diff --git a/iris/tab_ddpm/1_1/0/synth.csv b/iris/tab_ddpm/1_1/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b4a8fa41a3826ebbca51b9b22915b76fbc1d08ab
--- /dev/null
+++ b/iris/tab_ddpm/1_1/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.699998370015141,2.89569607210476,6.699997942450807,1.981406832810193,Iris-virginica
+1,5.835664633641872,2.763976360696315,5.178678178849421,1.8300240558575058,Iris-virginica
+2,6.158015909403845,2.599248908102973,4.968300862706011,1.5408401155832097,Iris-versicolor
+3,5.859853935614348,2.7691332388375867,5.144810426401142,1.8861657475749514,Iris-virginica
+4,5.353320702642593,2.9526772062033473,4.43250000076179,1.4650831133152917,Iris-versicolor
+5,5.787129968595363,2.729159378346201,5.071254704683037,1.8864361816292252,Iris-virginica
+6,5.108266457762433,3.607050540815163,1.4387916686702975,0.2,Iris-setosa
+7,5.100220368172675,3.3271062791704957,1.2782248798403633,0.2,Iris-setosa
+8,6.680301780662972,3.0112364252475796,4.407582174621702,1.4000562820153966,Iris-versicolor
+9,5.091815562948241,3.520328999483651,1.3433176099218627,0.3097418562939924,Iris-setosa
+10,5.296876780997558,2.952705394094767,4.416945942245129,1.4819989519415901,Iris-versicolor
+11,5.482211742230346,4.161780565606053,1.4109539755006504,0.2,Iris-setosa
+12,5.1241780658411,3.3010111028669766,1.694004237346882,0.37599025858049195,Iris-setosa
+13,5.144996395796718,2.5128750026138675,3.517211055865576,1.1206368518809613,Iris-versicolor
+14,5.3421356281962895,2.4102997756101723,3.0218914777630017,0.9794038236767999,Iris-versicolor
+15,6.569648777713855,3.118756808745393,4.492694020308335,1.446446875977258,Iris-versicolor
+16,5.432288975261315,2.536084140261583,4.094716122266679,1.2604517384984304,Iris-versicolor
+17,5.748157797953717,4.4,1.5485837581715605,0.3807528461143447,Iris-setosa
+18,5.084538965801984,2.448375254208558,3.6321755708665284,0.9729933609259002,Iris-versicolor
+19,6.94033748895946,3.017819227144612,5.605004544819115,2.1465553238174246,Iris-virginica
+20,5.065654055168419,3.4736451316823995,1.2555880920291376,0.29209618323270664,Iris-setosa
+21,5.2779257349608635,2.6817421136453925,4.000598501003873,1.371521421044989,Iris-versicolor
+22,4.894724073513695,3.520195261575421,1.3572177279728905,0.29840011817027695,Iris-setosa
+23,5.364631264339181,2.4393848618335063,3.6431095811144054,1.1145444755496143,Iris-versicolor
+24,5.270737672553471,3.426798292656778,1.563285023352856,0.2,Iris-setosa
+25,5.774919876676172,3.094823776487115,4.650879129436492,1.5934120340238995,Iris-versicolor
+26,5.739523672867913,3.0924843430190845,4.537807276471018,1.5243435511814518,Iris-versicolor
+27,6.077179369641338,2.961625118986213,4.943559661628784,1.7897562957045003,Iris-virginica
+28,7.7,2.7946335290914353,6.7,2.062806188506333,Iris-virginica
+29,5.2059784789154415,3.4212459186938364,1.512764763385025,0.2,Iris-setosa
+30,7.7,2.8418475236796197,6.7,2.0432089471042545,Iris-virginica
+31,6.099708841432855,2.4874013666214245,4.621043022040549,1.3910131874316134,Iris-versicolor
+32,4.942764665237449,3.115842030593451,1.225098604468433,0.2,Iris-setosa
+33,5.249669516065174,3.4698513803534743,1.568451829455167,0.2,Iris-setosa
+34,6.142769515954463,2.3260869494789005,4.343686193231121,1.1880157792431354,Iris-versicolor
+35,7.699997810800909,2.8154474642340928,6.699996386831936,1.9813246885824338,Iris-virginica
+36,6.604676197931117,2.9243596182718474,4.733520547425887,1.4826320190607887,Iris-versicolor
+37,6.678830867941536,3.0353376509304626,4.541825645805561,1.417548446552648,Iris-versicolor
+38,6.307860914590311,3.063307755358308,5.394421711236312,1.7824119918571333,Iris-virginica
+39,5.121449364561343,3.8918817621554704,1.6443717243132596,0.3933455837694825,Iris-setosa
+40,4.916694716696733,3.520160858704503,1.400326192756928,0.33466705997371726,Iris-setosa
+41,5.2493421952149335,3.38799381750581,1.6252509619874351,0.2,Iris-setosa
+42,6.700635189882646,3.2684690061370243,5.684974643669752,2.5,Iris-virginica
+43,5.498052095422542,4.173769755741262,1.3420778637385904,0.2,Iris-setosa
+44,6.136013304601715,3.267573456990586,4.526542637440164,1.552801241773128,Iris-versicolor
+45,6.024968569975865,2.8892669082167335,4.425532289471458,1.3180884006297269,Iris-versicolor
+46,6.292960378273934,2.695640747215378,4.924466694163563,1.7865979321837957,Iris-virginica
+47,4.677743221904296,3.418454263548065,1.3345894781581775,0.30053946741618165,Iris-setosa
+48,6.230769209738899,2.897408043665421,4.970184747242731,1.7716496979068932,Iris-virginica
+49,6.440704987801991,3.1361968157020312,5.499415139009296,1.8022652574195326,Iris-virginica
+50,7.699997277467407,2.7388868569295823,6.6999985576626235,1.993097401840815,Iris-virginica
+51,4.864539451765225,3.4431233764117293,1.4303996996934087,0.3082784671405584,Iris-setosa
+52,4.400000732837153,3.1677684036366496,1.3158469317004322,0.2,Iris-setosa
+53,7.69999852259525,2.7476455615321083,6.699998471787896,1.9959595777637866,Iris-virginica
+54,7.14706492947001,2.9496478691250014,6.153521547676991,1.8103853315548712,Iris-virginica
+55,4.400000468420368,3.2135525681767274,1.320826202649467,0.2,Iris-setosa
+56,4.85555892349283,2.3811039249434867,3.46100273501993,0.965016954932203,Iris-versicolor
+57,6.918632901752861,3.208877798411015,5.67433615697922,2.221876782316874,Iris-virginica
+58,5.13332977531214,3.5927748961976995,1.4124093593659408,0.36943286937394704,Iris-setosa
+59,5.403668322609335,2.8888914570988846,4.356894194132195,1.4427775821196227,Iris-versicolor
+60,5.028963172205811,2.4355538647965584,2.9824934337904834,1.1492628090707193,Iris-versicolor
+61,5.196564859556094,3.5222457973266867,1.5357814889688475,0.2,Iris-setosa
+62,5.12309240483635,3.371899265679797,1.6988096231040348,0.4323734680715848,Iris-setosa
+63,6.3548170136683435,3.3959828664470475,5.5950260711188,2.3819923109812358,Iris-virginica
+64,5.928976058473806,2.7028251939662824,4.283623992442962,1.3064522512595136,Iris-versicolor
+65,4.400000504038583,3.01945343711609,1.3331691130850452,0.2,Iris-setosa
+66,5.235719114118264,2.4323523676833005,3.5706163213387114,1.013546787930101,Iris-versicolor
+67,6.136490531697858,3.024041433388767,5.364486812211517,1.7947886716954518,Iris-virginica
+68,4.400000644037472,2.900282712490577,1.402144252317799,0.2,Iris-setosa
+69,6.292368588004569,2.4674534855893775,5.010989294098511,1.9021017768624195,Iris-virginica
+70,6.361237930609825,3.137298627239681,5.535348874939694,1.840992284085083,Iris-virginica
+71,6.6352515514215575,3.323289204571564,5.644514722240679,2.202323296293322,Iris-virginica
+72,5.8327444373273565,3.2079468478995006,4.889262628361315,1.8353238162959216,Iris-versicolor
+73,6.4093233376291145,2.847751244391285,5.233977853300591,1.5315781924657619,Iris-virginica
+74,4.603073721097485,3.5696388334320455,1.0000009245367565,0.2,Iris-setosa
+75,4.841063073252728,3.4213629680383617,1.303424978270542,0.27874466128962566,Iris-setosa
+76,5.195267985860483,3.5209381664740667,1.4228765644518218,0.2,Iris-setosa
+77,4.485998457106932,2.2854889437145016,1.2821246752757172,0.29071250314759867,Iris-setosa
+78,5.562547228401563,2.3701973495234565,4.01954687840669,0.9265180922230746,Iris-versicolor
+79,4.9372387624322105,3.3817897573707674,1.536783763665297,0.2,Iris-setosa
+80,4.715563995776585,2.7115055761611777,1.4106049800570621,0.2,Iris-setosa
+81,5.923266322784943,3.3518428677339847,4.704373579620158,1.7631558948730395,Iris-versicolor
+82,4.867396371143742,3.0441278321298713,1.4171259591070453,0.2,Iris-setosa
+83,5.123161678735865,3.3908910676595503,1.41714381091825,0.2,Iris-setosa
+84,6.060333187608362,3.148201597573079,4.67537013618111,1.6214979488024546,Iris-versicolor
+85,5.769485394829258,3.088769169636012,4.287455350478526,1.3853687085562343,Iris-versicolor
+86,5.090497690669788,2.483040268608815,2.9811457463821536,1.1417457566805969,Iris-versicolor
+87,6.085307872138339,2.6515594761501218,5.088706439570317,1.604105044279196,Iris-versicolor
+88,6.693703064140878,3.0885936365738527,4.465581462147954,1.4100291026895684,Iris-versicolor
