796908770243665,1.718775239857782,Iris-versicolor
+84,5.076551684609799,3.3302321411939166,1.5964835608462813,0.3761204013484611,Iris-setosa
+85,6.026185623259558,2.3160691212199995,5.194361112181137,1.533427553731851,Iris-virginica
+86,5.415029837405019,2.947683074389555,4.300489398797593,1.4650398446342598,Iris-versicolor
+87,6.253211917602368,2.988647025687277,4.781903957741915,1.4885038112843338,Iris-versicolor
+88,7.323291663282862,3.1347242655885426,6.223595411783716,1.8234337590677006,Iris-virginica
+89,7.723069354414309,2.869819437957185,6.661557388964395,2.050224558935301,Iris-virginica
+90,4.405362902834948,3.208972672799833,1.3395056475905507,0.20464923529967705,Iris-setosa
+91,4.82184732027219,3.3900174740797393,1.8221447320239847,0.1994055274739789,Iris-setosa
+92,5.70857643942769,2.8758359651706056,4.083250064199084,1.2098060835379258,Iris-versicolor
+93,6.825613578781749,3.0897682517725182,5.094305757187004,2.2904538526371923,Iris-virginica
+94,4.987399070423424,3.0,1.5905660188397976,0.19949966340147798,Iris-setosa
+95,4.945654444001668,3.644740904160465,1.4782079349086574,0.1967520997933697,Iris-setosa
+96,6.400276512717982,2.63628099503733,4.924062146730476,1.816153671101435,Iris-virginica
+97,6.277089899548519,2.7918081289946897,4.620672431860097,1.3833615730908138,Iris-versicolor
+98,6.036624827122597,2.2215483838184378,4.34288756139573,1.3832198044567467,Iris-versicolor
+99,6.293624761288189,2.471812835244926,5.011324094770159,1.8838957740072497,Iris-virginica
+100,5.785621187117242,2.8262327959442275,5.199101557704192,2.4069925133925283,Iris-virginica
+101,6.133739583249705,2.5964293144254245,5.632360704823352,1.387812695703912,Iris-virginica
+102,5.5264408972214705,4.199996976772486,1.3845681384734343,0.21138787699696646,Iris-setosa
+103,7.725144255487733,2.776767076919087,6.72909347987312,2.0058242084688875,Iris-virginica
+104,6.392899417626469,3.315113889727538,5.47065151982983,2.35449842058556,Iris-virginica
+105,6.297469827863239,3.3058925673993236,5.890795848180281,2.499999672994681,Iris-virginica
+106,5.486770953009209,3.0,4.523305760507623,1.533638540536183,Iris-versicolor
+107,7.855692097123482,3.1193567117635173,6.157295705457021,2.28641817144637,Iris-virginica
+108,5.571289436141876,2.9986474094358493,4.469569277391385,1.4263110455527088,Iris-versicolor
+109,4.965966885241103,2.0,3.584464188503819,1.063278126791023,Iris-versicolor
+110,5.967132037501625,2.1586735220680935,4.998039925314548,1.4928839293109515,Iris-virginica
+111,4.561079781478581,3.6204764450855222,1.0000005276800898,0.19636813299344616,Iris-setosa
+112,7.018509570635621,3.1821958344665062,5.91816543756724,2.2632455150377613,Iris-virginica
+113,5.465475736083045,3.0,4.494782111735049,1.5055314554245245,Iris-versicolor
+114,5.936393535176746,3.1724589626932382,4.81588233365322,1.7736173258030132,Iris-versicolor
+115,5.394620265151556,3.4050668447575685,1.5445221232946895,0.4196978305183633,Iris-setosa
+116,5.787127832308928,2.7080037735005935,5.083480186122944,1.8699832027117371,Iris-virginica
+117,5.87903069233785,2.9471266390440976,4.475559038570872,1.3890192235450256,Iris-versicolor
+118,6.755199184095225,3.20962943426984,5.747668267265185,2.3248055059259305,Iris-virginica
+119,6.1284177055248374,3.3609169238159957,4.587867958352479,1.5690004864930474,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/17/test.csv b/iris/tab_ddpm/1_0/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/17/train.csv b/iris/tab_ddpm/1_0/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/17/val.csv b/iris/tab_ddpm/1_0/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/18/synth.csv b/iris/tab_ddpm/1_0/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f61b7a54bbe606c5abd2faba6bf747808d75327e
--- /dev/null
+++ b/iris/tab_ddpm/1_0/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7837649135514675,6.364619763372266,2.0059014949061638,Iris-virginica
+1,4.573063797932786,3.1644727448204923,1.4163175957746754,0.1971016323856662,Iris-setosa
+2,5.432809756052055,2.822875630455881,4.256327121752008,1.3780680399208833,Iris-versicolor
+3,6.723126187678351,3.0622798380825387,4.6355948374414995,1.446806177120157,Iris-versicolor
+4,5.25890103061812,2.510592838787115,3.6087999154089188,1.1724956263014719,Iris-versicolor
+5,4.615239534803768,3.1444381792133105,1.368888151667082,0.20798557202497597,Iris-setosa
+6,5.591798662980717,3.8229518291958056,1.5317326426348195,0.2939968456974636,Iris-setosa
+7,4.3,3.0,1.11217249990658,0.1,Iris-setosa
+8,4.6154422912423145,3.615746610265816,1.000000566069527,0.1984970854628158,Iris-setosa
+9,7.720246080821144,2.6048017665747145,6.899998966154412,2.2963629877189504,Iris-virginica
+10,6.9828740997843255,3.2085412846872328,5.689355752552063,2.3057732263354676,Iris-virginica
+11,5.246395282219087,3.399722207941148,1.4307304612145137,0.22250292969206165,Iris-setosa
+12,7.899998035077803,3.7853468261431145,6.322962540788638,1.9932073470754945,Iris-virginica
+13,5.659817474685208,3.0,4.154903131802495,1.2602003977615457,Iris-versicolor
+14,6.047546415638455,2.18860896554946,4.248748270110149,1.2763955600661,Iris-versicolor
+15,5.8043070540298904,2.7530141041920926,5.098816312487506,2.21917684943723,Iris-virginica
+16,7.718273062549771,2.806197998588523,6.723043181257629,1.952680269055051,Iris-virginica
+17,6.285360867783294,2.8194719729346986,4.452053386650336,1.4743686902234363,Iris-versicolor
+18,6.327277070973891,3.375745948109825,5.5113832926479445,2.369222583566774,Iris-virginica
+19,7.682148586621002,3.0,6.213980371918746,2.305103860948016,Iris-virginica
+20,6.101550881299272,2.261244871669759,4.996564857418946,1.5763543488276168,Iris-virginica
+21,6.295429350489593,3.399336553672745,5.513383600084179,2.360398329280697,Iris-virginica
+22,6.315291002238519,3.2873381247914377,5.9231514881454945,2.49999961706866,Iris-virginica
+23,5.443140251183052,3.905436838288344,1.3026390047945982,0.400631285288579,Iris-setosa
+24,5.4728099658691,2.477466750124597,3.6867858982954016,1.0456352880163233,Iris-versicolor
+25,6.6945215682976364,3.0,4.578657180597294,1.4523360271521601,Iris-versicolor
+26,5.039623608103074,3.30154479758428,1.5842483058439971,0.3598468631559059,Iris-setosa
+27,4.872491439643188,3.5160839709587988,1.5787692894137104,0.20124140904729004,Iris-setosa
+28,6.419463471795281,3.125846722674995,5.4326341140984304,2.2665465979482455,Iris-virginica
+29,7.717817560998548,2.8662373924235247,6.715126715497437,2.039591677517955,Iris-virginica
+30,7.725542607567448,2.626372666079494,6.899998033867632,2.2758208808093077,Iris-virginica
+31,6.258513953203818,3.3141500203627863,6.068347751816725,2.5,Iris-virginica
+32,5.9687371149207,3.234604866326485,4.765324676681041,1.752084997565435,Iris-versicolor
+33,6.54465060977994,2.6126533860538776,4.67686610277098,1.4928975450253694,Iris-versicolor
+34,5.658188621219766,3.0,4.24655340250485,1.2815934934923565,Iris-versicolor
+35,5.468425723929309,2.5326315934676087,3.9471255274465458,1.1702881420851854,Iris-versicolor
+36,6.271214627225697,3.4011243686430754,5.4528419681454565,2.3728599357198323,Iris-virginica
+37,5.057361168476903,2.0000004747059292,3.6064751228050125,1.0037747275877251,Iris-versicolor
+38,4.797218855589616,3.399755535032706,1.9388406109237404,0.2054647981231112,Iris-setosa
+39,5.285745090052875,2.8408903950711513,4.200970075020408,1.4223861573675125,Iris-versicolor
+40,4.600616414117962,3.1598424211245035,1.4853373143184616,0.19935698030504667,Iris-setosa
+41,5.988117591315387,2.7285313417358816,5.043647371102968,1.9151404609471692,Iris-virginica
+42,6.340189331949805,3.3961280286890605,5.559636343431978,2.3863521763077475,Iris-virginica
+43,4.692027931965627,3.2595653310963693,1.4251721544377962,0.19535262942808573,Iris-setosa
+44,7.030897453563682,3.2272854529853525,5.904214280205792,1.9315886977298593,Iris-virginica
+45,4.815846156486183,3.405114422283266,1.7916473489543625,0.2031428971532272,Iris-setosa
+46,5.738617457151365,2.873035410561723,4.223918904938537,1.0673968777687632,Iris-versicolor
+47,4.476394791277383,3.0,1.4032748768419936,0.2055786099229098,Iris-setosa
+48,4.559425752320043,3.1249970871856254,1.4848687254360173,0.20099967752976855,Iris-setosa
+49,6.55360713233966,3.210564606456655,4.745235817945366,1.559405112480544,Iris-versicolor
+50,6.183021736600072,2.1992154335696927,4.447677912358808,1.3775165666676497,Iris-versicolor
+51,4.963558789390245,3.0,1.5896400746318242,0.19833855782766358,Iris-setosa
+52,4.956330677161464,3.448029701104243,1.9927311622678483,0.2445748661392481,Iris-setosa
+53,4.6495284271129895,3.61137311528976,1.0,0.20689631418847143,Iris-setosa
+54,4.936984185114467,2.0,3.471506451887981,1.0265511606573479,Iris-versicolor
+55,5.601240514981167,2.9857967425916003,3.813026395202962,1.3223360435764187,Iris-versicolor
+56,6.83811883624215,2.777874160731545,4.784820223486159,1.4079838289801594,Iris-versicolor
+57,5.705031789873882,2.9271088557471794,4.02583000137557,1.2811917964697075,Iris-versicolor
+58,4.591932852795398,3.6756184731789783,1.0,0.19885956907418945,Iris-setosa
+59,5.003562072636799,3.7228156461235002,1.4376125248322846,0.20050546379956458,Iris-setosa
+60,6.775204418299156,2.9727775827040466,4.907174631769624,1.5451085072775876,Iris-versicolor
+61,6.017998039875478,2.8966376017376336,4.643332766897896,1.3617588218534473,Iris-versicolor
+62,5.270241997104907,3.408626253485574,1.41939091424562,0.20336786133026843,Iris-setosa
+63,7.708428340809874,2.613786072288391,6.899998049856387,2.30703388920389,Iris-virginica
+64,6.058841351573456,2.1814455562330504,4.152254134160555,1.1249330291739594,Iris-versicolor
+65,4.3,3.0,1.0998799058962743,0.1,Iris-setosa
+66,4.3,3.0,1.0911263658674666,0.1,Iris-setosa
+67,6.601315388223918,2.91771455360896,4.581598506741248,1.5062981081421207,Iris-versicolor
+68,6.9002539231463595,3.133435863150385,5.904114173153996,2.305467432727784,Iris-virginica
+69,5.512421891843066,3.8086915717558614,1.4528231510087346,0.344552876022543,Iris-setosa
+70,7.9,3.849119253519178,6.4534689495451625,1.9788643101789272,Iris-virginica
+71,6.720706471875765,3.0,5.0033450587340855,1.7113364989748618,Iris-versicolor
+72,6.255824378734797,3.299394981317246,6.066432503401654,2.4999997654945214,Iris-virginica
+73,6.413956206434307,2.896549749578476,4.715761389123139,1.4114467033935336,Iris-versicolor
+74,5.7941410978112,2.734120137162414,5.087249079527912,1.9566025985657032,Iris-virginica
+75,7.080669381594816,2.566930237607333,6.345778887209013,1.8238688726099188,Iris-virginica
+76,7.173100146195657,3.160129876782524,5.845547306839823,2.2435760017712507,Iris-virginica
+77,7.691802178878068,2.8646646884997233,6.678247880928559,2.0460264572086944,Iris-virginica
+78,5.25423520985616,3.5451889644370316,1.3614317539832226,0.23537186162667875,Iris-setosa
+79,6.388520433629752,3.0,4.9868671965732485,1.9123857157724724,Iris-virginica
+80,5.969826665236951,2.252086920009359,4.07727592341023,0.9099142473990508,Iris-versicolor
+81,4.300001023099089,3.0,1.081519038826609,0.10000014466807713,Iris-setosa
+82,6.411787288570999,3.1702083181758454,5.203976571769545,2.234727704272098,Iris-virginica
+83,6.903495029566876,2.5218313384737336,6.31075286755087,1.8328866010064018,Iris-virginica
+84,5.404299977227777,2.5946389748809104,4.031450935951241,1.3213363447642101,Iris-versicolor
+85,4.90090650680409,2.0,3.625073247974697,0.9884556550039657,Iris-versicolor
+86,4.631878409061741,3.697272341818505,1.0,0.1889234711777643,Iris-setosa
+87,6.343472796104185,3.2215315137599245,5.19034224482309,2.247897340366326,Iris-virginica
+88,6.526061186901026,3.246805408918338,5.547460473218658,2.2857919964798006,Iris-virginica
+89,4.830990152442218,3.0177413929517924,1.4713734180727354,0.10000009749840659,Iris-setosa
+90,5.626799551072418,2.5093637516811853,3.9105739094781233,1.0822863722655038,Iris-versicolor
+91,5.768627468208374,2.690799686416533,4.258599102449987,1.139523455646986,Iris-versicolor
+92,5.121984363859567,3.4109681440569477,1.406634548224428,0.1970607045070768,Iris-setosa
+93,4.3000014053643305,3.0,1.1078193882334901,0.10000012283035159,Iris-setosa
+94,5.585674045685987,2.984544320121947,4.440922542140639,1.447900220423176,Iris-versicolor
+95,5.361493265712656,2.560205151580077,3.766210544574048,1.2406022643378884,Iris-versicolor
+96,4.970350527339844,2.0,3.1968251238325722,0.8360995606388879,Iris-versicolor
+97,4.825433215522079,3.0,1.394173252680059,0.10000009619073853,Iris-setosa
+98,5.720321209527784,3.0,4.110083235151906,1.1988216672303174,Iris-versicolor
+99,4.362920700892158,2.8018983209404515,1.3641715264515053,0.18796539589861655,Iris-setosa
+100,4.873085439455296,3.0922558647256344,1.4619319464586522,0.1000001070306916,Iris-setosa
+101,6.002983177477766,2.2136427655330326,4.9587513974816355,1.5043016087607648,Iris-virginica
+102,5.773018531899079,2.717592242815583,5.063540536478923,2.056926842366599,Iris-virginica
+103,7.669107612407736,2.604913601919338,6.9,2.317525907032308,Iris-virginica
+104,6.343060343708402,3.165883697929564,5.366031956683542,2.2974665955450764,Iris-virginica
+105,5.72118774665875,2.6081924633797664,4.16967012041456,1.003700941872246,Iris-versicolor
+106,5.687689900086526,2.9395527094171934,4.104496634950269,1.1701771479770107,Iris-versicolor
+107,6.199972668133054,2.793283055736625,4.865449650697152,1.8475153273429346,Iris-virginica
+108,5.52573183354779,3.732065159731448,1.5026114422132157,0.34850083609442173,Iris-setosa
+109,7.663272685381366,3.0,6.008166760325972,2.3180419376106918,Iris-virginica
+110,4.300000499322162,3.0,1.097395395628218,0.10000009185142647,Iris-setosa
+111,6.081577699097201,2.573111490593912,5.524331113586758,1.4492413465780998,Iris-virginica
+112,4.836886842568713,3.0,1.406890104337816,0.1,Iris-setosa
+113,7.899998785815378,3.853434654264387,6.327338835868322,2.0068158180846676,Iris-virginica
+114,6.665932652842314,2.4616572164073696,5.711867834745249,1.7609722902234866,Iris-virginica
+115,5.819629173765269,2.7102689812548486,5.0969767588643204,1.9334167033110927,Iris-virginica
+116,5.881320354952685,2.7703938597802344,4.3208728968367165,1.0841621702905817,Iris-versicolor
+117,4.441377657875869,3.0926631347623057,1.4061010068126056,0.20604456839018767,Iris-setosa
+118,7.689096180214889,2.5642526826660146,6.9,2.3094655837294398,Iris-virginica
+119,5.045082950901171,3.418850858722499,1.3883100631471132,0.19327510755610883,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/18/test.csv b/iris/tab_ddpm/1_0/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/18/train.csv b/iris/tab_ddpm/1_0/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/18/val.csv b/iris/tab_ddpm/1_0/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/19/synth.csv b/iris/tab_ddpm/1_0/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c9128443956d46cc6f3d649f4f0da3fe80554dbb
--- /dev/null
+++ b/iris/tab_ddpm/1_0/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.08185529648299,2.6645362119738105,5.296935832040462,1.6021685480910406,Iris-virginica
+1,5.384973922615397,3.9189700700791197,1.2657205843440043,0.43927008246173305,Iris-setosa
+2,6.676215780965068,2.479280989876795,5.773459712781358,1.7219797010549347,Iris-virginica
+3,6.443245635740151,3.1575047512356886,5.382729540301595,2.2495308169411006,Iris-virginica
+4,6.257887449314692,3.4026796172553078,5.579818620638113,2.4019748484835914,Iris-virginica
+5,6.952294501443359,3.2061070816831956,5.732379692036293,2.1553796172268824,Iris-virginica
+6,4.60581506375112,3.1199645429926104,1.5243981476618464,0.20072590566646661,Iris-setosa
+7,6.219386525242242,2.7278946375647557,4.944713483588513,1.7131734332957724,Iris-virginica
+8,6.802870265559631,2.810423540614286,4.842503630853896,1.4237018096957423,Iris-versicolor
+9,6.922912010824432,2.513694620848551,6.186687277623069,1.8166507370715734,Iris-virginica
+10,4.875938528337881,3.020657370360434,1.4955450043724003,0.10000009473220257,Iris-setosa
+11,6.015246617443061,3.4018878160774833,4.450365408567966,1.6014988048214882,Iris-versicolor
+12,5.815132153460681,2.753800986890532,4.380646181128531,1.3679487434349151,Iris-versicolor
+13,6.740540817711239,3.0,5.01329812950528,1.6949338319472032,Iris-versicolor
+14,7.7169524489634815,2.816880769455812,6.729874990060084,2.046837294002155,Iris-virginica
+15,4.30000054714851,3.0,1.0982353379390835,0.1000001059339818,Iris-setosa
+16,6.571700766824431,3.0,4.509239129762143,1.4430507644600936,Iris-versicolor
+17,5.733271390099135,2.72242995419297,5.083727922025199,2.055184064501981,Iris-virginica
+18,4.982150097719449,2.0,3.6128691308065237,1.003751584423353,Iris-versicolor
+19,5.827240357000555,2.697601699091474,5.091633762511353,1.8946724068762513,Iris-virginica
+20,5.749379146816462,2.746145115599956,5.110369061065932,2.1273886074585344,Iris-virginica
+21,6.066499868487635,2.601299432340061,5.605460105730067,1.4402211649686492,Iris-virginica
+22,5.525080103654356,4.199998972401255,1.4179893133585557,0.20314342939167823,Iris-setosa
+23,4.578778737006902,3.1549208131182422,1.4250967490742472,0.19768474521114443,Iris-setosa
+24,6.641097615649743,2.507071652511399,5.771154736996986,1.7345391918807973,Iris-virginica
+25,6.195631694261729,2.5303563983362127,5.166231913959699,1.5698203061267697,Iris-virginica
+26,6.10154716718729,3.155861203558761,5.649397009599547,2.4999710062302896,Iris-virginica
+27,5.737408162072531,2.9069772733980668,4.194605433457887,1.2113754646131318,Iris-versicolor
+28,5.766178524817752,2.749945361930305,3.9456123716360603,1.092937780328907,Iris-versicolor
+29,6.298311136499957,3.327655254458656,6.039136620176787,2.5,Iris-virginica
+30,6.201598795333967,3.409682057995553,5.43428551477007,2.3849821666757762,Iris-virginica
+31,7.638468569870464,2.602635928301512,6.9,2.2686397958036446,Iris-virginica
+32,6.189371467792342,2.400962035374772,4.974121694766552,1.7560288691532748,Iris-virginica
+33,4.599628776851324,3.6085943750024856,1.0,0.20050366307629025,Iris-setosa
+34,6.990046302135289,3.168099161815079,5.449844107816069,2.304219376447536,Iris-virginica
+35,5.178716718235054,2.504135696255292,3.118170466802104,1.089461823839092,Iris-versicolor
+36,6.696605639057969,3.1705501258519586,5.519448309656691,2.3120225866910498,Iris-virginica
+37,5.057073409767988,3.525852920700369,1.3840690488288385,0.2012384107803608,Iris-setosa
+38,6.5273907392792605,3.1630403510113965,5.433657933694103,2.2773500416076873,Iris-virginica
+39,5.520566953685656,4.199999219957835,1.3926125679474242,0.19970328451010788,Iris-setosa
+40,4.92306700919434,2.0,3.6230544807466005,1.0614709174608894,Iris-versicolor
+41,6.283562490760662,3.322757981565552,5.937457039530161,2.499764019114598,Iris-virginica
+42,4.604374068703711,3.1603488117688463,1.4345700199118148,0.2016997924866242,Iris-setosa
+43,5.850903516965872,3.147249519150527,4.708733598585324,1.6995713638415981,Iris-versicolor
+44,5.859066550700295,3.1467181584064035,4.708054756916469,1.6457630611301166,Iris-versicolor
+45,4.3,3.0,1.1063282918249482,0.1,Iris-setosa
+46,5.111589011038036,3.3028356419042484,1.9347023430026673,0.4413301728766873,Iris-setosa
+47,5.220903159307133,3.4089769802632435,1.4013156752194749,0.19816385780216472,Iris-setosa
+48,4.6008157062651955,3.1476948232171447,1.4658712753526606,0.2030575978135738,Iris-setosa
+49,5.847269052283337,2.8368424575938436,4.111628956557299,1.1065131351671353,Iris-versicolor
+50,6.32233738674499,3.318133499930201,5.924877537717022,2.5,Iris-virginica
+51,7.36139505330157,3.0,5.465235472586967,2.267221491797374,Iris-virginica
+52,5.3684878872414545,3.378939846373554,1.5563932040539945,0.5067141836190108,Iris-setosa
+53,5.566593195115324,3.0,4.4485897930876135,1.4558518247327887,Iris-versicolor
+54,6.765595166849346,2.8808536863133867,4.914493465550856,1.517887146008398,Iris-versicolor
+55,6.115050736630876,2.3122100489226582,5.080167906866347,1.5421300152441109,Iris-virginica
+56,4.433681727535414,3.0304177340099194,1.3720550639306082,0.2036001522247095,Iris-setosa
+57,5.820021734586187,2.9198954214513755,4.546741829310528,1.3974325806669325,Iris-versicolor
+58,5.491853124256346,2.5403422831147155,4.031008273214656,1.3553707911416761,Iris-versicolor
+59,4.769990761157124,3.376715156530109,1.873512629903066,0.19692582460670308,Iris-setosa
+60,5.9909292724854915,2.817988738960481,4.311244460606718,1.113952008406738,Iris-versicolor
+61,7.9,3.857304098013143,6.4655760739896175,2.057781010658956,Iris-virginica
+62,6.2024185257558,3.338782537378164,4.695904770143843,1.6185409012801575,Iris-versicolor
+63,5.1060666361372355,3.4062794101328833,1.3927317997953215,0.1988468808482468,Iris-setosa
+64,7.20897575027769,3.0636035173193132,6.233790717354988,2.2596847821546775,Iris-virginica
+65,7.7314525633920175,2.870716671118625,6.540388468561387,2.171251076385824,Iris-virginica
+66,5.111149545717798,2.492856765008168,3.137404877299616,1.1119991916477647,Iris-versicolor
+67,5.079430142223374,3.405896753846942,1.4011761502014897,0.2005468607435993,Iris-setosa
+68,4.932234291722187,2.0,3.584347306185569,1.0971852736454624,Iris-versicolor
+69,4.9980219553982925,2.0000004771103583,3.6361775026835472,1.0568145526648698,Iris-versicolor
+70,6.589865935786932,3.160759698821805,5.143958300786512,2.270279765256986,Iris-virginica
+71,6.59919676704495,2.429340729079279,5.558788560414473,1.8258059257772907,Iris-virginica
+72,5.986112443972779,3.401946386911074,4.526285220336958,1.5963524959199487,Iris-versicolor
+73,7.696664620995513,2.9641623636078616,6.688476430968054,2.0700818833187555,Iris-virginica
+74,6.763820622232296,2.5020827934937566,5.795673684196536,1.8046723705312069,Iris-virginica
+75,5.335453235349966,2.5824610239104326,3.6887499070399627,1.1836590443819215,Iris-versicolor
+76,5.6857923224411415,3.0,4.22212635940195,1.2670501051124032,Iris-versicolor
+77,7.30317632001257,3.0,6.300802770877113,1.9477606468945645,Iris-virginica
+78,5.529329345630194,3.0,4.324936547531897,1.3886900517776948,Iris-versicolor
+79,5.70884734151384,2.873669823830692,4.23161094001356,1.2531658361128175,Iris-versicolor
+80,7.899996856346179,3.7014659250365276,6.3122900063275456,2.0122185092626044,Iris-virginica
+81,6.475055086658102,3.2539805913814694,4.727831133353294,1.5762069038125308,Iris-versicolor
+82,4.826803983605419,3.0,1.4303318340191475,0.10000010842206516,Iris-setosa
+83,5.003126028224323,2.512131109952388,2.732619682653615,1.107226761560321,Iris-versicolor
+84,5.732573938490285,2.8871396940841882,4.5046517408432,1.3462982308206992,Iris-versicolor
+85,4.605830355374626,3.618344975135977,1.0,0.20040546923546013,Iris-setosa
+86,4.882843848512273,3.573610906781293,1.8310098818869225,0.20208397037435516,Iris-setosa
+87,5.813617339650424,2.852062787247166,5.127169017399162,2.4371711727649097,Iris-virginica
+88,5.930666189577161,3.0,4.653281928421741,1.6646719260465388,Iris-versicolor
+89,5.671858652938357,2.4322347920551466,3.9316330287174943,1.0443644838182709,Iris-versicolor
+90,6.332945845016239,3.4026221988148126,5.613241359052016,2.413957337803758,Iris-virginica
+91,4.3,3.0,1.0984026331566588,0.10000012310655948,Iris-setosa
+92,5.530771249392388,3.0,4.5446547862473645,1.4929548315930528,Iris-versicolor
+93,5.582425094816714,2.50109541070003,4.013194549409407,1.2405137439641036,Iris-versicolor
+94,6.3092828487055055,3.4108918754927506,5.52192583089736,2.39887264321855,Iris-virginica
+95,4.994421877112194,2.000000848130617,3.257288372744704,0.9647696778707789,Iris-versicolor
+96,5.800964425465586,2.6880927770006933,5.2478906079404934,1.7119221519686125,Iris-virginica
+97,4.3,3.0,1.0932419897683276,0.1,Iris-setosa
+98,5.982524332121205,2.2190894129428824,3.9595387175766574,1.0186635129314532,Iris-versicolor
+99,4.84270883289697,3.002805888344789,1.4650343091204518,0.1,Iris-setosa
+100,5.093657434529407,3.5425303826235357,1.370649661674999,0.19951000757892579,Iris-setosa
+101,5.339343887076686,2.6868360711498607,4.095686952715404,1.428478055388842,Iris-versicolor
+102,5.092212256737406,3.8571493716559146,1.9379409184452452,0.20204872294194598,Iris-setosa
+103,6.069414780317933,2.396571163068111,5.178089898043542,1.4705561975219061,Iris-virginica
+104,4.300000773327005,3.0,1.0977562024395267,0.10000011540052685,Iris-setosa
+105,5.980364947458289,3.405803494392015,4.41605212469253,1.5979194177086726,Iris-versicolor
+106,4.3,3.0,1.101083623488667,0.10000012297980189,Iris-setosa
+107,7.567837017586822,3.0,6.5827181447350585,2.065313528056271,Iris-virginica
+108,6.129996130040806,2.595828247102873,5.679679188166984,1.4009450638405752,Iris-virginica
+109,5.401147242227583,2.4676733901891676,3.650593698399631,1.083897181231567,Iris-versicolor
+110,4.300000645554637,3.0,1.0860697631301583,0.1000001000565555,Iris-setosa
+111,4.786172812282455,3.3985142809928703,1.679125253799593,0.20078054614059096,Iris-setosa
+112,7.524760842486089,3.0,6.593227535512988,2.142454288911517,Iris-virginica
+113,6.133640301148814,2.166075354960924,4.257506484693663,1.290946980479591,Iris-versicolor
+114,5.023020413897256,3.622658364620938,1.4051824417565857,0.20142226930825982,Iris-setosa
+115,7.899999015645783,3.738557327525981,6.434910442000924,2.0281643129683937,Iris-virginica
+116,6.847135405517821,3.1045199573114113,6.128259336867817,2.275914798247573,Iris-virginica
+117,7.6836325282066795,2.7686119088874173,6.694158715220592,1.9879638258312051,Iris-virginica
+118,4.436659783940919,3.177710686714379,1.3455943007311737,0.19947198829781015,Iris-setosa
+119,4.733218118677414,3.0,1.417733940729104,0.25277292480936586,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/19/test.csv b/iris/tab_ddpm/1_0/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/19/train.csv b/iris/tab_ddpm/1_0/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/19/val.csv b/iris/tab_ddpm/1_0/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/2/synth.csv b/iris/tab_ddpm/1_0/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f7e0d3aede1481cde0df6e70a9ef3ca42d51c16b
--- /dev/null
+++ b/iris/tab_ddpm/1_0/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.059487702062337,2.2910004567586864,4.9961129665923805,1.5550300964692643,Iris-virginica
+1,4.591857241981446,3.6945143437105616,1.0000003630072327,0.20066866416478654,Iris-setosa
+2,6.197814741913189,2.66457835398559,5.363343783153293,1.5009897183229004,Iris-virginica
+3,6.918702590375809,2.812919317915166,4.821731300910064,1.4097115362431367,Iris-versicolor
+4,6.233268523496575,3.4080528184283687,5.6212668161616,2.353071400211809,Iris-virginica
+5,6.6306648173962435,3.2067842601477903,4.763880594693942,1.5629510431784859,Iris-versicolor
+6,4.9630540454876035,3.0,1.5836679293633207,0.1997982568758949,Iris-setosa
+7,4.77903406396797,3.3775941413446033,1.582582927339171,0.19821387744988475,Iris-setosa
+8,6.3065810336775385,3.288041156921063,5.935724638028759,2.4999997582490825,Iris-virginica
+9,5.792619885755877,2.9708764320336933,4.576821719886695,1.4912142386907663,Iris-versicolor
+10,5.569094943339954,4.199998030888864,1.4148893597153116,0.21127062019993897,Iris-setosa
+11,6.752181578277546,3.212076992902656,5.4287528169060515,1.9841422036039076,Iris-virginica
+12,5.714882731013653,3.0,3.8688603194451674,1.2984644767861666,Iris-versicolor
+13,6.621167826695469,3.1767910057613262,5.200480793904185,1.9794929958475136,Iris-virginica
+14,5.795116676140038,2.7017880833335917,5.086498132540674,1.9409527785047342,Iris-virginica
+15,5.696494288733805,2.8704901408569956,4.198728084677397,1.3290117713924416,Iris-versicolor
+16,6.065821837563979,2.5750779876654915,5.5891427592050045,1.3841651457422344,Iris-virginica
+17,5.231170023260103,3.4068813184915547,1.395942508989238,0.1984108374133584,Iris-setosa
+18,7.742789156063074,2.6146606986928465,6.9,2.3049699289884265,Iris-virginica
+19,5.085679251351936,3.3536009358684424,1.6212142254854527,0.49117826291948585,Iris-setosa
+20,7.731850104506338,2.630240209700055,6.8999987932374784,2.2852259785020346,Iris-virginica
+21,6.064740753781438,2.728979383590369,4.969987254466656,1.7942166719721588,Iris-virginica
+22,6.027776206376286,2.1953508139326114,4.986612780954593,1.5368634380295412,Iris-virginica
+23,6.293679797632984,3.394968028962626,5.579408194138453,2.4052391297524007,Iris-virginica
+24,5.378364543465954,2.6025939370410636,3.7265144111433623,1.215856796995201,Iris-versicolor
+25,4.851558379722859,3.578355496298315,1.9442131216425158,0.2028711555323651,Iris-setosa
+26,7.709195186572634,2.869379277973676,6.665844043747787,2.098875263480623,Iris-virginica
+27,4.795553686252239,3.392115526677164,2.0907220992078326,0.20260496649344198,Iris-setosa
+28,4.820492429905695,3.4041317669174633,1.8439622338128785,0.2039500734433788,Iris-setosa
+29,5.517689936365679,3.0,4.505373528558899,1.485186668536516,Iris-versicolor
+30,4.463551522508926,3.223558154465838,1.3300134655182783,0.18622738928429936,Iris-setosa
+31,4.3,3.0,1.076267734240006,0.1,Iris-setosa
+32,6.010643627036099,2.190604031039108,4.060582874417986,0.9417054831356257,Iris-versicolor
+33,5.130821012748899,2.6617572887579692,3.8105054704685526,1.395092458949018,Iris-versicolor
+34,7.711346770163701,2.57292526455463,6.9,2.2786805795481433,Iris-virginica
+35,5.2100723067350785,2.000007436900014,3.6398527064122903,1.0894053267163855,Iris-versicolor
+36,5.360860514420474,2.473719640723468,3.626019014118782,1.0643985925549386,Iris-versicolor
+37,7.9,3.7982574991399636,6.36211396742562,2.0300612806906315,Iris-virginica
+38,6.711953578314626,3.0528207797855598,4.658499264131895,1.4692146169516942,Iris-versicolor
+39,5.14948283394035,3.3656920961786763,1.5689850192815922,0.41943225815094953,Iris-setosa
+40,5.502128189741859,3.0,4.460373571357871,1.4870358125125387,Iris-versicolor
+41,5.486761337506755,4.2,1.4106773997359667,0.2019539981905003,Iris-setosa
+42,7.9,3.808068852138889,6.346351090766877,1.982366502322389,Iris-virginica
+43,6.612781306044864,3.1736244045801683,4.735935176463124,1.523842958342831,Iris-versicolor
+44,5.663589989556857,2.8567539686547936,3.842906526161264,1.2335692749848564,Iris-versicolor
+45,5.127502573277073,2.521159577660137,3.383089975066513,1.2089326265233185,Iris-versicolor
+46,4.9700361817397,2.0,3.6415000269892808,1.0266981321827475,Iris-versicolor
+47,5.745667261006162,2.921312766891612,4.46162951374029,1.4750632915572657,Iris-versicolor
+48,6.284237842902465,3.3845893848059188,5.598648397734512,2.3814308165462523,Iris-virginica
+49,4.7999362812778426,3.0,1.418555242342803,0.3067150512623382,Iris-setosa
+50,5.709012518927938,2.7702289312198243,3.9888579069541095,1.3217681311730411,Iris-versicolor
+51,5.544359937443694,4.199981111905579,1.322949343089506,0.22020764251108754,Iris-setosa
+52,4.801775429522154,3.4393697261092657,1.7485550728655426,0.20109667251622151,Iris-setosa
+53,5.0495425835479875,2.000000673501231,3.6048678664615252,1.0448323255583687,Iris-versicolor
+54,5.052878129176041,3.0,1.593244338572847,0.1953476985793755,Iris-setosa
+55,6.49553350628008,3.0,5.662871493710657,2.2518674649371704,Iris-virginica
+56,5.188504198654318,3.32429005439717,1.5495319833683365,0.23963698471494588,Iris-setosa
+57,5.73024610250705,2.7292935293269194,4.229386715924077,1.1203293196851443,Iris-versicolor
+58,5.387770270779511,2.8093122441327774,3.7267281252843505,1.3659053437392552,Iris-versicolor
+59,6.6367537216578185,3.2876022673456373,5.6526212668269835,2.354628617501408,Iris-virginica
+60,6.976011391270303,3.1145595216825392,6.18511111497222,2.2528342499651695,Iris-virginica
+61,5.726416518664159,3.0,4.595609047699859,1.5749333831939807,Iris-versicolor
+62,6.348016556664792,3.279134498292857,4.702423589842425,1.5883331114112789,Iris-versicolor
+63,6.731803081840584,3.0,4.961500399396539,1.6219920016700107,Iris-versicolor
+64,4.9562017138962995,3.564111059066251,1.6953097893303546,0.21467287865485077,Iris-setosa
+65,4.664330047369698,3.0,1.4061050732457332,0.25975180434429856,Iris-setosa
+66,5.504203670145505,3.0,4.498942219955644,1.4553615623393186,Iris-versicolor
+67,4.961755310093544,2.0,3.599773025284649,1.1086782229390666,Iris-versicolor
+68,6.048521413658745,3.261486359206962,4.767369245319486,1.6696586971298908,Iris-versicolor
+69,6.967844433325141,3.169942936307571,5.515028462049089,2.313524894391219,Iris-virginica
+70,4.3,3.0,1.09063511698483,0.1,Iris-setosa
+71,6.008889950872851,3.3915097076611502,4.469747773598956,1.6131417906458512,Iris-versicolor
+72,6.204134638754285,2.7339857251285076,4.887308094233104,1.828912956852482,Iris-virginica
+73,5.433151128339688,2.6927829406812025,3.5011054185615724,1.3071980408133514,Iris-versicolor
+74,6.69528606880998,3.1512945482439716,5.055289612619005,2.2255723084938217,Iris-virginica
+75,5.792074673816173,2.677872457273802,5.115597463010619,1.9239922808488925,Iris-virginica
+76,5.07370661858366,2.563555241846976,3.579037804524874,1.2911263325337368,Iris-versicolor
+77,5.41141283412318,2.5829893026544504,3.5861674158018793,1.1937575431857614,Iris-versicolor
+78,4.3,3.0,1.0936586072458716,0.1,Iris-setosa
+79,6.224616170794546,2.508038879594881,5.037863937410123,1.7529862274301276,Iris-virginica
+80,5.064713098811136,2.4965860791196306,2.677827572791731,1.067393923182027,Iris-versicolor
+81,6.691950250919255,3.0,4.989517603259207,1.6762286417576882,Iris-versicolor
+82,4.405716537165982,2.920467798102785,1.398613502473677,0.2046030159604267,Iris-setosa
+83,5.908222581789333,2.235518560894519,3.9604933179077153,1.0674651607555175,Iris-versicolor
+84,4.457360600687854,3.184870857201339,1.2903787729409304,0.20241474983420163,Iris-setosa
+85,6.193228937440013,2.9757500859566663,5.4425786347047485,2.2296842611911094,Iris-virginica
+86,5.3828918350748065,3.0,4.484997559981177,1.5024637124905478,Iris-versicolor
+87,5.2377139165792075,2.6289492433731465,3.8363704125340745,1.3541586047858627,Iris-versicolor
+88,6.81613331109179,2.7750281019334992,4.779639109252931,1.4043847349328322,Iris-versicolor
+89,6.773318134810263,3.2000689945469425,5.558039882555112,2.0397030828374825,Iris-virginica
+90,5.3251244990446045,2.627087141199511,3.489506685682751,1.196228621184637,Iris-versicolor
+91,5.270185313981119,2.496132889617518,3.6840799612040294,1.209716734634757,Iris-versicolor
+92,5.234523897156746,3.390226255124395,1.3927207258125438,0.20325850551471492,Iris-setosa
+93,5.839456663297235,2.8270858849658587,4.580350058295339,1.2421456375688407,Iris-versicolor
+94,5.038469257914666,2.0000005922169124,3.2015010938244535,1.0097058784849156,Iris-versicolor
+95,6.688923101700097,2.9523725847735443,4.810937772937082,1.5829738526234134,Iris-versicolor
+96,6.650976491085605,3.0,4.933002587608336,1.692105179962754,Iris-versicolor
+97,6.249929907150578,3.3008827569115917,6.018306240648345,2.499999776327362,Iris-virginica
+98,4.575254954960544,3.6140046879020313,1.0,0.17965441953817113,Iris-setosa
+99,5.477327644537387,2.4613154906255956,3.792661353264422,1.1445153182159673,Iris-versicolor
+100,5.789265967778415,2.9348828339388633,4.394064463680099,1.3629568274924901,Iris-versicolor
+101,5.601712063012738,2.4878353325752514,4.01832447274321,1.1037476660469019,Iris-versicolor
+102,5.4700294885003435,3.0,4.511639753696067,1.5098827960910464,Iris-versicolor
+103,6.716712075620999,3.03552923639776,4.643958229026767,1.4652729950069416,Iris-versicolor
+104,5.775694775291578,2.8569499058989103,4.287300377328648,1.1552733799760528,Iris-versicolor
+105,5.7493377935044965,2.8681305561347523,5.129330299237655,2.435626274238701,Iris-virginica
+106,4.300000805132988,3.0,1.1062526515567024,0.1000001345663278,Iris-setosa
+107,4.842695798085071,3.5315463994243546,1.5913936888270084,0.20015320560126382,Iris-setosa
+108,5.604145565435042,2.5244393792480775,3.8012327241389765,1.1600712916613896,Iris-versicolor
+109,5.338158897264036,3.391581088524511,1.5551249550594763,0.45482523810454123,Iris-setosa
+110,5.655615734279113,3.7929258381171618,1.572381629177587,0.3325611294838177,Iris-setosa
+111,7.710439222699541,2.588927270790505,6.9,2.2995003519089865,Iris-virginica
+112,6.010202189273802,2.9482697066328267,4.543253733859917,1.4605414522148454,Iris-versicolor
+113,5.643328352413995,2.7496578686007007,4.42358155835879,1.349496262992125,Iris-versicolor
+114,4.777105732730929,3.0,1.4034903702172907,0.3469365999913427,Iris-setosa
+115,4.3,3.0,1.1011483033169538,0.1,Iris-setosa
+116,5.218053046548784,3.4046216706748202,1.394711971260184,0.20402312428982772,Iris-setosa
+117,6.660168905204942,2.519604985022145,5.6574674258101965,1.7563319711217642,Iris-virginica
+118,6.0777090743174895,2.609247264250858,5.55931961149838,1.4162949202096886,Iris-virginica
+119,5.072344615652369,3.6640377165504225,1.501167557380817,0.19912752387172578,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/2/test.csv b/iris/tab_ddpm/1_0/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/2/train.csv b/iris/tab_ddpm/1_0/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/2/val.csv b/iris/tab_ddpm/1_0/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/20/synth.csv b/iris/tab_ddpm/1_0/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..da8c62b4cf73cf6d592a6253cdbff955d28213d8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.087633073812399,3.331658772226208,4.662801374338435,1.715039483569554,Iris-versicolor
+1,5.486542035060349,3.0,4.471503074807072,1.495470450478516,Iris-versicolor
+2,6.390715412867676,3.1895402551509213,5.381960827454258,2.2369274795062557,Iris-virginica
+3,6.714942812837565,3.215178291207236,5.605122764501317,2.299447625245848,Iris-virginica
+4,5.462881944038029,2.587399636831127,3.985908301406222,1.3132709884076992,Iris-versicolor
+5,7.725239632670428,2.6129575383682244,6.9,2.322943955444866,Iris-virginica
+6,5.696793567847172,3.0111871220274926,4.275087477284738,1.3283406847133077,Iris-versicolor
+7,6.26736503740142,3.3117334566718517,5.9852623561063565,2.499999815187833,Iris-virginica
+8,5.681657331000486,3.0,4.079718379173706,1.2387771098347462,Iris-versicolor
+9,5.11697040602103,3.316268262108683,1.7313374750016406,0.5494135031901295,Iris-setosa
+10,6.247465139237782,3.391110100363286,5.432089319857158,2.3356684806481476,Iris-virginica
+11,6.605831113401168,3.210719679757992,5.299849146134698,1.963573594093609,Iris-virginica
+12,4.956604671677159,2.0,3.1720998183084363,1.086162098625592,Iris-versicolor
+13,5.6364503510417405,3.0,4.448648627258196,1.474199067078281,Iris-versicolor
+14,6.194757188528509,2.8272621190463556,4.851504337987877,1.807746627844162,Iris-virginica
+15,4.775958310046317,3.029022151257218,1.5185393575139041,0.20430918607168622,Iris-setosa
+16,6.378238573709244,2.46855756048901,5.017849398125984,1.8922083902416555,Iris-virginica
+17,5.461865807449,3.0,4.549314634711835,1.5281253861549509,Iris-versicolor
+18,6.930214545638859,3.195562656888898,5.986293656978138,2.2110386479853843,Iris-virginica
+19,6.260204279318739,3.393594776228629,5.6051689787342704,2.3936775958634473,Iris-virginica
+20,5.659518131852185,2.8328477967505985,3.8946801515780884,1.319370479836471,Iris-versicolor
+21,5.389436172335268,3.9025791801233614,1.3142598287001466,0.4898153815997289,Iris-setosa
+22,6.0927259028014795,2.193917112015147,4.077860174493881,1.0004703189333812,Iris-versicolor
+23,4.895439244382863,3.0325751265867598,1.4571519372317439,0.1,Iris-setosa
+24,5.252609878930177,2.511098004247784,3.58946977181142,1.056721931851862,Iris-versicolor
+25,6.407467797205096,2.7815882598854413,4.582517749150955,1.4660668478646761,Iris-versicolor
+26,6.62788567140428,3.1557694406080015,5.24333925247202,2.319285949296414,Iris-virginica
+27,5.017316014462466,3.521600013780327,1.4035653575780125,0.19633217684302653,Iris-setosa
+28,4.854285923437862,3.006282064952394,1.4421004798664423,0.10000009517585114,Iris-setosa
+29,6.319445646861019,3.29413579955027,5.390056999180047,2.327431694057809,Iris-virginica
+30,6.00546801900801,3.08241035859341,4.746583938125876,1.6758311032065112,Iris-versicolor
+31,6.221576674447593,2.8857096300801013,4.758129895785201,1.813967445722597,Iris-virginica
+32,4.9870868299053015,2.0,3.432539580327341,1.0309172715916013,Iris-versicolor
+33,6.220487572708228,3.373930682070299,5.303661357701717,2.2588194940281365,Iris-virginica
+34,7.75380043525032,2.5539914948124696,6.9,2.3116856513706887,Iris-virginica
+35,4.989360670041716,3.7194634346302458,1.5918577486458958,0.2019189370342743,Iris-setosa
+36,5.475577971856555,4.199996277770761,1.3748159891000675,0.20050756084875387,Iris-setosa
+37,7.67536962381147,2.59461388566258,6.899997851023515,2.310241057788817,Iris-virginica
+38,6.568046832528709,3.1572777098648035,5.037496999532314,1.8851648271170662,Iris-virginica
+39,6.305803034795823,3.3915204733210382,5.487142755069857,2.3870718237112194,Iris-virginica
+40,6.277088278144572,3.3007780073614055,6.1256021337830475,2.5,Iris-virginica
+41,5.677118362985872,2.6030937951271094,3.878168368642558,1.051723982532779,Iris-versicolor
+42,6.371357649238996,2.9089160653695534,4.640756016214413,1.515861532484164,Iris-versicolor
+43,6.542953449674289,3.0355570056302374,4.458079868114279,1.4183252899625218,Iris-versicolor
+44,6.6853574151968145,2.7485778548021003,4.6700403996441135,1.3958897186585704,Iris-versicolor
+45,6.029089568493833,3.3968259517466386,4.588490384210185,1.6210032261118283,Iris-versicolor
+46,4.957400943385012,3.6280242742373927,1.4258993645579539,0.20197547026304816,Iris-setosa
+47,7.710997468089763,2.5931558413599074,6.899998449735423,2.289836724556727,Iris-virginica
+48,4.373064302754796,3.2359329357473583,1.2795311812063974,0.1946037490970346,Iris-setosa
+49,4.869621285664765,3.0,1.4470342905616127,0.27181953126738845,Iris-setosa
+50,6.195296090883074,2.803215346583855,4.860241492958044,1.8085398443062697,Iris-virginica
+51,7.697780515416402,2.608448373618222,6.9,2.304329914531919,Iris-virginica
+52,6.3624762235292245,3.3612451768290326,5.570568197817033,2.3883428044110055,Iris-virginica
+53,6.029928272223113,2.998416059831855,4.597734728411086,1.543670026425931,Iris-versicolor
+54,5.762804638206049,2.7249499303534583,5.130151817767047,2.0251934666888967,Iris-virginica
+55,4.762618471079173,3.3974567739476242,1.7537585548435275,0.19613561205184155,Iris-setosa
+56,7.714115024273354,2.6119370668805884,6.9,2.3118190877077214,Iris-virginica
+57,5.0644003407276195,3.5932825284803163,1.5544776169158352,0.2013822972249102,Iris-setosa
+58,6.390907356754279,3.2858097440050558,5.941495970751341,2.499999214158284,Iris-virginica
+59,6.3313400404195175,3.3919094356923742,5.607093753190565,2.391916660219648,Iris-virginica
+60,6.673413243410672,3.0,4.555104067539307,1.4233863561700373,Iris-versicolor
+61,6.268717994236142,3.3036116966521902,6.0330950609760245,2.5,Iris-virginica
+62,5.129922907141506,3.353629035191796,1.59766070483473,0.526490833085109,Iris-setosa
+63,6.338760521798613,3.263332894353635,4.819572870049735,1.6560179372306214,Iris-versicolor
+64,6.455337846280503,2.889418720072661,5.615542084424117,1.7113780578249773,Iris-virginica
+65,6.076373047858645,2.6028907522390203,5.606767761227509,1.377106991846132,Iris-virginica
+66,7.899998643389974,3.723212436707525,6.367594528428889,1.9776627609815356,Iris-virginica
+67,6.796953633437572,3.1182307415905464,5.314619122087664,2.2993396239747907,Iris-virginica
+68,4.537031737072887,3.080850501594713,1.4175099483390747,0.20121506943136938,Iris-setosa
+69,5.662503000144091,2.319655889507576,3.8793293792702133,1.033086646467707,Iris-versicolor
+70,7.6844135973410435,2.546714279609877,6.9,2.3039436847694166,Iris-virginica
+71,5.686221168350583,2.9140435721932105,3.8593368038818023,1.2180732345135459,Iris-versicolor
+72,4.8545236561294,3.054875406831696,1.438673535035543,0.1,Iris-setosa
+73,5.949665597480517,2.908480659744445,4.508273001787433,1.2417847632249899,Iris-versicolor
+74,5.018490360362247,3.0,1.5849432962779473,0.19640138104001956,Iris-setosa
+75,5.712371390480477,2.726893370132305,5.162874090356344,1.961684844885728,Iris-virginica
+76,7.702592713644691,2.8117188876003247,6.71035363890573,2.011479428009357,Iris-virginica
+77,4.3,3.0,1.067036984192389,0.1,Iris-setosa
+78,4.9644974214345465,2.000000527324921,3.423261754241844,1.0384394872648774,Iris-versicolor
+79,7.052508304820751,3.119220513538692,5.230747635846713,2.3191870061378133,Iris-virginica
+80,6.680371804919876,3.0992934758983477,4.663659276462818,1.4816940547587043,Iris-versicolor
+81,6.001114991560251,3.3999720536081206,4.454205488443521,1.6062159021089049,Iris-versicolor
+82,6.377738842182845,2.5185720199224955,5.0391952899424854,1.956557682651173,Iris-virginica
+83,5.602515602639751,3.6689058777914045,1.544332686278038,0.328534253039018,Iris-setosa
+84,5.951363994645335,2.734693449343115,4.603919861123926,1.1614998840104087,Iris-versicolor
+85,7.673904703420679,2.7580240750988945,6.676140512143506,1.9690754810625606,Iris-virginica
+86,4.300000853912937,3.0,1.1046891267160535,0.10000016387122929,Iris-setosa
+87,6.175730268485265,2.800106158885142,4.765775281333417,1.8114143595026213,Iris-virginica
+88,5.053864526187165,2.5771796384730696,3.6225984233414734,1.265045196687206,Iris-versicolor
+89,5.4579332344237965,2.489146728850957,3.666034967491316,1.0972296301303033,Iris-versicolor
+90,6.744123082226969,2.8234755487183034,4.750871860444904,1.4673245348024457,Iris-versicolor
+91,5.244507503231423,3.686713660162229,1.516293368404232,0.19727600557257016,Iris-setosa
+92,6.23819907391652,3.2604995827855183,5.979459055422587,2.499999675326148,Iris-virginica
+93,6.9141661768959,3.068863082532823,6.126331990998558,2.1429753427477953,Iris-virginica
+94,7.499528758257903,3.0249488944613843,5.498211050904197,2.311849968377776,Iris-virginica
+95,6.614427066077484,3.1918825282653134,5.171343334846064,2.295598023424943,Iris-virginica
+96,4.829006774749422,3.3406583236120087,1.4588032624995388,0.19698586406698004,Iris-setosa
+97,5.020536677258619,2.000000960106564,3.5798576132970843,1.0573118558353547,Iris-versicolor
+98,5.810876391930389,2.7808770675465753,4.230870635979245,1.1663310225040167,Iris-versicolor
+99,6.231733473113145,3.2575848272410086,4.636068840021218,1.6014782686316384,Iris-versicolor
+100,5.652353256858454,3.0,3.8701297902502247,1.3064874450994095,Iris-versicolor
+101,5.918802831821334,3.199246012846282,4.824290703083856,1.8460834685894083,Iris-versicolor
+102,5.818998120954768,2.6995370422796077,5.09764039012726,1.9347748288005482,Iris-virginica
+103,6.116287801921495,2.5491974912610225,5.515426245272779,1.4426888491906806,Iris-virginica
+104,4.842745396386584,3.0,1.4584990795203365,0.25865838415355946,Iris-setosa
+105,6.122064580154017,2.565314381795391,5.609411761831883,1.3910325300819835,Iris-virginica
+106,4.9581734609909205,2.0,3.599287469345581,1.0214164097229619,Iris-versicolor
+107,7.305662546433271,2.631982798498383,6.391123757717463,1.899488586822247,Iris-virginica
+108,6.188450733412309,2.9522681867057874,4.869860948395867,1.8651779647977884,Iris-virginica
+109,5.87404865036441,2.255285335815113,3.8026764172403413,0.7875647179321443,Iris-versicolor
+110,5.758096997329801,3.0773894504957786,4.681884786671267,1.6212338360292784,Iris-versicolor
+111,5.312609165073197,2.5200996271615277,3.6865577014847317,1.2387610616575033,Iris-versicolor
+112,5.33407778410391,2.7027079594261165,4.040829561663937,1.377174117308378,Iris-versicolor
+113,5.600694230380864,2.8850017897553193,3.988765624693454,1.2985601189735236,Iris-versicolor
+114,5.6747612590281715,2.8255486609221414,4.082009722140325,1.4107401815019218,Iris-versicolor
+115,6.1834009837478945,3.5248609859957956,5.42832335975865,2.223927373550585,Iris-virginica
+116,5.5726873001618165,2.319956116571884,3.6912617505052987,0.9272417003777227,Iris-versicolor
+117,5.51741339849887,3.657003548757898,1.511784077349382,0.36894044318389374,Iris-setosa
+118,5.880684303472302,2.8316746393141523,4.589280827916556,1.2418196199304734,Iris-versicolor
+119,5.67237589864937,3.0,4.008947641965783,1.2659912782129505,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/20/test.csv b/iris/tab_ddpm/1_0/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/20/train.csv b/iris/tab_ddpm/1_0/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/20/val.csv b/iris/tab_ddpm/1_0/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/21/synth.csv b/iris/tab_ddpm/1_0/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c5066696625210e446528f6cfe9126c7d5c6792f
--- /dev/null
+++ b/iris/tab_ddpm/1_0/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.286457541499559,2.92263635856998,4.833394844685156,1.8909827248171034,Iris-virginica
+1,5.656477139760767,4.199889653724993,1.4244451390898045,0.23406808389652173,Iris-setosa
+2,6.668041331709457,3.0,4.849743736615445,1.5930529285239552,Iris-versicolor
+3,4.3,3.0,1.0978276697036886,0.1,Iris-setosa
+4,7.699651386641053,2.7918497489068375,6.731369244712165,2.0809122678593757,Iris-virginica
+5,7.6313821003389215,2.8849543906017314,6.640373694714228,2.0410749382688325,Iris-virginica
+6,4.417384430009597,2.8646242269976754,1.4050558508976614,0.19986033308183582,Iris-setosa
+7,7.693537254035326,2.7761870933320023,6.699321446258081,2.0370211421276947,Iris-virginica
+8,4.972893872616401,3.390148666509411,1.4665976381277295,0.20511033311075774,Iris-setosa
+9,5.079478226029538,3.3617438757037394,1.8399000360915891,0.4978560077037665,Iris-setosa
+10,5.8080944978607185,2.8435326114760393,4.560480903570542,1.248707233161262,Iris-versicolor
+11,5.900355666938421,2.9417540134854394,4.563377790604862,1.4015425277715403,Iris-versicolor
+12,6.804786991365347,3.2248198675649697,5.647911939472393,2.1769720999122844,Iris-virginica
+13,6.468845015747472,3.2192659835346817,5.178810173061687,2.006824203214134,Iris-virginica
+14,6.524194889276658,2.9346464290851073,4.37737103242042,1.406343252436649,Iris-versicolor
+15,6.764066717412472,3.1559925963730917,5.381685136280293,2.0531536553821432,Iris-virginica
+16,6.800134842880108,2.8680725596479064,4.779276960898878,1.416727390663697,Iris-versicolor
+17,5.247540737260038,2.4790485100655766,3.5864394249596243,1.0577203005679412,Iris-versicolor
+18,4.3,3.0,1.0837504928185862,0.1,Iris-setosa
+19,7.388989697333306,3.126561477542597,6.2593144417334745,1.9408997229875158,Iris-virginica
+20,4.30000059637629,3.0,1.108677072144464,0.10000019142559016,Iris-setosa
+21,6.356064446910755,3.2143254188013266,5.236295925803914,2.2446124506961294,Iris-virginica
+22,5.759426076198137,2.961435827526521,4.518996338536642,1.4991935424857639,Iris-versicolor
+23,4.489141976838244,3.0,1.4041467355250137,0.20733526286189718,Iris-setosa
+24,5.535859951133241,4.2,1.3908592464614573,0.2022919604563343,Iris-setosa
+25,5.398780313925166,3.5199603650864546,1.598893821512587,0.4862462197917026,Iris-setosa
+26,4.3,3.0,1.0873430754008775,0.1,Iris-setosa
+27,5.860907733311038,2.6934316093379307,5.086422364051658,1.8079656728523579,Iris-virginica
+28,6.2614452681159465,3.40715176165891,5.5311147347520855,2.3219878016106095,Iris-virginica
+29,5.010015495804794,2.000001108363247,3.298069412041874,1.0496653198377253,Iris-versicolor
+30,4.3,3.0,1.0908784396637634,0.1,Iris-setosa
+31,5.33865327128906,3.0,4.47599961508098,1.5045339131102733,Iris-versicolor
+32,6.2554443641335755,3.355497061107287,5.451440575264386,2.3756214665825106,Iris-virginica
+33,4.570979446768384,3.1505883730782114,1.517569695399003,0.17849983125443958,Iris-setosa
+34,4.888368162219832,3.3993634221563864,1.7531679554292032,0.20965564216492852,Iris-setosa
+35,5.1329327879566025,3.4066238529886115,1.3655888216041703,0.20224163621404756,Iris-setosa
+36,6.073436908396025,2.7321819545325745,4.618006797450843,1.0688756420021694,Iris-versicolor
+37,5.78494581028795,2.701946983293585,5.076415310161726,1.9480115646443352,Iris-virginica
+38,5.073606252771637,3.7560819709420548,1.5812750523449104,0.20171959372732953,Iris-setosa
+39,7.146753393944606,3.203031861930714,5.9435995774924235,1.9801619560553632,Iris-virginica
+40,4.857614720986042,3.0400883533937884,1.4662046906478887,0.10000013443773602,Iris-setosa
+41,5.988668373567192,2.5139096522888256,4.3208386321625465,1.0983022538502287,Iris-versicolor
+42,5.622223011353613,3.7513156092349553,1.555924582441513,0.27211692230237483,Iris-setosa
+43,5.61397751792355,2.472617401601772,3.91789814259538,1.1702479311761627,Iris-versicolor
+44,6.257602566649485,2.731206150563629,4.898530656125663,1.7930680742251979,Iris-virginica
+45,6.163164612994699,2.896318351500397,4.516311880753212,1.3126156808171323,Iris-versicolor
+46,5.3904325370983495,2.437094945990655,3.5700774688228663,1.044996503516369,Iris-versicolor
+47,5.0495108655762415,3.726534475933532,1.5911872400655653,0.19986845437974837,Iris-setosa
+48,7.699853098424931,2.787123480733112,6.71026453398038,2.037570223773938,Iris-virginica
+49,5.997247894315956,2.674609572081536,5.074020319161174,2.0863187804020473,Iris-virginica
+50,4.523836655075031,3.1180430961645276,1.418307337948537,0.20230315723202918,Iris-setosa
+51,5.585241469581905,2.9667707257250173,4.4578710672384005,1.4268404415233156,Iris-versicolor
+52,5.546657034090691,2.919131872761863,4.376410559295012,1.3964228490936437,Iris-versicolor
+53,6.295003127660979,3.311447648411867,4.658040463953167,1.5756514751126978,Iris-versicolor
+54,4.614585151399169,3.5086770391393016,1.000000522011187,0.20583872846856843,Iris-setosa
+55,6.730428203198097,2.501751900641879,5.866501629387895,1.756349392492801,Iris-virginica
+56,5.4925102471410945,2.420956169808596,3.6801399921599263,1.0698103339262028,Iris-versicolor
+57,4.438263479987055,2.9179530869573043,1.4251963922486697,0.21284920601729101,Iris-setosa
+58,4.381996017457218,3.0,1.3514070931805868,0.20084871302027274,Iris-setosa
+59,5.022579931701972,3.474603080472492,1.5490757807518472,0.42435261550971404,Iris-setosa
+60,6.318425850789216,2.5724765755359096,4.98671690120971,1.9682382138555694,Iris-virginica
+61,4.625092525467984,3.048756626018456,1.47863680730874,0.20532771079247322,Iris-setosa
+62,5.280581370435259,2.849170679665562,4.212061840591252,1.4287291254382228,Iris-versicolor
+63,6.332900792629895,2.663494137057253,4.868874462712857,1.8242959632295865,Iris-virginica
+64,5.097349663896606,3.367157371504501,1.6085283102796961,0.5525764024138957,Iris-setosa
+65,5.611628747751959,2.3731295440287106,3.7316255160001077,1.0260440849132941,Iris-versicolor
+66,6.308845918422824,3.2887140623511573,6.009162367781551,2.5,Iris-virginica
+67,5.923160439128002,3.2171819884913684,4.761329707106391,1.7579189604527725,Iris-versicolor
+68,6.031593666271318,3.321644391619297,4.6803323953623925,1.716867253805051,Iris-versicolor
+69,4.873782187688262,3.0177535504935338,1.4794555459767733,0.1,Iris-setosa
+70,5.121190519205093,3.5143104904892914,1.4076151693195402,0.21264965900490795,Iris-setosa
+71,4.825486799316692,3.408071586610266,2.1085826852323546,0.2012885237844457,Iris-setosa
+72,6.304692316369902,2.374346465551116,4.575136907392742,1.502814226265109,Iris-versicolor
+73,6.183086111400021,3.3733012526750654,5.343138581048572,2.242049596598825,Iris-virginica
+74,6.0481021149366,3.3865697694131542,4.556933243611512,1.6113221759524181,Iris-versicolor
+75,5.987347055798979,3.3458049476431784,4.580499761543495,1.5948091226935615,Iris-versicolor
+76,7.599048612513721,3.0,6.417734644865603,2.174092673226027,Iris-virginica
+77,7.610834315735407,3.086014667568029,5.750837162937456,2.314316610327799,Iris-virginica
+78,7.109392956701894,3.2331170384983987,5.8030952002318985,1.8291901526648975,Iris-virginica
+79,6.306002640614076,3.321795894809035,5.920779214528992,2.5,Iris-virginica
+80,7.63811296354283,3.0,6.520863813658837,2.088736016623467,Iris-virginica
+81,5.768229696589214,2.800014168898038,5.073669985683996,2.413428474716745,Iris-virginica
+82,6.620626380721556,3.1918665528626335,5.371514240635271,2.233327057274825,Iris-virginica
+83,7.70847638695828,2.611082145369084,6.9,2.307544721062146,Iris-virginica
+84,7.899997681276581,3.7784551306196477,6.287877129745189,2.001465414845376,Iris-virginica
+85,5.815151572469792,2.8119774037928194,5.085120610584761,2.4154485255206497,Iris-virginica
+86,5.569616326260185,3.0,4.403673914108363,1.4115971900828126,Iris-versicolor
+87,5.945735688459537,2.2338900003171642,3.924509218597403,0.9177379334254995,Iris-versicolor
+88,5.74891652585801,2.928665362246451,3.9343022179242717,1.2458168224432973,Iris-versicolor
+89,6.281054425039609,2.5393823952558954,4.9956211632269785,1.8452776450288724,Iris-virginica
+90,6.405779113940614,2.859945820596915,4.536297314867592,1.333843350127488,Iris-versicolor
+91,4.891860810891458,3.0,1.455506338501256,0.2658438693647825,Iris-setosa
+92,5.409750238082484,2.5933006792017697,3.9914223350323317,1.331013924247998,Iris-versicolor
+93,4.887449345130005,3.117933449464335,1.4817013476902106,0.1,Iris-setosa
+94,5.306349363123531,2.5271389262575092,3.610942183628307,1.0869411130101208,Iris-versicolor
+95,4.901940921653798,3.10502786227885,1.5174100599942455,0.1000001391622511,Iris-setosa
+96,4.856269631523838,3.484460680207565,1.594865479594258,0.20667496139684693,Iris-setosa
+97,6.339516864700458,3.337241883127621,5.634009327201124,2.3864801648886917,Iris-virginica
+98,5.8625774918721385,2.178796956464338,3.936158894182431,1.0065641437069235,Iris-versicolor
+99,6.593117825759421,3.0,4.57501702354726,1.4518493119250606,Iris-versicolor
+100,4.684502344658914,3.0,1.347839438899278,0.26533567509862366,Iris-setosa
+101,6.897994055451533,2.5146093833868215,6.160938655588645,1.8171025921045834,Iris-virginica
+102,6.269522358035405,3.277073698169371,5.930763436724634,2.5,Iris-virginica
+103,6.240060141880137,3.4291679815210463,5.3500516659683015,2.309714465860383,Iris-virginica
+104,6.330280960524131,3.285940725707272,5.927436217073621,2.4999997602527557,Iris-virginica
+105,6.272609872482254,2.768161742321809,4.834087673111238,1.7605374511478802,Iris-virginica
+106,7.70853058629751,3.0,6.243216631532475,2.2898930447177044,Iris-virginica
+107,4.3,3.0,1.0966524642436561,0.1,Iris-setosa
+108,7.247016741468359,3.1868373348123016,6.064234791264152,1.7813583706710314,Iris-virginica
+109,5.038839931301199,2.0,3.6263522720553167,1.0501898333086013,Iris-versicolor
+110,6.3830443882069146,2.8679715912439736,4.655921586496614,1.4730037404388203,Iris-versicolor
+111,6.682528445105992,2.7364920721530885,4.75323947473156,1.4544670373252335,Iris-versicolor
+112,5.481793511331709,4.2,1.4129979819461547,0.2057146102795115,Iris-setosa
+113,5.99082842999589,2.722173695170319,5.024030110387801,1.8265221394240925,Iris-virginica
+114,5.750973895972072,2.934190591839602,4.384903344559831,1.3931353572177068,Iris-versicolor
+115,5.148805423853741,3.3755275428422564,1.4917939737897123,0.22845259915892618,Iris-setosa
+116,4.558801899452231,3.2246306549592485,1.3720588941402587,0.19642466570091005,Iris-setosa
+117,5.591105559809129,3.6931289844423016,1.5671949906344262,0.4317744309589222,Iris-setosa
+118,4.6920635707637715,3.0398385401248977,1.3950748362023395,0.2519147106596667,Iris-setosa
+119,4.783219286685912,3.0,1.392383204513275,0.27291396788657535,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/21/test.csv b/iris/tab_ddpm/1_0/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/21/train.csv b/iris/tab_ddpm/1_0/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/21/val.csv b/iris/tab_ddpm/1_0/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/22/synth.csv b/iris/tab_ddpm/1_0/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0a543176fb0014e4bf734e50a84369a952af478e
--- /dev/null
+++ b/iris/tab_ddpm/1_0/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.261930426442308,2.737288924483376,4.849333747240296,1.7887585103207306,Iris-virginica
+1,5.809662113609186,2.8997265277536224,4.547633231450877,1.3570828671498392,Iris-versicolor
+2,5.546992558734291,4.199862792139161,1.3992328547441462,0.2647245536514504,Iris-setosa
+3,5.7569431441687104,3.173961475884112,4.82521404344068,1.738187743105503,Iris-versicolor
+4,5.8835373279687495,2.253584092844617,3.864922939063816,0.9397766170268061,Iris-versicolor
+5,7.612952398190834,2.87044848615246,6.652465030906239,2.0141080889157053,Iris-virginica
+6,5.581872079214351,3.8114213970247706,1.5326987374598247,0.3469502370559231,Iris-setosa
+7,5.591404450364613,3.7871474297173755,1.5630991011634259,0.30146958889665143,Iris-setosa
+8,6.133092804900024,2.836280124699623,4.603417985951582,1.1833920091444963,Iris-versicolor
+9,6.608621995244863,3.2116018288505015,5.541452243258753,2.250857784684904,Iris-virginica
+10,6.035378667920788,2.8883889626932597,4.588081263722417,1.4396030117497371,Iris-versicolor
+11,5.801053614022959,2.986238710832625,4.550623455788934,1.5316759948022405,Iris-versicolor
+12,5.506066916580583,3.0,4.5112921658826695,1.507639247041954,Iris-versicolor
+13,6.097125419994048,2.6038455584091684,5.633275411136087,1.3526494678054386,Iris-virginica
+14,5.2503785000540475,3.6140271268441166,1.3639626925541248,0.23308291106021425,Iris-setosa
+15,6.103953537354828,2.8375397148199912,4.802889605910561,1.2587063064462827,Iris-versicolor
+16,4.835669025101929,3.0,1.4397710885959154,0.1,Iris-setosa
+17,6.677070039095643,3.126389962965657,4.663403038903148,1.5160876027780943,Iris-versicolor