+89,5.438516360991053,3.516341000329684,1.9597799933371869,0.2,Iris-setosa
+90,6.06483268151255,3.3103249372910972,4.5064165506418465,1.5647422498666723,Iris-versicolor
+91,5.904918538078593,2.976289144204968,5.079802496143914,1.8147505992918909,Iris-virginica
+92,6.982264098903581,3.033450471562596,5.781608964726594,2.1476684991824904,Iris-virginica
+93,5.255382891086389,3.3994383375362953,1.666814593890786,0.2,Iris-setosa
+94,6.365279541774481,3.009488985109118,5.542113466712045,1.7582222938445042,Iris-virginica
+95,4.400000824131131,3.02162425087084,1.3612680351218387,0.2,Iris-setosa
+96,4.505331377319318,2.3007513784733176,1.3298590637523786,0.2968405107450688,Iris-setosa
+97,4.906936083843929,3.4819675441343563,1.3925096302468138,0.2,Iris-setosa
+98,6.224787921121198,2.9571741739458024,4.448414741377314,1.3589135276771014,Iris-versicolor
+99,6.214059887528922,2.835238771367505,5.016181234860885,1.593943769043664,Iris-versicolor
+100,5.117559515577175,3.7915853275689013,1.5538310579350894,0.4550664972324555,Iris-setosa
+101,5.81650476873481,2.621118171948345,5.080652641890451,1.9108434613653071,Iris-virginica
+102,5.675557248016109,3.0264699205402708,4.467541004743723,1.5200454978484021,Iris-versicolor
+103,4.9401900964961785,2.446134293935546,3.1274005783720584,1.1323357761493555,Iris-versicolor
+104,6.5169819584305095,3.087289242336497,4.4287622704200915,1.4316710686135459,Iris-versicolor
+105,6.0042430075250115,2.2,5.009635449395432,1.4965753071433474,Iris-virginica
+106,5.9392332799769845,3.238586776617288,4.7639837656718145,1.749484362220949,Iris-versicolor
+107,7.118392121420545,3.012194363893165,5.832462781033445,2.124291195224858,Iris-virginica
+108,6.259963430187741,3.36467771711249,5.667048567271847,2.464919923054517,Iris-virginica
+109,4.400001100377668,3.156859458775366,1.3432044967107113,0.2,Iris-setosa
+110,7.699997892937475,2.776522146054411,6.699997954152039,1.9816554181943797,Iris-virginica
+111,5.980384242754551,2.9171270912283087,4.502139009944924,1.3250509348968238,Iris-versicolor
+112,6.404686810062957,3.1867247133492174,4.548615416405366,1.5036086023628994,Iris-versicolor
+113,5.1481176851635535,3.8773725883005565,1.613737428509389,0.2,Iris-setosa
+114,6.538478017985627,3.125976015690263,4.4970175383046085,1.4428231724660072,Iris-versicolor
+115,5.263843432695646,3.3799568331778587,1.6087463300240914,0.2,Iris-setosa
+116,5.289890493511731,2.8960159537653767,4.236642999863106,1.4576330752311337,Iris-versicolor
+117,6.307952903526389,2.6654924550899644,4.988001671445522,1.623277503890629,Iris-versicolor
+118,7.7,2.7433179481013035,6.7,1.966936651735548,Iris-virginica
+119,4.985573093751553,3.512957185015314,1.2455466231669883,0.3165819701483738,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/0/test.csv b/iris/tab_ddpm/1_1/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/0/train.csv b/iris/tab_ddpm/1_1/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/0/val.csv b/iris/tab_ddpm/1_1/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/1/synth.csv b/iris/tab_ddpm/1_1/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..38dea8cc19d19282dea37e3624845eaf3c5180bb
--- /dev/null
+++ b/iris/tab_ddpm/1_1/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.972235052075616,3.1605032503890658,1.2821395486906646,0.2,Iris-setosa
+1,4.921363967410573,3.328362000911125,1.4005229071036913,0.2,Iris-setosa
+2,4.871219909368394,3.1074531293205254,1.500362199159406,0.10000019239750561,Iris-setosa
+3,5.692633687543664,4.399998612132833,1.5116487863504293,0.39818526752829514,Iris-setosa
+4,5.551735109907834,2.7077758425620226,4.203286912038855,1.3187884803603784,Iris-versicolor
+5,5.0443172599965065,3.2700207806732027,1.2615827747834674,0.2,Iris-setosa
+6,5.433061653686208,2.635345564820676,4.187091267626927,1.3547257836945181,Iris-versicolor
+7,5.8088051370331755,2.7275852412876054,5.141255835566141,1.8868943830196452,Iris-virginica
+8,6.0535278346354735,3.428630567001762,4.467437721554637,1.582931534473434,Iris-versicolor
+9,4.866980377090427,2.415343468004724,3.234826309687766,0.896154988904762,Iris-versicolor
+10,6.565231817944548,3.051890983162453,4.421919144219321,1.3757572163993759,Iris-versicolor
+11,4.852728731015763,3.1244866690410773,1.484997961051254,0.10000011652197809,Iris-setosa
+12,6.466536573650233,2.931752529520816,5.520120363472945,1.8077696004606736,Iris-virginica
+13,6.6774500569146635,2.9944567855349713,5.009094362380878,1.7436087116869448,Iris-versicolor
+14,4.794382699865908,3.0355622884443547,1.3808761088047403,0.2,Iris-setosa
+15,4.40000060822922,2.8903577326719234,1.3870510419776796,0.2,Iris-setosa
+16,5.105948011945774,2.490409751448082,2.875997078721552,1.1199292675441033,Iris-versicolor
+17,5.456288437911259,3.4040530159026807,1.6960991055977204,0.2,Iris-setosa
+18,6.21237321471417,2.8124413815110962,5.063966763482147,1.6292874161420445,Iris-versicolor
+19,5.9758198525631645,3.01961397961895,4.973517086453516,1.808313789603126,Iris-virginica
+20,6.754220635328867,3.276182926851515,5.694930971502916,2.1921098964812353,Iris-virginica
+21,6.854571512973628,3.2805756348666817,5.672226116953076,2.5,Iris-virginica
+22,6.335170083738765,3.373580038916899,5.579637544731758,2.4130829174817907,Iris-virginica
+23,6.548522680473021,2.948970226840699,5.575541259465032,1.7969333748180918,Iris-virginica
+24,7.7,2.7676826683636233,6.7,2.0095577923521755,Iris-virginica
+25,4.9859435974203015,3.2327604006845276,1.4215525603450427,0.2,Iris-setosa
+26,5.163404145385259,3.532286653104243,1.4103557634634958,0.2,Iris-setosa
+27,7.011092626664644,2.992805928491665,5.866466257892973,1.880036770169397,Iris-virginica
+28,6.73709253050535,3.2797639322217718,5.783461672380878,2.1457482603739924,Iris-virginica
+29,5.8561248445873275,3.15054780001838,4.710022318069058,1.7689521638780281,Iris-versicolor
+30,6.244701206800244,2.991769776922327,4.504591470192387,1.3520419351739235,Iris-versicolor
+31,5.623486982349895,2.6157916650059394,4.198220004883783,1.243212044827041,Iris-versicolor
+32,6.353808326594183,2.731774075633208,4.877860946922739,1.7876478933742428,Iris-virginica
+33,7.163362047571465,2.9204496984402395,6.191862011037374,1.7759360119327638,Iris-virginica
+34,7.7,2.81802732888777,6.7,2.0271729528349622,Iris-virginica
+35,5.3200333050825,3.792470090440392,1.4308534953047736,0.37657352242477077,Iris-setosa
+36,6.165485506367708,2.8516154460150753,4.6989189837268235,1.7699115525015339,Iris-virginica
+37,5.376760240587626,3.903760846848079,1.2499301248970804,0.632494396420869,Iris-setosa
+38,6.187156266800914,3.2969361851953907,4.456302958187866,1.5129966026282498,Iris-versicolor
+39,4.568872217216475,3.6313739452621254,1.0,0.2,Iris-setosa
+40,5.103306556347356,3.404824581477295,1.2734437168808643,0.2,Iris-setosa
+41,4.840959875663009,3.0757764720440206,1.4939609152441087,0.10000022009231661,Iris-setosa
+42,5.109684784460861,3.324920290280344,1.6872027361673025,0.38962391714421307,Iris-setosa
+43,6.54334766130613,2.955696931719126,4.382972774999219,1.377381770970362,Iris-versicolor
+44,5.925507013452939,2.8617334826348007,4.254247302356907,1.2860994643896202,Iris-versicolor
+45,5.3769544689062965,3.874205908994805,1.9773259520708875,0.38393713638456684,Iris-setosa
+46,6.366587908331874,3.3869025971101383,5.589645603831553,2.40548661707158,Iris-virginica
+47,5.042375209258631,3.188364987820153,1.526438907415907,0.22899300649639653,Iris-setosa
+48,5.41717464615087,4.1868597270692405,1.4091703782747333,0.2,Iris-setosa
+49,5.172410695242459,3.4774906222213473,1.4943107266651767,0.2,Iris-setosa
+50,5.8669066746066045,3.18893430176069,4.805403908631228,1.7922109194287277,Iris-versicolor
+51,4.918929330324381,3.0652236213794626,1.378355298277526,0.2,Iris-setosa
+52,5.454895290294099,2.659151932739198,4.124617919562417,1.327237496805008,Iris-versicolor
+53,6.292906485655466,2.7771818347856443,5.155539785384144,1.4958598244940304,Iris-virginica
+54,5.740297630976693,2.6199295065459753,5.072122735232792,1.953661447059825,Iris-virginica
+55,5.111118902756309,3.5762119474003904,1.404984581775796,0.32352697917376,Iris-setosa
+56,6.389546495783007,3.0915376537838246,5.493948047887788,1.814603696799864,Iris-virginica
+57,6.0445753166426455,2.9705297706529232,4.439774122777793,1.351210565430646,Iris-versicolor
+58,6.303441454845092,2.9930557609182635,5.503158039434645,1.8098614988419137,Iris-virginica
+59,5.215897948350017,3.4337984806798585,1.413031024168593,0.2,Iris-setosa
+60,5.951216077617071,3.0047681927001886,4.526696427527537,1.4196424148893128,Iris-versicolor
+61,6.216931910522704,2.75492821482537,4.8825042917235395,1.8183453829897682,Iris-virginica
+62,5.081374344580423,3.7481321496401483,1.8519483872113205,0.2908211692198605,Iris-setosa
+63,4.765726878627129,3.3985819705347824,1.4812289796451512,0.3032497750768431,Iris-setosa
+64,4.4,2.957284054552682,1.4005741497043989,0.2,Iris-setosa
+65,5.487866252385196,3.002415233693297,4.540133159913474,1.5021509787498681,Iris-versicolor
+66,5.053005854358274,2.4408826314797367,3.451541165235934,1.0175524051897185,Iris-versicolor
+67,4.8107581188493205,2.371344875555998,3.271177930990504,0.9986058463637414,Iris-versicolor
+68,5.128621063149829,2.477110936892958,3.266448094615228,0.9305083510301851,Iris-versicolor
+69,4.991770236822776,3.18104649363547,1.2465662637471244,0.2,Iris-setosa
+70,5.2217272967492105,3.4013179971778573,1.4605523658778352,0.2,Iris-setosa
+71,5.5341552067159885,2.412409202769777,4.040278722806678,1.177899932765392,Iris-versicolor
+72,5.0815353086229695,3.272053860197412,1.614448404253265,0.3523761441218619,Iris-setosa
+73,5.5675647546980285,3.0385848385819934,4.600794292557161,1.5326101398776644,Iris-versicolor
+74,5.432419296900763,2.4155783061862888,3.5947051449603213,0.9479007844639263,Iris-versicolor
+75,5.47043465990785,2.955848148363827,4.316075488627982,1.480014908910735,Iris-versicolor
+76,4.909042564212159,2.4115959893332057,3.206965926651911,1.028039102025259,Iris-versicolor
+77,4.4,3.0588530616285063,1.395482715399892,0.2,Iris-setosa
+78,4.9292420214272665,2.433891595934707,2.974109311394654,0.9580704842769712,Iris-versicolor
+79,7.7,2.7699712099327676,6.7,2.0390205460612645,Iris-virginica
+80,5.077366562797309,3.530319611849384,1.4020809395090523,0.3433614552657081,Iris-setosa
+81,5.082049978260896,3.331718418218407,1.3312149471114365,0.2,Iris-setosa
+82,6.074776265119386,2.61189393214323,5.570110517938385,1.3939008786891334,Iris-virginica
+83,6.01904861266058,3.343825733294086,4.438237861311157,1.5129053788336828,Iris-versicolor
+84,6.188998083746163,2.6993872445193845,4.99890330211501,1.8625397796054948,Iris-virginica
+85,7.7,2.8128087539869275,6.7,1.9948151379190424,Iris-virginica
+86,6.3720573224118136,3.3956576701208387,5.57075423026079,2.3719888863220966,Iris-virginica
+87,7.314668259011009,2.889130256868205,6.358674840266643,1.7924810877252275,Iris-virginica
+88,7.7,2.830870787439924,6.7,1.9717558164801268,Iris-virginica
+89,4.4,2.9555602298263435,1.3490582622534437,0.2,Iris-setosa
+90,6.087562169191695,2.5794157616497966,5.640139063033499,1.381825140378167,Iris-virginica
+91,6.0594432198719765,3.2913449443860294,4.539756488669469,1.6319257251366874,Iris-versicolor
+92,6.258140169125823,2.6689735026128014,5.000683046554052,1.596458900535465,Iris-versicolor
+93,6.610673207695979,2.982439100089761,4.34285609946638,1.3777579183649573,Iris-versicolor
+94,6.284753906681597,2.5155254064439045,5.007143527173182,1.8965664926282693,Iris-virginica
+95,5.421212634757813,2.9882517080990234,4.479394776523522,1.487221173458775,Iris-versicolor
+96,5.119846616669382,3.483645363785861,1.330017513572762,0.2349277093544451,Iris-setosa
+97,5.825295644728253,2.774297704761913,5.12942591871442,1.9108578212565652,Iris-virginica
+98,6.256146375643405,2.8533639818281715,5.010854371133972,1.6468131766512835,Iris-virginica
+99,6.436312250328821,2.8594842712932986,5.548122571628144,1.8314796743931654,Iris-virginica
+100,7.7,2.818202385037018,6.7,2.052354812618531,Iris-virginica
+101,5.929900026427431,3.3132848060765037,4.680401760151317,1.6623007771828948,Iris-versicolor
+102,5.74479573837544,3.0505518443239095,4.488328179823486,1.5074150788768512,Iris-versicolor
+103,6.116432631456287,2.9475698950177747,4.760354649061854,1.760987415728248,Iris-virginica
+104,6.628760425250313,3.0001495206204147,4.3685051858177415,1.3973857363816995,Iris-versicolor
+105,5.98203219016993,3.1959032842536734,4.454583798984849,1.5072953929077082,Iris-versicolor
+106,5.423432052414425,2.952849207669551,4.218840575628247,1.3769423854430773,Iris-versicolor
+107,5.621644312456229,2.9934801645936595,4.067226057835066,1.3435467392279639,Iris-versicolor
+108,6.451458018403817,3.0363838832362475,5.45760903463499,1.8099617600367284,Iris-virginica
+109,5.340008033022721,2.5121576991237506,4.128091520406752,1.1057055486894218,Iris-versicolor
+110,7.699998640023998,2.774123070367755,6.699998883713827,1.9738056681633334,Iris-virginica
+111,6.954684917663758,3.180094206385312,5.689965605719167,2.2922781910769827,Iris-virginica
+112,7.7,2.7522584323038566,6.7,1.9994897455097782,Iris-virginica
+113,4.5493591899452435,3.207414178343831,1.3543428628512542,0.2,Iris-setosa
+114,4.526829018664073,3.325187249801758,1.3774491141823515,0.27433966640404095,Iris-setosa
+115,4.880547959788894,3.1019694628870607,1.518161142677097,0.1,Iris-setosa
+116,7.7,2.768188101157888,6.7,1.9910385086656757,Iris-virginica
+117,5.219615051915592,3.4407009933788695,1.4075083328492175,0.2,Iris-setosa
+118,5.422487452805522,3.9417270799212663,1.4368637316684432,0.2,Iris-setosa
+119,6.117088345063773,3.274920329106636,4.504924396756442,1.5270241516317238,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/1/test.csv b/iris/tab_ddpm/1_1/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/1/train.csv b/iris/tab_ddpm/1_1/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/1/val.csv b/iris/tab_ddpm/1_1/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/10/synth.csv b/iris/tab_ddpm/1_1/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..44de73f8a2dcc96605cfc81c76afa8ebd9edf5fe
--- /dev/null
+++ b/iris/tab_ddpm/1_1/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.29993053295994,2.49792648254619,3.4155614178328193,1.195680013082507,Iris-versicolor
+1,6.030884229485524,2.700420759847881,5.24869323256672,1.6279623630633755,Iris-versicolor
+2,6.0045789231191025,2.902348086738004,4.9022968511636895,1.8356647503191605,Iris-virginica
+3,5.9996391599946675,3.395145964139625,4.44780755929081,1.5931384734269618,Iris-versicolor
+4,6.646003238248464,3.2667565082599577,5.656463544733764,2.499994672937364,Iris-virginica
+5,5.805903937925777,2.975823118316541,4.2227773483460185,1.4090856783013745,Iris-versicolor
+6,4.895710524757892,2.427993103896782,3.0587756429095494,0.8207266979914298,Iris-versicolor
+7,6.659572549243768,3.0864770368891414,4.42564644483308,1.4116063091326458,Iris-versicolor
+8,5.252519090033795,3.6965915893302865,1.5785083599719056,0.3297482838220091,Iris-setosa
+9,6.529009154674805,3.093631258235941,5.52700009986898,1.9382737492076305,Iris-virginica
+10,6.341464393178003,2.290072150152794,4.474555906190386,1.2843050657530706,Iris-versicolor
+11,6.0892517714903915,3.139072871017172,4.425283059308898,1.655455399871952,Iris-versicolor
+12,4.9744417875956985,3.231528110594748,1.4071187364445739,0.2,Iris-setosa
+13,6.35886614901304,2.5753202878018038,5.095182755482147,1.908332393371245,Iris-virginica
+14,5.0457606165168665,3.5936292116677295,1.4302959353956242,0.37983180913598014,Iris-setosa
+15,5.257120525039884,2.4252788164669066,3.497151363853402,1.0884323039271848,Iris-versicolor
+16,5.09094856044048,3.748165216645303,1.647580162250545,0.2,Iris-setosa
+17,5.992187061304814,2.2,5.030215596007735,1.48366150798297,Iris-virginica
+18,5.827937099961552,3.045827666036927,4.251171942855342,1.5077194149575504,Iris-versicolor
+19,6.01536797808383,3.358443215431837,4.439191983745444,1.5420733267803435,Iris-versicolor
+20,5.111876745287968,3.6347222688970935,1.6340830270829094,0.3562990504307117,Iris-setosa
+21,5.117087909860379,3.314536436112649,1.7933771538511158,0.3541598319985821,Iris-setosa