+18,4.959204413569579,2.0,3.1204999292069155,1.013243174038515,Iris-versicolor
+19,5.800867420528014,2.7738061307845516,4.360730586181805,1.1341165249991854,Iris-versicolor
+20,6.678983821639682,3.20100599034046,5.373396855237843,1.9299936741641925,Iris-virginica
+21,5.275857993942734,2.7704980549734026,4.14062653198247,1.437308758269899,Iris-versicolor
+22,7.609738122546963,3.0,6.600997632131264,2.1424721707051586,Iris-virginica
+23,6.349212507304764,3.2263064199570155,5.212867203989873,2.2097909434643417,Iris-virginica
+24,5.504248357789022,2.4473727248783246,3.738179609916514,1.1731340317091585,Iris-versicolor
+25,6.0685120135683075,2.897989089163354,4.6667310798440775,1.3165562882657873,Iris-versicolor
+26,7.665132952854257,2.9689176961503,6.635549255927799,2.1040138958901333,Iris-virginica
+27,4.78917608385425,3.0,1.3614618540872148,0.1000001867463801,Iris-setosa
+28,6.308791865208431,3.305449139902211,6.173987712119429,2.5,Iris-virginica
+29,4.385663760380697,3.2064033706591553,1.2670615223722335,0.20104545864519272,Iris-setosa
+30,6.657642802097512,3.1064633691727703,4.696684787612336,1.525549804278368,Iris-versicolor
+31,5.5258501039151255,3.0,4.500722937678678,1.5325410521485021,Iris-versicolor
+32,6.545034326684513,2.8605586832347605,4.750268328899497,1.5598442464732207,Iris-versicolor
+33,5.016083365824868,3.0,1.5965371854196935,0.2027939103912803,Iris-setosa
+34,7.376801429102357,3.135091960199205,6.228589863629492,1.7937382887397544,Iris-virginica
+35,5.644041902767037,3.0,4.125448878478526,1.1797563126824417,Iris-versicolor
+36,5.611565182169674,2.9180066666841737,3.7776005777465516,1.3552604954853982,Iris-versicolor
+37,7.635647038676526,2.920769700744837,6.5458704948320054,2.1488372749725966,Iris-virginica
+38,7.028359099124416,3.088535867072662,5.113356832313755,2.2874961787386696,Iris-virginica
+39,4.828587731173875,3.4099070867437264,1.5765990161812753,0.19943338379871495,Iris-setosa
+40,5.573055277523334,2.510923559855842,3.912150774651707,1.086187791327834,Iris-versicolor
+41,5.535287797114312,3.0,4.475936899201034,1.45840154111366,Iris-versicolor
+42,6.494947210806059,3.229910941081187,4.755996834305934,1.601341562309452,Iris-versicolor
+43,5.939621621758319,2.964191424725685,4.551617803181051,1.4663079104780419,Iris-versicolor
+44,5.890039614290239,2.7923898207482347,4.586790318904272,1.1931788811332957,Iris-versicolor
+45,5.532587433727606,3.0,4.427994701144356,1.4872478669093514,Iris-versicolor
+46,5.110472025550915,3.4995019862720222,1.4001300084126425,0.20176502888015752,Iris-setosa
+47,5.7130382611307775,2.3306120093110096,3.8836494496496488,0.9330017142602358,Iris-versicolor
+48,6.74727042263343,2.7814533906998697,4.761021785645863,1.4408702656229055,Iris-versicolor
+49,6.110162169167635,2.603692722984418,5.57379191809399,1.3682232477912704,Iris-virginica
+50,6.043580903069731,3.3768662850226967,4.595169705292382,1.6125737522308552,Iris-versicolor
+51,6.185464152970052,3.3852090943556044,5.512405842906284,2.308898176031997,Iris-virginica
+52,5.8051683123487665,2.6608100249147224,5.121943831038806,1.8355703516803157,Iris-virginica
+53,4.775280893384891,3.3933940116392516,2.1880908840278157,0.19935499108917532,Iris-setosa
+54,4.65410655984032,3.2233361613973432,1.3444524132405977,0.19743211202057442,Iris-setosa
+55,6.003287979012429,2.203379539584555,4.996352721556856,1.512973640731305,Iris-virginica
+56,6.224972884076973,3.4029434401276575,5.449563066373422,2.317902838684611,Iris-virginica
+57,4.436613463389562,2.9623768328322555,1.422260118606369,0.20060842100676812,Iris-setosa
+58,5.958180041104588,2.7980632864555,4.514516784694856,1.301213296900258,Iris-versicolor
+59,6.234785681570635,3.3241015624303114,5.943198450441998,2.4999997743725393,Iris-virginica
+60,6.318786184758094,2.716562001036212,4.871955373086512,1.8009804590735286,Iris-virginica
+61,5.655578724245175,3.0,3.9268544332085042,1.333737405011237,Iris-versicolor
+62,4.848842970498692,3.4685805715657314,1.5778151333560648,0.20210620993383244,Iris-setosa
+63,7.672499354219833,2.5940151300748107,6.899998901196515,2.292181394548806,Iris-virginica
+64,6.589823190038242,3.216093400021778,5.3196114123785705,2.0262489047630994,Iris-virginica
+65,6.275250609753613,3.276344720188447,5.911685314095746,2.499999813853631,Iris-virginica
+66,6.529369372624571,2.4697457617521157,5.601416642135656,1.713493168303246,Iris-virginica
+67,5.657087383038584,2.8412330550424807,4.416075401300353,1.4056221328861713,Iris-versicolor
+68,4.300000637523443,3.0,1.1193217459015554,0.10000013663924213,Iris-setosa
+69,5.540740061807716,3.707191536150956,1.5531504798632678,0.25862084643675043,Iris-setosa
+70,6.054457409389242,2.877245951997088,4.733637277331348,1.3152338379046729,Iris-versicolor
+71,4.300000872361224,3.0,1.1025956747263954,0.10000012787685335,Iris-setosa
+72,5.767805798331179,2.8199166101121533,5.250604896203524,2.396064126748199,Iris-virginica
+73,4.614979350828645,3.220207954634686,1.4081734894051217,0.19835099540115309,Iris-setosa
+74,4.965331387958919,2.0,3.1614971710930933,0.9853818737890001,Iris-versicolor
+75,4.829601536941178,3.0,1.4039483464757276,0.10000010268425086,Iris-setosa
+76,4.9885729533402525,2.0,3.587143078609468,0.9704618172644888,Iris-versicolor
+77,7.637346969132261,3.0,6.092507650710463,2.277889812281657,Iris-virginica
+78,5.268688470418443,3.4064057631111795,1.598080674622457,0.42043742940388484,Iris-setosa
+79,4.3,3.0,1.0786687285278798,0.1,Iris-setosa
+80,5.072702722443621,3.577060742128923,1.3987454772440222,0.20211542439066044,Iris-setosa
+81,5.457923760621988,2.976122672246864,4.390167128189436,1.4462173271053047,Iris-versicolor
+82,6.825401337273935,3.179351676513445,5.866505796346996,2.3276392561126875,Iris-virginica
+83,4.39147315255839,3.16811193160401,1.3278716957285437,0.19599140405941,Iris-setosa
+84,6.703221914461697,2.807974808331941,4.688287264850798,1.424994211968644,Iris-versicolor
+85,7.899997843059008,3.697676391056734,6.403944028276119,1.9754270900954651,Iris-virginica
+86,5.8512877385997735,2.829015184572805,4.138356803812693,1.096100204036155,Iris-versicolor
+87,7.056820718794595,3.1884408313698493,5.594829459432301,2.295587235756271,Iris-virginica
+88,6.790110763601856,2.5080377977499646,5.997039113923206,1.7747050736348717,Iris-virginica
+89,5.615208934178098,2.84657086537167,3.90035271813204,1.3071263646261229,Iris-versicolor
+90,4.820930200324241,3.0,1.3621852144498297,0.10000009228766124,Iris-setosa
+91,6.19048550419792,3.3529165530107345,4.63487139439273,1.5988948504994887,Iris-versicolor
+92,5.676138456530311,2.947076145219321,4.090142566048812,1.3144721785287765,Iris-versicolor
+93,4.806903747491233,3.0,1.4016244889957719,0.38392033179881746,Iris-setosa
+94,6.199802461746476,2.828111610543529,4.832940439362363,1.8089340733851795,Iris-virginica
+95,5.614288025821577,2.6524242131989464,3.8214010257735564,1.1200936200687988,Iris-versicolor
+96,4.480121596084502,3.123921245389936,1.402668310258004,0.2032095633862047,Iris-setosa
+97,5.021151703823534,3.5302024788809745,1.4156185792770934,0.20314486179343674,Iris-setosa
+98,6.805627216153066,3.1241182345179395,5.322891319791374,2.2493328383459437,Iris-virginica
+99,6.615056601088758,3.0,4.507317501096117,1.4283352149750719,Iris-versicolor
+100,7.481674981187973,3.0546413238143093,5.50419526404232,2.3117865336368877,Iris-virginica
+101,4.819930578612026,3.0,1.407232678206715,0.1,Iris-setosa
+102,4.591497203397962,3.4911879424612224,1.0000003968300324,0.20772280740472163,Iris-setosa
+103,5.600506154347486,3.0,4.4445455621765895,1.4476553035418454,Iris-versicolor
+104,4.991174339645764,3.7696173388267296,1.5908062218338934,0.18670678397553997,Iris-setosa
+105,5.751557286884921,2.9320652249512587,4.567738388738787,1.3845938541711769,Iris-versicolor
+106,6.778643723664269,2.7707729104472545,4.780615261533242,1.4358234032853634,Iris-versicolor
+107,7.9,3.6589777332672173,6.443705927009025,2.0623057551975474,Iris-virginica
+108,5.600214711403851,2.989034471280231,3.7490259545849494,1.304544025991623,Iris-versicolor
+109,5.518225971288758,2.3649998152465,3.7025025102909708,1.0354109898655524,Iris-versicolor
+110,6.559020855044054,3.0206536256731558,5.747606100039885,2.2510998737172208,Iris-virginica
+111,5.489965734356981,4.199999203355563,1.3825341918398626,0.20526387669341156,Iris-setosa
+112,7.327173130966589,3.0908626431536317,5.714363466370801,2.3022094369487123,Iris-virginica
+113,6.819314890948658,3.200160998191258,5.675924996194109,2.2839426574099426,Iris-virginica
+114,7.899997261674911,3.8074504909597855,6.324869169458965,2.0772730089656695,Iris-virginica
+115,6.769034274975817,3.1472319444290213,5.401336783149517,2.297356616839637,Iris-virginica
+116,6.678496792067146,3.2628583086125307,5.710317777709206,2.171149025531387,Iris-virginica
+117,5.4995383210256366,2.61575574060192,4.130383298788111,1.3305326119660394,Iris-versicolor
+118,5.756240955858011,2.706595133656218,5.095462459489784,1.926588822594155,Iris-virginica
+119,4.853635761795405,3.022308740766691,1.4516369053909017,0.10000009746471974,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/22/test.csv b/iris/tab_ddpm/1_0/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/22/train.csv b/iris/tab_ddpm/1_0/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/22/val.csv b/iris/tab_ddpm/1_0/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/23/synth.csv b/iris/tab_ddpm/1_0/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ab276586bfb013229be7ff1d73b4975f54b0520
--- /dev/null
+++ b/iris/tab_ddpm/1_0/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.772943568294128,2.664090974482733,4.345144108547144,1.2103997476349266,Iris-versicolor
+1,6.674478574765112,3.033142074731741,4.513529730910665,1.4446948203622907,Iris-versicolor
+2,6.145611205323998,3.362027810814665,4.595134296559423,1.614409216659673,Iris-versicolor
+3,5.562233487618331,2.824604390916948,4.296851751872668,1.4250279466549904,Iris-versicolor
+4,7.733589511723535,2.5924451058421543,6.9,2.2721104378538763,Iris-virginica
+5,6.073673164584631,3.2234544245459382,4.808416299533154,1.8171976213194554,Iris-versicolor
+6,5.481760535758314,3.8529466532094245,1.4129914795579002,0.32912343238316577,Iris-setosa
+7,6.277234621007407,3.3860556120964818,5.500985268307032,2.357515796776497,Iris-virginica
+8,6.052319923187463,2.251599101124103,5.071779310999214,1.5623577572442564,Iris-virginica
+9,5.492719106920898,2.425593052804856,3.845520808907312,1.061973405505114,Iris-versicolor
+10,5.302657563402478,3.3618670063961433,1.5291715749090624,0.5088935462084212,Iris-setosa
+11,5.477399229151967,3.0,4.580287912670931,1.4873726542467751,Iris-versicolor
+12,5.0280099042770745,2.000000484638149,3.4155265821133134,0.9883345602164854,Iris-versicolor
+13,4.830560903875635,3.409264594565343,2.0547749134337807,0.20159843980986497,Iris-setosa
+14,6.743727548273744,2.8025647737139088,4.780461875391135,1.436994176001193,Iris-versicolor
+15,6.769181446744891,2.5187982821037767,5.878636346508058,1.8287982441566066,Iris-virginica
+16,6.493404370689012,3.2000326256879688,5.167829239973503,2.0175788193315887,Iris-virginica
+17,4.618612245990235,3.335898506153276,1.4080402495240054,0.1976767183887822,Iris-setosa
+18,6.711441730684516,3.0,5.012176733560742,1.7410832644399956,Iris-versicolor
+19,6.390394045791778,2.533142803319724,5.000289657876551,1.919934984618479,Iris-virginica
+20,6.74951670840951,2.8094437027505115,4.750500758507231,1.4354171526309143,Iris-versicolor
+21,5.833294073213888,2.8372242615495713,4.4337210300530066,1.44808859382438,Iris-versicolor
+22,4.877173583417648,3.0,1.4784838156681452,0.24762264612765622,Iris-setosa
+23,4.300000855741646,3.0,1.0875296376138712,0.1,Iris-setosa
+24,5.135793181546955,2.5225541378097183,3.290257053285959,1.2100533697156943,Iris-versicolor
+25,6.180730851339587,3.3881932729772997,5.408373948091071,2.304979838855445,Iris-virginica
+26,6.687682706970999,3.128147150513348,4.657203269587388,1.4993269512546474,Iris-versicolor
+27,6.74134686095589,2.8408318135639186,4.736211466614944,1.39192713980414,Iris-versicolor
+28,6.351449461293361,2.842320059834522,4.617890911797487,1.4603773362873524,Iris-versicolor
+29,7.599690681077531,3.0,6.20109041733154,2.1796608965979214,Iris-virginica
+30,4.3,3.0,1.071158518668509,0.1,Iris-setosa
+31,5.1287364044460935,3.5195362513256923,1.353547221972684,0.20390693747293687,Iris-setosa
+32,4.435576622705437,3.216614157332649,1.4066026988722433,0.20515500875669573,Iris-setosa
+33,6.724982009389106,3.0538448302650525,4.5665609450863975,1.4417417340747023,Iris-versicolor
+34,6.323625888532101,3.298169462277299,5.987727844942762,2.4999996430965234,Iris-virginica
+35,6.938822869548943,3.1330724782654493,5.125603996627995,2.3103377389006052,Iris-virginica
+36,5.476773916100497,3.0,4.461660491571253,1.5038032781139823,Iris-versicolor
+37,4.406108155296778,3.0,1.3654577521720221,0.19948776271585722,Iris-setosa
+38,7.717232464559996,3.0,6.062489655874226,2.298614051381043,Iris-virginica
+39,4.837464169725533,3.0,1.4489490486908432,0.1,Iris-setosa
+40,5.507919503573638,4.2,1.3654774394240308,0.19376206834346932,Iris-setosa
+41,5.818200019698205,2.836061710238081,4.503251827875925,1.3201190961057774,Iris-versicolor
+42,5.241637642558018,3.656047492497528,1.3723819359323293,0.2479209788232018,Iris-setosa
+43,4.800248299104418,3.39706302103631,1.7167921971861688,0.199146318848882,Iris-setosa
+44,4.785602860096773,3.396580900587533,1.8363824514413627,0.2015600685742707,Iris-setosa
+45,6.221944119904288,2.705220573675637,4.918058322405518,1.7539151950828593,Iris-virginica
+46,5.896038160215394,3.2033293137087875,4.800027069424845,1.8418375449422895,Iris-versicolor
+47,5.283150681886886,2.582503114604461,3.251315527366758,1.1531770885780288,Iris-versicolor
+48,4.4873394255474555,3.0,1.407324426046916,0.20620078141254417,Iris-setosa
+49,6.674518221874056,3.0351767425752993,4.563085252070252,1.4443317333840275,Iris-versicolor
+50,5.769036802727624,2.8727173840955595,4.203405970199263,1.3129728539388592,Iris-versicolor
+51,6.268205536309007,3.383533752572577,5.396609923998771,2.329743477548043,Iris-virginica
+52,6.105562597733572,2.5394956112475144,5.284379853385922,1.53593862582657,Iris-virginica
+53,4.390630281699762,2.8882976025764924,1.3632125572441693,0.19637497384476102,Iris-setosa
+54,6.665109946987136,2.4160853745868813,5.834387665763031,1.7930985206855463,Iris-virginica
+55,6.160746994635019,3.358686907838429,5.258122070728,2.2370874024564107,Iris-virginica
+56,5.981957355669178,2.2155889290005875,5.030915205606917,1.4753058037166857,Iris-virginica
+57,4.40602737281884,3.2079831775700827,1.2877317833946893,0.20300876157408282,Iris-setosa
+58,4.998314778810008,3.0,1.5893619297940973,0.19359523512457533,Iris-setosa
+59,5.961763402323761,2.2618203310319442,4.291986685683001,1.4406047119542063,Iris-versicolor
+60,6.2206829251639775,2.799645981524459,4.784622926923187,1.7937664959709763,Iris-virginica
+61,6.710932115280264,3.0,4.941252831468186,1.656018987359048,Iris-versicolor
+62,6.290360380277357,2.7608027257031944,4.8514878349893085,1.7267636544426497,Iris-virginica
+63,6.78418435472656,2.510192108188554,5.896983893226117,1.8164775855450852,Iris-virginica
+64,6.571859113926036,2.788694137200211,4.600694836520922,1.5323871972050889,Iris-versicolor
+65,6.2258888028525545,2.8107395142412694,4.778773731153371,1.8034694586656879,Iris-virginica
+66,5.216251731049071,2.468471721336224,3.0142278804922906,1.0551586658066987,Iris-versicolor
+67,4.881779423484501,3.5814359003241605,1.7290854359772527,0.20048428882975408,Iris-setosa
+68,7.691390604640751,2.6723260980083405,6.899996271567895,2.2671311728069,Iris-virginica
+69,4.9873617777817625,3.6193624288961823,1.403528633506969,0.2037907868547081,Iris-setosa
+70,7.732561157610505,2.9237580946440094,6.646409422108966,2.1362589391850024,Iris-virginica
+71,5.834906110990179,2.657815902796493,5.109551089938126,1.8347075501716326,Iris-virginica
+72,6.0744052622220615,2.88826978620134,4.644368593612705,1.4697805298075002,Iris-versicolor
+73,6.368151876350271,3.0,4.50512537451726,1.4319796328349204,Iris-versicolor
+74,5.096096603191066,2.4772081584807166,3.211949170719423,1.2006019941449741,Iris-versicolor
+75,6.057113398294944,2.8359622265438684,4.677206146870694,1.3733481789099986,Iris-versicolor
+76,6.259330105926002,3.284337216539456,6.060237861244548,2.5,Iris-virginica
+77,4.8040480631576505,3.0,1.3611126684889803,0.3892996010187438,Iris-setosa
+78,6.335535810578274,2.9027119602883897,4.457505816687183,1.3644451471527548,Iris-versicolor
+79,5.533444038160292,2.99843670237818,4.481456883065712,1.4309459559344913,Iris-versicolor
+80,6.358581040242515,3.0,4.877375396708832,1.6664056751584355,Iris-versicolor
+81,6.089899825464698,2.6094888757100936,5.579232280658569,1.4119903936904148,Iris-virginica
+82,7.561738524176138,3.0,6.623810828307209,2.087713877847149,Iris-virginica
+83,5.001984588130353,2.0,3.5992517527978194,1.0586337321425145,Iris-versicolor
+84,5.606396877429582,3.0,4.311250641756363,1.3176752051637568,Iris-versicolor
+85,6.289516601995801,3.391373357969707,5.406436859169172,2.3518899373836906,Iris-virginica
+86,4.3,2.9987666656937573,1.0895857535978102,0.1,Iris-setosa
+87,4.581557636878973,3.140630064200821,1.463714789697704,0.19722672983200507,Iris-setosa
+88,5.9799730965528575,3.1966860367847585,4.859828804741306,1.8515091728097508,Iris-versicolor
+89,7.697790961490602,2.9367122073531524,6.608789463958853,2.083334881746032,Iris-virginica
+90,6.497215979823046,2.4877649640356636,5.315825510024407,1.8610273754800215,Iris-virginica
+91,6.724076681630601,3.1675426569558858,5.741292717298055,2.1216074320096046,Iris-virginica
+92,5.676315007002668,2.909206160235299,4.337270666706376,1.4253224155807571,Iris-versicolor
+93,6.011525469818572,2.247906712401188,5.088348535409979,1.4667227856793856,Iris-virginica
+94,5.06033609746733,3.4670172266683807,1.58694514450013,0.5494809458948229,Iris-setosa
+95,4.393639917252103,3.1001334244398535,1.3127910076024414,0.1999401675615548,Iris-setosa
+96,5.716989757428946,2.9737132893167457,4.222258621184881,1.1493772518936236,Iris-versicolor
+97,5.742128299004887,2.709528882240224,4.359056769752126,1.3018304839424975,Iris-versicolor
+98,6.172829906263187,2.832134928293721,4.773241401547814,1.8262067406667255,Iris-virginica
+99,6.3143879861476675,2.7176420208752554,4.885538272958349,1.7717045188812448,Iris-virginica
+100,6.589772530662471,3.2177044011179663,5.163402443974798,2.0044152511110234,Iris-virginica
+101,7.712542139922625,3.0,6.024654140013951,2.308368896139733,Iris-virginica
+102,7.678694542341932,2.5997411538706183,6.8999979893442855,2.2927208973351196,Iris-virginica
+103,6.315545362653612,2.9946252908793913,4.784756618044044,1.5726471392240393,Iris-versicolor
+104,5.23514007612435,3.5362959002380663,1.4164979021444903,0.2107706347169687,Iris-setosa
+105,6.291396388291938,3.3813051927328353,5.510418554516148,2.3452418496220417,Iris-virginica
+106,7.9,3.9296856132187368,6.435148858839646,2.062108801121004,Iris-virginica
+107,4.621615626715035,3.644732488136024,1.0000004742739508,0.20695151187790944,Iris-setosa
+108,7.738191413165752,2.7656413217270233,6.714719453298427,2.0050471351291135,Iris-virginica
+109,6.330375819980372,2.705076336577345,4.887674944636896,1.7997625280709044,Iris-virginica
+110,4.628553045982725,3.1294749896357077,1.406684481932197,0.2190235009138177,Iris-setosa
+111,6.110718203316018,3.3786866583289585,4.61249086737918,1.6005166991839235,Iris-versicolor
+112,4.300000785256122,3.0,1.109039978656839,0.100000146068771,Iris-setosa
+113,6.362486379822695,2.909655616190923,4.795315473706035,1.4536733083903053,Iris-versicolor
+114,6.71303209450962,3.2064417621856327,5.341348854513231,2.3123877462912117,Iris-virginica
+115,4.946823080624949,3.5302947694704194,1.4766254377901809,0.19850111793947223,Iris-setosa
+116,5.7689980309649735,2.7675793801650492,5.04688849883033,2.28372731808008,Iris-virginica
+117,5.698164565609501,3.7010999951858174,1.7440621356230976,0.2665548917199495,Iris-setosa
+118,4.991698779238455,2.0,3.4442070665725906,1.0709967333071353,Iris-versicolor
+119,5.535177939761011,3.0,4.438217664328152,1.4720393385950636,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/23/test.csv b/iris/tab_ddpm/1_0/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/23/train.csv b/iris/tab_ddpm/1_0/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/23/val.csv b/iris/tab_ddpm/1_0/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/24/synth.csv b/iris/tab_ddpm/1_0/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..371c640dbc11a6a7bb24551900124bc8148f7ef7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.802861139601829,3.410403711146285,1.8007263147703212,0.19963463808617096,Iris-setosa
+1,5.47584058628144,3.0,4.495126866962533,1.4837844025797018,Iris-versicolor
+2,6.6924700407589475,3.1312795237724145,5.457468734677384,2.2772131259954547,Iris-virginica
+3,7.675620079656562,2.595170724694981,6.8999953493422606,2.2707376171206124,Iris-virginica
+4,5.388454311626742,3.0,4.495238336031142,1.5131910716072456,Iris-versicolor
+5,4.569956462616557,3.2179821308680996,1.4310899513682767,0.19848655300798573,Iris-setosa
+6,6.036933587994134,2.226086915949785,5.025645066677844,1.5010533631037848,Iris-virginica
+7,7.9,3.8421961946772263,6.427498367890157,2.027782352752992,Iris-virginica
+8,6.716003751128298,2.8686935502181834,4.709464867461135,1.509194997518009,Iris-versicolor
+9,5.875878878530244,2.961147548593088,4.43994136366746,1.381003268789449,Iris-versicolor
+10,5.441734528104298,2.5686364461969466,3.6990790193546763,1.1489950262919895,Iris-versicolor
+11,5.654170100638156,2.980272374593415,3.8862077542082494,1.246497422992144,Iris-versicolor
+12,6.199110426342082,2.789266582437517,4.781534867737553,1.276381600539806,Iris-versicolor
+13,5.802036015670065,3.0,4.210029202021065,1.2620166968155102,Iris-versicolor
+14,7.158396472029333,3.1562677242942394,6.150523535058844,2.219925279828491,Iris-virginica
+15,5.659716500970445,2.9746510665709445,4.383306539743427,1.3844643143026625,Iris-versicolor
+16,7.211862800142088,3.137046946121289,6.084992542421737,1.782794747092584,Iris-virginica
+17,5.546951470948957,2.682367878340796,3.7301280303628412,1.1064516070774482,Iris-versicolor
+18,4.947078737743671,3.000902619235623,1.5905425542584484,0.2065394377700487,Iris-setosa
+19,6.022930536759644,2.676128668638967,5.048511965820534,1.7919163374218459,Iris-virginica
+20,4.581890189570526,3.6508788786447366,1.0,0.1969405356980703,Iris-setosa
+21,5.7843617708042565,2.7853940411352287,5.077255581158776,2.3925768456594017,Iris-virginica
+22,6.656024539019448,3.1438830948431336,4.6921010456965675,1.5129083908472432,Iris-versicolor
+23,4.416797365041803,2.855761710484415,1.4199532780311543,0.20601404470859178,Iris-setosa
+24,5.616629405174443,2.3463602332124243,3.75105046149471,1.0472867989337227,Iris-versicolor
+25,5.243364516723737,3.5280898505736467,1.3937227025541166,0.21588827197504568,Iris-setosa
+26,4.706723916120035,3.0,1.356374230571106,0.25561591010154466,Iris-setosa
+27,5.05553985837108,3.5261363424645187,1.4910264107452973,0.19629294627605456,Iris-setosa
+28,7.9,3.835257967926131,6.401240225401808,1.9258327108966764,Iris-virginica
+29,4.3,3.0,1.0966541353509747,0.1000001779681357,Iris-setosa
+30,5.01576418754996,2.0000014106311483,3.2191826663261596,1.0286345997567359,Iris-versicolor
+31,4.881389671079129,3.0512289201116176,1.4615278535174085,0.1,Iris-setosa
+32,6.754155661396605,3.2031367062766773,5.70244777758868,2.241192914929239,Iris-virginica
+33,4.870758155748606,3.5883001246272355,1.5394638189462693,0.20179324862924913,Iris-setosa
+34,6.33768562343506,3.30635397733021,6.086382227298046,2.499999764543317,Iris-virginica
+35,5.63332515072295,2.98444238227593,3.9809721166201246,1.2812729024930904,Iris-versicolor
+36,5.498368624556252,2.499246145002481,3.7479319530358994,1.10627029739619,Iris-versicolor
+37,5.4597655809668,4.19999908540834,1.388037386216446,0.20618278815193405,Iris-setosa
+38,6.586087084755985,3.0,4.735447056246463,1.6173573318368655,Iris-versicolor
+39,6.067909738761624,2.9165387907387306,4.586989782660944,1.54791507660461,Iris-versicolor
+40,6.329237755001016,3.317165486291567,6.010539980170246,2.499999737730949,Iris-virginica
+41,6.304243699563747,2.744106862189255,4.864991131870278,1.7896602173807612,Iris-virginica
+42,6.221564493910428,2.8047883221347796,4.795740319876828,1.8018713873732175,Iris-virginica
+43,5.717959105427067,2.342162966797787,3.842921219084762,0.8671827240977925,Iris-versicolor
+44,7.711934198148396,2.8163967291779066,6.668398593665413,2.0707846324832486,Iris-virginica
+45,6.311616955714268,2.9775153840893127,4.332948355978812,1.4435479527479478,Iris-versicolor
+46,4.851122479268831,3.0443164745776308,1.4703520648990085,0.1,Iris-setosa
+47,5.008592479570228,3.0,1.5875735503213653,0.2081903770751682,Iris-setosa
+48,6.104282470616348,2.6173017740726436,5.489122007835172,1.504942317340512,Iris-virginica
+49,6.27054534869528,3.305274836186802,5.9739731019128675,2.49999963051466,Iris-virginica
+50,6.56885992297501,2.875382233037519,4.723810849401295,1.5167561711134603,Iris-versicolor
+51,5.412633874753654,3.4562788010188443,1.446653072840398,0.3070746499684324,Iris-setosa
+52,4.944161708376279,3.4327165591399593,1.4576305610392792,0.22440386702084625,Iris-setosa
+53,6.502045225720782,3.2282918653089636,5.239014151138097,2.3093045317441594,Iris-virginica
+54,4.990252644587197,2.0,3.5775828834548244,1.0502003514591574,Iris-versicolor
+55,6.676459812806734,3.169513228274018,5.560958721664356,2.2832349797143143,Iris-virginica
+56,5.5721146229993845,2.4362871920292237,3.834584697267575,1.0312888358369678,Iris-versicolor
+57,5.6893557167205895,2.9475075596366604,4.39045318690914,1.313001031856902,Iris-versicolor
+58,6.256957706756583,2.6822682390855497,4.917035490288303,1.7810901566397892,Iris-virginica
+59,5.913562662241362,3.0,4.628967044509952,1.5583537391645148,Iris-versicolor
+60,5.141408090611996,3.4091988873698846,1.3637563147915326,0.202521129059756,Iris-setosa
+61,6.6371591805542804,3.169433825756877,4.685768643494061,1.5367179261022899,Iris-versicolor
+62,6.2173616810541805,2.7009039232574317,4.862431592938673,1.8010887728412626,Iris-virginica
+63,6.546934874964366,3.241574194520185,4.795732435596014,1.5984543040579557,Iris-versicolor
+64,5.007028996999045,2.5465188483040633,2.703104089242835,1.155030259865527,Iris-versicolor
+65,5.898672814825836,2.893223179333562,4.378828725129968,1.3489506991540245,Iris-versicolor
+66,5.014921213585346,3.0,1.5945657410262302,0.20423043661764564,Iris-setosa
+67,5.586118704887376,2.472473974429288,3.9252202110026952,1.238697692820822,Iris-versicolor
+68,6.74897598307712,3.033151937380354,4.802944738440555,1.5460494688949815,Iris-versicolor
+69,4.531438513232789,3.1601086931078917,1.3887774386680358,0.19973189304879976,Iris-setosa
+70,5.681484676921713,2.34704266154237,3.8686122807265257,0.8536192410707926,Iris-versicolor
+71,4.858997559340962,3.0,1.4809279841555056,0.25499362369666506,Iris-setosa
+72,5.372920873468482,3.864028139428718,1.3316157897261816,0.4831631567432232,Iris-setosa
+73,6.267071218514924,3.2845813855208026,5.932869170627007,2.5,Iris-virginica
+74,7.9,3.7584579060132377,6.4585542224627615,2.017446717762605,Iris-virginica
+75,5.7427030997808854,2.698681857845447,5.093955425590007,1.9437901950876117,Iris-virginica
+76,6.258040088022105,3.322978950643288,5.391636302280278,2.3308746828944136,Iris-virginica
+77,6.023842705855339,3.4007560975819833,4.530727739019748,1.6062199684962069,Iris-versicolor
+78,5.376151728390385,3.428392137559224,1.505813048369964,0.4527920239092709,Iris-setosa
+79,6.403976882130451,3.08420921706796,5.436609391588572,2.240237231934009,Iris-virginica
+80,4.5613151299527255,3.0,1.477553778512398,0.1986832350707276,Iris-setosa
+81,7.438631978068971,3.076761460320197,5.911231084495395,2.3003979163640915,Iris-virginica
+82,4.961285394038705,3.40223742613929,1.7293207098312249,0.35213758252944427,Iris-setosa
+83,5.469094818469136,2.5231534703453034,3.647828731055875,1.2504912277226,Iris-versicolor
+84,5.792445756765559,2.6880439109531675,5.096119274529056,1.8911423336429636,Iris-virginica
+85,5.020200483764462,2.0000005406903614,3.342165216936942,1.0346406104008785,Iris-versicolor
+86,4.510118641935326,3.240426070622362,1.407399884384307,0.19067152934986326,Iris-setosa
+87,5.231182487428307,2.7063047507725972,4.048235743337479,1.4011528656591214,Iris-versicolor
+88,5.469763330894875,3.0,4.452168259197807,1.476080721121565,Iris-versicolor
+89,6.143192554319379,2.1855216431425006,4.327485086068388,1.365014447099914,Iris-versicolor
+90,6.449371632565347,2.8721114245060244,4.786192765240259,1.4000223925166688,Iris-versicolor
+91,5.403101134504681,3.5987807855097382,1.4288349485336953,0.26187739603463184,Iris-setosa
+92,7.9,3.800181226892503,6.391289824067415,1.9709174280102189,Iris-virginica
+93,4.30000048893348,3.0,1.101403277916452,0.1,Iris-setosa
+94,6.2344223531752965,3.0,5.511716282793003,2.1423649565323815,Iris-virginica
+95,5.225778143113592,2.5868621673475,2.8736047778673592,1.262776980257756,Iris-versicolor
+96,6.4619049362917655,3.1301504841272334,5.1168406758887635,2.209450188187038,Iris-virginica
+97,4.30000059671538,3.0,1.0921583962862775,0.1,Iris-setosa
+98,5.22507641512581,2.5855458404992477,3.6468752655182644,1.2531460812920576,Iris-versicolor
+99,6.271190620857871,3.2825480684166646,5.906908450109227,2.4999997366774673,Iris-virginica
+100,4.876322108198001,3.0795555794106075,1.4944867997870237,0.10000009142920886,Iris-setosa
+101,6.762573806269979,2.5225046317949813,6.18299549118353,1.7938147735282297,Iris-virginica
+102,4.584752824121318,3.086556040585044,1.488925310272526,0.19972540723386734,Iris-setosa
+103,6.29331318250192,2.6580511156591786,4.880322784677035,1.8224542126069434,Iris-virginica
+104,6.347772884911202,3.302936577747382,5.99889190688151,2.499999688847363,Iris-virginica
+105,6.565216929417843,3.0,4.379759471180667,1.371989906869972,Iris-versicolor
+106,5.752603680637592,2.792648820820918,5.088240604800139,2.400308303467702,Iris-virginica
+107,5.962879079606775,2.2070545728946196,3.960698512445795,0.965616501487149,Iris-versicolor
+108,7.745572206062702,2.5808451083284933,6.9,2.3417571218443736,Iris-virginica
+109,4.8175876050157695,3.409949780637054,1.8085662087575012,0.20366203316826115,Iris-setosa