+22,5.996026778335543,3.088816976130557,4.571682002974613,1.5056040688015224,Iris-versicolor
+23,5.898189986947041,3.1626001801149566,4.735664161564291,1.6958924988831365,Iris-versicolor
+24,5.815213194239503,2.7570770123710244,5.105178861362057,1.8862773130855819,Iris-virginica
+25,7.7,2.766401433504975,6.699998815678249,2.0225904718239898,Iris-virginica
+26,5.113865602119811,3.4947159986039367,1.2989061865991542,0.31411215324057984,Iris-setosa
+27,7.6999990268087135,2.755448976573462,6.6999981737409655,1.9343197366685216,Iris-virginica
+28,5.244001323376479,3.745153972295438,1.3086594159509237,0.42046006988539586,Iris-setosa
+29,5.997059160538061,2.20000035771941,4.954925939876534,1.4926627226556386,Iris-virginica
+30,4.492046462760663,2.318559780877324,1.314002413986343,0.2793547497088665,Iris-setosa
+31,5.3524023290185445,3.9078500926871182,1.7253147313550603,0.39143424574519275,Iris-setosa
+32,6.3124813363627705,2.6776841154084545,4.923655581639433,1.7750682915609453,Iris-virginica
+33,7.233972257007737,2.974721417643979,6.065227910376039,2.0800952558820387,Iris-virginica
+34,5.3921251674776824,4.104279365976488,1.4063970028938855,0.2,Iris-setosa
+35,6.348948826841247,3.408652531170007,5.645151828077736,2.4021409846009982,Iris-virginica
+36,5.970173675334702,3.4203069292954975,4.530504154151119,1.645063144717699,Iris-versicolor
+37,5.177087718936085,3.727918436430061,1.6897031110186482,0.39938440805553704,Iris-setosa
+38,5.273736785359664,3.4407292971407704,1.5859349667346687,0.2,Iris-setosa
+39,5.988745002026997,2.6729317322960324,5.018091003852967,1.513545776213218,Iris-versicolor
+40,6.03579784822036,2.9281737884582073,4.450656493918027,1.3165626031007807,Iris-versicolor
+41,6.668878929104497,3.2756910794060192,5.668902385273956,2.079588915775945,Iris-virginica
+42,6.523030054151114,2.8621015541286665,5.00932551284077,1.6912574820034543,Iris-versicolor
+43,5.754181848945496,2.6523605384173448,5.076302777524879,1.9390734244216379,Iris-virginica
+44,5.536768102756149,4.212666517656642,1.4107230474496646,0.2,Iris-setosa
+45,5.571425920476916,2.418298458752203,3.8568484621697516,1.09757839012362,Iris-versicolor
+46,5.122110950382576,3.7854267825407404,2.0336178924502897,0.5625406433993635,Iris-setosa
+47,5.368159382777195,3.989980067703346,1.440976079977922,0.2,Iris-setosa
+48,5.724674176574174,2.596436763351089,4.3053533074217825,1.187925148046668,Iris-versicolor
+49,6.010140156498607,2.9993259415299227,4.755394039986972,1.7914439215647415,Iris-virginica
+50,5.785929493561754,2.6193488989194904,5.092284247435421,1.9206796564401616,Iris-virginica
+51,6.402122224123985,2.523175124811934,4.840748428611558,1.528780193630276,Iris-versicolor
+52,5.393625743158539,2.972333242253442,4.38451899773022,1.45882860096529,Iris-versicolor
+53,6.3607544978181005,2.4508037839579475,4.811825703492018,1.4683144144230518,Iris-versicolor
+54,5.67233561959174,2.8201958463798085,4.524965835181453,1.3237852311703695,Iris-versicolor
+55,5.779132516631493,2.6376405051786196,5.064033224425635,1.932453698072061,Iris-virginica
+56,5.884826679998221,3.199417781866701,4.71555985525762,1.7312299554264208,Iris-versicolor
+57,5.918890780613311,3.215735236559981,4.677840388592513,1.6773672798024004,Iris-versicolor
+58,5.751656842263268,2.5971516985219725,5.068136419215387,1.9473059217486388,Iris-virginica
+59,6.4775805147558945,2.9488135029202067,5.440102109758269,1.8401183232680685,Iris-virginica
+60,6.292778528469256,2.3889839284099836,4.662253701627403,1.4136447709628324,Iris-versicolor
+61,6.0236782105449675,2.533808664697518,5.0699349631282375,1.9248473389920062,Iris-virginica
+62,5.851348494450265,2.9669984078735414,5.119540777495006,1.8187289593760323,Iris-virginica
+63,6.268840516767274,2.8193378884717166,4.813773696803423,1.731738540744522,Iris-virginica
+64,5.608125057640403,3.0611242490784156,4.641524977183937,1.5283802277759644,Iris-versicolor
+65,5.1682374108248315,2.564441507482435,3.1823687039928483,1.3059536003299392,Iris-versicolor
+66,4.400001025202792,3.256462813836566,1.307631697555105,0.2,Iris-setosa
+67,5.890931298167405,2.510774373868167,4.577448964852601,1.318971736956649,Iris-versicolor
+68,5.04531053702459,3.4150335575427384,1.5248186326368682,0.2,Iris-setosa
+69,6.535079009577529,2.9468684603291675,5.5386298178636935,1.8222742063299804,Iris-virginica
+70,7.131039001930911,2.8940557977749477,6.135404274679573,1.8429948077335039,Iris-virginica
+71,6.665966026302398,3.110426551966463,4.446943402085392,1.419849969695675,Iris-versicolor
+72,6.4100631719349765,2.7560647793385784,5.545756276020496,1.8576660715161837,Iris-virginica
+73,5.477059496530672,2.9593600505942725,4.161074251140352,1.3770503119449828,Iris-versicolor
+74,4.887518871945444,3.5229526145433283,1.4280566951826719,0.2,Iris-setosa
+75,4.691391659564906,3.199634931065867,1.4184249880887148,0.2,Iris-setosa
+76,5.141985371964103,3.405031424578587,1.4245266339167926,0.2,Iris-setosa
+77,4.4,2.955889289711933,1.4152651310567863,0.2,Iris-setosa
+78,5.259999596898087,3.56050039975349,1.538790687730888,0.2,Iris-setosa
+79,4.966982723426527,3.136020177977127,1.1959735346352443,0.2,Iris-setosa
+80,5.010881500068989,3.4398107802069298,1.526390838051387,0.2,Iris-setosa
+81,6.023057780185752,2.9940394502487795,4.133485703909685,1.353516122730466,Iris-versicolor
+82,5.1906044984555075,3.847003734758526,1.813958834209663,0.3969939860938523,Iris-setosa
+83,4.594364477322177,3.622258272891538,1.0000004705956804,0.2,Iris-setosa
+84,4.959963852527029,3.1419586882085833,1.3507137166348138,0.2,Iris-setosa
+85,4.95709616714658,3.557348398963471,1.3334177619760998,0.2,Iris-setosa
+86,6.607452050376207,2.96861789159626,4.356502561382978,1.4145366431499948,Iris-versicolor
+87,5.9324653879113445,3.0418800462325866,5.183431315781002,1.834848372590736,Iris-virginica
+88,6.165405101180067,2.8019876079425456,4.92656894161317,1.7780029276150757,Iris-virginica
+89,5.098196712330645,3.710646254208277,1.4775132485545766,0.45820576400279056,Iris-setosa
+90,4.5929121029948785,3.6516096459910603,1.0000007800226194,0.2,Iris-setosa
+91,6.263369610643472,2.308564276961157,4.452075890116072,1.3008049395353145,Iris-versicolor
+92,6.014349350229398,2.7034379631862726,5.1070408645245,1.6522850537533438,Iris-versicolor
+93,5.211665337782897,2.7700511007905146,4.059332688783018,1.4380552751227411,Iris-versicolor
+94,5.846083166239183,2.7313368318683913,5.207526968007194,1.870936355894831,Iris-virginica
+95,7.5702065336559246,2.8842418528689544,6.548417453591761,1.8741512920348427,Iris-virginica
+96,5.096493668603589,3.4817976512316413,1.589456859615921,0.2,Iris-setosa
+97,7.7,2.8876275269668596,6.7,2.0535918651977116,Iris-virginica
+98,6.727227053797187,2.9907440298610584,5.501627090150125,2.061124596122732,Iris-virginica
+99,5.451776996515095,2.4170074638239356,3.590466053119016,1.0820251191332368,Iris-versicolor
+100,5.264635291542759,3.598322792014813,1.3009193024143468,0.34894917872420456,Iris-setosa
+101,7.023768272819234,3.008765505145596,5.74864214075049,2.0939434482958297,Iris-virginica
+102,5.97977200190243,3.433068047793152,4.4266869780461935,1.5849643457555602,Iris-versicolor
+103,5.325484500607834,3.838144343634746,1.6353446456997196,0.41486292960038385,Iris-setosa
+104,5.034896057994022,2.4859840506633817,3.426544167105206,1.1985581629465685,Iris-versicolor
+105,5.721220574913962,2.6547790318186264,5.093283193922363,2.288410626211126,Iris-virginica
+106,4.400001204135227,2.9179927313893117,1.4028602203342777,0.2,Iris-setosa
+107,7.3039538560587935,2.9701567394598505,6.180420441316331,1.9666664156703555,Iris-virginica
+108,4.574607009915631,3.629853844431905,1.000000366807842,0.2,Iris-setosa
+109,5.487732295054251,2.529919170148864,4.272022999729444,1.149225948295527,Iris-versicolor
+110,6.657380672906266,3.029784118043077,5.74102395541332,1.8030584448662,Iris-virginica
+111,4.966798199338452,3.4914623053325244,1.346630380142518,0.2821479139552249,Iris-setosa
+112,5.277774497263238,3.501431286691028,1.5753143352608474,0.2,Iris-setosa
+113,5.000953990164023,3.2176135130285872,1.3795112863943433,0.2,Iris-setosa