+110,5.656460023211399,2.771948894712874,3.827227925844667,1.099926685615198,Iris-versicolor
+111,5.618396620710621,2.9589490483374803,4.345490308652441,1.3976703452389108,Iris-versicolor
+112,7.686457157609502,2.603281142777144,6.89999884318496,2.2773660009907286,Iris-virginica
+113,5.096056031507893,2.535309971979155,3.5710559242298525,1.2925456819973866,Iris-versicolor
+114,4.3,3.0,1.1134382482517222,0.1000001031795426,Iris-setosa
+115,5.804407664294526,2.7826518862789076,4.487644757046458,1.2383511213923317,Iris-versicolor
+116,5.993949447260671,3.4442060926000764,4.50353402865678,1.5880395846305664,Iris-versicolor
+117,4.404056153058867,3.1684923139124814,1.346296874673424,0.20756711277642487,Iris-setosa
+118,5.20911253847381,2.467806633268854,3.4131151155872113,1.1532096831577594,Iris-versicolor
+119,5.7990388957679855,2.8350490937033315,4.408609296699322,1.2381686253172333,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/24/test.csv b/iris/tab_ddpm/1_0/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/24/train.csv b/iris/tab_ddpm/1_0/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/24/val.csv b/iris/tab_ddpm/1_0/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/25/synth.csv b/iris/tab_ddpm/1_0/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d96df2267e4637dcd65c7f3019244abcbbcef363
--- /dev/null
+++ b/iris/tab_ddpm/1_0/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.091381832973457,3.690300288087159,1.557756425817745,0.18728593768781537,Iris-setosa
+1,6.086327554420204,2.0916759927925295,4.27458847879883,1.1951920221301546,Iris-versicolor
+2,4.559187773114084,3.6114086972811674,1.0,0.1958346788683374,Iris-setosa
+3,7.742848832795857,2.5840077426291836,6.9,2.3103466137561344,Iris-virginica
+4,6.553457220819247,3.0840396283452773,5.5188150549524035,2.219860067572531,Iris-virginica
+5,6.600499104946887,2.862467837650221,4.711539223213852,1.492027991245257,Iris-versicolor
+6,7.654088285120197,2.6327782567385944,6.899997916567724,2.280214816860115,Iris-virginica
+7,4.821928838115493,3.0,1.3410683422680252,0.1,Iris-setosa
+8,4.3000006576231495,3.0,1.113394435855955,0.10000016249374599,Iris-setosa
+9,6.553276700194329,3.160135390611825,5.401752612997785,2.3137537370997627,Iris-virginica
+10,5.186325431243136,3.448509310383767,1.4108080046906681,0.20396016621871021,Iris-setosa
+11,5.335117410430342,2.0001051907118845,3.7508354001074085,1.0166153586551714,Iris-versicolor
+12,6.651386858266274,3.0,4.466173933279524,1.3958133260257715,Iris-versicolor
+13,6.313273844415649,3.2877478279162773,6.047373843994046,2.5,Iris-virginica
+14,6.585076693418326,3.1964341898541977,5.592636411542587,2.315201413473856,Iris-virginica
+15,6.666220951807155,3.0,4.8969952986772,1.643454717431112,Iris-versicolor
+16,6.796692445523853,3.2148337440176413,5.702042461485136,2.3132784471395063,Iris-virginica
+17,7.9,3.814240709845334,6.505078449497813,2.0360804353687687,Iris-virginica
+18,6.936458776068742,2.8234069424339325,4.809964276619242,1.3560786514728422,Iris-versicolor
+19,7.008841148085249,3.095745853547287,5.212392170413356,2.2775899880406474,Iris-virginica
+20,7.377208528190927,3.1287222960551437,6.288067762228449,1.8228606250153632,Iris-virginica
+21,6.706841475511472,3.215893213772208,5.60626826614424,2.2768984823652283,Iris-virginica
+22,5.6673031100724005,2.8160533823450966,4.263031612339178,1.2406822413738126,Iris-versicolor
+23,5.777659753664996,2.695901204320654,5.188072103085861,1.9425667096439418,Iris-virginica
+24,4.340888899931968,3.096993645977902,1.2675186226478754,0.20141624173779787,Iris-setosa
+25,7.731531833106866,2.6377728424375624,6.899998135816236,2.2983659827672627,Iris-virginica
+26,4.966026073412073,2.0,3.6024725133785593,1.0228088280662067,Iris-versicolor
+27,5.724302271856388,2.2857763795899557,3.9443585033225332,1.0077599820079637,Iris-versicolor
+28,4.683278021981779,3.5853309933635087,1.000033954813834,0.19977545857588055,Iris-setosa
+29,7.705252460003345,2.6258799493569787,6.899997607712594,2.2957964334292655,Iris-virginica
+30,7.699368075880554,2.770559439887314,6.660011958732049,2.0071368016064923,Iris-virginica
+31,5.831243050492963,2.7098166340950534,5.042374179537738,1.8941381378231141,Iris-virginica
+32,6.5395333355629885,2.902493416160879,4.674002213203722,1.540427923519313,Iris-versicolor
+33,4.798153547901793,3.3904399431322108,1.636194402691529,0.20905835052918523,Iris-setosa
+34,5.841329222802735,2.2620274376219607,4.03320803340944,1.0642784026921168,Iris-versicolor
+35,6.758930117805829,3.2121046307979837,5.779998372953399,2.309451839896818,Iris-virginica
+36,6.4937206012124316,3.0,4.6700862401299625,1.510649825064871,Iris-versicolor
+37,6.477280805049913,2.7534964492350023,4.692980450779271,1.3986348994169449,Iris-versicolor
+38,6.238047868906018,2.198307687569,4.477697956362784,1.493345727989564,Iris-versicolor
+39,5.856088103887056,2.723129596856178,5.0324914788971755,1.8475593547667974,Iris-virginica
+40,7.664461784449605,2.575196639886398,6.9,2.311517159243119,Iris-virginica
+41,6.5597332031796425,3.180783198724018,5.098599592880496,2.189118329755067,Iris-virginica
+42,5.878195944427028,2.9149442437598605,4.535776048486365,1.3196258420300417,Iris-versicolor
+43,7.9,3.8186765261961884,6.431342020411772,2.0368475853880357,Iris-virginica
+44,5.1558855413918545,3.540768836334345,1.4058536289344035,0.1983832469746109,Iris-setosa
+45,6.0738526487985025,2.6021489789442382,5.529205378361648,1.4313136773828812,Iris-virginica
+46,4.300000678328808,3.0,1.1372975706279906,0.100000289805155,Iris-setosa
+47,5.830886206877272,2.6054522665537108,4.212245064430403,1.0155004795948424,Iris-versicolor
+48,5.1590860100953115,2.6624214483791273,3.742202679335231,1.348921684646691,Iris-versicolor
+49,5.65231258919094,3.742725631151665,1.5937733615243577,0.391636497480448,Iris-setosa
+50,4.81043784949802,3.410245422953357,1.6840561681239175,0.20016209055593473,Iris-setosa
+51,6.6515734821769605,2.5303868290486635,5.656766034345392,1.8852466619004313,Iris-virginica
+52,4.3,3.0,1.0908625669730505,0.10000010269337765,Iris-setosa
+53,6.808265248760538,3.1625400887435986,5.663224850604593,2.2505417596971427,Iris-virginica
+54,5.531265280474153,2.512318311057193,3.8904320531150005,1.1056029291962182,Iris-versicolor
+55,7.671817711002667,3.0,5.917672522830451,2.297323778005111,Iris-virginica
+56,7.141005545638689,3.156851546174097,6.064820791985884,2.024166481753769,Iris-virginica
+57,5.366003298259008,3.8961901557366323,1.3517185008944228,0.2631527804104683,Iris-setosa
+58,6.6852610000162915,3.0,4.573352090714214,1.4719566885964381,Iris-versicolor
+59,5.026408915777728,2.0000008139990237,3.5160036477803533,1.032825808594288,Iris-versicolor
+60,5.074864998381345,3.3653413173997024,1.5866850633045324,0.49103951466495854,Iris-setosa
+61,6.499266342293101,3.2023288458124313,5.08504204781627,1.9788460116435882,Iris-virginica
+62,6.596817983050997,3.0,4.366980504534353,1.4050861279581686,Iris-versicolor
+63,6.611416820281716,3.0,4.929731020108001,1.706831536163126,Iris-versicolor
+64,7.203781006468817,3.1359719796538092,6.040368109579593,1.8821007345090817,Iris-virginica
+65,7.6985551415996145,2.615694840565289,6.9,2.2773294446701646,Iris-virginica
+66,6.369903774302639,3.2550057540187454,5.1861647383168545,2.1460553284130013,Iris-virginica
+67,4.826552302643744,3.0,1.3776754089973655,0.10000012244443511,Iris-setosa
+68,7.730767280518647,2.861876644328417,6.656300819753801,2.0511568179683097,Iris-virginica
+69,6.79360259454792,3.0,5.844757322176516,2.1293032923254636,Iris-virginica
+70,4.3,3.0,1.0935454038065489,0.1,Iris-setosa
+71,6.712776294787513,3.076136847373233,4.680184652977791,1.509908222326918,Iris-versicolor
+72,4.898068337980908,3.0191611621585808,1.4783324457496287,0.1000001594186405,Iris-setosa
+73,5.353141283343891,3.384184634230939,1.568621311846256,0.46990957988114324,Iris-setosa
+74,4.785746639216692,3.0,1.394807459941903,0.10000013225164855,Iris-setosa
+75,6.188285906843725,2.1746670966987436,4.514731873439502,1.5076091036733856,Iris-versicolor
+76,5.199157625162507,3.593543810846614,1.3774100827375388,0.21131378975364098,Iris-setosa
+77,6.249219967657377,3.385591412270143,5.473799621389443,2.2892507672678417,Iris-virginica
+78,6.232803156462074,2.8316321064468397,4.843957016130739,1.7728471763087366,Iris-virginica
+79,6.651447744527333,3.1098146120453722,4.708723859236979,1.5028992512881012,Iris-versicolor
+80,6.47223853418312,2.7453090218521314,4.654713154007382,1.492294346775493,Iris-versicolor
+81,6.3105028799048135,3.287850541078117,6.005653570419242,2.5,Iris-virginica
+82,6.754583953447559,2.4902280551491267,5.867842931683787,1.8603239535923544,Iris-virginica
+83,5.536799327690084,2.3797868331979526,3.665992229718073,1.018339476939418,Iris-versicolor
+84,6.096052174817055,2.6043195695142276,5.648519184746647,1.3538450678682572,Iris-virginica
+85,6.652895824878419,2.9038934483035757,4.725056637923932,1.5212053684559297,Iris-versicolor
+86,6.045833628221245,3.367734125874914,4.585248831437253,1.620994320677583,Iris-versicolor
+87,4.68963286345831,3.0455326220904926,1.4705812171870085,0.20357189452921218,Iris-setosa
+88,6.424539566519436,3.1659476627511336,5.137850538153597,2.170269859324109,Iris-virginica
+89,7.486612458504798,3.0385529608097186,5.472147029753672,2.3037878739723214,Iris-virginica
+90,5.007427584334825,2.0000004767966892,3.6917482696491035,1.0402582276897019,Iris-versicolor
+91,4.813201845172774,3.389685512170171,1.8172524057377921,0.20951448646621032,Iris-setosa
+92,6.553515559057079,3.0259663826148997,5.7773345079171206,2.266676890626791,Iris-virginica
+93,4.300000848660584,3.0,1.106667745197962,0.10000009142579792,Iris-setosa
+94,7.71639676031255,2.608290852403138,6.899998828135866,2.290860036403474,Iris-virginica
+95,4.604952407657066,3.728760295084358,1.0,0.18395515268752427,Iris-setosa
+96,6.737805861873222,3.0,5.033889076053308,1.6596518437077303,Iris-versicolor
+97,4.513236030820238,3.0,1.40171625635683,0.21717001263793492,Iris-setosa
+98,5.760033049821603,2.6970977231269564,5.112408427704924,1.9401010978151103,Iris-virginica
+99,5.852695174862991,2.9209538242227393,4.497143176058223,1.4115707095488281,Iris-versicolor
+100,7.287593802139536,3.088707458818392,5.2933838911153455,2.2983699932108497,Iris-virginica
+101,5.52999768369164,2.9873634357359147,4.201999451374369,1.422997713915815,Iris-versicolor
+102,5.5161871894954695,2.5259680786501604,3.8191991888172963,1.1346267655466475,Iris-versicolor
+103,6.692152010964971,3.0,4.990131296013191,1.6633927061226448,Iris-versicolor
+104,5.556863720951061,3.741047013201032,1.5272793867718193,0.26816275617013813,Iris-setosa
+105,7.508046549070535,3.0,6.50703139490114,2.0755519790194237,Iris-virginica
+106,4.856579551578126,3.029916009969089,1.4689137003520896,0.1,Iris-setosa
+107,4.9638405185511525,3.114549058766393,1.5475229004381792,0.30354424760768844,Iris-setosa
+108,5.0403090693762795,3.0,1.6914893662219403,0.1903166300413105,Iris-setosa
+109,5.098799022574106,3.710790188099885,1.4029150744230605,0.2112483933253758,Iris-setosa
+110,6.031410466189468,2.3806453218447774,4.243512655941583,1.1715474023610506,Iris-versicolor
+111,5.3204204205237895,3.5283447456582873,1.4092431230516036,0.22094147405945128,Iris-setosa
+112,5.529879536659233,3.0,4.546100886502833,1.5119603787569995,Iris-versicolor
+113,6.316151719168448,2.519701123639313,5.002551941147436,1.9322899494931705,Iris-virginica
+114,7.441089888202305,3.0,6.489434972335921,2.077833092614923,Iris-virginica
+115,6.753852716849657,2.780484931521912,4.779246317919348,1.489023236657438,Iris-versicolor
+116,6.155498453545039,2.9233106795568156,5.084628454165263,2.010298894286255,Iris-virginica
+117,5.565723632406129,2.552248932485684,4.108335058570057,1.269689939173608,Iris-versicolor
+118,5.585275295258253,3.0,4.461124798851469,1.4229014669311784,Iris-versicolor
+119,5.826053952038073,2.7203521035667637,5.059033187998786,1.8914496253364546,Iris-virginica
diff --git a/iris/tab_ddpm/1_0/25/test.csv b/iris/tab_ddpm/1_0/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/25/train.csv b/iris/tab_ddpm/1_0/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/25/val.csv b/iris/tab_ddpm/1_0/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/26/synth.csv b/iris/tab_ddpm/1_0/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..84fe49370226a11d152eff031fc7c2cdde2654c1
--- /dev/null
+++ b/iris/tab_ddpm/1_0/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.600081147077278,2.2517267986332006,3.5901980164870624,0.9475610507994559,Iris-versicolor
+1,7.8999986988835005,3.8219676415669035,6.3996689230489325,2.0039013973681334,Iris-virginica
+2,5.475139957057511,3.0,4.494729840084004,1.4859111193535481,Iris-versicolor
+3,5.474099324399553,2.4645957044316233,3.886811012334742,1.2573706851379256,Iris-versicolor
+4,6.375319756851977,3.390695254740795,5.593385389744771,2.406588626277634,Iris-virginica
+5,6.8101112561078425,3.139827027088981,5.229198853740322,2.2662992876694097,Iris-virginica
+6,6.337572879112274,3.3903194320941417,5.578013297300654,2.3990502433109913,Iris-virginica
+7,5.065052030470343,3.7219075188244277,1.8968414285306765,0.2016403059930556,Iris-setosa
+8,6.26821344896586,3.409802653554753,5.658009278812531,2.3660396780821955,Iris-virginica
+9,5.069819785079913,3.368219588025211,1.7200105174061173,0.44553547792375103,Iris-setosa
+10,4.300000700370428,3.0,1.0962867195847064,0.10000014269011963,Iris-setosa
+11,6.151952562795586,2.1888517778477845,4.4393950412476135,1.5086074870421338,Iris-versicolor
+12,4.951921229887617,3.3939633685647355,1.6916177128621899,0.27560095958527675,Iris-setosa
+13,5.247946728108427,2.4954536066157718,3.5803751901063072,1.128779416240012,Iris-versicolor
+14,5.975225942016794,2.8578445381149744,4.337353556711953,1.348795697907777,Iris-versicolor
+15,5.2238245441094895,3.420992477341094,1.3825619184182751,0.20433788393880398,Iris-setosa
+16,5.08856014313386,3.2897424223011713,1.5797133446380844,0.4843598546329796,Iris-setosa
+17,4.923954192822235,3.3691061159441387,1.7412389097336165,0.2757578989865692,Iris-setosa
+18,5.592098399481658,2.9696928070581015,3.582778718291309,1.3519524892482158,Iris-versicolor
+19,4.588442407800807,3.1061626447822146,1.5120531203606413,0.20557736627186363,Iris-setosa
+20,6.3303547705657355,3.3288587248142067,5.1765530809908,2.271609555853376,Iris-virginica
+21,4.792229783721139,3.404878605079133,1.8022355477957164,0.20506343295512788,Iris-setosa
+22,5.131241868632653,3.4037943970030247,1.3515329106274534,0.19515359083122988,Iris-setosa
+23,6.2386449016150065,3.3975707529877113,5.342297591865328,2.302466573853966,Iris-virginica
+24,5.850269797614248,3.0,4.3738132261633575,1.2057748277876497,Iris-versicolor
+25,7.9,3.89238530430794,6.401673027394953,2.031573256650111,Iris-virginica
+26,5.5921151106156755,2.399777738598023,3.897410596265385,1.188872509707776,Iris-versicolor
+27,4.392837574564128,2.940385011481729,1.413339986748301,0.19361680712547352,Iris-setosa
+28,5.6061517963718925,3.6779978535302837,1.4891746818802187,0.2731711718256229,Iris-setosa
+29,4.595618133035344,3.6144807649716277,1.0,0.20245732105851325,Iris-setosa
+30,6.562067525274408,2.8108666215803444,4.652624268682286,1.3958857751239542,Iris-versicolor
+31,6.361372936813583,3.2728730605626115,5.953886729506274,2.5,Iris-virginica
+32,5.5465782924938365,4.2,1.4026978880220813,0.22115068001768853,Iris-setosa
+33,4.640217965395064,3.5932389977189336,1.0,0.20146763992118133,Iris-setosa
+34,4.946830249747815,2.0,3.548316284063343,0.9038605488361099,Iris-versicolor
+35,6.075997650211122,2.5635948081887867,5.482550352469239,1.4595935697695803,Iris-virginica
+36,4.574850852032481,3.121521233338831,1.390600652143607,0.2076119625171199,Iris-setosa
+37,5.835618957816835,2.81623975037706,5.100688827735499,2.399514453330088,Iris-virginica
+38,5.372031552102975,3.852687771202339,1.2903516005665114,0.3103663771976362,Iris-setosa
+39,6.3029213641681565,3.3902970177947047,5.443051963422409,2.3622702969423783,Iris-virginica
+40,6.461364069192321,3.2656091940931087,5.3318195668011485,2.339623079811443,Iris-virginica
+41,5.784976696768185,2.700953288394844,5.099137287293211,1.896220069190315,Iris-virginica
+42,4.624601554144105,3.3249248763535832,1.4471443405047453,0.20523674588634483,Iris-setosa
+43,7.644754251782884,2.822036777655981,6.605570846944287,1.934106801864185,Iris-virginica
+44,6.403342545622905,3.0,4.953030467425729,1.865070547925161,Iris-virginica
+45,4.9001488879327,3.5952327493649934,1.5276090156419824,0.19892717362164045,Iris-setosa
+46,5.8011149847528936,2.6884585804118126,5.089628434798293,1.8680056274091656,Iris-virginica
+47,6.003961994886233,2.1939133855684885,3.981604366060992,1.0083500096738822,Iris-versicolor
+48,6.0341246477643535,3.392527719438842,4.560809149607226,1.6259440732347494,Iris-versicolor
+49,6.387894074870971,3.306532433571642,5.530045735450349,2.3384931064189804,Iris-virginica
+50,6.35278506087444,3.3047230246964006,6.049524493968382,2.4999997630408597,Iris-virginica
+51,5.454532075188334,2.462788263543308,3.7383636304966217,1.1236712786375969,Iris-versicolor
+52,6.164488283623495,2.17807560206994,4.464376375433314,1.482738821649693,Iris-versicolor
+53,6.700440960786709,2.9623481312417663,4.516656629729176,1.3433594138307459,Iris-versicolor
+54,5.142713412842624,2.4330155877312434,3.295665745904303,1.1542441620190647,Iris-versicolor
+55,4.3,3.0,1.0858521435764268,0.1,Iris-setosa
+56,4.3,3.0,1.098021088210634,0.10000009003067518,Iris-setosa
+57,7.602466397424217,3.0,6.568439903159353,2.101489363583988,Iris-virginica
+58,7.690397890642575,2.5510927280358526,6.899998979331016,2.317666241544914,Iris-virginica
+59,5.666344307709615,2.274416817656655,3.71766434404773,0.8634585935230092,Iris-versicolor
+60,4.80859244798475,3.0021133982771815,1.419602328892958,0.1,Iris-setosa
+61,7.9,3.7862706743240038,6.3527664239147255,1.9896402122498125,Iris-virginica
+62,6.648680619061707,3.0436168151652114,4.672718956899306,1.5133568761723273,Iris-versicolor
+63,7.709947995139203,2.928999871379525,6.504973380686379,2.1624122371277377,Iris-virginica
+64,5.081190165468138,2.5221845832263177,3.0593332516722587,1.094120315121365,Iris-versicolor
+65,7.003904017185794,3.169228120958975,5.6588689527870635,2.264354675702246,Iris-virginica
+66,6.178873383704509,3.4007072807222083,5.3913662059865715,2.3166630066351086,Iris-virginica
+67,4.452560771584264,3.0,1.3072997156769848,0.1,Iris-setosa
+68,4.984690513960015,2.5124830447348323,3.066577601734513,1.1348315655428967,Iris-versicolor
+69,7.0849120422435305,3.1034867138717095,6.247037602083323,2.21642760311317,Iris-virginica
+70,7.9,3.826305430553862,6.411265034125313,1.9844561989834777,Iris-virginica
+71,5.098448370038336,3.324039778124848,1.5945898200637763,0.666842064456808,Iris-setosa
+72,6.694557537066246,2.9260254144562508,4.849749042974342,1.5886770100005436,Iris-versicolor
+73,6.04022961489098,3.3960685227265026,4.550784127674467,1.6034414930292877,Iris-versicolor
+74,4.610056444958751,3.6403029968631824,1.000000788036929,0.19523027312059138,Iris-setosa
+75,5.043778025163707,3.315811788050019,1.4239622991797922,0.19722559114150637,Iris-setosa
+76,4.676183721584107,3.09494044622451,1.5398706951541492,0.201610850687183,Iris-setosa
+77,5.667188107254068,2.9571217167359727,4.081246689905319,1.3372628661875305,Iris-versicolor
+78,4.395912735531581,3.0,1.3875137242459608,0.1994511419451242,Iris-setosa
+79,4.881763118721375,3.125661700823987,1.5044833356978566,0.10000010090879682,Iris-setosa
+80,7.656823157006969,3.0,6.585019470898715,2.1821953835745487,Iris-virginica
+81,5.059129261149552,3.573472817318277,1.4202272001468295,0.200165991297888,Iris-setosa
+82,4.866989546606977,3.036068496547133,1.4557403602775532,0.10000014759672043,Iris-setosa
+83,6.6032943576669805,3.0,4.865733537065107,1.6284384177209716,Iris-versicolor
+84,5.410912665460534,3.4776160229097726,1.443825058449108,0.22895482207084722,Iris-setosa
+85,6.080285611044092,2.6004166007642167,5.605221461183488,1.4236120997786756,Iris-virginica
+86,6.263137452728823,2.5295075059446788,5.00326546564205,1.7032389333665285,Iris-virginica
+87,5.968497347977504,2.2456963036373487,4.1017588047068925,1.0091212238267735,Iris-versicolor
+88,5.63414892123776,3.002104854501518,4.666992537220514,1.6002903107989142,Iris-versicolor
+89,5.7647005142849865,2.7131034377253784,5.086372191987948,1.8903361949666446,Iris-virginica
+90,5.802746569933613,2.747526999409677,5.151355606564456,2.3231031683841334,Iris-virginica
+91,4.3,2.996191250410588,1.0787432576916403,0.1,Iris-setosa
+92,7.728807774292149,2.5673325156159157,6.899997920329971,2.308099775979017,Iris-virginica
+93,5.2077247181272615,2.5046177489487937,3.074333751487452,1.121461448704337,Iris-versicolor
+94,6.63191256921405,3.1218183096673107,5.596747779981776,2.160420547988822,Iris-virginica
+95,6.2100530040236,3.2758030044070496,6.008875156773843,2.5,Iris-virginica
+96,6.505516489244708,3.13799636926176,5.163420320667321,2.1146868967149994,Iris-virginica
+97,5.789671451369368,2.9976243356402357,4.390950485971007,1.2963726017338353,Iris-versicolor
+98,5.459627399441559,2.7116166966779534,3.444654659876674,1.2098668293172108,Iris-versicolor
+99,6.5916660296805984,3.0,5.934131616498915,2.2573490588536913,Iris-virginica
+100,7.9,3.861587356221829,6.358066465593431,1.9717286353840315,Iris-virginica
+101,6.021006383270895,2.200408656441417,4.044920858180689,1.0364479988573554,Iris-versicolor
+102,7.6253818418369175,2.5877479306950177,6.9,2.2795354451155014,Iris-virginica
+103,6.3511175254071075,2.5053162807164173,4.984727702920433,1.9319031926596153,Iris-virginica
+104,6.086566935329836,2.4574811999841044,4.407024981041102,1.2496115299750499,Iris-versicolor
+105,6.077422975786188,2.6201109825471764,5.566284061582337,1.4022224045337743,Iris-virginica
+106,6.476669172193838,2.939804333666673,4.759618968009286,1.5366234237885088,Iris-versicolor
+107,5.856237040006557,2.7781316843225796,4.500581838604223,1.1585870160437919,Iris-versicolor
+108,6.20773227546757,3.3911548316110482,5.347021406905472,2.291365856547753,Iris-virginica
+109,5.509406438675358,3.475946380592163,1.59687928006928,0.3040646446480033,Iris-setosa
+110,4.300000489995179,3.0,1.1097596353803991,0.1,Iris-setosa
+111,6.248106428214864,3.0212737357814476,4.397312103306353,1.3963602335355447,Iris-versicolor
+112,5.873028489975021,2.281444503268287,4.041231162497268,1.0014192798926984,Iris-versicolor
+113,6.036587376986666,3.388079281228951,4.510669827297786,1.603018506970069,Iris-versicolor
+114,7.9,3.792870470793801,6.48980759382188,2.051728562510121,Iris-virginica
+115,5.605797032222819,2.3775689045079766,3.811340748218817,1.03741235848981,Iris-versicolor
+116,6.2292609531512335,3.3116936975612097,5.996987602292936,2.5,Iris-virginica
+117,5.419009600094322,2.448823703520172,3.7220460946427982,1.1640471783899928,Iris-versicolor
+118,5.11806646557885,2.5000178550004257,2.893759192499915,1.0622599990104964,Iris-versicolor
+119,4.769240454325243,3.3939202119319067,1.8423195758809008,0.20380994807880953,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/26/test.csv b/iris/tab_ddpm/1_0/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/26/train.csv b/iris/tab_ddpm/1_0/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/26/val.csv b/iris/tab_ddpm/1_0/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/27/synth.csv b/iris/tab_ddpm/1_0/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0b2f955c40f9b524c0fbf0c30121abca041e0970
--- /dev/null
+++ b/iris/tab_ddpm/1_0/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899997388118846,3.793918861325207,6.462351319484168,1.9600705165128653,Iris-virginica
+1,4.8181448495994115,3.0,1.4600737247347286,0.1,Iris-setosa
+2,5.02358013108128,3.4533404893199586,1.433676453529652,0.19286858000235596,Iris-setosa
+3,6.725741488553436,3.1826475945455672,5.407500843552924,2.15815870186716,Iris-virginica
+4,4.931500283219602,3.070088174821649,1.489821482119056,0.1,Iris-setosa
+5,7.684593628669446,2.8177488272660796,6.68912203762542,2.009069464180702,Iris-virginica
+6,4.531881711606927,3.0,1.3882538615328048,0.2224443036937499,Iris-setosa
+7,6.1578425951192575,2.1941207267378298,4.4957751700248805,1.461794994351635,Iris-versicolor
+8,4.8727974245537435,3.5028921619330493,1.9149175242040726,0.20358459606034668,Iris-setosa
+9,4.301294512202585,3.0,1.2179091096586099,0.1,Iris-setosa
+10,4.533893584801306,3.1859660766413636,1.4130256811471686,0.20552512251941896,Iris-setosa
+11,4.598893957471834,3.668361838384958,1.0000004684054482,0.19443080485722897,Iris-setosa
+12,5.564243704635715,3.0,4.586485964095546,1.5266812746951546,Iris-versicolor
+13,4.468077469265582,3.190845076230693,1.3688635201389605,0.19916153217234217,Iris-setosa
+14,6.2812530457808515,2.7405102205927157,4.582864226073647,1.2251986829976507,Iris-versicolor
+15,6.229160729635262,3.276448928495892,6.054272085616707,2.4999996481022873,Iris-virginica
+16,6.341436078715055,2.649735362269937,4.8851428808172255,1.8685408238281487,Iris-virginica
+17,6.0370966372511505,3.3907938301514813,4.527104873206962,1.6263732893273948,Iris-versicolor
+18,5.0655091985009,2.5426071328763933,3.610518450446564,1.2644098017344905,Iris-versicolor
+19,4.3,3.0,1.0791056654823548,0.1,Iris-setosa
+20,4.928747606263135,3.6972339049863843,1.918594228407608,0.19520886415969269,Iris-setosa
+21,6.664366908720792,2.468276359887055,5.687323166678389,1.8315416355911738,Iris-virginica
+22,5.015761862983003,3.054486221901376,1.7754845662269398,0.2044958245039831,Iris-setosa
+23,6.042782003086085,3.3712717260479,4.523729657641982,1.6038247707111992,Iris-versicolor
+24,6.341707943303027,3.3663175763016597,5.435612049540077,2.3697088559146002,Iris-virginica
+25,6.00996855261948,2.195657370804965,5.001435586723032,1.4897375948758147,Iris-virginica
+26,5.745661165317101,2.9494667119199875,4.196963046650324,1.2818531203461903,Iris-versicolor
+27,4.9361525860062265,2.0000005278439237,3.571777355926288,1.0326543395440988,Iris-versicolor
+28,5.725049833836536,3.0,4.252470573785934,1.189520435943892,Iris-versicolor
+29,6.3289796317349944,3.298645962801497,6.023042384014769,2.5,Iris-virginica
+30,6.245968037436211,3.40953608211003,5.520750106541585,2.375434030183785,Iris-virginica
+31,6.775026737563157,3.1824942839746346,5.376487018634827,2.326087478410234,Iris-virginica
+32,5.619680863220578,2.9056338044840966,3.5016079713846624,1.3006192348812646,Iris-versicolor
+33,5.384106838206702,3.0,4.491559373334156,1.505324917369185,Iris-versicolor
+34,4.841564182854048,3.500857748887262,1.7724939211907147,0.20022432738851526,Iris-setosa
+35,5.531632116864169,4.2,1.3840220796886138,0.20281519043682197,Iris-setosa
+36,5.555296157907426,2.9136070786194295,4.074023453493944,1.383142463958332,Iris-versicolor
+37,5.687720921064837,2.4261004438765252,4.02023771435826,1.0363975452336087,Iris-versicolor
+38,6.320944931070914,3.4044540157646415,5.522682092685045,2.357186970998262,Iris-virginica
+39,6.619842180933429,2.824166348539573,4.658450609026452,1.480341084902479,Iris-versicolor
+40,5.811106882272988,2.6572168650910504,4.30389293285607,1.0926222979620557,Iris-versicolor
+41,5.9887395181090515,3.265846602884036,4.748262745725769,1.7188783518927369,Iris-versicolor
+42,4.960573187999324,3.5629230210672187,1.4208406143914754,0.1995020001181943,Iris-setosa
+43,6.214997312409824,2.691627583244839,4.917742298654812,1.793327790149476,Iris-virginica
+44,4.360247710862516,3.118253301606978,1.2384751246852568,0.19877497172850073,Iris-setosa
+45,5.021186363496696,2.0000009638432807,3.213788684521629,0.9886047685504684,Iris-versicolor
+46,6.406622862984498,3.225478634904934,5.307479402292402,2.313477297613595,Iris-virginica
+47,6.527604244787233,2.77877337037949,4.641214183218858,1.478396751725834,Iris-versicolor
+48,5.045041010304743,3.5625570719722193,1.3744573439799825,0.20825155613081406,Iris-setosa
+49,7.689796175067117,2.5902516573637713,6.899998880494702,2.3054156316864294,Iris-virginica
+50,4.832854065842497,3.0,1.3979294232036847,0.1,Iris-setosa
+51,7.675174282312876,3.0,6.371350871154729,2.2127853177965155,Iris-virginica
+52,5.160420512396894,2.690227654423474,3.786630762047061,1.397283755270986,Iris-versicolor
+53,7.2899949235955495,2.8939959959827104,6.544537747018774,2.0466772323706173,Iris-virginica
+54,4.43971478581869,3.1785637453300315,1.359205892054672,0.21010318304416048,Iris-setosa
+55,5.77483945312687,2.732203632069388,5.099360258984743,2.077725310550109,Iris-virginica
+56,4.858646576877447,3.0,1.4678586670035154,0.1,Iris-setosa
+57,4.896405954939546,3.074245704410401,1.4655347968778292,0.1000013758760709,Iris-setosa
+58,4.3,3.0,1.0897020876967498,0.1000001069408544,Iris-setosa
+59,6.702330729497482,3.2241959570361765,5.567620316781597,2.2754941963088786,Iris-virginica
+60,7.710346804149471,2.569775327573164,6.9,2.313757584326559,Iris-virginica
+61,6.768150676611169,2.4752380127970226,6.033900206899981,1.7994275846092336,Iris-virginica
+62,7.46632629839805,3.030648694991438,6.387933163053872,1.9768691512367673,Iris-virginica
+63,5.456693534313924,4.2,1.396636743154268,0.19564558596536935,Iris-setosa
+64,5.15132516942316,3.1895116549459246,1.8734644455223584,0.25671653095899927,Iris-setosa
+65,6.187402789225203,2.8112000080157795,4.835829075222398,1.8636777966233058,Iris-virginica
+66,7.719138090984226,2.896774738033939,6.617673025325258,2.112701836454255,Iris-virginica
+67,7.701810884411408,2.5799640947280875,6.9,2.3046918979370976,Iris-virginica
+68,4.758284357731803,3.1977712786662638,1.4194648492535054,0.22420589697740725,Iris-setosa
+69,5.200224885865858,3.6005100625364,1.4561617590278928,0.26119485641147866,Iris-setosa
+70,6.680915983879333,3.036174729101751,4.891859739951098,1.5887215803978068,Iris-versicolor
+71,5.93935059574874,3.1750774805603257,4.743588018303556,1.7381888559176508,Iris-versicolor
+72,5.219392143869306,2.53407879819769,3.7162073427094464,1.308594811795292,Iris-versicolor
+73,7.6912890079162075,2.6050084337448327,6.9,2.3042765119141673,Iris-virginica
+74,6.009529850590529,2.6102289616454675,5.51592564260078,1.5361948188687204,Iris-virginica
+75,6.244886513636621,3.4056038424667783,5.575213740796891,2.350576410666163,Iris-virginica
+76,6.75373377857321,3.119839453487703,6.034301388924577,2.158896758752615,Iris-virginica
+77,5.736607397958895,3.8348383660602083,2.2158022646678233,0.3508651533866654,Iris-setosa
+78,6.640080098429387,3.1984563231401606,5.205537776626971,2.118175348925569,Iris-virginica
+79,4.498987391635046,3.0,1.4248211970612414,0.2114325497457655,Iris-setosa
+80,5.242445628149835,3.3101540164871293,1.699020134660896,0.40292656179501585,Iris-setosa
+81,5.661872577772218,2.83447827758175,4.405509126233671,1.161558709284384,Iris-versicolor
+82,5.516193618048777,2.426642883054554,3.881185659640696,1.1982594609001833,Iris-versicolor
+83,5.478901406030172,4.1999991874535265,1.395474869092674,0.20329192096932105,Iris-setosa
+84,6.643235419910399,3.0,4.465695399909293,1.439849619155304,Iris-versicolor
+85,6.000553771060447,2.847023512952796,4.591376889982208,1.2321546723469265,Iris-versicolor
+86,5.788165652580503,2.7055226053173436,5.245258542385585,1.8847035499556402,Iris-virginica
+87,4.764949716902025,3.0,1.4399036406826726,0.2431610433640459,Iris-setosa
+88,4.3,3.0,1.1016513773298073,0.1,Iris-setosa
+89,5.017304891108268,2.0000006809186273,3.465127912174345,1.0403065852466644,Iris-versicolor
+90,7.417553429844307,3.0659469721620893,5.8665602861426995,2.307565069399457,Iris-virginica
+91,6.306898877301613,3.297870659308782,5.933469283510036,2.499998362643254,Iris-virginica
+92,6.472362514971137,2.745845964284827,4.714192655249601,1.4231622224098381,Iris-versicolor
+93,6.9798944289868885,3.206038004217938,5.863909879292311,1.9450056332501748,Iris-virginica
+94,5.819037072001252,2.2576952751701516,4.155963411264748,1.0656860867398594,Iris-versicolor
+95,4.5443145314990465,3.0623813780336127,1.391228815667979,0.21816807502013827,Iris-setosa
+96,6.129913421271537,2.1896862620295785,4.3654351487839085,1.3969992691495814,Iris-versicolor
+97,7.685702863688668,2.596911205068388,6.899998108705738,2.2391760272792807,Iris-virginica
+98,6.175626039819662,2.187287849056751,4.46543875268966,1.511465987774796,Iris-versicolor
+99,6.757009383089299,3.0,4.857067947806057,1.5637463002362335,Iris-versicolor
+100,7.728099836663668,2.5930566074270667,6.899998865035867,2.2898561464192237,Iris-virginica
+101,5.67928216158835,2.973260845546969,3.8105360320913095,1.2007336278332716,Iris-versicolor
+102,6.543691219113325,2.8357776993254467,4.638491355461826,1.5104917378581642,Iris-versicolor
+103,5.085473850265674,3.506645699174275,1.3969808311767724,0.19351658725844062,Iris-setosa
+104,7.016204560430404,3.0337358642608794,5.339990051675326,2.243419739354097,Iris-virginica
+105,5.835590878841741,2.7457584968809328,5.101933212975329,2.1644944046453056,Iris-virginica
+106,5.455488420034917,3.8197199613736377,1.5682306641981458,0.2551444626613891,Iris-setosa
+107,6.609798995859335,3.0,4.48522614977041,1.4450611296056288,Iris-versicolor
+108,5.023204637602941,2.0,3.5808443878593463,1.01068249128112,Iris-versicolor
+109,6.417699164881525,2.790268662703665,4.683058160546733,1.4868179072398875,Iris-versicolor
+110,7.5205108530314435,3.0,6.470845492869673,2.1958283166486217,Iris-virginica
+111,6.641097507234075,3.2131463498355606,4.708481449253905,1.545441226665294,Iris-versicolor
+112,6.723696710204806,3.1843324922354608,5.686535355209487,2.294362785754582,Iris-virginica
+113,6.550901002673856,3.0,4.914418706461844,1.6826649699622482,Iris-versicolor
+114,4.422135891545057,2.976305333526764,1.42404887258531,0.19852263307857737,Iris-setosa
+115,4.999409997517128,2.0,3.5509184133250367,1.0213766805679076,Iris-versicolor
+116,5.077085714591507,2.000003657813374,3.627176494974792,1.0276496038454312,Iris-versicolor
+117,6.231718427476873,2.220419977923482,4.510516817970836,1.5209312084684086,Iris-versicolor
+118,6.608923710397254,2.8051888446843143,4.629360849431864,1.5166374314727307,Iris-versicolor
+119,5.466751379132705,3.0,4.513286455456317,1.521951712053174,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/27/test.csv b/iris/tab_ddpm/1_0/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/27/train.csv b/iris/tab_ddpm/1_0/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/27/val.csv b/iris/tab_ddpm/1_0/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/28/synth.csv b/iris/tab_ddpm/1_0/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0c1b5a52296257d0f11f54febe86885e5f7d02b5
--- /dev/null
+++ b/iris/tab_ddpm/1_0/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.429448681851997,3.9171096112641326,1.304359897323376,0.3977710831725247,Iris-setosa
+1,6.697615274349959,3.0,4.716415987359666,1.5537631664056488,Iris-versicolor
+2,6.471758992585121,3.2305809209360867,5.08751487890664,2.040362103184118,Iris-virginica
+3,5.074158160397856,3.3977134371150948,1.4439208055547035,0.20564351058831226,Iris-setosa
+4,5.483223848273004,3.4975779715959994,1.4868362475686867,0.3443158335842796,Iris-setosa
+5,6.014722928715757,2.23532974480101,3.912625668561896,1.0037896280805165,Iris-versicolor
+6,5.203515104391259,3.3919885096391877,1.4143969794492302,0.19632306870465208,Iris-setosa
+7,6.772366667150323,3.0,5.924847632331133,1.888456892188798,Iris-virginica
+8,6.061774487365241,3.3736629456823475,4.581242017355296,1.6078722025064753,Iris-versicolor
+9,6.272357298475445,2.6876741997436118,4.899625205045164,1.7838208144426915,Iris-virginica
+10,5.9277375557166465,3.151640732009768,4.850731598546299,1.8061946693547173,Iris-versicolor
+11,5.523104445096296,3.7691643776261103,1.5732819198963706,0.24121050242429612,Iris-setosa
+12,6.386352029214175,3.308367124710929,5.91027919107526,2.49999980300931,Iris-virginica
+13,6.325546602212105,3.327650874281352,5.96994291271389,2.5,Iris-virginica
+14,6.076255048326265,3.3558852269335833,4.57860253822325,1.613889131785331,Iris-versicolor
+15,6.245290193793121,2.806080286219404,4.8311527224485005,1.8029802072692076,Iris-virginica
+16,4.9241076499054275,3.134967485071891,1.5031763091936874,0.1,Iris-setosa
+17,5.4232099645608125,2.5224683471323956,3.952375343909302,1.2941064853684154,Iris-versicolor
+18,6.296867967671398,3.3122571162908656,5.897248640909537,2.499999570123862,Iris-virginica
+19,7.380418044315318,3.164847917617779,6.272369433388584,1.8914829961441835,Iris-virginica
+20,6.4819677521936665,2.4457122044030424,5.417949857747955,1.6252593904518662,Iris-virginica
+21,7.727967642189415,2.7890105774100657,6.6961319433304425,1.948299668011463,Iris-virginica
+22,7.693070543301166,2.9632841968053376,6.593316626210649,2.1515653957590852,Iris-virginica
+23,7.9,3.767588493379549,6.4720385802020255,1.9834722157070457,Iris-virginica
+24,5.8111045874519816,3.0,4.659633330406166,1.491011185467198,Iris-versicolor
+25,6.497250885075594,3.1968446558217867,5.242621215909171,2.2583089588147423,Iris-virginica
+26,4.658718363948235,3.2662653856212605,1.4985995524939872,0.2040369808884876,Iris-setosa
+27,5.46873387709926,2.426955539894858,3.692081464993751,0.936554177476244,Iris-versicolor
+28,6.379109365721934,2.5144223709022495,5.0106081922563055,1.891053284595988,Iris-virginica
+29,6.268997594810511,3.402329515739991,5.587031308140868,2.380157203915597,Iris-virginica
+30,6.137037252226045,2.222954153049167,4.331665578086896,1.2438200993524668,Iris-versicolor
+31,4.300000691562767,3.0,1.1249951345315343,0.10000011548970932,Iris-setosa
+32,7.553073967121116,3.0,6.578758841291134,2.1453067533842503,Iris-virginica
+33,6.119439628630458,2.64630328457751,5.580823584118196,1.358899908977726,Iris-virginica
+34,6.18105750702174,2.2292292091452137,4.329744173100957,1.3378569848093678,Iris-versicolor
+35,5.3278877571909495,3.6293747832417593,1.5567756156167352,0.35015112208132265,Iris-setosa
+36,4.833036734665612,3.4096891774307574,1.7886663403306795,0.21027757151744564,Iris-setosa
+37,5.437331543604809,3.5250873851097655,1.4693842490091822,0.24632943198319865,Iris-setosa
+38,5.635436457791731,2.961089538348483,4.338456851232796,1.3228313026401384,Iris-versicolor
+39,6.229587920526219,2.7835340895977145,4.823755099291503,1.80716347764393,Iris-virginica
+40,6.382837969616627,2.733063944082514,4.657574225970237,1.5404178961549428,Iris-versicolor
+41,5.58601417754024,2.874119818303292,4.207315390077527,1.3991699867391623,Iris-versicolor
+42,6.179278808401861,2.9076033138290196,4.274798968468517,1.428527411247747,Iris-versicolor
+43,5.425889698304906,3.899855194547217,1.2974810689731529,0.47138626176451914,Iris-setosa
+44,5.792111435986073,2.7079596557652676,4.033322066189288,0.8356810091058485,Iris-versicolor
+45,4.651542900365485,3.618544454399012,1.000000497971058,0.1921795776002164,Iris-setosa
+46,5.307715090570362,3.7802396644426066,1.3534920968614323,0.27368461367659414,Iris-setosa
+47,5.533949237608098,2.6347270411940538,3.7562974711705395,1.125484455330677,Iris-versicolor
+48,6.137007085922098,3.0559581490277643,4.833088435951301,1.718705356270071,Iris-versicolor
+49,5.472149663427658,3.0,4.444462111653441,1.5328728162878453,Iris-versicolor
+50,4.815945609463413,3.3940814824958734,1.5904273852700845,0.20291175272091633,Iris-setosa
+51,4.3,3.0,1.0991308620534652,0.1,Iris-setosa
+52,4.88270355172144,3.0091454636414987,1.4699679145678735,0.1,Iris-setosa
+53,4.7493473731333555,3.0,1.386751378878042,0.3422781651111467,Iris-setosa
+54,5.658197798997664,2.0013412856392816,3.9019441733009046,1.068117753354377,Iris-versicolor
+55,6.5863511029797115,3.0,4.415826131056684,1.374439286366273,Iris-versicolor
+56,5.479313046600825,2.9803386923419715,4.370412569010526,1.4638249756238566,Iris-versicolor
+57,7.9,3.784001290451928,6.402910287103017,2.0074374880924206,Iris-virginica
+58,6.261866025424502,2.604000771131179,4.910343595742696,1.8089205918764317,Iris-virginica
+59,6.602564615055657,3.213770915866062,5.2241803992310505,2.1725691490509558,Iris-virginica
+60,6.3028123142497545,3.4061214567946676,5.599091356047967,2.4040444409685935,Iris-virginica
+61,6.435849152117323,3.103190615849732,5.3368055444369995,2.2787795332039487,Iris-virginica
+62,5.2470108462834455,3.6435151679576645,1.3845700794169167,0.22638962180009736,Iris-setosa
+63,5.9097006244964705,2.685085325054552,5.180474125161508,1.8421122427878864,Iris-virginica
+64,6.269642938211545,3.3209496692424634,5.977044348907213,2.5,Iris-virginica
+65,4.3000007449264555,3.0,1.0823025179161332,0.1000001136632155,Iris-setosa
+66,5.21294326459142,2.0000295370084564,3.6407646795407427,1.1024597880547982,Iris-versicolor
+67,7.585584848558767,3.0,6.497893023425605,2.170498973908466,Iris-virginica
+68,7.69059922499377,2.818896884810381,6.693432986750339,2.039685105385964,Iris-virginica
+69,5.765327753985168,2.8020679759147216,3.9631846143070684,1.0955861059972436,Iris-versicolor
+70,4.354998024439023,3.115206492381809,1.2742453479753946,0.19491868963618297,Iris-setosa
+71,4.59886919892914,3.5374042074588856,1.000000603841659,0.19896227097685493,Iris-setosa
+72,6.2755319497741375,3.3999131755263576,5.630146725202485,2.374234999768544,Iris-virginica
+73,5.222734222774427,3.6578356337208056,1.3600213266583743,0.24306723768842953,Iris-setosa
+74,5.236444800968485,3.4077745861479665,1.3877851235354526,0.21892132081889132,Iris-setosa
+75,4.619775649735432,3.0,1.41944844287593,0.2588897573188954,Iris-setosa
+76,5.106640607070709,3.559053277295956,1.426901945282092,0.19224907233694355,Iris-setosa
+77,5.688445441329079,2.946961747397897,4.059515923782416,1.2684001808170258,Iris-versicolor
+78,5.841295516356838,3.0,4.262210692734586,1.3403372112191327,Iris-versicolor
+79,5.233509739639827,3.582802837358219,1.4006102238459435,0.24601309368713065,Iris-setosa
+80,5.108652728969706,2.5829403692582047,3.610869850076793,1.2721897255811532,Iris-versicolor
+81,4.515258007954208,3.0,1.4511573270703522,0.2034837912873083,Iris-setosa
+82,5.806566055065179,2.690662655795152,5.095779949678406,1.8711376249799563,Iris-virginica
+83,5.635901261713328,3.0,4.316967764169501,1.3092087904204976,Iris-versicolor
+84,5.286941023118389,2.395501661008163,3.4472094302719394,0.9752933541992898,Iris-versicolor
+85,4.983005239528029,2.0000006764836544,3.5040434893731014,0.8442375174344997,Iris-versicolor
+86,5.233094414299727,3.491517650895753,1.3900396732559643,0.22269099551228144,Iris-setosa
+87,4.300000647910767,3.0,1.085612389761678,0.10000012253660608,Iris-setosa
+88,5.106070578406208,3.4743474901604294,1.5871359216834717,0.2659556716286721,Iris-setosa
+89,4.774796434873856,3.38835224836948,1.9037995214374077,0.19236015422298086,Iris-setosa
+90,6.058453736193665,3.3784742531701872,4.557907286231485,1.5794823574574997,Iris-versicolor
+91,6.25675021238343,3.398740532958212,5.573707758226295,2.380288063458931,Iris-virginica
+92,5.650809106875508,2.5142191328782912,3.9793966186419323,1.0979975162653102,Iris-versicolor
+93,4.3000006023786375,3.0,1.106670080677171,0.1,Iris-setosa
+94,6.269805910045578,3.2838299059572407,5.8621408149688445,2.499999743179464,Iris-virginica
+95,7.638823074916512,2.582755230322266,6.899998978450143,2.2683791405035927,Iris-virginica
+96,5.481134666634373,3.0,4.44933228939008,1.5072867959932583,Iris-versicolor
+97,4.3,3.0,1.086598747909816,0.1,Iris-setosa
+98,6.273444421791159,3.330502101621413,5.305413053568207,2.261386691513207,Iris-virginica
+99,5.747387148072792,3.0,4.567103111256382,1.6212944135485436,Iris-versicolor
+100,4.5893082967103345,3.2062679619229804,1.4286806827329421,0.20115666741257152,Iris-setosa
+101,6.081531025942571,2.978818879999467,4.558234138851436,1.3269992824515489,Iris-versicolor
+102,6.237347243125628,3.4061790660318745,5.453436359517021,2.3319837463527393,Iris-virginica
+103,4.840833477252676,3.0,1.4283035462166396,0.27075362616050197,Iris-setosa
+104,6.708824742229151,2.7883921302505,4.743444644818074,1.512963745595318,Iris-versicolor
+105,5.7400617133731995,2.6942372302466278,5.076049193349312,1.8941754561204167,Iris-virginica
+106,4.638466107226786,3.159038550902571,1.4854536586750795,0.19525749335601,Iris-setosa
+107,5.043093876984765,3.0,1.738837524245255,0.19879481810777055,Iris-setosa
+108,4.620035896108283,3.6548160678598527,1.000000464655731,0.1921459123697024,Iris-setosa
+109,6.679381400982554,3.0,4.440905350833929,1.4297230389913769,Iris-versicolor
+110,5.047753232030419,3.4992692957808567,1.371773340545681,0.20283968096944807,Iris-setosa
+111,5.244811754570292,2.403841092497147,3.2524357598604485,1.027992607699083,Iris-versicolor
+112,4.865467106986592,3.017981866491757,1.4629584420798847,0.1,Iris-setosa
+113,6.235058437366926,3.365825532731107,5.3657280319369915,2.288449820242489,Iris-virginica
+114,5.7486414948366145,2.825365928049883,5.21020599912551,2.4473746552469136,Iris-virginica
+115,7.9,3.798045652957167,6.397573975234835,2.0611638919278334,Iris-virginica
+116,6.872604960745276,3.204604722702968,5.838319096926967,2.299899091647564,Iris-virginica
+117,5.059502333271221,2.0,3.567569192153541,0.9450417202492577,Iris-versicolor
+118,7.684374424988932,2.7744256415641813,6.707492663187012,1.9809818074834578,Iris-virginica
+119,6.208304194503882,3.4009577625690013,5.41623461869154,2.2759018044585324,Iris-virginica
diff --git a/iris/tab_ddpm/1_0/28/test.csv b/iris/tab_ddpm/1_0/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/28/train.csv b/iris/tab_ddpm/1_0/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/28/val.csv b/iris/tab_ddpm/1_0/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/29/synth.csv b/iris/tab_ddpm/1_0/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c89b8186cd251e3933c76b824e0d909b0f0641f9
--- /dev/null
+++ b/iris/tab_ddpm/1_0/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.6537486005936515,3.092642127064707,5.0095921373363295,2.222126351247155,Iris-virginica
+1,5.558004533582961,2.494271493068747,4.10483762843891,1.2910907250570305,Iris-versicolor
+2,5.0378655045687895,3.0,1.5714350141792004,0.2042725747710477,Iris-setosa
+3,4.843246727051483,3.3468463265616144,1.41842255781875,0.20303525624213273,Iris-setosa
+4,5.576111746265784,4.2,1.393548190421271,0.20655751941550282,Iris-setosa
+5,5.734610636040316,2.742853237116157,4.2331582853536736,1.0800575888632273,Iris-versicolor
+6,4.991715684974613,3.0,1.5954541115887806,0.19154752074783238,Iris-setosa
+7,6.676234226791839,2.8571761402434257,4.796680007476402,1.5553922613601576,Iris-versicolor
+8,4.566288782218143,3.6454694675002304,1.0,0.19204663649180503,Iris-setosa
+9,6.5882190434292935,2.7020877670889187,4.6942052404250205,1.336464567244191,Iris-versicolor
+10,5.73438233641901,3.0,4.118823167178009,1.147760755789611,Iris-versicolor
+11,4.934244988614956,3.485288921738656,1.4893932085164048,0.19690037756863638,Iris-setosa
+12,5.458030730375427,2.84126613768189,4.284408795965917,1.3793517721633328,Iris-versicolor
+13,5.607911465657579,4.2,1.4365115760259262,0.20215881392873897,Iris-setosa
+14,6.300548666960953,2.284181471630176,4.552038415035992,1.5243763306796396,Iris-versicolor
+15,4.998168603054929,3.3966475255639774,1.5843443621922328,0.4233113968531164,Iris-setosa
+16,4.801099870814091,3.0,1.3219108537428594,0.1,Iris-setosa
+17,7.7199969650659614,2.5900155402645044,6.9,2.312850205677353,Iris-virginica
+18,4.831945455442964,3.394149286527204,1.7183056553307294,0.20028887547741372,Iris-setosa
+19,4.803620253841826,3.3904921396361,1.9914309941421138,0.20166994617746312,Iris-setosa
+20,5.126861351661258,3.444467962639006,1.3808516405380185,0.20036067363799892,Iris-setosa
+21,5.8948936579768505,3.208330637347202,4.7984792346979,1.825732886560448,Iris-versicolor
+22,5.5341053766885855,2.9431195773506524,4.412926280438694,1.4369993828244314,Iris-versicolor
+23,7.899998850079202,3.7905292986076,6.385169760197941,1.9813432215897842,Iris-virginica
+24,6.390591443217552,3.199159310624542,5.412694930480778,2.328634210044704,Iris-virginica
+25,7.673606942494093,3.0,6.379651451555413,2.2682902702601684,Iris-virginica
+26,6.236199484055237,2.585707374576552,4.891621192280161,1.743049717092887,Iris-virginica
+27,5.584703928180791,2.9570706097341217,4.4012568658265625,1.4152494304118712,Iris-versicolor
+28,6.101986480530458,2.1803956265827806,4.232825217600312,1.154083733248034,Iris-versicolor
+29,6.880729589584497,3.1645192598727983,5.811129880530061,2.2751551478017724,Iris-virginica
+30,5.077267597487901,3.4064753673882158,1.385293343205858,0.19885489025790926,Iris-setosa
+31,5.51461909765181,3.9634929710141957,1.4151508302315248,0.4192885176430041,Iris-setosa
+32,5.128044546490839,3.4025032306551974,1.322084198020476,0.19498980534585153,Iris-setosa
+33,7.899998657797011,3.806065330498404,6.4316713400906345,2.0098675258393617,Iris-virginica
+34,7.606985910113471,3.0,6.579790091305486,2.1283085937409365,Iris-virginica
+35,4.8386287736659215,3.00816008283178,1.4600976942523534,0.1,Iris-setosa
+36,6.16994183494829,3.290143766143125,4.7220769018594,1.6721697353913074,Iris-versicolor
+37,6.754050031621841,3.1565873988201463,5.7609508629604145,2.2824173459052544,Iris-virginica
+38,4.692498891561501,3.0,1.4419813771719445,0.2451005200618574,Iris-setosa
+39,6.037823993509486,2.1779713120265742,4.002186121991253,1.048688612485162,Iris-versicolor
+40,6.05203297216271,3.3511624052536364,4.487183767398934,1.5663919654205511,Iris-versicolor
+41,4.3,3.0,1.0773552827202169,0.1,Iris-setosa
+42,7.617708187143177,3.0,5.777822769142314,2.305921886035055,Iris-virginica
+43,5.390118179117162,3.8566999413244156,1.3037658420425453,0.3351609896201551,Iris-setosa
+44,6.7269521927497875,3.1602635701401365,5.918736285520471,2.2728046562340456,Iris-virginica
+45,6.65491398337346,3.043148980913955,4.62035312919341,1.498248402140653,Iris-versicolor
+46,5.512863540475785,2.9707192098850355,4.371263903332305,1.481924402127078,Iris-versicolor
+47,7.659024256397886,3.0,6.516844653852277,2.1435678953865613,Iris-virginica
+48,5.589888979978153,3.0,3.7695724645133146,1.2604458164715298,Iris-versicolor
+49,5.585952574116448,4.2,1.3804616358118051,0.20337162929492053,Iris-setosa
+50,6.280951324038929,3.0925087479333557,4.845012982303918,1.6986634514243517,Iris-versicolor
+51,5.801543542711248,2.697766757364091,5.1531530490068,1.8721730907231644,Iris-virginica
+52,4.8021215211006325,3.409213192467824,1.810319252179129,0.2013854252145238,Iris-setosa
+53,6.588187399206051,3.0,4.414353933331424,1.3991790252056435,Iris-versicolor
+54,5.7632339325014215,2.6775281332351497,5.091890220690929,1.8543137727197347,Iris-virginica
+55,6.057073872553937,2.1460728468537233,4.228692995720591,1.1741262801937777,Iris-versicolor
+56,6.203686918418767,2.1717826691038997,4.4837558549957786,1.500129879672534,Iris-versicolor
+57,6.709542526784248,3.0,4.991337850212811,1.6595997337210606,Iris-versicolor
+58,5.799672495936225,2.2766158063142825,4.222134180254644,1.160820251851243,Iris-versicolor
+59,5.384389116321168,3.64434616741885,1.443550663063006,0.2820241614998363,Iris-setosa
+60,5.011741489751629,2.00000054599866,3.4711030656602904,1.000502558907338,Iris-versicolor
+61,4.790916724278448,3.3996991279068944,1.597261587111186,0.20464824608958576,Iris-setosa
+62,4.749698837772976,3.0,1.3811054213827112,0.1,Iris-setosa
+63,5.296084743763021,2.4135163004470535,3.5925372572356973,1.0446849434492145,Iris-versicolor
+64,6.702779008151413,2.787420487200243,4.693751423493192,1.435787684937259,Iris-versicolor
+65,6.384085156578527,3.3065840922735994,5.4387458682861105,2.360290053235657,Iris-virginica
+66,7.9,3.811107250204389,6.371395349738774,2.009351060333194,Iris-virginica
+67,5.19954172370369,3.3348371568965116,1.7681048969971391,0.6423117111148771,Iris-setosa
+68,4.821308697403675,3.0,1.4495553394567422,0.32655672852881484,Iris-setosa
+69,6.4069677409985895,2.880925620898793,4.7775646842430515,1.4017355590227,Iris-versicolor
+70,6.6126735607604585,3.0,4.392716892257695,1.4494481787403277,Iris-versicolor
+71,5.491095419089903,3.7341782016676968,1.4685417746510199,0.39197553661087425,Iris-setosa
+72,7.253354335507836,3.1336755865170356,5.596833273427316,2.313589025335989,Iris-virginica
+73,6.552404077914752,2.8287942426019552,4.628018770648371,1.5001728420849583,Iris-versicolor
+74,6.551633504477571,3.200376383826302,5.545431718357286,2.3241419331145283,Iris-virginica
+75,6.435011853559772,3.1808908429669494,5.296315063488856,2.127129713862779,Iris-virginica
+76,5.884379671851017,3.022495636296383,4.73895020917283,1.6581137212268695,Iris-versicolor
+77,5.27845168192216,3.853868720794541,1.5964246608308967,0.20908239137112455,Iris-setosa
+78,6.2556518785155495,3.2760609618156824,4.69301863531927,1.6063317051722372,Iris-versicolor
+79,5.703521961695543,2.898277319480473,4.009776547230327,1.155080098431085,Iris-versicolor
+80,5.699829615709991,3.0,4.323743811557519,1.3476854180155107,Iris-versicolor
+81,6.09159761161518,2.166229323842054,4.1675921841302985,1.1492737707424652,Iris-versicolor
+82,6.919384631989351,3.138141854990209,5.257653875040163,2.2784927233554204,Iris-virginica
+83,4.80563567679405,3.3813424854411034,1.9673374448459149,0.19744115066218176,Iris-setosa
+84,5.285722460764938,2.558608018303934,3.799994675014758,1.226015945038291,Iris-versicolor
+85,6.32842510227589,3.0,4.2620694692357395,1.3671270704805327,Iris-versicolor
+86,5.966538921470865,2.8046426061679597,4.450509424931312,1.1755636998040664,Iris-versicolor
+87,6.164899026814846,2.1727416594306743,4.37374469402021,1.4198249551763102,Iris-versicolor
+88,5.508347819725965,3.0,4.6069112435886606,1.5572121422374072,Iris-versicolor
+89,6.341004831010851,2.607201870597259,4.969630714797718,1.8467745328512322,Iris-virginica
+90,6.224904192157031,2.1823278683891165,4.5110873161544225,1.4717852778400609,Iris-versicolor
+91,6.626601089565283,2.4637983983211456,5.701936869171775,1.7601017647599895,Iris-virginica
+92,5.201658568120605,2.4834653165149065,3.6012299370586183,1.1757922712457842,Iris-versicolor
+93,4.793000332925029,3.386278631082791,1.6385196182495387,0.1993493096410593,Iris-setosa
+94,7.073841196159594,3.184564589749363,5.860039467035755,2.098743017338809,Iris-virginica
+95,6.651997772025852,3.2682936990665943,5.502548753760704,2.02778659287557,Iris-virginica
+96,5.65674391039062,3.809886623275773,1.8282091290036468,0.27093695459379624,Iris-setosa
+97,6.163608505017801,2.5214019361179845,5.01453740559663,1.748067444448984,Iris-virginica
+98,5.063497093404211,2.000003668558325,3.6336403052441706,1.0353998964533813,Iris-versicolor
+99,7.9,3.8667780081801664,6.398836672027742,1.9969247857574288,Iris-virginica
+100,4.448839832858946,3.1435298620492325,1.3411084036089695,0.20111077970063837,Iris-setosa
+101,5.03791826372132,3.0,1.593141707958628,0.19907882020717188,Iris-setosa
+102,5.735857663037605,2.9158472134677194,4.302290398096463,1.3066466071761003,Iris-versicolor
+103,6.365750180517124,3.2307523791943393,5.236060164368771,2.313347058714232,Iris-virginica
+104,5.666920590843449,2.994866260796801,3.7958407635821967,1.270749112770099,Iris-versicolor
+105,7.899997807184079,3.735947472732407,6.3851173638432535,1.959023228134802,Iris-virginica
+106,6.192409971937682,2.217001235560783,4.531731901026445,1.4805596758297144,Iris-versicolor
+107,7.065600606929675,3.085646594660511,6.21041870260879,2.249390708027114,Iris-virginica
+108,5.25237151583315,2.5047930161917593,3.7055681277680703,1.2402614620809935,Iris-versicolor
+109,5.830366178430188,2.7436943201079655,5.181668767176833,2.2637782540014206,Iris-virginica
+110,5.144472143838042,3.393378794221042,1.423023726545406,0.19627931663967102,Iris-setosa
+111,7.702162956363637,2.7553800805284703,6.687649753996808,1.9918162240825672,Iris-virginica
+112,5.478828492743746,2.9965317179664313,4.389799764827312,1.4375686916523414,Iris-versicolor
+113,4.996718288164154,3.476455788691567,1.3983691796303255,0.2076526621570137,Iris-setosa
+114,7.179911059194388,3.1912590800441274,5.984373995190306,1.8673318540299864,Iris-virginica
+115,5.951937822312066,2.213410519077442,3.896384813368338,0.9322387432515883,Iris-versicolor
+116,7.6915505493626375,2.5944567524086715,6.89999825530599,2.29297827599619,Iris-virginica
+117,6.1928736654926295,2.82044117382093,4.7889435839577885,1.7868271113981973,Iris-virginica
+118,5.826416896151288,2.910101329578845,4.318756583057193,1.4673889367178006,Iris-versicolor
+119,4.843503202017235,3.0,1.4188564411609939,0.1000001246800631,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/29/test.csv b/iris/tab_ddpm/1_0/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/29/train.csv b/iris/tab_ddpm/1_0/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/29/val.csv b/iris/tab_ddpm/1_0/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/3/synth.csv b/iris/tab_ddpm/1_0/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c5ede26924b18b522b084cd65fd9283ac7ac949
--- /dev/null
+++ b/iris/tab_ddpm/1_0/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.601990910761275,3.195921583694369,1.4647160951883675,0.19790127250436684,Iris-setosa
+1,4.471747510831537,3.0,1.3336552881071995,0.1,Iris-setosa
+2,6.809562191819211,3.164684957089767,5.210259508261617,2.235458480317819,Iris-virginica
+3,4.600657080430496,3.136645433857438,1.4204410656053268,0.19653107728868807,Iris-setosa
+4,6.676202823190389,3.164062566775229,5.69849858993625,2.0831748620067785,Iris-virginica
+5,5.632735163744883,2.408695826129131,3.831737149660504,1.0764675200730962,Iris-versicolor
+6,4.377784186790042,3.2102068185305352,1.2676849493378382,0.2023943522675125,Iris-setosa
+7,6.094791488032356,3.0,4.678063677101034,1.5727752986217955,Iris-versicolor
+8,4.9818547709013385,2.0,3.620557749250536,0.9237197347153834,Iris-versicolor
+9,7.899997780638191,3.73508333572715,6.337639226491159,1.9648108004987666,Iris-virginica
+10,4.3,3.0,1.0914120517338737,0.10000011160771309,Iris-setosa
+11,6.061974947517545,2.879175738925235,4.6049330662759145,1.3690868597561345,Iris-versicolor
+12,5.709217406579687,2.5655854245339733,3.9544756539806762,0.9307429524603567,Iris-versicolor
+13,5.323280442480609,3.0,4.371786809108303,1.4570760531025666,Iris-versicolor
+14,6.034949464792133,2.527033878714571,5.486065885163437,1.4480601508117212,Iris-virginica
+15,5.347954306550554,3.94611406649621,1.2562789758137318,0.4946633987107657,Iris-setosa
+16,4.522770333419915,3.108975895149891,1.3897929180644515,0.20467771557431286,Iris-setosa
+17,5.669879183857962,2.9334368355336804,3.82802737852605,1.3028165192979497,Iris-versicolor
+18,6.401912094389758,3.210538938688162,5.412511723437798,2.308714389508969,Iris-virginica
+19,5.036012700954782,3.7611310645299874,1.5007204247450174,0.2013830961877662,Iris-setosa
+20,6.1189703555976696,2.931628814718257,4.637063206230043,1.3015665573052502,Iris-versicolor
+21,6.202221543631033,2.1802005804299673,4.537409607049229,1.5366709388941873,Iris-versicolor
+22,4.597887613404867,3.58365003268036,1.0,0.20918989937813803,Iris-setosa
+23,5.295506418902619,3.4051964470947285,1.4178177483326335,0.20723604049400995,Iris-setosa
+24,5.150861368580169,2.626131959017961,3.667893368467415,1.3396173000473204,Iris-versicolor
+25,5.572816735552917,3.6087712124319493,1.688561874484541,0.41700428187943084,Iris-setosa
+26,5.0099092952460245,2.0,3.3721855697102807,1.0219377111742352,Iris-versicolor
+27,5.564078571039408,3.031334829234242,4.5280436622743885,1.533214769531795,Iris-versicolor
+28,5.447171633350971,3.0,4.488533648878296,1.5135219123713322,Iris-versicolor
+29,6.419905406583598,3.241891120842022,5.259401164637223,2.2859630190085314,Iris-virginica
+30,6.457777778908721,3.1551868375838397,5.308518502605846,2.3030891534732856,Iris-virginica
+31,4.30000157745971,3.0,1.1130138161886143,0.10000029723993409,Iris-setosa
+32,5.076125100534598,3.535798349269142,1.402710879107113,0.20723833361527996,Iris-setosa
+33,4.8317522020234405,3.1281621564109265,1.5283719871551966,0.20290038931329796,Iris-setosa
+34,5.202869259593239,3.385385422990084,1.5441359837308652,0.46782124899097993,Iris-setosa
+35,6.756802674968713,2.5184206730838796,5.899388597365163,1.8275655140730793,Iris-virginica
+36,4.626061964002786,3.596653873837165,1.0,0.19606759902898005,Iris-setosa
+37,5.974388251904285,2.9048463260418993,4.273049517577186,1.2600867606248753,Iris-versicolor
+38,5.947340580068486,2.2856729389252077,4.266413257882447,1.2344881304885065,Iris-versicolor
+39,7.077574301307836,3.1942858990306906,6.0046135845251705,2.2869092431230627,Iris-virginica
+40,5.57820233297916,3.0,4.564789373549528,1.5534960552290276,Iris-versicolor
+41,6.071765415870405,2.906828493431102,4.646131659274279,1.448761601824544,Iris-versicolor
+42,5.570785784468897,2.973368944768609,4.213470272008481,1.3887029041063148,Iris-versicolor
+43,5.755293643605531,3.0547652652166786,4.270847427704313,1.3130025300867234,Iris-versicolor
+44,5.672206233077956,2.9711967649383553,4.078363214340676,1.3170319595141375,Iris-versicolor
+45,5.504497622768682,2.329177491977127,3.674680861293609,1.0473470175634498,Iris-versicolor
+46,5.802626893141221,2.7125619639947995,4.325155079062853,1.0672300900343368,Iris-versicolor