+114,6.668008780114968,3.083701954320026,4.492364896452951,1.4310347177696467,Iris-versicolor
+115,5.779609557758354,2.6831424068934004,5.096571666470089,1.9109281297667933,Iris-virginica
+116,4.400000811075805,2.8629153903895785,1.408986335923011,0.2,Iris-setosa
+117,6.696177375734675,3.1045613028153287,4.478174334260897,1.444107363246489,Iris-versicolor
+118,5.107312298156018,3.3465124489014837,1.3028168096510313,0.2,Iris-setosa
+119,5.073351012716003,3.3469006440538,1.4810334225004813,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/10/test.csv b/iris/tab_ddpm/1_1/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/10/train.csv b/iris/tab_ddpm/1_1/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/10/val.csv b/iris/tab_ddpm/1_1/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/11/synth.csv b/iris/tab_ddpm/1_1/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6f09189742656b0f5d24ffd7e85f63d0a8293f08
--- /dev/null
+++ b/iris/tab_ddpm/1_1/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.130259855776045,3.5467247891062184,1.4168249577580614,0.35901825023243383,Iris-setosa
+1,6.356950351327101,3.3775176043183133,5.611129816252128,2.3704718358757337,Iris-virginica
+2,6.512338331198922,2.9563995503639915,4.444128280020557,1.3767221372217302,Iris-versicolor
+3,5.471688577092138,2.662828128906885,4.228965324723727,1.30937892038574,Iris-versicolor
+4,5.046821702817382,2.468409815503723,2.676939178738275,1.2224796859588434,Iris-versicolor
+5,4.894354004561655,3.1248368706011744,1.5110824277625805,0.10000022375126211,Iris-setosa
+6,4.844202822299273,3.0602451993550885,1.5240945495691287,0.10000016937506057,Iris-setosa
+7,4.973028613377205,3.1113587408669137,1.2071588112857876,0.2,Iris-setosa
+8,5.778046665366213,2.7095448807995264,5.115740839078246,1.8877843715713245,Iris-virginica
+9,5.419214693158046,2.982188600546438,4.565240011711358,1.4938576606082112,Iris-versicolor
+10,7.033994644836403,3.0962708849016547,5.762486837044106,2.238262925483473,Iris-virginica
+11,5.827733417219678,2.690656868464054,5.0859836358917985,1.903627868280703,Iris-virginica
+12,6.388152466634111,2.743501031897432,5.336550731147153,1.8878195897132097,Iris-virginica
+13,5.13306641781058,2.4982255761280268,3.4045379261339326,1.023565093714628,Iris-versicolor
+14,5.151635377828549,3.783831855298626,1.6723401246951177,0.5664641539975858,Iris-setosa
+15,5.310950615786375,3.715626201099929,1.5902664310882066,0.2,Iris-setosa
+16,6.82653084244455,3.077020427874809,5.580125508672696,2.2065828877601494,Iris-virginica
+17,4.874161213948506,3.1009155102244628,1.4872681157290106,0.10000011216266075,Iris-setosa
+18,5.717977878029193,2.537908797442911,5.036930096642562,1.980874789227639,Iris-virginica
+19,5.929647414950923,3.1694446519231882,4.407145561205502,1.526446329472487,Iris-versicolor
+20,6.206605451923497,3.036804485685651,4.316927406244928,1.414028056757893,Iris-versicolor
+21,6.319982789238824,3.428267032318609,5.573660867317256,2.4121416351930773,Iris-virginica
+22,6.7123423782419005,3.3039648146601373,5.664746252804522,2.499999434433848,Iris-virginica
+23,7.7,2.8603416876617587,6.7,2.0749667743421187,Iris-virginica
+24,5.8880093290569295,2.9575067387258436,5.232863059108954,2.473517528309694,Iris-virginica
+25,7.7,2.777369853064622,6.7,2.067660146383227,Iris-virginica
+26,5.823882285025479,2.4101776794317797,4.214510522558635,1.2778162927152557,Iris-versicolor
+27,6.992039363937686,2.9593356210053243,5.897559968748896,1.917341375758544,Iris-virginica
+28,4.973067509718049,3.2934591233622577,1.4041392270009512,0.2,Iris-setosa
+29,6.726477382879879,3.0591423497502026,4.501550933345462,1.3869121123698767,Iris-versicolor
+30,6.24993605153741,2.3291986366334774,4.4646234450870885,1.292618539413543,Iris-versicolor
+31,6.006561793973256,2.6966753471397564,5.17745922007324,1.6414795915980243,Iris-versicolor
+32,5.477957219842081,4.14731463247085,1.2974885784220846,0.20943101896559185,Iris-setosa
+33,5.323171625498014,3.4469404743515546,1.626612338942547,0.2,Iris-setosa
+34,5.089065834928498,3.3248274623245573,1.7646408755734526,0.5421443392039222,Iris-setosa
+35,6.100610672984502,2.9289264420068846,4.897600984161844,1.7917581179277104,Iris-virginica
+36,6.172234685173349,2.830415261579288,5.471819470411005,1.5642420744236682,Iris-virginica
+37,4.784483606683328,3.39718220244111,1.588482614174456,0.2,Iris-setosa
+38,4.796796934123702,3.485395709508292,1.3610643707194332,0.33052640016733725,Iris-setosa
+39,5.161854544079462,3.3908782010529426,1.5429667135733725,0.2,Iris-setosa
+40,5.177431916324225,2.7251803209580503,4.060220628375518,1.4193157109196621,Iris-versicolor
+41,6.696851880448474,3.3035181541830565,5.636060075920218,2.5,Iris-virginica
+42,5.634847926786725,2.429371830660794,4.087934116017725,1.064173868661645,Iris-versicolor
+43,5.0220192111485025,3.5920522772355055,1.4245954833347472,0.2,Iris-setosa
+44,5.339539246315857,3.9431678291904824,1.4453462553120755,0.2,Iris-setosa
+45,5.322268122079049,2.4259891985977626,3.696833696478934,0.8354998363225483,Iris-versicolor
+46,4.4,3.1954979635532608,1.2841727178646265,0.2,Iris-setosa
+47,4.854796139808949,3.1028941912137316,1.5193670320249097,0.1,Iris-setosa
+48,4.4,3.217955142866088,1.298083684649714,0.2,Iris-setosa
+49,5.4512449641272696,2.3889622066788205,3.4748109299923327,0.9923151245630902,Iris-versicolor
+50,5.934297792665303,3.2699633044095786,4.65779802713215,1.6690258411080168,Iris-versicolor
+51,5.076317540392055,3.3649102187995483,1.4046171042431503,0.2,Iris-setosa
+52,6.799780757971474,3.016951241154171,5.481938733292271,2.1267184153157346,Iris-virginica
+53,6.242338687068823,2.8954311250798344,4.43258796443568,1.3113121187366161,Iris-versicolor
+54,6.6688336093260805,3.2869394578693596,5.75468388415485,2.4999994404046353,Iris-virginica
+55,6.3087296294557,2.565498809966344,5.097222182430733,1.899987314210557,Iris-virginica
+56,5.989663459968827,3.4120414259072995,4.546575971540626,1.6295650269219017,Iris-versicolor
+57,4.4000004677874385,2.994214239060288,1.3610905046842579,0.2,Iris-setosa
+58,5.0747586950776915,3.8612770841113795,1.7743874754479905,0.23048343616697692,Iris-setosa
+59,7.7,2.743940774213738,6.7,1.9912929789510232,Iris-virginica
+60,6.046291439622503,3.3797436948878756,4.4202741195897435,1.5790953787965794,Iris-versicolor
+61,6.284546216674004,2.3305771519174936,4.483760496940516,1.3165844771620365,Iris-versicolor
+62,6.582351989339981,2.807710610327922,5.2633918848760795,1.965374747667521,Iris-virginica
+63,4.653099294438596,3.3127650759286884,1.4091612518591108,0.2,Iris-setosa
+64,6.509861245764902,2.9230104963462282,5.539273410973055,1.833733392556815,Iris-virginica
+65,6.068518794841199,2.5547440928664735,4.70988182189733,1.3970371508773094,Iris-versicolor
+66,6.732756329232013,3.009012255450861,5.015846084781282,1.7103280039920872,Iris-versicolor
+67,6.749882777515237,3.1778117516941227,5.58331863186103,2.095956828300108,Iris-virginica
+68,5.008545570508976,3.5110326634664952,1.369173021850847,0.3099226383556971,Iris-setosa
+69,5.907946197427911,2.2,5.012233807351308,1.477047459213152,Iris-virginica
+70,6.34274856195521,2.5351435607512114,5.029837580462578,1.897925429869103,Iris-virginica
+71,6.325436969395675,2.5632844018916825,4.930396274944927,1.8313815985446125,Iris-virginica
+72,4.6657219846820235,3.1836723499757795,1.3505236601458521,0.2,Iris-setosa
+73,6.793530401441036,3.0857820338523565,5.570382115896469,2.1403690569649663,Iris-virginica
+74,5.919144385362103,2.9144639003648387,4.595340003157007,1.3419000695620935,Iris-versicolor
+75,5.846407333945312,2.854241143097929,5.1141138090346985,2.4609036681321905,Iris-virginica
+76,5.477500073584448,4.150230135425452,1.3503593896941013,0.2,Iris-setosa
+77,6.55676083651362,2.975599869661202,4.338085531488425,1.355721381313439,Iris-versicolor
+78,6.00011809758702,2.6855114901989645,5.110277750771837,1.6222510677614184,Iris-versicolor
+79,5.698652552970267,2.580701209396276,5.043752017685496,1.974782828806393,Iris-virginica
+80,5.222396440263923,3.3786766698779434,1.5788126112900214,0.2,Iris-setosa