+47,5.685059926152248,3.1931234658160355,4.74242120400304,1.6633276749156956,Iris-versicolor
+48,5.365528803592113,3.4004568062050406,1.4954446194780608,0.40678811655495406,Iris-setosa
+49,4.3,3.0,1.0834590234803922,0.10000009573011903,Iris-setosa
+50,6.3147167758464535,3.3142046575181046,5.982706578537805,2.5,Iris-virginica
+51,5.9773537330355095,2.8749178080700237,4.5707200259815535,1.2177783116532446,Iris-versicolor
+52,7.379608645886568,3.0888466931069005,6.32483042562975,1.9283130576067848,Iris-virginica
+53,6.704493056690061,3.1179224655003916,4.665770137359529,1.4782332301803522,Iris-versicolor
+54,5.986100311297361,2.7792948406430833,4.595426770765199,1.192965831771864,Iris-versicolor
+55,6.747016640757826,3.1022399711738524,5.75325120810353,2.2755100293416284,Iris-virginica
+56,6.624805939553347,3.0,4.8093094032205315,1.5688601687888781,Iris-versicolor
+57,5.827520093412233,2.7486820381962813,4.301413234193478,1.0190681211609454,Iris-versicolor
+58,5.499340547250568,3.0,4.474175893181807,1.4778769084601517,Iris-versicolor
+59,6.625747378961332,3.0,4.483726438018363,1.3790500771494998,Iris-versicolor
+60,4.848433403870854,3.402776348457416,1.5923924746583782,0.20561231316307418,Iris-setosa
+61,6.782843150372409,2.8045867068003614,4.772751012891812,1.480470057777401,Iris-versicolor
+62,4.652725533537659,3.046720257271966,1.5072015467013464,0.1992366134771869,Iris-setosa
+63,5.388719320970025,3.670337667847909,1.4316586433398173,0.39355790662734885,Iris-setosa
+64,5.022978572813536,3.7627232952062735,1.8174947177922602,0.1978053472180287,Iris-setosa
+65,5.797846302899644,2.8859307617535985,4.511749585033782,1.3539154927374297,Iris-versicolor
+66,4.300000452796721,3.0,1.0921203478071517,0.10000010585968708,Iris-setosa
+67,6.225731104758687,3.389032552277982,5.306733679120428,2.302660582633684,Iris-virginica
+68,7.175412971836242,3.124500412072192,5.718808429190226,2.238789355615281,Iris-virginica
+69,5.4834315769149145,3.736670531729876,1.492141038564899,0.2681931601293955,Iris-setosa
+70,4.51924450885729,3.511639850481696,1.0,0.206597402849195,Iris-setosa
+71,5.032755706888457,3.3697035449725794,1.6770126948156987,0.4828536870784262,Iris-setosa
+72,6.07594572619757,2.2316828842855787,4.096032668433659,1.1866944501149232,Iris-versicolor
+73,6.222367077554392,3.0,5.48404684557763,2.2634663062034175,Iris-virginica
+74,6.726051878176911,2.4656057128614988,5.950236733512337,1.7453114653489312,Iris-virginica
+75,5.500084680987715,4.199999016013055,1.378139474223792,0.21293948698247353,Iris-setosa
+76,4.990408353728346,2.0,3.645542952244197,1.014172167473449,Iris-versicolor
+77,6.661324380713267,3.120382076425175,4.708396176804911,1.5620350075369847,Iris-versicolor
+78,4.387102931207359,3.213606274451398,1.2740637267682628,0.20341853584378589,Iris-setosa
+79,4.495566471179381,3.240348525381869,1.3892444687812384,0.20496844157370672,Iris-setosa
+80,6.646116566895285,3.1439518291290116,5.2970688119118705,2.1036188359799377,Iris-virginica
+81,4.3,3.0,1.0922193169081287,0.1,Iris-setosa
+82,6.032350874525526,3.387388381597792,4.514612340514348,1.5936166430398915,Iris-versicolor
+83,6.843270996263019,3.0779473554715038,6.199017947015294,2.17104342743827,Iris-virginica
+84,7.722551650915848,2.8460094233733737,6.647559777779831,2.064520492993392,Iris-virginica
+85,4.870014313344853,3.0506007592511835,1.4502470183488432,0.10000014787454853,Iris-setosa
+86,6.566286988258006,3.0,4.922461887582417,1.7063327232677907,Iris-versicolor
+87,4.9351012475026765,2.0,3.335992687578635,0.9273680943693322,Iris-versicolor
+88,7.697486178447011,2.6346045359029575,6.899995765339105,2.3171215646169103,Iris-virginica
+89,6.029797853782105,2.2157899361839197,5.0569221824808475,1.478294395820586,Iris-virginica
+90,6.065816246554264,2.182603607595939,4.253844101530754,1.1946447431880014,Iris-versicolor
+91,5.705899839247519,2.6796436281935403,4.327048664755418,1.156793840853755,Iris-versicolor
+92,5.530432201286302,2.6816120757523554,4.133588851066504,1.3812337764387088,Iris-versicolor
+93,4.789327359471683,3.0,1.3606035673511596,0.1,Iris-setosa
+94,6.730743556104975,3.0926068714059496,4.728111612455797,1.5258315235373483,Iris-versicolor
+95,6.048415484203382,2.6110355529369405,5.382274196804924,1.5657813248523968,Iris-virginica
+96,6.72191106299971,3.2330713237882405,5.503768641815862,2.2758301211332466,Iris-virginica
+97,6.37535125809168,3.0,4.458496693806585,1.4292036888857051,Iris-versicolor
+98,4.300038342348606,2.9904275774242906,1.1271958112056593,0.1,Iris-setosa
+99,5.051663123395201,3.0,1.6012321805076646,0.19422156389527964,Iris-setosa
+100,5.680421152478569,3.1251831828353063,4.640624350411711,1.5554803513329956,Iris-versicolor
+101,5.077369855402052,3.373888847801216,1.589797016148443,0.590871631289557,Iris-setosa
+102,4.94374287509658,2.0,3.569555963989888,1.0450576724287781,Iris-versicolor
+103,7.427214246429635,3.1404769640791463,6.2396313407567225,1.8446063672663842,Iris-virginica
+104,6.8076635844946525,3.0848000447644184,5.045108610159709,2.2652261207208744,Iris-virginica
+105,4.411051364393302,2.8984832479835503,1.4083732280561416,0.20587138877449496,Iris-setosa
+106,5.843712806704289,2.6774067308997367,5.20835616938799,1.840088756870517,Iris-virginica
+107,4.5906385897616016,3.0,1.405550299504341,0.21559410295726772,Iris-setosa
+108,5.4593221622683945,2.504808747712581,3.708212526603595,1.2828179215649063,Iris-versicolor
+109,4.742402766136641,3.363173785007877,1.6207914902936627,0.20088686992984534,Iris-setosa
+110,5.468537139342698,2.5335124678422956,3.9259362551102583,1.108150632734093,Iris-versicolor
+111,6.195776710065226,2.1662320723517503,4.506098522339665,1.5020586509378377,Iris-versicolor
+112,6.408710007666644,3.0,4.544734578736056,1.4269198812199098,Iris-versicolor
+113,6.236751095901597,3.316700805621847,5.872534084093231,2.499999810809495,Iris-virginica
+114,7.684782096283856,3.0,6.223574389815748,2.2503825308530807,Iris-virginica
+115,5.877530923142851,2.9547633344463966,4.104290047791315,1.147049360960565,Iris-versicolor
+116,4.3,3.0,1.0844630297642297,0.1,Iris-setosa
+117,5.0884458949687525,2.5385272683200477,3.102767655455101,1.1647000988475882,Iris-versicolor
+118,4.300000634058509,3.0,1.0971008934713922,0.10000023469915359,Iris-setosa
+119,5.947389475402659,2.2309314084528777,3.9658143640169423,0.9963614026408678,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/3/test.csv b/iris/tab_ddpm/1_0/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/3/train.csv b/iris/tab_ddpm/1_0/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/3/val.csv b/iris/tab_ddpm/1_0/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/4/synth.csv b/iris/tab_ddpm/1_0/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2099150862e5156b2a3aa08bef2a68e18e479e68
--- /dev/null
+++ b/iris/tab_ddpm/1_0/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.587578734500527,3.0,4.576229612885064,1.5005520011222968,Iris-versicolor
+1,7.469252938395815,3.0573571604269163,6.426730743348242,1.7689030595253519,Iris-virginica
+2,4.670771169272764,3.5898756952629105,1.0000013137028076,0.206869214751285,Iris-setosa
+3,7.631519768126645,3.0,6.039250648769942,2.2716526836827504,Iris-virginica
+4,6.496541600885782,3.2239811930694797,5.405982299596484,2.1604689236211057,Iris-virginica
+5,6.169503050538491,2.8363441873473882,4.642809247339301,1.4270514924767697,Iris-versicolor
+6,6.589540322325032,2.6782820519315944,4.645207915716404,1.515435062617001,Iris-versicolor
+7,5.764333057685633,2.6981057268133233,5.0624926151868,1.976002660841104,Iris-virginica
+8,4.911547686189492,3.4765227548981494,1.3398684601013122,0.20818765875766565,Iris-setosa
+9,5.604511829573867,2.4794431459901327,3.9017055986237326,1.117256094732964,Iris-versicolor
+10,5.098411154416193,3.684387134733265,1.4075763872185236,0.2040334075645513,Iris-setosa
+11,7.739998571254257,2.5777043414581744,6.9,2.211746476886754,Iris-virginica
+12,6.703498837427325,3.161463114025748,4.742428509628438,1.522583061259478,Iris-versicolor
+13,4.495410039667812,2.949439047453071,1.412026909221923,0.21914359392998198,Iris-setosa
+14,5.683879038562775,3.0,4.084967766059142,1.212453762655992,Iris-versicolor
+15,5.497642477202004,2.7885423011916872,4.111725779901218,1.3996387266424166,Iris-versicolor
+16,5.840042337325156,2.8817403130961425,4.5468430616716695,1.403116995695677,Iris-versicolor
+17,6.592125445969216,3.1518867123169483,5.620895725934093,2.250129667391094,Iris-virginica
+18,5.733207185214743,2.820326503149035,3.9415545213620926,1.199914772242694,Iris-versicolor
+19,4.526839625449799,3.1194011074713175,1.4232491060158765,0.19994881873002995,Iris-setosa
+20,4.395451414137217,3.226361113851862,1.2821260547327713,0.19394957234721777,Iris-setosa
+21,6.0061016580554565,2.177880625982515,4.0470603075551965,1.032651897427951,Iris-versicolor
+22,6.579688221391897,2.795075036696265,4.639126975173251,1.510632837771656,Iris-versicolor
+23,5.10200954209532,3.3046635489437373,1.699230483985045,0.49292505065202263,Iris-setosa
+24,4.960875315740474,2.000000706436245,3.5896206561532047,1.1085465317372452,Iris-versicolor
+25,6.000650230513048,3.330476691028453,4.597489364459171,1.623907663866063,Iris-versicolor
+26,5.963045054684143,2.6112652028291445,4.43973335251526,1.0994958563841841,Iris-versicolor
+27,4.566655374572665,3.6750476125446623,1.0,0.19796337815694315,Iris-setosa
+28,6.741112799628916,2.4809460290396226,5.9148430706029735,1.8313376658933842,Iris-virginica
+29,6.244067083358573,2.2138204291093784,4.4977261291062,1.4386197056009127,Iris-versicolor
+30,4.8246510454510805,3.0055251693399168,1.4234744470220215,0.1,Iris-setosa
+31,4.505146715367829,3.0,1.4751722317307046,0.2050618696906495,Iris-setosa
+32,6.571045062127145,2.8757561685870705,4.688435455229725,1.5433650837861674,Iris-versicolor
+33,5.951241344704069,2.282298235723679,4.042186868372728,1.0129825004549537,Iris-versicolor
+34,4.553410766836258,3.1152678460881744,1.4340437149819045,0.20182338031428468,Iris-setosa
+35,5.661639625220892,2.5093994560551347,3.931504934051333,1.1181538606467116,Iris-versicolor
+36,6.837305578122594,3.117925017413772,5.379786248565114,2.2778251619543464,Iris-virginica
+37,6.360560627169898,3.3226636897431128,5.966385501619541,2.4999996904495174,Iris-virginica
+38,4.577507084715135,3.5913204657477693,1.0,0.1882242635957984,Iris-setosa
+39,6.094965443448033,2.515639845696634,5.423729830782397,1.4710148846772144,Iris-virginica
+40,7.731997352795818,2.570585567479919,6.9,2.2945698159475842,Iris-virginica
+41,7.670055941372859,2.8971297157659595,6.654410406727638,2.0156807129105503,Iris-virginica
+42,5.850380737446581,2.326026923405548,4.179198650083608,1.2230566108189074,Iris-versicolor
+43,5.651230603167604,2.907128182005772,4.012126040831032,1.3070878128352217,Iris-versicolor
+44,5.004932451307811,3.7577435907633,1.46834129275018,0.199496497824578,Iris-setosa
+45,4.79816607926349,3.403658263385802,1.5990322583120884,0.20083640903618588,Iris-setosa
+46,4.396481813700776,3.0,1.3702979208782369,0.20373693994500536,Iris-setosa
+47,6.159488566844812,3.3558349956813194,4.582867830570167,1.5565580347715653,Iris-versicolor
+48,5.007063241390751,3.0950708279228456,1.5872553858949252,0.20013217104305628,Iris-setosa
+49,7.450097617720853,3.013790270330671,6.490107751940837,2.0034718407040324,Iris-virginica
+50,6.321341388662875,2.7410317467491225,4.874898820268286,1.8508826479461182,Iris-virginica
+51,4.3000007894238665,3.0,1.1080712426666437,0.10000016857448446,Iris-setosa
+52,6.575898457395426,3.1505393961287127,5.085495604071371,2.1867351116357945,Iris-virginica
+53,4.895131576452203,3.037088276067711,1.487603946462876,0.10000011629604617,Iris-setosa
+54,6.16202071257757,2.1899826800372733,4.4460620912043725,1.397109416741846,Iris-versicolor
+55,5.724065012873517,3.0,4.496173578933081,1.5329336091638677,Iris-versicolor
+56,6.267549990139658,3.3961458671838716,5.463723665756697,2.339235206817802,Iris-virginica
+57,4.952120556790992,2.0,3.3638306052771236,1.025787484998218,Iris-versicolor
+58,4.300001716530456,3.0,1.1087984709980867,0.10000022148917273,Iris-setosa
+59,6.012226832862025,2.2109804459505478,3.8905679918752862,1.061447617344858,Iris-versicolor
+60,6.007110963021278,2.216438627533844,5.017976317137173,1.5134088157942613,Iris-virginica
+61,4.300000572926294,3.0,1.0986881856799002,0.10000009080254683,Iris-setosa
+62,4.501296896089188,3.197655928877412,1.3357975587259914,0.20264394119101825,Iris-setosa
+63,5.805329183597224,2.685556451765506,5.146199208215155,2.035727705414326,Iris-virginica
+64,5.510881700139275,2.4906482516352404,3.801857909644651,1.118936921547846,Iris-versicolor
+65,6.802209379332255,2.7946241825972353,4.860483172291606,1.4524116830520728,Iris-versicolor
+66,6.612169197246381,3.1635219178119436,5.171395753412661,2.0611385324972824,Iris-virginica
+67,6.074822878476925,2.2034284827313155,4.25191026556249,1.1758259796757862,Iris-versicolor
+68,4.300000648613244,3.0,1.1161360307006836,0.10000010412943292,Iris-setosa
+69,5.7933897322635515,2.8150137077524184,5.077414350547757,2.384168454285056,Iris-virginica
+70,6.660309409179537,3.1112941003519397,4.816780562216916,1.547442421518785,Iris-versicolor
+71,5.516017066294859,3.7715927917569694,1.4102805082192484,0.27184384854432003,Iris-setosa
+72,4.881075191104012,3.332637770744909,1.4225488083511724,0.2011790309792751,Iris-setosa
+73,4.401869236669501,3.1763245568146994,1.288120050865832,0.19928395052200387,Iris-setosa
+74,5.110748488166746,3.3219408218654576,1.5911763188271262,0.40654583117954357,Iris-setosa
+75,5.431511571980795,3.639122484844453,1.465141239064016,0.3102772406369763,Iris-setosa
+76,6.5466604541291025,2.837923673205481,4.548090722209682,1.471086551458566,Iris-versicolor
+77,5.193612709337836,2.5609895361169333,3.6876360185558057,1.3011632417375307,Iris-versicolor
+78,6.357277755400328,3.3048117407588142,5.993155190120157,2.4999996009039442,Iris-virginica
+79,6.003646152962749,2.226019079566023,4.204655896923048,1.2217942053638513,Iris-versicolor
+80,5.948448191475279,2.7913643458285904,4.6187814164599885,1.2409322594765906,Iris-versicolor
+81,7.655643935127274,3.0,6.561585661732586,2.136808077122806,Iris-virginica
+82,6.2605465625755095,3.3969296701325753,5.518439563329764,2.3777659849916852,Iris-virginica
+83,5.302797232128508,3.403593329787233,1.4099832455118795,0.22855613542340392,Iris-setosa
+84,6.98080328809696,3.203090979075587,5.956634343059173,2.305475921443315,Iris-virginica
+85,6.3630605067212045,2.5389198772825003,5.011313701185844,1.8676427665263364,Iris-virginica
+86,7.70156780096611,2.587107718535936,6.9,2.301149412804865,Iris-virginica
+87,5.008461777789712,3.739938313271622,1.5426543369115586,0.1836865886002897,Iris-setosa
+88,6.661687573363132,3.1799420965226943,5.739620141617429,2.318722751709732,Iris-virginica
+89,6.18774282686829,2.5411216231021476,5.371369168097771,1.6210182661594277,Iris-virginica
+90,5.784881817967727,2.6967914630901664,5.151240410980568,1.903512051184538,Iris-virginica
+91,5.625056722253003,2.297445660121301,4.020209564168242,1.1279993419477374,Iris-versicolor
+92,4.966828572832581,2.000000536385809,3.330022940699899,0.7248388108796251,Iris-versicolor
+93,5.192233580070651,3.766267060411006,1.4032480622737267,0.22042733688168897,Iris-setosa
+94,5.573138786294656,2.509774483153768,3.956785035310352,1.2208688751246064,Iris-versicolor
+95,5.045835995186882,3.343995011759148,1.5558712792587848,0.5857007697338874,Iris-setosa
+96,7.663533130427527,3.0,6.602755545905969,2.080978198099481,Iris-virginica
+97,5.55275353388807,3.0,4.499829723840021,1.531472580534173,Iris-versicolor
+98,5.408942793961322,2.5937699521601956,4.033950602900925,1.340651274939483,Iris-versicolor
+99,5.632265100409853,2.532715886487469,3.9190206029362034,1.065280946628934,Iris-versicolor
+100,5.453992077097805,2.7186835592893472,4.187963661072252,1.3517947246179975,Iris-versicolor
+101,6.347715796847065,2.5195057145432704,5.62262189860657,1.6123541404915553,Iris-virginica
+102,4.417554335010547,3.1806039357950384,1.3372895225801524,0.20205394639609037,Iris-setosa
+103,4.605798624378057,3.6061514439435296,1.0000005802649239,0.19008824459399243,Iris-setosa
+104,5.263705104101577,3.8595790774765155,1.3221457482756713,0.2488670664073296,Iris-setosa
+105,4.5287079545333935,3.1841846313729776,1.4355202313558966,0.20064323624874142,Iris-setosa
+106,5.759503051104263,2.8602853847560574,4.16805841941794,1.3844665136003096,Iris-versicolor
+107,4.802976913483596,3.0,1.4386935135890553,0.1000001170406114,Iris-setosa
+108,6.119417869230625,2.4013221185225113,5.010431309615531,1.7266160531010217,Iris-virginica
+109,6.412400651646913,3.3488447036100624,5.509556823338909,2.3566284543920375,Iris-virginica
+110,6.165569656040116,2.435270693534,4.465206241639975,1.3744245729852653,Iris-versicolor
+111,6.668777853379828,2.992333162371434,4.885208593062052,1.6223816673160567,Iris-versicolor
+112,4.800879222009365,3.3990761066692654,1.7398656043458778,0.19826565989798045,Iris-setosa
+113,5.875685941741924,2.718900219934248,5.060060571130093,1.8725012261516512,Iris-virginica
+114,6.656382853009186,3.0,4.9304594584861405,1.690665475155911,Iris-versicolor
+115,6.121139163403356,2.4990011239963845,5.479651808425767,1.4775036537598467,Iris-virginica
+116,6.245569921803035,3.298545116724175,5.998004001971342,2.4999995847914924,Iris-virginica
+117,6.801290640394091,3.0979410809891776,5.432856884464904,2.2897304026747802,Iris-virginica
+118,5.811136068134163,2.8512986683583246,5.147666175159282,2.4436331932116726,Iris-virginica
+119,5.479097177684301,2.4875421618410027,3.726854001950782,1.089069032807039,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/4/test.csv b/iris/tab_ddpm/1_0/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/4/train.csv b/iris/tab_ddpm/1_0/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/4/val.csv b/iris/tab_ddpm/1_0/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/5/synth.csv b/iris/tab_ddpm/1_0/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ab4e339643c3f8e69abad368982ccba25822c807
--- /dev/null
+++ b/iris/tab_ddpm/1_0/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.528262305267937,2.8891703281280683,3.260948301330549,1.3315121944892465,Iris-versicolor
+1,4.8354381812300895,3.0,1.4539030982464103,0.10000009236489767,Iris-setosa
+2,5.007599493699042,2.0,3.6526536012580837,1.0422498134364293,Iris-versicolor
+3,5.35623114832206,2.862720020530176,4.234508651989118,1.4546485583835749,Iris-versicolor
+4,4.570874490021539,3.10488872637485,1.4892639340503937,0.2026409849973323,Iris-setosa
+5,6.76904609053641,2.48595805476461,5.900568940472794,1.8216348150284762,Iris-virginica
+6,5.757056708097274,2.8421228705908903,4.415451647386117,1.2833630601781165,Iris-versicolor
+7,6.794463530605045,3.148185295369525,5.3937165896234385,2.3097213481762844,Iris-virginica
+8,7.396575844680791,3.0070422530937924,6.381857756125569,2.183666447308047,Iris-virginica
+9,5.901551824153749,3.5391653837645127,4.469740035313323,1.6085597763326975,Iris-versicolor
+10,5.788378872135301,2.270539004515023,3.9585632292506454,1.0411354380100515,Iris-versicolor
+11,5.173927800085191,2.668095019664459,3.775837139256916,1.4039250854184298,Iris-versicolor
+12,5.980521364059771,2.159224152905892,5.01504290042636,1.4808764571227926,Iris-virginica
+13,4.866452035417219,3.593170199607935,1.7456972942554916,0.1925833005902765,Iris-setosa
+14,5.193481515748727,3.6577515405929364,1.502483698113254,0.24004177761151405,Iris-setosa
+15,5.4909395383743975,3.0,4.465843818265924,1.4893280229676318,Iris-versicolor
+16,6.00499023939991,3.397852662250648,4.479816175792844,1.594016123346552,Iris-versicolor
+17,5.615532115746414,3.0,4.541958030160556,1.4686131816008086,Iris-versicolor
+18,7.14137180819845,3.1982293724906445,6.020043611912085,1.7973519065203052,Iris-virginica
+19,6.664078668606309,3.197493921504207,4.776961185318312,1.5173842424783248,Iris-versicolor
+20,6.711220987379892,3.0,4.932246803872786,1.6167863455542932,Iris-versicolor
+21,5.702482847825745,2.517193044788014,4.017142338522215,1.1159325386686791,Iris-versicolor
+22,4.3000004604068325,3.0,1.109533814135372,0.10000010539295424,Iris-setosa
+23,6.03737752414599,2.87881048226223,4.5201205118308625,1.43631449683516,Iris-versicolor
+24,6.6061850491640834,3.2069580326045433,5.081798175946443,2.0276708753163777,Iris-virginica
+25,5.188856834780732,3.503641041060882,1.3772489864131867,0.20735734148445056,Iris-setosa
+26,5.321665934894386,3.703798660364691,1.4074195148755213,0.2326323778908488,Iris-setosa
+27,4.930130513589162,3.5977072162168766,1.4256266577989691,0.18876350620870014,Iris-setosa
+28,6.29874165263456,3.2997967913980317,4.638766382536408,1.592532584053489,Iris-versicolor
+29,5.815516592061356,2.7914097510273326,5.092143267953984,2.381715396402891,Iris-virginica
+30,6.135677633264364,2.7519366192009524,4.944836994044951,1.6213372603706364,Iris-virginica
+31,6.29384170969929,2.709664533597168,4.883995665702074,1.8312251749210144,Iris-virginica
+32,4.988017956126503,3.5837990290780724,1.3818405729906433,0.20423621196015151,Iris-setosa
+33,6.0342902345487905,3.3786383923908914,4.461140144987896,1.589121705776177,Iris-versicolor
+34,7.710677880514259,2.5644315052296753,6.9,2.2649991111739736,Iris-virginica
+35,4.300000673148021,3.0,1.1190578681999626,0.10000014097702739,Iris-setosa
+36,5.111005068283402,2.5477765198936124,3.689269767511379,1.3228996970647107,Iris-versicolor
+37,6.599841844289791,3.1845867239706247,5.723007601858863,2.295442719323938,Iris-virginica
+38,4.542187003691442,3.1712629040285685,1.434408486102327,0.1991406235852513,Iris-setosa
+39,5.588684480518034,2.3091935910200485,3.7642691053393915,1.0242910175755346,Iris-versicolor
+40,5.617074829317613,2.5914541400748545,3.8977750602963184,1.0728871897964622,Iris-versicolor
+41,5.011514355778786,2.0,3.581245951079625,1.0307663331593255,Iris-versicolor
+42,6.684967115064029,2.5161450415639384,5.792619866268536,1.8055303870945325,Iris-virginica
+43,6.23886046318894,3.389414648322322,5.592567766425285,2.3863972657695744,Iris-virginica
+44,6.718450526427184,3.0,5.026499710059518,1.7005144324617603,Iris-versicolor
+45,6.475794103206072,2.9083746384269213,4.697675045922895,1.5720002203782824,Iris-versicolor
+46,5.2578353507513045,3.364694103459164,1.7175893412763619,0.4652683964252571,Iris-setosa
+47,5.056977776053387,3.0,1.589745667056662,0.19532115719285226,Iris-setosa
+48,5.300215134489144,2.5247190242574127,3.6262798343503047,1.2238939095185146,Iris-versicolor
+49,4.552792631161315,3.556393170466052,1.0,0.1968418097604857,Iris-setosa
+50,6.0028589309131855,2.1974215933422956,4.982295190925338,1.4779295745710364,Iris-virginica
+51,5.472948910412684,3.770637624470606,1.44194258070418,0.2739201285903742,Iris-setosa
+52,5.459317745134909,2.997042915825088,4.358154528467188,1.5086893928268554,Iris-versicolor
+53,5.486710258356742,3.854734886608095,1.3845761362816298,0.53076628733977,Iris-setosa
+54,5.7004930429029415,3.800765777255038,1.5992491328318437,0.26599611689095537,Iris-setosa
+55,6.726588728639893,3.0,5.032789836583142,1.752381641595007,Iris-versicolor
+56,4.797152841987659,3.398292062183478,1.8316475552575842,0.19729319678928664,Iris-setosa
+57,7.394410745997479,3.0690742020341566,5.315637674806437,2.3231868231988746,Iris-virginica
+58,6.7228990534692485,2.9416787335463055,4.892554245021093,1.5831513942296094,Iris-versicolor
+59,5.462698496463315,2.415546298136139,3.4586806375148518,1.0039004575122443,Iris-versicolor
+60,5.243103634243668,3.3914312481326743,1.4382808303291665,0.22238173807614425,Iris-setosa
+61,7.610686267601988,2.9793062555098855,6.64177453388258,2.0590665046051733,Iris-virginica
+62,6.6665677957535205,3.1795475192163734,5.5722266603977815,2.315242543179909,Iris-virginica
+63,4.914701745923777,3.1166610892501314,1.50627462427174,0.10000013610692364,Iris-setosa
+64,4.762563236242044,3.0,1.40024144703561,0.2743396108358825,Iris-setosa
+65,6.253909436514516,2.7261679794837437,4.8876580071002245,1.7342771978219758,Iris-virginica
+66,6.293132539892194,2.8762103480222057,4.741064302461708,1.435458686260377,Iris-versicolor
+67,6.361793197137288,3.3042561739424476,5.496866138930929,2.319071607073762,Iris-virginica
+68,6.092184378001807,2.6266878176107094,5.4548829544100395,1.4871907870074415,Iris-virginica
+69,6.3879501549813495,2.8340655527209395,4.576451988860464,1.3284306413007227,Iris-versicolor
+70,5.806757663254428,2.835456940399336,5.10975497972373,2.413210233270831,Iris-virginica
+71,5.784889761007995,3.199149980322117,4.782094956919242,1.7934983123801467,Iris-versicolor
+72,6.001054370822886,2.162254087072639,4.176474141313085,1.140436307979384,Iris-versicolor
+73,5.491764912533406,2.4750654783196664,3.635924931447827,1.0593054781478157,Iris-versicolor
+74,6.599868551122599,2.885699267979126,4.521459619946548,1.4067373006810706,Iris-versicolor
+75,5.552523906466972,3.506563974736473,1.516767665760307,0.29232153227479746,Iris-setosa
+76,5.603752882499818,2.9554661660450363,4.413008284130945,1.4031121066200423,Iris-versicolor
+77,6.712617101592098,3.081919455117384,4.6640448320895045,1.4914143170038898,Iris-versicolor
+78,4.3,3.0,1.0908674705125798,0.1,Iris-setosa
+79,6.239870942383422,2.745824568934191,4.917008568270707,1.7842712949404225,Iris-virginica
+80,5.840561132638909,2.5969812445875995,3.8436172179146197,0.9073296224729137,Iris-versicolor
+81,7.621274171094568,2.58761830135951,6.899998398232803,2.288262428881022,Iris-virginica
+82,6.052184936232585,2.776896364369021,4.665503258434504,1.2259061114992076,Iris-versicolor
+83,5.4666749926675235,3.0,4.41391098403808,1.4904922875983746,Iris-versicolor
+84,5.761580221525457,2.9539767042246194,4.225171627058026,1.2017783302866516,Iris-versicolor
+85,4.586705175430013,3.089685031202305,1.51786249823922,0.19222806144149765,Iris-setosa
+86,5.022756355502767,3.082047032199862,1.5976962775329664,0.2587531554723965,Iris-setosa
+87,5.672157900712892,2.9468953202960306,4.081117204353369,1.3162704613076417,Iris-versicolor
+88,7.61969739314376,3.0,6.085682394586927,2.2693864676327347,Iris-virginica
+89,5.687137206798273,2.891405234276023,3.8832258938500765,1.2145602823502095,Iris-versicolor
+90,6.257449272933232,3.275968589152649,6.096592094891259,2.5,Iris-virginica
+91,6.651042944581041,3.002117603795745,4.56917756816517,1.4842158740761968,Iris-versicolor
+92,6.575591648288283,2.823519820799675,4.730200032656956,1.3807538752953996,Iris-versicolor
+93,5.969443099831276,2.3616289171890346,5.035139441811917,1.549213981530772,Iris-virginica
+94,4.809456026406613,3.0,1.404561936230079,0.39437056914141044,Iris-setosa
+95,5.577257816648165,2.4875366625835653,4.066920808999452,1.3201698860595679,Iris-versicolor
+96,5.834257319837879,2.8689995731129034,4.497129382487689,1.3757337613833793,Iris-versicolor
+97,5.820057527145713,2.7687139583913662,5.104860238190662,2.3239926242612943,Iris-virginica
+98,7.209477841905103,3.1998815883716287,5.988059247336306,1.7923784189474992,Iris-virginica
+99,5.920291133546328,2.9311455120952,4.432406173783179,1.1737353000687114,Iris-versicolor
+100,5.6502339822752115,2.8679130603225826,3.8182629443877136,1.2733485382833853,Iris-versicolor
+101,5.203005026240349,3.7318214739604647,1.3302947899741004,0.2373460115283143,Iris-setosa
+102,5.693953887148028,2.642258733013882,4.1941242464417074,1.0545350243171232,Iris-versicolor
+103,4.81796931197188,3.3777948333697,2.028964976805865,0.19820362987179718,Iris-setosa
+104,6.29630468809305,2.250863134432281,4.513351908008122,1.489918842603966,Iris-versicolor
+105,6.753139447601845,2.8613089216713163,4.744059723657764,1.4627324414492875,Iris-versicolor
+106,4.300000521851707,3.0,1.098938652747582,0.1,Iris-setosa
+107,5.530572344908218,4.199999192060322,1.349445853203839,0.1947190554387232,Iris-setosa
+108,4.821891944723394,3.4049222186309804,1.7652799186298125,0.20638217996360705,Iris-setosa
+109,4.791697515966455,3.0,1.401723354795726,0.1,Iris-setosa
+110,7.899998885202745,3.7894954941759056,6.3791456694016055,2.018705324185221,Iris-virginica
+111,5.0575924951549815,3.3619735839079294,1.6765593119454145,0.496992805204045,Iris-setosa
+112,6.60113348423003,3.0,4.439574077954297,1.3980419572345162,Iris-versicolor
+113,5.968637129422144,2.2667142494295205,4.032620448710413,1.075929702651203,Iris-versicolor
+114,5.7901370131826155,2.7104330680323168,5.117119295403992,2.0301612366256534,Iris-virginica
+115,5.5709314634484866,2.4185917089068316,3.799391515228614,1.104188169875942,Iris-versicolor
+116,6.73748899591038,2.509651864655768,5.898362589133524,1.8228669875039332,Iris-virginica
+117,6.146232758454224,3.3742803543871878,4.564341678603205,1.582467506426031,Iris-versicolor
+118,7.9,3.742779133225802,6.3470232943664175,1.9572084101301153,Iris-virginica
+119,5.814274168818289,3.0,4.513247469567489,1.5508435900931659,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/5/test.csv b/iris/tab_ddpm/1_0/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/5/train.csv b/iris/tab_ddpm/1_0/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/5/val.csv b/iris/tab_ddpm/1_0/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/6/synth.csv b/iris/tab_ddpm/1_0/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ef36931f3c552545c7df8a7aa664d514542af99f
--- /dev/null
+++ b/iris/tab_ddpm/1_0/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.6561872552383505,2.622979643645354,4.018033627986214,1.1281238848913346,Iris-versicolor
+1,6.808911180599542,3.1853493840733567,5.686027763812913,2.3077427220218514,Iris-virginica
+2,6.164439396671176,2.7470634784602312,4.893409620705046,1.750650460943266,Iris-virginica
+3,5.508926182632688,3.0,4.469758247678317,1.4830099727717618,Iris-versicolor
+4,5.748913022872166,2.854492771279462,4.213439674882356,1.1276081263414168,Iris-versicolor
+5,6.808170083800513,2.794415548993781,4.784581629335259,1.4244594933562453,Iris-versicolor
+6,5.04692800587646,3.5333573517854706,1.412654785468114,0.1985846808789195,Iris-setosa
+7,7.714677086132368,2.591469905179306,6.9,2.3048135784326242,Iris-virginica
+8,6.233069341556135,2.738516394824689,4.888412444178893,1.7855868658435592,Iris-virginica
+9,6.269043406723283,3.3988550347500213,5.471253610165129,2.347307628659398,Iris-virginica
+10,6.618895550530752,3.0,4.496358930388313,1.4472740641381263,Iris-versicolor
+11,4.7099104574846375,3.0,1.3377295468389017,0.1,Iris-setosa
+12,7.899998711569539,3.840947524722597,6.345677193373366,2.0430538081870218,Iris-virginica
+13,6.689510712698414,3.1313441154340946,4.814688910050778,1.5257034211161877,Iris-versicolor
+14,6.276493771465023,3.31273423462823,6.009574463160254,2.5,Iris-virginica
+15,6.213860262603829,2.7025372105738823,4.971597429128848,1.8136795800182821,Iris-virginica
+16,5.141706624748556,3.35482956244027,1.5754809658807387,0.6039390297032008,Iris-setosa
+17,4.300000721450616,3.0,1.0977217693065318,0.10000011961181171,Iris-setosa
+18,6.183277063493005,2.194553362065945,4.469247630580188,1.500506640810343,Iris-versicolor
+19,5.724178798816782,3.821627205136935,1.8344385273534998,0.2749965554107949,Iris-setosa
+20,6.654252575581473,3.017086766064593,4.798914014652373,1.5719339437977782,Iris-versicolor
+21,5.771756040709459,2.8211628201442136,5.120119659571111,2.4331728346062413,Iris-virginica
+22,6.528951593315675,3.092835136921689,5.654751645556985,2.2963703555966744,Iris-virginica
+23,4.712601914160702,3.0,1.4299327712406225,0.2525819722014976,Iris-setosa
+24,4.809967047480938,3.0,1.4089305688766847,0.2758398802292277,Iris-setosa
+25,7.567011681795141,3.0,6.5434722416343485,1.7406253009909978,Iris-virginica
+26,6.637827591892005,2.8508257545410296,4.75372114166895,1.5358608642154348,Iris-versicolor
+27,5.2068266099782115,3.388386069431662,1.3877647139135605,0.20384113731991554,Iris-setosa
+28,6.547139589201145,3.164780858493233,5.059276365883741,1.9508565872584585,Iris-virginica
+29,5.762603816521071,2.9411363439584277,4.530327832110516,1.459890369381552,Iris-versicolor
+30,6.068229778085866,2.615269242062141,5.669647017854916,1.3979613689307757,Iris-virginica
+31,4.3,3.0,1.0958744734842039,0.1,Iris-setosa
+32,5.6146721765148655,3.0,4.574297488443355,1.5762501565591402,Iris-versicolor
+33,7.680272541962298,2.9915574660538775,6.439639852274627,2.1829941213170105,Iris-virginica
+34,6.348787432641873,3.159539170984574,5.404891243220076,2.3288275512992187,Iris-virginica
+35,4.799422482594969,3.0273628613947823,1.40720915932507,0.25697433729589225,Iris-setosa
+36,6.197654676187725,3.3862702026845826,5.391280703972151,2.334081078178984,Iris-virginica
+37,6.703246513524087,2.892716112763945,4.820375437298927,1.510542059213612,Iris-versicolor
+38,6.618264750295577,3.0,4.428740310961694,1.4144700430616415,Iris-versicolor
+39,4.503564686402533,3.155322683760735,1.3634027854612523,0.202911373350394,Iris-setosa
+40,7.184998019348229,3.1883255361066474,5.884738646185,1.7859978872875901,Iris-virginica
+41,6.32594463253095,3.3251321713730047,6.007813489620198,2.5,Iris-virginica
+42,6.071315750400041,2.5804225034670227,5.4817549857669725,1.5585659624557389,Iris-virginica
+43,4.300000656049188,3.0,1.0941779990257847,0.10000011363336897,Iris-setosa
+44,6.6924687696029705,3.0168068676003204,4.720209531040641,1.5600541040296791,Iris-versicolor
+45,5.715012356862021,2.8786215754795625,4.446783362477075,1.3774170974588789,Iris-versicolor
+46,6.063389234689091,2.862074690885419,4.68132754994622,1.381557193136279,Iris-versicolor
+47,6.2804940378075305,2.753537538134013,4.798985361211591,1.8434189581668237,Iris-virginica
+48,7.9,3.8459499969987134,6.3942277021806335,1.9383190643741723,Iris-virginica
+49,6.268333607503557,3.4059098548844418,5.570050609649544,2.3864265576189925,Iris-virginica
+50,4.3,3.0,1.1034115068594674,0.10000009550831299,Iris-setosa
+51,6.205971183383669,3.0596006180414568,4.517512234215796,1.4614356705123195,Iris-versicolor
+52,4.958333516095717,3.512058094219252,1.6145297976896646,0.2083527901907201,Iris-setosa
+53,5.127593859696234,3.5755511692617077,1.4059305668554787,0.20335939460356212,Iris-setosa
+54,7.899997209772093,3.7236946369991983,6.444604315083264,1.9821826334924113,Iris-virginica
+55,6.301919857950434,3.2699159503422965,5.917525639906022,2.4999996824473905,Iris-virginica
+56,5.5054820577454695,4.2,1.3750466372949126,0.21015164157044872,Iris-setosa
+57,4.823703127298335,3.4907406197794915,1.6942378394798825,0.1989992580698377,Iris-setosa
+58,6.099236162296513,2.5954494942721547,5.558606045727249,1.4278582359643872,Iris-virginica
+59,5.569599627711669,2.7440151990137376,4.031194801868212,1.3477695696614622,Iris-versicolor
+60,5.222162052531642,3.323590364935809,1.661063201220435,0.40696536380424264,Iris-setosa
+61,5.8264271635647304,2.712475156048396,5.076444948632068,1.9455631336645232,Iris-virginica
+62,6.774947889434509,3.195905715082764,5.778726286525267,2.292627091793472,Iris-virginica
+63,5.991012226551538,2.7861731825816487,4.60025517721199,1.2547045274720543,Iris-versicolor
+64,6.100785033787142,3.3295843356706114,4.658090917795555,1.6383478297617093,Iris-versicolor
+65,4.3,3.0,1.1091148592520124,0.1,Iris-setosa
+66,6.80987105459035,3.2477827301578306,5.645780771775441,1.784309148646468,Iris-virginica
+67,5.596879766384475,2.990052271739591,3.8936928309845444,1.224685058213783,Iris-versicolor
+68,5.524711837568011,2.425130413996497,3.7566226357419343,1.0399615316668314,Iris-versicolor
+69,5.594215234576066,3.644874086242736,1.5970445570729654,0.3751794005169861,Iris-setosa
+70,4.862862479898643,3.0,1.5283700155745656,0.19416203403469065,Iris-setosa
+71,6.684823819693627,3.0,4.950986647669059,1.7049418326635826,Iris-versicolor
+72,5.443999678911847,3.0,4.51390281602,1.4744688832223374,Iris-versicolor
+73,5.04356708103375,2.0000017661134275,3.4768499011057044,0.961603156034221,Iris-versicolor
+74,7.343722735923007,3.0900350735659776,6.035492267473087,2.2904144956674144,Iris-virginica
+75,5.271489757497633,2.443386711236271,3.1524966617068486,1.0481757309139759,Iris-versicolor
+76,6.308173648432624,2.7749304714460266,4.84322004053534,1.8472067111000332,Iris-virginica
+77,5.059103198173648,2.0000013392851237,3.707339717251807,1.094941245313858,Iris-versicolor
+78,6.619181660821955,3.054805565631282,5.032801752137471,2.1461646839831086,Iris-virginica
+79,6.6795226947966295,3.0,4.727547045831296,1.5482236919336512,Iris-versicolor
+80,6.189348469400401,2.1747103640335634,4.589034862699784,1.5167468547162026,Iris-versicolor
+81,7.693806082581315,2.851073359374008,6.662930311288519,2.070339423870607,Iris-virginica
+82,5.323543033847116,2.8555840647997117,4.139940075057487,1.450973063492269,Iris-versicolor
+83,6.038798976743097,3.3824132275582426,4.482475762103737,1.592884574984719,Iris-versicolor
+84,5.196175683077915,2.5924058873992304,3.787916295920655,1.3192216489545139,Iris-versicolor
+85,5.801759702116566,2.746420525314631,5.139691761183926,1.9773753208167129,Iris-virginica
+86,7.581331204443919,3.0,6.52756998716249,2.1349556508908516,Iris-virginica
+87,5.515520687167075,2.7441682365757765,4.196964297196479,1.3629222127931688,Iris-versicolor
+88,6.75968070722657,3.086067873868436,5.970937377643593,2.2383455656646936,Iris-virginica
+89,6.032126273177486,2.924978523934053,4.562462820703455,1.434647879879448,Iris-versicolor
+90,6.2596825643867655,2.7950156687215144,4.8193254794519005,1.810927426624799,Iris-virginica
+91,5.69257260331314,3.7376426993169978,1.8348685814391865,0.2770358612658893,Iris-setosa
+92,6.332638540498912,3.278878798341875,6.010691847098187,2.4999984377149636,Iris-virginica
+93,4.798990150687702,3.0,1.4113688381237504,0.10000009490172046,Iris-setosa
+94,7.177804219708176,3.214726407191608,6.008106842817879,1.752786515053704,Iris-virginica
+95,7.09279590695071,3.1174138063093046,5.651606358180908,2.316317033575505,Iris-virginica
+96,6.484646277527287,3.0,4.613293871204519,1.5119901942006861,Iris-versicolor
+97,6.665808953690542,3.2018378090803843,5.678781602774315,2.2901601494860566,Iris-virginica
+98,6.111679379078883,2.1882958184297263,4.268603286345823,1.2384384657409047,Iris-versicolor
+99,5.02675341374442,3.0,1.8451006802795733,0.20032921222842265,Iris-setosa
+100,4.971705464428596,3.0,1.5878678553411159,0.2067649946788581,Iris-setosa
+101,7.7092544017464295,2.7617352751717243,6.728200261080705,2.0180750077025564,Iris-virginica
+102,6.078707279038432,2.202810076918383,4.3685414166417464,1.426369239800256,Iris-versicolor
+103,5.860058015598662,2.98928246834781,4.377421039008004,1.2694987396228952,Iris-versicolor
+104,5.684047867075929,3.0,4.447113581926926,1.5192237568496676,Iris-versicolor
+105,5.488740991611775,4.2,1.366856404664279,0.19838122804267616,Iris-setosa
+106,5.486961846108617,2.5182016063370067,3.836529543706268,1.100971564380398,Iris-versicolor
+107,4.9580156731418,3.0,1.5601303762085357,0.22250144862956855,Iris-setosa
+108,5.1057879462939555,3.563035912503843,1.423942127603757,0.20343613723277412,Iris-setosa
+109,5.977092789191321,2.123007566244623,3.9436169587845304,1.0056745646970906,Iris-versicolor
+110,5.526334179480889,2.95180036658224,4.276064760929553,1.390398933657901,Iris-versicolor
+111,6.791269114318029,2.8682449495463658,4.825943750458995,1.5113998535278013,Iris-versicolor
+112,7.705050268831203,2.5922917341955594,6.9,2.3008899795073368,Iris-virginica
+113,6.366270175860148,2.4952603301633167,5.085500066925003,1.888421918701809,Iris-virginica
+114,7.356628762203631,3.1386611970581284,6.163568961526318,1.8534364409883186,Iris-virginica
+115,6.6357069645843385,3.1556953555974268,5.13725906347398,2.187857652505469,Iris-virginica
+116,5.0598848147070745,2.0000005166617054,3.5776574791568914,1.054304775233211,Iris-versicolor
+117,7.617477212448338,3.0,6.245410499044128,2.2067415035036726,Iris-virginica
+118,6.247578960940153,3.3123351853785836,6.110772793611078,2.5,Iris-virginica
+119,6.666092034709785,2.9958596566165236,4.979017655855835,1.678081120311906,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/6/test.csv b/iris/tab_ddpm/1_0/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/6/train.csv b/iris/tab_ddpm/1_0/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/6/val.csv b/iris/tab_ddpm/1_0/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/7/synth.csv b/iris/tab_ddpm/1_0/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..07e2d61746859bfeaeb0e5d056d67256d2041a7d
--- /dev/null
+++ b/iris/tab_ddpm/1_0/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.39796749321922,2.8836804701178207,1.395717186564374,0.1926966196887987,Iris-setosa
+1,4.547454071916592,3.0,1.4813101976613348,0.20933482412132115,Iris-setosa
+2,7.232458479119235,3.0840382189287125,5.108671200290974,2.3206501194083167,Iris-virginica
+3,5.623075450183446,2.9638206928740387,3.68496988948506,1.3222277154414008,Iris-versicolor
+4,5.74302640626899,2.813652494826345,5.105244907155715,2.422894058048911,Iris-virginica
+5,6.881591108603657,3.195851135199364,5.7887364578643705,2.3089643301078473,Iris-virginica
+6,5.172796490142035,3.3940622589957794,1.5387469549219868,0.5198735841674249,Iris-setosa
+7,5.740499341586251,2.8491172980472603,4.10205026015653,1.1998140332416176,Iris-versicolor
+8,6.228619884217335,3.494602867445268,5.502966426502823,2.3832859324344136,Iris-virginica
+9,5.8346268975615505,2.7290189454094564,5.122942985270946,1.8766932399492533,Iris-virginica
+10,4.300000966369422,3.0,1.1131497341117549,0.10000029705235057,Iris-setosa
+11,4.861127922419133,3.0731376717981758,1.4395482788190688,0.1,Iris-setosa
+12,4.810452248825117,3.41628559370963,1.6663340819258639,0.20319137742298113,Iris-setosa
+13,4.621644567244571,3.6527236370830884,1.0,0.1942151251846223,Iris-setosa
+14,4.3,3.0,1.0950095306675456,0.10000011817941588,Iris-setosa
+15,6.092276818746095,2.579046109793633,5.583527879513659,1.426730272403867,Iris-virginica
+16,4.64289112486763,3.6451503907572835,1.0000010697229857,0.20407284571213596,Iris-setosa
+17,6.194047154708732,2.3455800462708014,5.007907861531492,1.7763409307054356,Iris-virginica
+18,4.3,3.0,1.09152461703974,0.1,Iris-setosa
+19,5.803041876923203,2.696858762460459,5.11320653536149,1.8914774074511083,Iris-virginica
+20,6.752407751128812,3.1608467976591523,5.295204201334301,2.1027281901452213,Iris-virginica
+21,7.465939807226509,3.0140719088635164,5.518014903228764,2.332077956924569,Iris-virginica
+22,6.047901184116459,2.8528533162076704,4.728631491826425,1.264604169096272,Iris-versicolor
+23,5.992809939089793,2.1661116860283407,3.9496653535485824,1.0313164754310087,Iris-versicolor
+24,6.406927340214318,2.5297386721041772,5.000517232683407,1.9137465436483743,Iris-virginica
+25,5.815447825032886,2.7076570675632388,5.144555141405673,1.8665511730081443,Iris-virginica
+26,7.7123872717698525,2.7738857475577063,6.756301331626647,1.991917075679329,Iris-virginica
+27,7.7000235703344355,2.768111730389771,6.697200506316478,2.0046450088965524,Iris-virginica
+28,5.079506343880356,3.4037446727741214,1.5262708530796125,0.26480305190304654,Iris-setosa
+29,5.81147772023054,2.721636487923638,5.083393481603228,1.9921695871480516,Iris-virginica
+30,6.477327192876642,3.0,4.4993370940521356,1.3976166340914749,Iris-versicolor
+31,5.100200918519087,3.59611269178754,1.3561227755901566,0.20162542625950378,Iris-setosa
+32,5.479226157545656,2.423169588150141,3.6697626925157274,1.0482332414873328,Iris-versicolor
+33,5.9869209558606205,2.163370262881319,4.975856863613275,1.4799312935557223,Iris-virginica
+34,6.46576669715195,3.072139351252035,4.4202944147597005,1.4836598793277291,Iris-versicolor
+35,4.300000499297468,3.0,1.1116520461818107,0.10000013154000734,Iris-setosa
+36,4.742132043244342,3.0,1.4029375492465124,0.2663035642372199,Iris-setosa
+37,4.793252381282404,3.397378623898534,1.885743394638186,0.2017062742897368,Iris-setosa
+38,6.1662160994994695,2.798918402142743,4.834179803677617,1.8139173277421428,Iris-virginica
+39,4.941619224616761,2.0,3.2611232942718837,0.9153097062757342,Iris-versicolor
+40,6.727521632808685,3.049586784122768,4.7292829279902495,1.5330428872038138,Iris-versicolor
+41,6.335658529706366,3.308213406130242,5.982399445125109,2.4999997479487623,Iris-virginica
+42,6.139355660784311,2.56756989379146,4.293827480811146,1.1114527605725344,Iris-versicolor
+43,5.561548217018287,3.0,4.461444881625141,1.4444650571560445,Iris-versicolor
+44,5.334765511808684,3.5618187369919587,1.4260445827045258,0.31165779671140087,Iris-setosa
+45,4.957740603168041,3.1706200364978274,1.5173749130296963,0.10000009863474857,Iris-setosa
+46,6.342829672979426,2.5363806103974427,4.97776499351143,1.925265431680913,Iris-virginica
+47,6.698037448753831,2.895627541832982,4.663779771123402,1.5196612373682048,Iris-versicolor
+48,4.98779688710124,2.0000007810892035,3.60313037444003,1.0049473971289633,Iris-versicolor
+49,6.559977685261902,3.144897294280443,5.593191970772427,2.3178815370083483,Iris-virginica
+50,4.536805395852399,3.622718761989063,1.0000003614011663,0.21013926044725573,Iris-setosa
+51,6.16844054232492,2.8393390818721405,4.743419443462791,1.2056152416337176,Iris-versicolor
+52,4.449955992962948,3.1781396993536695,1.3696811405611922,0.2061323408869139,Iris-setosa
+53,7.16436773582945,2.544339548971855,6.2341057626488094,1.8452020633025543,Iris-virginica
+54,7.594340708854048,2.739297328698374,6.583546508683389,1.8653118674874871,Iris-virginica
+55,5.905137152883047,2.8851866270714392,5.122718887228575,2.341035513387986,Iris-virginica
+56,6.684515259999197,3.0,5.94188281001887,2.0610244073445663,Iris-virginica
+57,6.082933245761673,2.5893888180468685,5.591963085788863,1.3580661792063378,Iris-virginica
+58,6.453249759856734,2.4701606127911333,5.258671014242564,1.9188653140845384,Iris-virginica
+59,5.749652290420831,2.712764250877707,5.16271746428538,1.9236330652062488,Iris-virginica
+60,7.66215856101956,3.0,6.573017415601781,2.159836280176662,Iris-virginica
+61,5.901851089726456,2.253753323730339,4.013219907768299,1.0089166991031162,Iris-versicolor
+62,5.840048735786729,2.733028117852356,5.098767154691352,1.9126964853231885,Iris-virginica
+63,5.71934233355043,2.308480219351855,3.973229677231089,0.9599135376204821,Iris-versicolor
+64,5.699103536080223,2.868910630175807,3.969065078217969,1.1795589065865522,Iris-versicolor
+65,5.088808942904935,2.554041201526001,2.8774071319242625,1.2198099418305022,Iris-versicolor
+66,4.3,3.0,1.0995914635566602,0.1,Iris-setosa
+67,6.668852844270198,2.8485959609707883,4.768516708160098,1.5210934692224474,Iris-versicolor
+68,5.563736907265327,2.9153661355708147,4.478885801237252,1.397599954139288,Iris-versicolor
+69,5.652747702937564,2.9987213412222102,4.080220594772449,1.230509763577075,Iris-versicolor
+70,5.727146299771909,3.008392933004162,4.268975940171601,1.336533980430619,Iris-versicolor
+71,5.788646605883433,3.0,4.573470838159917,1.5682382073203842,Iris-versicolor
+72,5.467124291865185,3.7496378010386,2.0640383896908605,0.2495747694627667,Iris-setosa
+73,5.544539674952057,4.2,1.4234090498818175,0.22250580074675075,Iris-setosa
+74,5.6777895040914315,3.747636281354864,1.578008251514643,0.3236119121573746,Iris-setosa
+75,5.938555930991704,2.188235553834651,4.987097230145816,1.4482378110491712,Iris-virginica
+76,4.958822023413452,2.0,3.3794937726088334,0.897189618567313,Iris-versicolor
+77,6.007794345465295,2.198541675941617,4.043617787291594,1.0042846289628242,Iris-versicolor
+78,6.167046458268101,3.3316654240144308,4.639255485676044,1.608185688620676,Iris-versicolor
+79,4.3,3.0,1.1047462393604526,0.1,Iris-setosa
+80,6.22256758561509,2.8091537367613975,4.767475548899404,1.7953493996479408,Iris-virginica
+81,6.571485553843773,3.137329947867661,5.484512416149657,2.2260731638167344,Iris-virginica
+82,5.796774903100134,2.735573963648379,5.099509296228199,2.197581147759659,Iris-virginica
+83,7.9,3.7517387237969855,6.445412645791676,1.9273435856194525,Iris-virginica
+84,5.803143466677102,3.7441043383322947,1.8724113768080786,0.3017518926377396,Iris-setosa
+85,5.770487346733012,2.711699000807335,5.139428730437563,1.855819028047145,Iris-virginica
+86,5.553192253103623,2.9980199217685324,4.509433138193174,1.4882918191195573,Iris-versicolor
+87,7.737411520398812,3.0,6.224407301919082,2.300108481952585,Iris-virginica
+88,4.866567685729818,3.159673389177008,1.5024353568331656,0.1,Iris-setosa
+89,4.3,3.0061500341717684,1.123267075207159,0.10000012825804855,Iris-setosa
+90,5.928904168604697,3.1649369010687853,4.829917740171756,1.813605064290713,Iris-versicolor
+91,5.009594854661552,3.3877930638365537,1.4132542379865927,0.20143081004340918,Iris-setosa
+92,4.610175010348153,3.639165161673175,1.0000005072451545,0.20325429713519047,Iris-setosa
+93,6.061958161676082,2.8175443082849387,4.699964048603913,1.2491265975674661,Iris-versicolor
+94,5.673478982224723,2.901079240469543,4.068299351859441,1.2995692500068847,Iris-versicolor
+95,5.681390979063043,3.0,4.480434963939657,1.4657368151328078,Iris-versicolor
+96,5.758112733872807,2.835990839309493,5.098022291063392,2.429179311993448,Iris-virginica
+97,6.314859448906756,3.3203508751789816,5.978270674017876,2.5,Iris-virginica
+98,6.241295321067001,2.8269110663300325,4.60904995382748,1.5291913848685952,Iris-versicolor
+99,5.526651952047819,3.6593595599211426,1.5021038861115479,0.3542333530929548,Iris-setosa
+100,6.004385159749551,2.163434534981104,4.969914976769707,1.5014189493200358,Iris-virginica
+101,4.88437538948161,3.0,1.4903511304725132,0.248303438372384,Iris-setosa
+102,6.281057654568398,3.3769990846714197,5.409364085962029,2.3472907402313177,Iris-virginica
+103,7.720528696165862,2.7883355593671397,6.696100406285521,1.998611132387936,Iris-virginica
+104,6.448780076461546,2.740769848409251,4.66818627092721,1.3900876500827442,Iris-versicolor
+105,4.802399174341241,3.4069342296383027,1.586335352318941,0.2023157472451898,Iris-setosa
+106,6.505307743928145,3.021325954813862,5.6752600527544965,2.1790949079440116,Iris-virginica
+107,4.9900808116959405,2.000001283728965,3.4645596247871637,1.0491931879075078,Iris-versicolor
+108,6.144091731532415,2.2050882781747005,4.4681385708178,1.491227709821114,Iris-versicolor
+109,7.9,3.8964222397120953,6.4239265931397505,2.0294007856099485,Iris-virginica
+110,5.885465085921376,3.2077411967228193,4.768844859646191,1.7700785740152791,Iris-versicolor
+111,5.663047046449451,2.7079195982306494,3.985186052206749,1.1634050713412722,Iris-versicolor
+112,6.221230087194357,3.3889136084858253,5.366031001366007,2.2563722729628743,Iris-virginica
+113,7.9,3.7349620573959923,6.4002060956365625,1.9476389968983752,Iris-virginica
+114,6.214833577497694,3.3009692240950628,5.919602828765144,2.5,Iris-virginica
+115,6.742571367172502,2.5000336846688027,5.909030757969587,1.8318555890034942,Iris-virginica
+116,5.761759968677183,3.205894859868964,4.380006563642906,1.4636516622905786,Iris-versicolor
+117,6.294459607076954,3.3540331113117205,5.416299746507404,2.3095100398104447,Iris-virginica
+118,7.44916027880548,3.100560491616168,6.236477752143148,2.073678149375729,Iris-virginica
+119,5.007683991239038,2.0,3.369371203652637,0.889507352633061,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/7/test.csv b/iris/tab_ddpm/1_0/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/7/train.csv b/iris/tab_ddpm/1_0/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/7/val.csv b/iris/tab_ddpm/1_0/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/8/synth.csv b/iris/tab_ddpm/1_0/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0ef9650696a1a4b0953556bfcc372ba76f593e49
--- /dev/null
+++ b/iris/tab_ddpm/1_0/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.604825123625453,3.171619968553882,5.148574262364178,2.070441720540156,Iris-virginica
+1,5.5611980580308815,3.0,4.55549321129555,1.4847278300230073,Iris-versicolor
+2,5.136175906647977,3.4082166394896136,1.4198476687479937,0.20282287275552907,Iris-setosa
+3,4.918666099822952,3.5803059126535817,1.6800715654779779,0.19681087072989994,Iris-setosa
+4,6.095446296712122,2.82326523022303,4.688129793418624,1.2606678301171788,Iris-versicolor
+5,5.840758983397277,2.6609425415267403,4.342565254040617,1.0496208751551546,Iris-versicolor
+6,5.87478619558357,2.2489731414585767,4.13011370597933,1.055307562997633,Iris-versicolor
+7,5.6823100884435584,3.7878177768000367,1.6991077163530186,0.41218376280779306,Iris-setosa
+8,5.974196831062571,2.784242656554625,4.583946819393664,1.2687941897100452,Iris-versicolor
+9,7.0728414599053515,3.216596168521372,5.856483310438546,1.7885752909270245,Iris-virginica
+10,5.035820951218651,2.5281470967948767,3.090843540445465,1.1279958933717948,Iris-versicolor
+11,7.732272001652772,2.834713974071149,6.70875129281063,2.047096563232429,Iris-virginica
+12,6.055618116804424,2.1844698089133576,4.063340792117853,1.0173054937978125,Iris-versicolor
+13,6.263706464009125,3.3138665995118046,5.92393331301446,2.4999996331820307,Iris-virginica
+14,5.086740194657388,3.547880833886168,1.385224705951217,0.20095266355658697,Iris-setosa
+15,6.156923940891354,2.160523410956142,4.435280659294048,1.413613663625011,Iris-versicolor
+16,4.83139046399183,3.405981856006317,1.685977257534258,0.2107820652456348,Iris-setosa
+17,5.539638099540863,2.416793916232438,3.7837842103292774,1.002676280003319,Iris-versicolor
+18,5.983438944866854,3.392398555496607,4.486529532563517,1.6180834683125767,Iris-versicolor
+19,4.938683353635613,3.5356338143462622,1.2497782303563032,0.19160993779434998,Iris-setosa
+20,6.3026345466222695,2.691918324243602,4.878523891866658,1.8600041789522406,Iris-virginica
+21,6.133333097319891,2.5992904170198265,5.659122176695277,1.4099330485902661,Iris-virginica
+22,6.199001561195005,2.4341604840838986,5.003066000990797,1.826519071833597,Iris-virginica
+23,7.649597148580385,2.584707745487023,6.9,2.2741109027714286,Iris-virginica
+24,4.600334088564368,3.691222812113959,1.0,0.1959339918122079,Iris-setosa
+25,5.677044918452931,2.8361582378322594,4.265508577429191,1.1942518346041382,Iris-versicolor
+26,5.101656916188678,3.3221627825446154,1.8316774013372297,0.4773298458677355,Iris-setosa
+27,4.618142240809679,3.3311759643487595,1.4960171844668557,0.19722545836581293,Iris-setosa
+28,4.966273464759323,2.0,3.246412127423895,1.0242106145846477,Iris-versicolor
+29,5.767785097878385,2.8241458028364623,5.083437982657868,2.432361508904119,Iris-virginica
+30,6.297355306409573,3.3192579321868694,6.065409988996897,2.5,Iris-virginica
+31,4.3,3.0,1.0868136355285862,0.1,Iris-setosa
+32,4.550011414388044,3.1629420657028477,1.438220545601905,0.2001465613533156,Iris-setosa
+33,5.79409460240172,2.6977429553945806,5.086025293594373,1.9786673695762296,Iris-virginica
+34,6.3172619568557336,3.3014919688137767,5.904321568974334,2.4999997997419467,Iris-virginica
+35,5.825639736361198,2.705532364945467,5.233586459499232,1.8979050157805093,Iris-virginica
+36,7.733539334298261,2.829134367535867,6.716275997264039,2.0169525970029367,Iris-virginica
+37,4.3,3.0,1.072837679928425,0.1,Iris-setosa
+38,6.755545904601096,2.7936872622741866,4.813131262381596,1.448942594421128,Iris-versicolor
+39,4.998732128764175,3.0,1.8191301914883964,0.20661590939954844,Iris-setosa
+40,5.868187497489342,2.7405762143315324,5.143062485269464,2.0754211843973303,Iris-virginica
+41,5.490526738037397,3.8075004469536062,1.423302726151036,0.3986619504932983,Iris-setosa
+42,5.332016345541153,3.0,4.516121937289735,1.531690806324122,Iris-versicolor
+43,6.614080961466783,3.0,4.888226964897093,1.605701226069821,Iris-versicolor
+44,6.183380549634397,3.3683421929918813,5.3092864293972495,2.300084172931918,Iris-virginica
+45,5.4946100435708525,3.652620621882179,1.5694473863709602,0.22859405887157216,Iris-setosa
+46,5.283975436004162,2.513663692811845,3.8136144684485664,1.228792739036123,Iris-versicolor
+47,6.100828814527363,2.5998815625924436,5.551144650783166,1.4580283446625895,Iris-virginica
+48,7.303480526580506,3.1547139869603433,6.247158945826286,1.9390289869836386,Iris-virginica
+49,4.526067126491432,3.154465631392734,1.4586449347509771,0.20833112199048906,Iris-setosa
+50,5.815420916092833,3.205006912432585,4.778801025535476,1.8341987271950952,Iris-versicolor
+51,4.8304615078942,3.0,1.4202651387724896,0.10000010419798648,Iris-setosa
+52,6.215333261726329,3.406801346126237,5.5421874123060855,2.3112656926632646,Iris-virginica
+53,4.882099467251234,3.528605256010125,1.546547426100734,0.19753885383201017,Iris-setosa
+54,5.393907294289245,3.6154387996736093,1.5751282266880022,0.2642978194520559,Iris-setosa
+55,6.043444440005647,2.506246981990946,4.32543546636026,1.0066602138357739,Iris-versicolor
+56,6.504816513493551,2.886848474855937,4.672699493312263,1.5337795562998138,Iris-versicolor
+57,5.466764837837933,2.6924641785920533,4.042796531982789,1.3544325023932058,Iris-versicolor
+58,6.299830719298233,3.323296055777777,5.979805763105219,2.5,Iris-virginica
+59,6.059236333414073,3.3298693894710176,4.71480904439015,1.7444905417603556,Iris-versicolor
+60,5.040025812365945,3.0,1.744152215975935,0.20278414798412492,Iris-setosa
+61,6.227030462645662,3.3160824641127946,6.045879715278576,2.5,Iris-virginica
+62,6.496443270237719,3.2341407375998337,5.068241685756647,2.220073615990878,Iris-virginica
+63,6.779785836153424,2.934912081629103,4.777388903603011,1.4414469284346914,Iris-versicolor
+64,5.071096956245882,3.4076412365453024,1.4039643806678597,0.2028946269045646,Iris-setosa
+65,5.107167689599139,3.304278573249593,1.7900688520855488,0.43130056799312355,Iris-setosa
+66,5.484097515487962,3.0,4.325684498171146,1.4736297015832702,Iris-versicolor
+67,6.4083115389381415,3.1832182458628884,5.055786643385746,1.9905448732391453,Iris-virginica
+68,6.405025016517217,3.271820864389797,5.9985974816816725,2.4999997886213947,Iris-virginica
+69,7.9,3.763674977380828,6.4162693604974965,1.9573053145367543,Iris-virginica
+70,6.44512099256014,3.3371012353682126,5.378912597805751,2.335756459154379,Iris-virginica
+71,6.052124270926699,3.3601769856828523,4.617219531950268,1.6365805171189518,Iris-versicolor
+72,5.519563624200121,2.3802688197326947,3.7606719926121226,0.9530365242958101,Iris-versicolor
+73,4.620332015654078,3.5393158228493067,1.0000007631152552,0.2035818769169493,Iris-setosa
+74,4.662366020936884,3.062377550182837,1.5122477439442903,0.2021651211711058,Iris-setosa
+75,5.627269618220494,2.431050441094476,4.021809762386243,1.17280356720773,Iris-versicolor
+76,7.8999984388997895,3.759146541737327,6.367517832150825,1.949900890067807,Iris-virginica
+77,5.967301372072194,2.8855391866341615,5.275589006909446,2.3435620875398926,Iris-virginica
+78,5.943571166271955,2.7045054884033837,5.058587887405966,1.850239660862688,Iris-virginica
+79,7.09926893828567,3.1265391647609464,5.9424515485124685,2.3039017094744563,Iris-virginica
+80,4.507070727525085,3.0754642078110694,1.4530975046515187,0.20187261678107948,Iris-setosa
+81,5.898453177519575,2.763720731941349,4.6106886760934165,1.0843261677729492,Iris-versicolor
+82,5.7747959061901835,3.19352956143251,4.760666612531891,1.74709643734635,Iris-versicolor
+83,5.673943617195241,3.0,4.083013931956934,1.2396781039428235,Iris-versicolor
+84,7.543079871227202,3.0,6.525883445379104,2.2025608443328335,Iris-virginica
+85,5.989057592142736,3.402773503835937,4.553594317251331,1.5878896409023617,Iris-versicolor
+86,4.501740604929308,3.0689141957547403,1.4469142643570025,0.19734129855966254,Iris-setosa
+87,7.704279448317857,2.799039993191524,6.698546255521453,2.042103672110592,Iris-virginica
+88,6.066375003630455,2.8846948494252356,4.541178085596881,1.49521874123136,Iris-versicolor
+89,4.9920688315639365,2.000000708617111,3.6315596015810936,0.9552760385894414,Iris-versicolor
+90,5.160148142989662,3.2788311371848997,1.752929600768892,0.43071421398204207,Iris-setosa
+91,4.706203912854422,3.072340825515979,1.3493995796940217,0.258931417279218,Iris-setosa
+92,6.631654263308044,3.0,4.915501143969101,1.6369898649606163,Iris-versicolor
+93,6.6209594082305205,3.0000726424838104,4.467811553826953,1.397678739620424,Iris-versicolor
+94,4.584297838660865,3.2105842083879006,1.3756819704517853,0.20276966187859993,Iris-setosa
+95,5.854775835268617,2.3038442843149305,3.9480818228493315,1.006770147407149,Iris-versicolor
+96,6.163837747939822,3.32329519026872,4.666052198615456,1.637785671119852,Iris-versicolor
+97,5.0419152213726015,3.155172180480682,1.6007189635421468,0.23634867027941234,Iris-setosa
+98,4.872201283072739,3.5530095031202213,1.6354650398611812,0.20413038731356864,Iris-setosa
+99,4.851346668898554,3.395916383472325,1.6153882663023553,0.23424063330400835,Iris-setosa
+100,4.407835681952281,3.0124997302288317,1.316892587020851,0.2055462199743282,Iris-setosa
+101,4.3,3.0,1.1091003539528592,0.10000016117069278,Iris-setosa
+102,4.851229403768331,2.0,3.3135053243478634,1.0018923433186695,Iris-versicolor
+103,5.4678711496549965,4.199999130804925,1.4200221888356588,0.19503262839452934,Iris-setosa
+104,5.808902970362046,2.760250447420543,5.0633445076769314,2.293052005843258,Iris-virginica
+105,6.669183157718765,3.0402840733503447,4.704773081022233,1.53142497342812,Iris-versicolor
+106,6.693161124966458,3.0,4.982970162294449,1.7231659556345424,Iris-versicolor