+81,6.658445223458831,3.05792234950331,4.535819351203985,1.4406416375963786,Iris-versicolor
+82,5.272965290149925,2.823737948777475,4.14568099689518,1.4581709635290243,Iris-versicolor
+83,6.037394793006466,2.6800782580017524,5.0774188511012515,1.563852174713894,Iris-versicolor
+84,5.80889792956443,2.8019927868372636,5.145587407751321,1.8814134288848439,Iris-virginica
+85,4.9844275553800035,3.2171002550972014,1.2514405122418715,0.2,Iris-setosa
+86,6.042670943867633,2.2000332204357798,4.981641966515098,1.5397590361982236,Iris-virginica
+87,5.087550026253729,3.720073700565813,1.9196148599274696,0.4090194997962253,Iris-setosa
+88,5.401822065247955,2.4346281467026705,3.597425970839484,0.9720159509875927,Iris-versicolor
+89,5.8969750817341495,3.212916371509169,4.792378574874025,1.7309011331562698,Iris-versicolor
+90,5.7422574202304455,4.4,1.513282711767083,0.539232493749909,Iris-setosa
+91,5.642647348722166,2.9834452518954673,4.397791492863858,1.373514209256065,Iris-versicolor
+92,5.0532053224756135,3.753385795695141,1.6399008649926172,0.2,Iris-setosa
+93,5.114959054154116,3.8124087524527677,1.7875740281066828,0.3887439937116489,Iris-setosa
+94,4.989112917547721,3.5074740438251233,1.2820575989363905,0.28004065332953026,Iris-setosa
+95,6.367093816876418,3.1389239218678253,5.520870957555676,2.4998931167199987,Iris-virginica
+96,5.0601262844552535,3.4830260067234624,1.618216835253189,0.49854770045821395,Iris-setosa
+97,6.242733246454356,2.4428829494673687,4.986989317253821,1.9113995305243405,Iris-virginica
+98,5.310011523838509,3.38927739193236,1.578427990365483,0.2,Iris-setosa
+99,5.806636814056391,2.7916121831500966,5.192946944024005,2.3840528005234165,Iris-virginica
+100,6.678512865412642,3.0010964022634274,4.993711377100035,1.6701740262356308,Iris-versicolor
+101,5.443288381059768,2.8965254281816604,4.140803871315604,1.3427374470848596,Iris-versicolor
+102,4.994076941383561,2.4916855521706816,3.1306153863294,1.2763841855584563,Iris-versicolor
+103,5.827842345984382,2.7534467243825826,5.177251927597949,1.8735126381835183,Iris-virginica
+104,5.466904730906753,2.5189390323770526,3.905268277995706,1.2354379230175248,Iris-versicolor
+105,5.062586185363176,3.270128441345868,1.8856236685021697,0.5182022289403732,Iris-setosa
+106,5.855833816152725,3.0196438786282775,4.358093203204561,1.4698082764191096,Iris-versicolor
+107,5.35864745018351,2.9270791101164124,4.142078426836759,1.4229107033725816,Iris-versicolor
+108,6.436590397649707,2.70374037868638,5.326806684582034,1.9048131150452179,Iris-virginica
+109,6.685021101561205,3.0257022743379585,4.42111150404875,1.3960918128103104,Iris-versicolor
+110,5.892964302988477,2.9294683539453836,5.228941237003626,2.477261097854409,Iris-virginica
+111,6.649773721570433,3.0178146194613635,4.43569688198673,1.3968023230633966,Iris-versicolor
+112,5.895008788958853,2.971478081303557,4.411169098387001,1.4008119550033271,Iris-versicolor
+113,6.285490579549435,2.8022879373216845,5.557165828246647,1.6766702544282468,Iris-virginica
+114,4.581350601916037,3.666556972912809,1.0,0.2,Iris-setosa
+115,7.167508025391605,2.992540444290704,6.02636739565031,2.054512342455106,Iris-virginica
+116,5.254663034438964,3.7206833856665553,1.5864525994746803,0.39849556664530444,Iris-setosa
+117,6.17615701843009,2.6765664426854134,5.4341836297055135,1.5245218243769503,Iris-virginica
+118,6.274675507377094,2.5765853313881477,5.044979464569974,1.8994442073697992,Iris-virginica
+119,6.9684418103392485,3.094789104787686,5.615814781628509,2.258818540105308,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/11/test.csv b/iris/tab_ddpm/1_1/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/11/train.csv b/iris/tab_ddpm/1_1/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/11/val.csv b/iris/tab_ddpm/1_1/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/12/synth.csv b/iris/tab_ddpm/1_1/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..97a66f8fa1d0f36485c689cadd42de6d1b271a27
--- /dev/null
+++ b/iris/tab_ddpm/1_1/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.004260314325116,2.9836294661417972,4.945194370800994,1.8097140631046316,Iris-virginica
+1,6.65549626186112,3.0348306903142355,4.427065103874473,1.392520683943383,Iris-versicolor
+2,5.635028850588891,4.4,1.4974901445412943,0.41262099156235205,Iris-setosa
+3,5.0739338841613275,3.3398561779975386,1.44874818133165,0.2,Iris-setosa
+4,5.820042369416324,2.8210671923620136,5.08211004000473,1.8944541936922943,Iris-virginica
+5,6.05006743322956,2.6402251173737405,5.025519188198007,1.5237861129651,Iris-versicolor
+6,5.911290169875232,3.1538293363101206,4.565079823765934,1.6337207697339224,Iris-versicolor
+7,6.193922968275799,2.736970430537546,4.280868589617576,1.2148225729504092,Iris-versicolor
+8,6.364750788679121,3.2817980796667015,5.5676019531683565,2.2560926973444655,Iris-virginica
+9,4.893943504540167,3.0976634949783755,1.4900566065855618,0.10000010494668593,Iris-setosa
+10,5.025936773321964,3.341933805930034,1.477680389724865,0.2,Iris-setosa
+11,5.373631723105148,3.8753761790478345,1.2930156957350678,0.38955320327207277,Iris-setosa
+12,7.302771573337592,2.9281272399038283,6.292063818011485,1.8445921680188442,Iris-virginica
+13,5.766355470479085,2.3923008119177855,4.1094865531705835,1.2657166624605876,Iris-versicolor
+14,5.302470394050368,2.8794438545325574,4.248619868880602,1.4363723349419022,Iris-versicolor
+15,5.441914363459825,2.4677990041998847,3.9256015827899393,0.9528577740547576,Iris-versicolor
+16,6.140082694093152,3.06353216740831,4.960373606586652,1.7091660645200064,Iris-versicolor
+17,5.091583137342789,3.2730664821127666,1.6992694591326531,0.5544084433041175,Iris-setosa
+18,5.193109407482286,3.665749477255736,1.5488627987007664,0.2,Iris-setosa
+19,5.291492668466997,3.939506196784004,1.487891444404916,0.2,Iris-setosa
+20,6.8141380590050735,3.0338155206234783,5.55790863768314,2.13731164812561,Iris-virginica
+21,6.406302664028122,3.1211976389959313,4.538806634382272,1.4780837945560383,Iris-versicolor
+22,6.325932489094834,2.472505601204516,5.0097107869740265,1.8865018959166575,Iris-virginica
+23,5.006154271676475,3.1949477728284776,1.2636953856179771,0.2,Iris-setosa
+24,5.454255786822181,2.966679404331552,4.453938665269993,1.4620660863536743,Iris-versicolor
+25,4.606564845051834,3.3369039342471543,1.400074804841367,0.20480083300442323,Iris-setosa
+26,4.533429264590836,3.3832982999530676,1.374226728490282,0.2722042245249772,Iris-setosa
+27,6.602112270678128,3.0250830679018232,4.405279270336123,1.3904664475620518,Iris-versicolor
+28,4.400008761178333,3.244410773646483,1.3197522120958138,0.2,Iris-setosa
+29,5.872989823495231,2.689517482809026,4.391894730059428,1.2901393475026164,Iris-versicolor
+30,5.8037142478155825,2.727413191926244,5.0551951481687025,2.270917618272528,Iris-virginica
+31,6.230669237627632,2.690399203084261,5.056705591876749,1.8165301602855746,Iris-virginica
+32,4.9487836875963955,3.5693927120581086,1.4019326385330275,0.2,Iris-setosa
+33,5.108769891495441,3.3265840046436086,1.6586736392993646,0.5149408459960323,Iris-setosa
+34,5.137474277181593,3.340456836935259,1.3158856757451929,0.2,Iris-setosa
+35,5.408796465881999,3.372921638095947,2.1703609642878017,0.2,Iris-setosa
+36,6.607012953933923,3.27014538079028,5.592061817917556,1.9575218100313205,Iris-virginica
+37,6.532435606000293,2.9174068911067392,4.292672064579447,1.3254224154750747,Iris-versicolor
+38,7.7,2.8076693559373895,6.7,1.9940767860983704,Iris-virginica
+39,5.395874966273582,3.8908607889675477,1.4147213314901226,0.2,Iris-setosa
+40,5.974666089079597,2.683934680942558,5.076071275595659,1.6065677604601691,Iris-versicolor
+41,5.664696951231632,4.399999086209187,1.5457015607524085,0.5158052809238377,Iris-setosa
+42,5.765268874691786,3.0347369853312984,4.241304653704511,1.413491317247669,Iris-versicolor
+43,5.198781819277317,2.7746659764216055,4.038720116526593,1.4169673505321878,Iris-versicolor
+44,6.4490721302974094,2.912698865430785,4.224057131990239,1.3657060518872906,Iris-versicolor
+45,5.041169833025836,2.4782318452529264,2.719599175387403,1.098087609177107,Iris-versicolor
+46,6.53902337631541,2.9850672227936923,4.419772625343702,1.402740581472447,Iris-versicolor
+47,5.569058459498122,2.854413552173934,4.38368942140374,1.292555805515242,Iris-versicolor
+48,5.132129994856932,3.528144284085119,1.6104421165558604,0.2,Iris-setosa
+49,5.037605621572596,3.7585244131777453,1.6195283307810202,0.3798073339924233,Iris-setosa
+50,5.350530323462118,2.7999552829742953,4.015564090235513,1.3087239634701533,Iris-versicolor
+51,5.054475874340029,3.29568755736488,1.3132750663408024,0.2,Iris-setosa
+52,7.7,2.7653224748188547,6.7,2.064075955996365,Iris-virginica
+53,4.998080991331526,3.3827304689727797,1.6211292830652784,0.2,Iris-setosa
+54,7.699999028028731,2.8041040462136206,6.7,1.954605980857472,Iris-virginica
+55,5.523986477819849,4.116848366706323,1.415588283444291,0.2,Iris-setosa
+56,6.934297624328659,3.0669348572273902,5.636038050244106,2.1698005590403975,Iris-virginica
+57,6.685055144875236,3.1412257000125043,4.4322821648577255,1.4082035007113876,Iris-versicolor
+58,6.311436233803322,3.4362392566236144,5.6398177556728974,2.402980230297844,Iris-virginica
+59,6.811455180710349,2.9315693458862864,5.851750796972585,1.880945866800797,Iris-virginica
+60,4.923993769633259,3.0994635984062144,1.4913936306565874,0.10000011126174145,Iris-setosa
+61,5.100548533420621,2.503104479164624,3.047768256092413,1.0714767162381424,Iris-versicolor
+62,6.27255999617655,2.8872348247754602,4.298809453316845,1.2950878507293935,Iris-versicolor
+63,5.670286744733255,3.0866284107022195,4.6163521560889755,1.549036393946059,Iris-versicolor
+64,4.979638366150637,3.424313409736443,1.56171515873203,0.2,Iris-setosa
+65,5.23344576259875,3.431758411031162,1.5499184727572024,0.2,Iris-setosa
+66,6.195986453487664,2.525783050501412,4.936063441183707,1.4882473118704829,Iris-versicolor
+67,5.1496275436382115,3.55210857804645,1.450118389010359,0.2,Iris-setosa
+68,5.726049303398171,2.673622779546926,4.701139375977636,1.3084060710165233,Iris-versicolor
+69,5.896743311332616,3.192825908423432,4.823357429260379,1.7595440913723783,Iris-versicolor
+70,6.7128588859380365,3.039817802239629,4.964438243389679,1.663960583092466,Iris-versicolor
+71,5.650972184087334,4.4,1.498834293011328,0.7331092235122671,Iris-setosa
+72,5.50057232106335,4.207432403035626,1.373801090999851,0.2,Iris-setosa
+73,5.344969900348993,2.6935902111399836,4.068362640610691,1.3269627054143944,Iris-versicolor
+74,5.260130033733041,3.609301413262082,1.3568710770013592,0.3069515104628374,Iris-setosa
+75,6.075129228041894,2.9877220617207776,4.687424336563501,1.384313790364136,Iris-versicolor
+76,5.461209280940769,2.7836079651218584,4.121581099050434,1.3494007857148713,Iris-versicolor
+77,7.7,2.8093582512305812,6.7,2.1124366632500817,Iris-virginica
+78,5.753050054540481,2.604216597550769,5.065936367234779,1.921658339440955,Iris-virginica
+79,5.353212548324147,2.961211757620489,4.36431896888955,1.4732494930081508,Iris-versicolor
+80,5.292109054455986,3.4925360507204664,1.5957129172605125,0.2,Iris-setosa
+81,4.400001008821891,2.948020157195099,1.3462270708443445,0.2,Iris-setosa
+82,4.903580286390621,2.397074645232998,3.305219051834013,1.0806793345848447,Iris-versicolor
+83,5.310119082078595,2.497466402725787,4.055675082763677,0.9885386223005145,Iris-versicolor
+84,5.155612225661874,3.3628954001101152,1.640972852073803,0.2922876881256027,Iris-setosa
+85,4.682741243287076,3.2578333659800083,1.3413155694726888,0.2,Iris-setosa
+86,5.961277996429147,3.2305998398315094,4.726105704107185,1.7227469988439665,Iris-versicolor
+87,6.041107877319553,2.333278308321552,4.159011876579225,1.2072162432321445,Iris-versicolor
+88,5.077084577597394,3.4763528190843354,1.3131363189400178,0.29340751834365336,Iris-setosa
+89,7.7,2.7563066096579063,6.7,1.9798722248705618,Iris-virginica
+90,6.011380379418056,2.9811424666604167,4.723577724437405,1.7999918411250047,Iris-virginica
+91,5.495196247399616,3.0296743375939106,4.521434152539487,1.5153795416334197,Iris-versicolor
+92,5.512835429126527,2.691177840400121,4.373346368871129,1.2883660107126038,Iris-versicolor
+93,4.941809081444084,2.4290000295298473,3.0797063928440283,1.0651763908566911,Iris-versicolor
+94,7.529652048527365,2.8922738205119254,6.502077875268937,1.8017419452593917,Iris-virginica
+95,6.738262890222456,3.2520448428824222,5.65325280092543,2.173381670309726,Iris-virginica
+96,6.411288161614357,3.228555022540259,4.485989626096469,1.5084163712788006,Iris-versicolor
+97,6.377074615370492,3.357394673065622,5.6582300970026935,2.388680775681496,Iris-virginica
+98,4.488412467286168,2.2888230425159763,1.2938701677793791,0.29420142770016133,Iris-setosa
+99,5.933086874815382,2.2,4.957417154766446,1.452210597443689,Iris-virginica
+100,6.358674681059672,3.1123165128071775,5.530111963063898,1.8139985583125566,Iris-virginica
+101,4.621891128704737,3.35329168234837,1.4025586325705872,0.24886361068925367,Iris-setosa
+102,5.884255010525912,2.884741301701194,5.286471804733525,2.4712913333842375,Iris-virginica
+103,5.264639400705921,3.717154198562257,1.4409277583688564,0.3097808285201273,Iris-setosa
+104,5.180565136624232,2.499087292362118,3.149697056330797,1.1467452194130825,Iris-versicolor
+105,5.325064379225979,3.795761068988878,1.3502908663238378,0.3249002512319499,Iris-setosa
+106,6.3617064007659785,2.878908039756813,5.349217151870495,1.8067762239108802,Iris-virginica
+107,5.605561717809176,2.9761170182510095,4.411057157665672,1.48683703760439,Iris-versicolor
+108,7.4395010193901925,2.8848639556182203,6.433530156967342,1.8152418728278508,Iris-virginica
+109,5.022226058087531,3.203647961106658,1.2599205867160068,0.2,Iris-setosa
+110,5.842474038326965,2.928439111971173,5.192525150385178,2.4878324885026957,Iris-virginica
+111,5.094054554214885,3.537752823140033,1.3345813142006224,0.2513281268705009,Iris-setosa
+112,5.7917953972932565,2.782105461543278,5.134695153591346,2.3496713274780703,Iris-virginica
+113,5.154002522008458,3.374317830706707,1.5660514644632821,0.2,Iris-setosa
+114,4.905199594124806,3.1946086553452084,1.3515907269576417,0.2,Iris-setosa
+115,5.204197303450469,3.946132618225008,1.4222471553341927,0.2,Iris-setosa
+116,7.453779735121628,2.870709064084662,6.46307683682258,1.788227148803282,Iris-virginica
+117,6.089494283777128,2.6593024249764583,5.5494552236993515,1.4865529670061721,Iris-virginica
+118,5.339227313711516,3.378231065747399,1.6461693914376574,0.2,Iris-setosa
+119,5.48601214414757,4.129284985583584,1.4378360382703885,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/12/test.csv b/iris/tab_ddpm/1_1/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/12/train.csv b/iris/tab_ddpm/1_1/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/12/val.csv b/iris/tab_ddpm/1_1/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/13/synth.csv b/iris/tab_ddpm/1_1/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c848e2306672cb7fb8144220bb1ecd8b8534cde9
--- /dev/null
+++ b/iris/tab_ddpm/1_1/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.694361056659171,2.4819037605390726,4.982288904228828,1.9921293144168413,Iris-virginica
+1,5.906736989889053,3.166249025583298,4.402804209730482,1.468648170203775,Iris-versicolor
+2,4.764825513107432,3.266936442786457,1.4646461380813853,0.2,Iris-setosa
+3,5.868135619436343,2.883142878433708,5.089986915895358,1.8198773427388613,Iris-virginica
+4,5.651023481966679,2.428091403674717,5.008130308594612,2.0547921683068058,Iris-virginica
+5,6.32479455392601,2.422022140856329,4.731997911425669,1.4308290705646785,Iris-versicolor
+6,5.0405307156663515,3.610667836187994,1.3540606093040912,0.2,Iris-setosa
+7,5.397077382341017,3.7984295196149667,1.345883188684019,0.39821063626003844,Iris-setosa
+8,4.506135560773959,2.2869233575293513,1.2798205258435025,0.27917906188777,Iris-setosa
+9,6.00394122934211,2.200000383642154,5.040302275224747,1.4905244608875514,Iris-virginica
+10,6.397820328312311,3.0658311421738134,5.491258087606342,1.7855930550111914,Iris-virginica
+11,4.40000051921121,2.915479470786305,1.3926053060801027,0.2,Iris-setosa