+107,4.843415678062584,3.0865061059126733,1.474430766788828,0.1,Iris-setosa
+108,4.479769066534778,3.225396700275705,1.414676862921129,0.19157214044609594,Iris-setosa
+109,4.8195729787870745,3.0,1.4199939402994128,0.1,Iris-setosa
+110,5.835638929950313,2.703134412240114,5.1273410676936315,1.9546892586629394,Iris-virginica
+111,4.604447785409735,3.62503386927457,1.0,0.18770189717218944,Iris-setosa
+112,7.6275927561897365,3.0,6.612187785003331,2.0177207555161485,Iris-virginica
+113,6.599861036420631,2.989640002016055,4.5240671094382625,1.38076881844939,Iris-versicolor
+114,5.6475492070736175,2.814862015233192,4.234092393192019,1.3598336153331356,Iris-versicolor
+115,6.168843507854746,2.2165354451471995,4.464660313984086,1.4002170514652639,Iris-versicolor
+116,7.426837054293291,3.051992752844113,6.415413223916283,2.1534979971258434,Iris-virginica
+117,6.955523599107497,3.0201561098362664,5.094416200130926,2.3094898516437063,Iris-virginica
+118,6.414578063465028,2.540149474891384,4.62330078750772,1.5252328050686847,Iris-versicolor
+119,6.187095851909792,2.819743944985447,4.690563133731193,1.3603370802419381,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/8/test.csv b/iris/tab_ddpm/1_0/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/8/train.csv b/iris/tab_ddpm/1_0/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/8/val.csv b/iris/tab_ddpm/1_0/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/9/synth.csv b/iris/tab_ddpm/1_0/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50eaf3e3dd521a60e6bf0f524e57c5b1166fdcb0
--- /dev/null
+++ b/iris/tab_ddpm/1_0/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.081318862038121,3.2354103577826043,1.5337708877193323,0.21859160212758408,Iris-setosa
+1,6.895398563268198,3.0282200979275755,5.090629323198621,2.2491015978002276,Iris-virginica
+2,5.400253299553421,2.550061156588071,3.863742431155864,1.2907163976512739,Iris-versicolor
+3,5.017142285011298,3.037591759600688,1.6411381068411135,0.2111806483515576,Iris-setosa
+4,5.148880650222029,3.7675217890352792,1.6274142271711531,0.20466921662828422,Iris-setosa
+5,5.670059770023713,2.9745251925438883,4.021429643110399,1.1694472405745775,Iris-versicolor
+6,4.900373818684451,3.114143444992452,1.4998781907794758,0.10000010943863763,Iris-setosa
+7,5.099166470703606,3.6035004785616485,1.411031106246317,0.2046513483068485,Iris-setosa
+8,5.16757660788229,3.793949272225517,1.5561282940828176,0.20007186666839788,Iris-setosa
+9,5.151492481389319,2.7258913089751005,4.002227709131597,1.4235606479101035,Iris-versicolor
+10,5.750830424100705,2.3065035569782246,3.9693186501213127,0.8964793812668732,Iris-versicolor
+11,5.169114612903159,3.4022145065740843,1.394762166043979,0.2013268540111246,Iris-setosa
+12,5.93446212027651,3.2197968392520298,4.822593971820874,1.815687837178566,Iris-versicolor
+13,5.988928287267987,3.412411404209572,4.4952328282750145,1.6068806395056106,Iris-versicolor
+14,7.530890296188545,3.0,6.478518532535821,1.8668905907585045,Iris-virginica
+15,5.458608132021851,3.88468419454437,1.351933288434907,0.4707488998940984,Iris-setosa
+16,4.554955381370327,3.636964984112856,1.0,0.191615041272813,Iris-setosa
+17,6.641133984815374,3.220299984663262,5.736755977876714,2.309585584100567,Iris-virginica
+18,6.242068990549951,3.3838365098089027,5.4142489949303645,2.3539225014103065,Iris-virginica
+19,6.487414412258042,3.0,4.328519624497893,1.3895040119952817,Iris-versicolor
+20,5.795497510540873,2.88328421955154,4.581349545623122,1.3749746080185665,Iris-versicolor
+21,4.813339978699115,3.402207866782448,1.8555128576299573,0.2075805701323797,Iris-setosa
+22,6.538733268509961,2.806785727151878,4.600810219994074,1.521173936515619,Iris-versicolor
+23,6.189917624553988,2.810911909055691,4.781953685269698,1.7950229365456716,Iris-virginica
+24,4.819352300859339,3.0,1.4269390053939246,0.10000010472027226,Iris-setosa
+25,4.300000669336079,3.0,1.105559099930017,0.10000016518244484,Iris-setosa
+26,7.700517192516613,2.92020019710179,6.697709749497879,2.037853535009775,Iris-virginica
+27,6.712731605825649,3.0,5.031500177631097,1.7055102073281492,Iris-versicolor
+28,5.055265470010618,3.3843335564585035,1.5956262204477851,0.4178849616414496,Iris-setosa
+29,6.153152725365934,2.838985926959206,4.591235315493626,1.429021427392136,Iris-versicolor
+30,4.402279687038514,3.06347684552263,1.3258841001312023,0.19806374911352598,Iris-setosa
+31,7.9,3.8272100527937383,6.366405293427691,2.0717615508547707,Iris-virginica
+32,4.300000863670954,3.0,1.111634246906258,0.10000014771802423,Iris-setosa
+33,6.185846312353069,3.4007134847548106,5.524849630640779,2.3094267559162263,Iris-virginica
+34,7.899998622517304,3.8450779140491327,6.375335401320811,2.044762332638213,Iris-virginica
+35,6.244123078597952,3.329145156356436,5.263887933238159,2.1724775899166477,Iris-virginica
+36,5.458916864835815,4.199673049709063,1.397775021221369,0.20872730021862895,Iris-setosa
+37,6.5446905893397505,3.0,4.979505798619968,2.023036231349644,Iris-virginica
+38,5.666637626470439,2.729575434600432,3.995867557966584,1.188859469667539,Iris-versicolor
+39,5.649210031151411,3.0013222897117426,4.588050812621843,1.5338443868393286,Iris-versicolor
+40,6.546552644786109,2.7495894942349803,4.787795248428054,1.3040830149123825,Iris-versicolor
+41,5.925579106272835,3.188456439354827,4.8166028678879185,1.7403435454601772,Iris-versicolor
+42,6.123037425633965,2.685247993883376,4.9802964131561325,1.8425428544684719,Iris-virginica
+43,4.300000517625554,3.0,1.1120913610677003,0.1000001290154582,Iris-setosa
+44,5.499174220969909,2.976232437676539,4.294355575851523,1.4070240120423563,Iris-versicolor
+45,6.246092202690886,2.776598192521314,4.838187626193272,1.789718271873572,Iris-virginica
+46,6.103783189178195,3.1155538172642103,4.864045826552635,1.800370552803471,Iris-versicolor
+47,7.7024040023191445,2.5871733047981342,6.9,2.3192308736101634,Iris-virginica
+48,6.333722882790681,3.295514634095165,5.249662707915115,2.23036146982235,Iris-virginica
+49,7.636617211127606,2.958771789458829,6.669032576504488,2.0918581400395606,Iris-virginica
+50,4.897780659084903,3.1589215421203916,1.5185438689359008,0.1,Iris-setosa
+51,7.439017818834115,3.1050676708730784,5.857802332742858,2.31480126319275,Iris-virginica
+52,6.219804066255896,2.1848370536711443,4.451728814515894,1.4920683999911764,Iris-versicolor
+53,6.162177812560838,2.847055896047168,4.682191954601146,1.265478189006735,Iris-versicolor
+54,6.265080459468848,3.403015125245428,5.487739110852654,2.384819001762035,Iris-virginica
+55,5.0691609034795295,3.369476955652594,1.755882685776617,0.4910628549274549,Iris-setosa
+56,5.317345399659693,3.534116730198872,1.3769380951357424,0.21572203374539914,Iris-setosa
+57,4.444460929247409,3.197149936690058,1.4003576963206412,0.2036536269894983,Iris-setosa
+58,4.821123251006385,3.4548246046340925,1.6139408529947876,0.2000575550525993,Iris-setosa
+59,7.899995930000514,3.676701362050841,6.4367002315230915,2.0219446369195246,Iris-virginica
+60,4.984979733761107,3.610883865302597,1.5755028749717708,0.18931353285684893,Iris-setosa
+61,7.681975134318471,2.5820013113522338,6.9,2.2860257134205373,Iris-virginica
+62,6.271727020936689,2.9577941123618823,5.647952708159324,2.1578273770580956,Iris-virginica
+63,5.624903332676322,2.364151962628532,3.77167855314788,0.9521011211469537,Iris-versicolor
+64,5.516369205685739,2.5022415237972027,3.9505453098007832,1.191359393818763,Iris-versicolor
+65,7.43156417873621,3.076579526827761,5.981683471652344,2.2449577230279028,Iris-virginica
+66,5.322331467842585,3.374133097840173,1.552529520535862,0.5732817996323747,Iris-setosa
+67,5.886402970244514,2.6738067453332546,5.129974135123511,1.8721582310547824,Iris-virginica
+68,4.52751152691705,3.0,1.4651224035202493,0.2059033146289895,Iris-setosa
+69,5.151510550948236,2.6277843177829627,3.7281838051364344,1.4091839645999111,Iris-versicolor
+70,5.151163054685366,3.4565295419589552,1.4169466380592242,0.19660479896646577,Iris-setosa
+71,5.630792499346097,2.5269035914495914,3.924009043442924,1.0512349758857178,Iris-versicolor
+72,6.772116069536652,3.0970916820379797,6.075346238677008,2.264647847318882,Iris-virginica
+73,7.172610993865413,3.2141772312253014,5.922640086053466,1.7193456660054909,Iris-virginica
+74,6.286452596994214,3.2809810992799697,5.922546506159201,2.4999989360269432,Iris-virginica
+75,5.027294809936129,3.7782153839853296,1.3743294887544226,0.20927891513645497,Iris-setosa
+76,7.9,3.8357535957029243,6.332103227077938,2.0234650451259766,Iris-virginica
+77,5.780796931069815,2.6944648079072873,5.095076508056244,1.9356568389498157,Iris-virginica
+78,4.997901272796313,2.000000611638767,3.5221568507238215,0.9214183440185573,Iris-versicolor
+79,6.306848754560855,3.3967857335731426,5.614818519710132,2.4029446724806482,Iris-virginica
+80,7.50589719120202,3.0077566051758815,6.399751019979191,2.170250396023643,Iris-virginica
+81,4.3,3.0,1.1047351239253913,0.10000012959150617,Iris-setosa
+82,6.586629166058668,2.499210241147339,5.643383476058358,1.8188039711461745,Iris-virginica
+83,4.914761338195373,3.1109065567236294,1.5052738606682672,0.1,Iris-setosa
+84,5.653979673213832,2.7964795990548232,3.756170420578121,1.2546103719947121,Iris-versicolor
+85,4.3,3.0,1.0902407080077028,0.10000013139288808,Iris-setosa
+86,6.203498934646079,2.9866320759681013,4.332086096693986,1.292867377421877,Iris-versicolor
+87,5.653479534770162,3.0,4.26764577152151,1.2269570715014162,Iris-versicolor
+88,4.7887644304323045,3.0,1.430989906103673,0.1,Iris-setosa
+89,7.538250664923317,3.0296017849507715,5.5374482120183925,2.320945218558035,Iris-virginica
+90,4.3,3.0,1.08582519275253,0.1000001065983151,Iris-setosa
+91,5.651456443511898,3.0,4.417184645717228,1.4846683461034653,Iris-versicolor
+92,4.586245618566561,3.5925712804945142,1.0000003668877553,0.20322049413183907,Iris-setosa
+93,5.831325781492424,2.6955995103361534,5.121338999202564,1.876460934792501,Iris-virginica
+94,6.580901475445542,2.8202472558246514,4.634163532367978,1.5279607218691011,Iris-versicolor
+95,7.157403740161448,3.1152536894047844,5.2662629844545865,2.284571047939472,Iris-virginica
+96,5.029425446975114,3.581250256694945,1.3948712081970571,0.19680437707739287,Iris-setosa
+97,5.095305478005717,3.739636790026574,1.3763214212892914,0.21255613592606046,Iris-setosa
+98,5.688738544538923,2.3731770582706746,4.150731085503279,1.2146774876650506,Iris-versicolor
+99,6.271185271857376,3.306695745448052,4.66578196857406,1.6150156821088864,Iris-versicolor
+100,5.029332791968485,3.166588482651022,1.5651131965096885,0.36317253250856235,Iris-setosa
+101,6.030015803665913,3.1020834258063674,4.77058442290721,1.8048801516257096,Iris-versicolor
+102,6.15741384006795,2.828942660379114,4.674383897236864,1.194209266681437,Iris-versicolor
+103,6.717743706596511,3.2201119370951368,5.469257969982477,2.197033316566845,Iris-virginica
+104,6.565563801547684,2.9842077229933306,4.859388749000384,1.6002754432792403,Iris-versicolor
+105,4.974744690725513,2.0,3.5677946874239037,0.9586627118188238,Iris-versicolor
+106,7.699644055415142,3.0,6.454170342085232,2.242081337614783,Iris-virginica
+107,5.568064031521188,2.431515256969218,3.758856044128988,1.0320696475988358,Iris-versicolor
+108,6.712081570363108,2.9843337468431925,4.964510034400448,1.6287837056656114,Iris-versicolor
+109,4.465636345567856,2.9336332089973873,1.3691571468991328,0.2133952705452717,Iris-setosa
+110,6.230034815297425,2.3643240497467515,5.02594810270731,1.8572440944234572,Iris-virginica
+111,5.1615562329142355,3.2896546040344528,1.935910612698958,0.5677481850691433,Iris-setosa
+112,6.783410964450919,3.2143687094612274,5.85026954450395,2.2838223454673114,Iris-virginica
+113,5.780375262675927,2.3365063564461317,4.086725472476429,1.16217592701331,Iris-versicolor
+114,6.785301638617321,2.934158742179931,4.797692439097336,1.4800255188083018,Iris-versicolor
+115,6.445532049991076,2.808079882174105,4.5339700535376615,1.5073951442162654,Iris-versicolor
+116,6.63982729804163,3.0,4.462966941281836,1.4317787517380929,Iris-versicolor
+117,5.0223231582025,3.66047594241217,1.407758871802088,0.20191649786827787,Iris-setosa
+118,6.028164890698133,2.2279110173737644,5.004740652585013,1.5179052702897777,Iris-virginica
+119,4.909420972167391,3.601464312993543,1.8200535773821582,0.2011074028394207,Iris-setosa
diff --git a/iris/tab_ddpm/1_0/9/test.csv b/iris/tab_ddpm/1_0/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/9/train.csv b/iris/tab_ddpm/1_0/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7974a7036fdd9986824c3041246206dab1201bf8
--- /dev/null
+++ b/iris/tab_ddpm/1_0/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
diff --git a/iris/tab_ddpm/1_0/9/val.csv b/iris/tab_ddpm/1_0/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f5ed078ca55565e266afbc5a3eefceb995b996e7
--- /dev/null
+++ b/iris/tab_ddpm/1_0/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+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_0/params.json b/iris/tab_ddpm/1_0/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..49eb37616993409658362fd6efd5bb06733c704e
--- /dev/null
+++ b/iris/tab_ddpm/1_0/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_0/tab_ddpm_eval.ipynb b/iris/tab_ddpm/1_0/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..fdf79292e3e5f2765c73847bf3492af205dfb842
--- /dev/null
+++ b/iris/tab_ddpm/1_0/tab_ddpm_eval.ipynb
@@ -0,0 +1,1812 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "0be4a167",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:37:56.598477Z",
+     "iopub.status.busy": "2024-07-21T23:37:56.597640Z",
+     "iopub.status.idle": "2024-07-21T23:38:07.256970Z",
+     "shell.execute_reply": "2024-07-21T23:38:07.255793Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.671341,
+     "end_time": "2024-07-21T23:38:07.259482",
+     "exception": false,
+     "start_time": "2024-07-21T23:37:56.588141",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 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"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n",
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 71%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "e3639b55",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:07.282200Z",
+     "iopub.status.busy": "2024-07-21T23:38:07.281860Z",
+     "iopub.status.idle": "2024-07-21T23:38:07.289872Z",
+     "shell.execute_reply": "2024-07-21T23:38:07.288912Z"
+    },
+    "papermill": {
+     "duration": 0.021694,
+     "end_time": "2024-07-21T23:38:07.291870",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:07.270176",
+     "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": "207002a8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009709,
+     "end_time": "2024-07-21T23:38:07.311198",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:07.301489",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "622c5799",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:07.332166Z",
+     "iopub.status.busy": "2024-07-21T23:38:07.331641Z",
+     "iopub.status.idle": "2024-07-21T23:38:07.338834Z",
+     "shell.execute_reply": "2024-07-21T23:38:07.337959Z"
+    },
+    "papermill": {
+     "duration": 0.019797,
+     "end_time": "2024-07-21T23:38:07.340856",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:07.321059",
+     "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": "35daa5ce",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:07.361286Z",
+     "iopub.status.busy": "2024-07-21T23:38:07.361002Z",
+     "iopub.status.idle": "2024-07-21T23:38:07.366143Z",
+     "shell.execute_reply": "2024-07-21T23:38:07.365258Z"
+    },
+    "papermill": {
+     "duration": 0.01783,
+     "end_time": "2024-07-21T23:38:07.368135",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:07.350305",
+     "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 = 0\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/1_0\"\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": "0b541a59",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:07.390089Z",
+     "iopub.status.busy": "2024-07-21T23:38:07.389811Z",
+     "iopub.status.idle": "2024-07-21T23:38:07.395352Z",
+     "shell.execute_reply": "2024-07-21T23:38:07.394501Z"
+    },
+    "papermill": {
+     "duration": 0.018602,
+     "end_time": "2024-07-21T23:38:07.397205",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:07.378603",
+     "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": "cdf4f3d6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:07.418452Z",
+     "iopub.status.busy": "2024-07-21T23:38:07.418174Z",
+     "iopub.status.idle": "2024-07-21T23:38:08.704644Z",
+     "shell.execute_reply": "2024-07-21T23:38:08.703509Z"
+    },
+    "papermill": {
+     "duration": 1.299652,
+     "end_time": "2024-07-21T23:38:08.706991",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:07.407339",
+     "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": "31bcf301",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:08.729667Z",
+     "iopub.status.busy": "2024-07-21T23:38:08.729008Z",
+     "iopub.status.idle": "2024-07-21T23:38:09.727268Z",
+     "shell.execute_reply": "2024-07-21T23:38:09.726211Z"
+    },
+    "papermill": {
+     "duration": 1.012108,
+     "end_time": "2024-07-21T23:38:09.729451",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:08.717343",
+     "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": "cf4de16b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:09.753778Z",
+     "iopub.status.busy": "2024-07-21T23:38:09.753181Z",
+     "iopub.status.idle": "2024-07-21T23:38:09.762556Z",
+     "shell.execute_reply": "2024-07-21T23:38:09.761783Z"
+    },
+    "papermill": {
+     "duration": 0.023925,
+     "end_time": "2024-07-21T23:38:09.764530",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:09.740605",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/1_0\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": "84b0e132",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:09.789304Z",
+     "iopub.status.busy": "2024-07-21T23:38:09.789009Z",
+     "iopub.status.idle": "2024-07-21T23:38:10.153863Z",
+     "shell.execute_reply": "2024-07-21T23:38:10.153052Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.380239,
+     "end_time": "2024-07-21T23:38:10.156328",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:09.776089",
+     "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": "4dd65650",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:10.179054Z",
+     "iopub.status.busy": "2024-07-21T23:38:10.178769Z",
+     "iopub.status.idle": "2024-07-21T23:38:11.822643Z",
+     "shell.execute_reply": "2024-07-21T23:38:11.821654Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.658141,
+     "end_time": "2024-07-21T23:38:11.825158",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:10.167017",
+     "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": "f2711dac",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:11.850375Z",
+     "iopub.status.busy": "2024-07-21T23:38:11.849699Z",
+     "iopub.status.idle": "2024-07-21T23:38:11.857826Z",
+     "shell.execute_reply": "2024-07-21T23:38:11.857106Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.022787,
+     "end_time": "2024-07-21T23:38:11.859860",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:11.837073",
+     "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": "0d8ed4dd",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:11.882519Z",
+     "iopub.status.busy": "2024-07-21T23:38:11.882243Z",
+     "iopub.status.idle": "2024-07-21T23:38:11.886506Z",
+     "shell.execute_reply": "2024-07-21T23:38:11.885648Z"
+    },
+    "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": 0.018137,
+     "end_time": "2024-07-21T23:38:11.888587",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:11.870450",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "c32af41e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:11.911457Z",
+     "iopub.status.busy": "2024-07-21T23:38:11.911190Z",
+     "iopub.status.idle": "2024-07-21T23:38:12.023120Z",
+     "shell.execute_reply": "2024-07-21T23:38:12.022260Z"
+    },
+    "papermill": {
+     "duration": 0.126203,
+     "end_time": "2024-07-21T23:38:12.025398",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:11.899195",
+     "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": "03981624",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:12.052904Z",
+     "iopub.status.busy": "2024-07-21T23:38:12.052192Z",
+     "iopub.status.idle": "2024-07-21T23:38:16.359809Z",
+     "shell.execute_reply": "2024-07-21T23:38:16.358994Z"
+    },
+    "papermill": {
+     "duration": 4.324401,
+     "end_time": "2024-07-21T23:38:16.362199",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:12.037798",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-21 23:38:13.783013: 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",
+      "2024-07-21 23:38:13.783071: 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",
+      "2024-07-21 23:38:13.784841: 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": "3c7bd1e4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:16.386845Z",
+     "iopub.status.busy": "2024-07-21T23:38:16.385990Z",
+     "iopub.status.idle": "2024-07-21T23:38:16.391934Z",
+     "shell.execute_reply": "2024-07-21T23:38:16.391035Z"
+    },
+    "papermill": {
+     "duration": 0.020193,
+     "end_time": "2024-07-21T23:38:16.393803",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:16.373610",
+     "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": "931efebd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:16.419920Z",
+     "iopub.status.busy": "2024-07-21T23:38:16.419213Z",
+     "iopub.status.idle": "2024-07-21T23:38:19.261660Z",
+     "shell.execute_reply": "2024-07-21T23:38:19.260650Z"
+    },
+    "papermill": {
+     "duration": 2.858613,
+     "end_time": "2024-07-21T23:38:19.264277",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:16.405664",
+     "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": "ccd3d5dd",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:19.290461Z",
+     "iopub.status.busy": "2024-07-21T23:38:19.290158Z",
+     "iopub.status.idle": "2024-07-21T23:38:19.296193Z",
+     "shell.execute_reply": "2024-07-21T23:38:19.295236Z"
+    },
+    "papermill": {
+     "duration": 0.02154,
+     "end_time": "2024-07-21T23:38:19.298224",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:19.276684",
+     "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": "62a022e8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:19.323037Z",
+     "iopub.status.busy": "2024-07-21T23:38:19.322502Z",
+     "iopub.status.idle": "2024-07-21T23:38:19.813220Z",
+     "shell.execute_reply": "2024-07-21T23:38:19.812050Z"
+    },
+    "papermill": {
+     "duration": 0.506605,
+     "end_time": "2024-07-21T23:38:19.816127",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:19.309522",
+     "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": "c98c2324",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:19.847314Z",
+     "iopub.status.busy": "2024-07-21T23:38:19.846537Z",
+     "iopub.status.idle": "2024-07-21T23:38:19.852935Z",
+     "shell.execute_reply": "2024-07-21T23:38:19.852087Z"
+    },
+    "papermill": {
+     "duration": 0.023916,
+     "end_time": "2024-07-21T23:38:19.854843",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:19.830927",
+     "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": "bb815a1d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:19.879208Z",
+     "iopub.status.busy": "2024-07-21T23:38:19.878922Z",
+     "iopub.status.idle": "2024-07-21T23:38:19.926028Z",
+     "shell.execute_reply": "2024-07-21T23:38:19.925149Z"
+    },
+    "papermill": {
+     "duration": 0.061742,
+     "end_time": "2024-07-21T23:38:19.927973",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:19.866231",
+     "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": "64e943da",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:19.954373Z",
+     "iopub.status.busy": "2024-07-21T23:38:19.954088Z",
+     "iopub.status.idle": "2024-07-21T23:38:19.959542Z",
+     "shell.execute_reply": "2024-07-21T23:38:19.958681Z"
+    },
+    "papermill": {
+     "duration": 0.021101,
+     "end_time": "2024-07-21T23:38:19.961512",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:19.940411",
+     "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": "e507387e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:19.986002Z",
+     "iopub.status.busy": "2024-07-21T23:38:19.985753Z",
+     "iopub.status.idle": "2024-07-21T23:38:19.989637Z",
+     "shell.execute_reply": "2024-07-21T23:38:19.988780Z"
+    },
+    "papermill": {
+     "duration": 0.018465,
+     "end_time": "2024-07-21T23:38:19.991645",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:19.973180",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "b95bb480",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:20.016212Z",
+     "iopub.status.busy": "2024-07-21T23:38:20.015941Z",
+     "iopub.status.idle": "2024-07-21T23:38:20.021554Z",
+     "shell.execute_reply": "2024-07-21T23:38:20.020787Z"
+    },
+    "papermill": {
+     "duration": 0.020178,
+     "end_time": "2024-07-21T23:38:20.023357",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:20.003179",
+     "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": "9acc4e16",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:20.049371Z",
+     "iopub.status.busy": "2024-07-21T23:38:20.048680Z",
+     "iopub.status.idle": "2024-07-21T23:38:20.055250Z",
+     "shell.execute_reply": "2024-07-21T23:38:20.054389Z"
+    },
+    "papermill": {
+     "duration": 0.021776,
+     "end_time": "2024-07-21T23:38:20.057225",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:20.035449",
+     "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": "1fa43428",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:20.085709Z",
+     "iopub.status.busy": "2024-07-21T23:38:20.085434Z",
+     "iopub.status.idle": "2024-07-21T23:38:20.094013Z",
+     "shell.execute_reply": "2024-07-21T23:38:20.093123Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.025783,
+     "end_time": "2024-07-21T23:38:20.095920",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:20.070137",
+     "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": "7c528e2c",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:38:20.122313Z",
+     "iopub.status.busy": "2024-07-21T23:38:20.122038Z",
+     "iopub.status.idle": "2024-07-21T23:39:37.836065Z",
+     "shell.execute_reply": "2024-07-21T23:39:37.835231Z"
+    },
+    "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": 77.730065,
+     "end_time": "2024-07-21T23:39:37.838447",
+     "exception": false,
+     "start_time": "2024-07-21T23:38:20.108382",
+     "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: 0.3493 Sum: 0.3493\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/16966 MLoss: 0.0 GLoss: 0.3009 Sum: 0.3009\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/16966 MLoss: 0.0 GLoss: 0.2864 Sum: 0.2864\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/16966 MLoss: 0.0 GLoss: 0.2762 Sum: 0.2762\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/16966 MLoss: 0.0 GLoss: 0.2688 Sum: 0.2688\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/16966 MLoss: 0.0 GLoss: 0.2592 Sum: 0.2592\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/16966 MLoss: 0.0 GLoss: 0.2503 Sum: 0.2503\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/16966 MLoss: 0.0 GLoss: 0.2449 Sum: 0.2449\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/16966 MLoss: 0.0 GLoss: 0.2394 Sum: 0.2394\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/16966 MLoss: 0.0 GLoss: 0.2388 Sum: 0.2388\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/16966 MLoss: 0.0 GLoss: 0.2347 Sum: 0.2347\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/16966 MLoss: 0.0 GLoss: 0.2296 Sum: 0.2296\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/16966 MLoss: 0.0 GLoss: 0.2279 Sum: 0.2279\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/16966 MLoss: 0.0 GLoss: 0.223 Sum: 0.223\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/16966 MLoss: 0.0 GLoss: 0.221 Sum: 0.221\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/16966 MLoss: 0.0 GLoss: 0.2182 Sum: 0.2182\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": "de15ec33",
+   "metadata": {
+    "papermill": {
+     "duration": 0.015039,
+     "end_time": "2024-07-21T23:39:37.867848",
+     "exception": false,
+     "start_time": "2024-07-21T23:39:37.852809",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "0604109d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:39:37.897111Z",
+     "iopub.status.busy": "2024-07-21T23:39:37.896753Z",
+     "iopub.status.idle": "2024-07-21T23:39:37.904676Z",
+     "shell.execute_reply": "2024-07-21T23:39:37.903801Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.024213,
+     "end_time": "2024-07-21T23:39:37.906584",
+     "exception": false,
+     "start_time": "2024-07-21T23:39:37.882371",
+     "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": "ed118e9f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-21T23:39:37.934844Z",
+     "iopub.status.busy": "2024-07-21T23:39:37.934522Z",
+     "iopub.status.idle": "2024-07-21T23:39:54.266096Z",
+     "shell.execute_reply": "2024-07-21T23:39:54.265239Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.348315,
+     "end_time": "2024-07-21T23:39:54.268644",
+     "exception": false,
+     "start_time": "2024-07-21T23:39:37.920329",
+     "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": "7f19dd45",
+   "metadata": {
+    "papermill": {
+     "duration": 0.014111,
+     "end_time": "2024-07-21T23:39:54.297872",
+     "exception": false,
+     "start_time": "2024-07-21T23:39:54.283761",
+     "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": 120.849821,
+   "end_time": "2024-07-21T23:39:56.038189",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/1_0/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/1_0/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 0,
+    "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_0",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-21T23:37:55.188368",
+   "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