+12,7.7,2.7630630661152953,6.7,1.9810836964810228,Iris-virginica
+13,4.901706992640885,3.103931182406793,1.4950351442813836,0.10000010829777872,Iris-setosa
+14,6.19640061471654,2.2996147630439756,4.2935606560396655,1.2697673904522695,Iris-versicolor
+15,5.158263575538787,3.3870441973270107,1.4136375991869425,0.2,Iris-setosa
+16,5.9427998588256195,2.2000002723362626,4.976363548764733,1.4985599517703603,Iris-virginica
+17,5.943521783932932,3.0097202536083736,4.922703111350008,1.7835128642320743,Iris-virginica
+18,4.400000574814641,3.1858593472502896,1.297848145663925,0.2,Iris-setosa
+19,7.7,2.828649985131792,6.7,1.979538958750437,Iris-virginica
+20,6.429729499435257,3.376085565751388,5.5762139111629425,2.3455452318377605,Iris-virginica
+21,5.310839435904725,3.578073397742815,1.4108249074310122,0.2,Iris-setosa
+22,4.685665588360258,3.092252603973609,1.3977497091722755,0.2,Iris-setosa
+23,6.668878967035978,3.134768973233867,4.483382420512709,1.4123072530323126,Iris-versicolor
+24,5.179451729313133,3.5459310836928557,1.3198479642124739,0.30497974498243025,Iris-setosa
+25,5.091483914102641,3.3139525013333366,1.6877506087380842,0.5272729710183235,Iris-setosa
+26,6.064616732378963,2.8196502915188297,5.3203480995907935,1.9423997478879422,Iris-virginica
+27,5.160047875856709,2.6363074398585242,3.1846707308214874,1.3775109919998791,Iris-versicolor
+28,5.757919671956714,2.665077750837514,5.060693826416232,1.930523281459045,Iris-virginica
+29,7.198838493280339,2.909651919549465,6.136261882013118,1.8261026634830702,Iris-virginica
+30,6.235715208332726,2.7401205362392984,4.91546597979806,1.7958268617888207,Iris-virginica
+31,5.419489913443736,4.05262701803617,1.28322053966639,0.4667902752951112,Iris-setosa
+32,6.538853629943531,2.9985669382350038,5.0414000760971405,1.7346382051015685,Iris-versicolor
+33,7.6999972275447774,2.7986455940415675,6.699996311262611,1.9680025179748901,Iris-virginica
+34,5.895664324986343,3.019472845817065,5.1306342058008925,1.8070876604887238,Iris-virginica
+35,4.921423778440502,3.150177049731704,1.3863250086489187,0.2,Iris-setosa
+36,5.343473329902305,3.6018102754448194,1.534014501446887,0.2,Iris-setosa
+37,6.656956941969973,3.2844567729136274,5.615934141068445,2.499997421457188,Iris-virginica
+38,6.0330625059883465,3.3627097920112825,4.536272091968211,1.635336835923156,Iris-versicolor
+39,5.775310729425716,2.7235068228894277,5.098100824622948,1.8948813767916333,Iris-virginica
+40,4.859136103446348,3.4120197785600075,1.322098609657292,0.21155666890998479,Iris-setosa
+41,5.162716010751986,3.795153010343249,1.6188966130868419,0.39899310233170243,Iris-setosa
+42,5.082299413011085,3.3037296890486125,1.40832649807838,0.2,Iris-setosa
+43,6.39485751971411,2.9133925122238717,5.664347616600423,1.8068626852185516,Iris-virginica
+44,4.488085387736679,2.303320686956406,1.2822389150446205,0.30361928562747864,Iris-setosa
+45,4.400000780562034,3.1803099333982834,1.295449838540422,0.2,Iris-setosa
+46,6.1315542888362975,2.6104280828360533,5.62341745258734,1.4214780725995193,Iris-virginica
+47,5.154283646758844,3.3876021402319574,1.3653065897361132,0.2,Iris-setosa
+48,6.300790513437116,3.0878959976301155,5.465819666203178,1.804064200040307,Iris-virginica
+49,4.709606030634213,3.390578914523474,1.406637017717256,0.2,Iris-setosa
+50,5.527551794917742,4.246558724682847,1.4014526427363903,0.2,Iris-setosa
+51,5.940434919664636,3.0088878117923774,5.007495768663525,1.797146177359303,Iris-virginica
+52,4.9436638734835485,2.415576766806227,3.415752653368231,0.9910742732739226,Iris-versicolor
+53,5.296581350470012,3.5188966701389433,1.6237187124989783,0.2,Iris-setosa
+54,6.399132667756748,2.701414706820478,5.3301003311477935,1.9044197684506972,Iris-virginica
+55,6.730914456262258,3.2981660523157004,5.6457383330483095,2.0603975279687003,Iris-virginica
+56,5.79848196370217,2.965651564581026,4.28888533081072,1.4635796245498613,Iris-versicolor
+57,5.75482704368817,2.6227779475779,5.090019835593189,1.933542154290225,Iris-virginica
+58,6.45538581285889,3.0793224489808857,5.479474464760252,1.7998969752977447,Iris-virginica
+59,5.082268715056323,3.286725552801994,1.6853046489946604,0.38429897704680255,Iris-setosa
+60,5.771328143761925,2.6696496772650478,5.089210727519422,1.9116878945575841,Iris-virginica
+61,6.512076557740622,3.120977142129563,5.537995001543675,1.8415044299847332,Iris-virginica
+62,7.7,2.805858520676187,6.7,2.020922083104132,Iris-virginica
+63,5.1230041680120975,3.721556155746796,1.4193921282723867,0.24013611621144015,Iris-setosa
+64,7.36989413954631,2.8674066881817235,6.377633146591634,1.7863113910211292,Iris-virginica
+65,5.229033544829102,3.787195614732079,1.5728393348243455,0.2,Iris-setosa
+66,7.7,2.7596175849196056,6.7,2.1032770820708837,Iris-virginica
+67,4.400000502388186,2.910517839704564,1.400108318716161,0.2,Iris-setosa
+68,5.750677255785516,4.4,1.5405001732135732,0.7083730086280575,Iris-setosa
+69,5.298172122888237,2.6078672891233796,4.028437075496431,1.309139265643432,Iris-versicolor
+70,4.505137589217934,2.318810865675076,1.3153069953031964,0.3243327324877331,Iris-setosa
+71,5.681342225713446,2.485872891223645,4.995072916798735,1.9973783498561248,Iris-virginica
+72,4.9890080854488135,3.329397431891414,1.3853048908506427,0.2,Iris-setosa
+73,5.197966176170066,3.870961144742444,1.5531052326978556,0.2,Iris-setosa
+74,4.889541068887324,2.9967998992713283,1.3836310089747006,0.2,Iris-setosa
+75,7.210013938940409,2.9411162682868413,5.990335634414212,1.921292869516841,Iris-virginica
+76,4.513450579113443,3.3679360057342214,1.3694899521752264,0.2971599246951669,Iris-setosa
+77,4.4042759827104225,3.14405096386219,1.380546389343908,0.2,Iris-setosa
+78,6.244570243576407,2.5437990196408324,4.995899161781502,1.5267262385931168,Iris-versicolor
+79,6.352887544662315,3.443069024877683,5.606611596834486,2.376576602803199,Iris-virginica
+80,6.048089173492626,2.200000315069931,4.996869949814315,1.5057711485870071,Iris-virginica
+81,5.169257150347547,3.3938374070343906,1.4491745196363301,0.2,Iris-setosa
+82,4.928619348521273,3.089858869366882,1.2693486523462363,0.2,Iris-setosa
+83,5.091649279185903,2.5113726259827187,3.4893102553380713,1.2638018801651172,Iris-versicolor
+84,7.7,2.7872038105769152,6.7,1.9855074083564288,Iris-virginica
+85,6.893037567026591,2.9998429339991066,5.5772278052969,2.1252237191105916,Iris-virginica
+86,4.967165619523168,3.494431749420006,1.3690697239786807,0.24182607696431369,Iris-setosa
+87,6.5047632327731,2.987066528891809,5.594695684722595,1.7955596814829833,Iris-virginica
+88,6.768389251400819,3.029140403671745,5.557242385567008,2.1503035876485392,Iris-virginica
+89,5.885664066191574,2.905526675842164,5.176575742298006,2.4481880396972207,Iris-virginica
+90,6.026969023357948,2.95067210038251,4.827758231559118,1.4202770103781428,Iris-versicolor
+91,6.324437158031723,2.6425086225178727,4.968275220796744,1.816791476685069,Iris-virginica
+92,6.418218163957562,2.987924808587443,5.504500099961272,1.8096417528942037,Iris-virginica
+93,5.890119890997698,2.9184456544115536,5.132009119337402,2.410405528098172,Iris-virginica
+94,4.901852289311375,3.143953650009482,1.4897319916733558,0.1,Iris-setosa
+95,7.7,2.8231692327150846,6.7,2.026685635052969,Iris-virginica
+96,7.7,2.805187005714713,6.7,2.10594640184075,Iris-virginica
+97,6.681904231681594,3.0600913230118008,5.585408395875318,1.9721629281281188,Iris-virginica
+98,4.926182955903968,2.420102906798291,3.0599461606571916,1.032276373561043,Iris-versicolor
+99,7.7,2.889224273337047,6.7,2.0190598297782647,Iris-virginica
+100,5.843725554401698,2.9207441213956438,5.187187467639796,2.4456474704081947,Iris-virginica
+101,5.994931344664679,3.3901398157681153,4.552793436762208,1.591136763454438,Iris-versicolor
+102,6.571375372022241,3.335733354845981,5.628903603555861,2.330536854452027,Iris-virginica
+103,5.98673311109817,3.431320281593485,4.433363230060939,1.5741063681930578,Iris-versicolor
+104,7.343551077530713,2.94225928173395,6.250961830122837,1.8940076852500924,Iris-virginica
+105,4.967277147007989,3.188595765443836,1.2433061049597596,0.2,Iris-setosa
+106,7.7,2.793903854729987,6.7,2.087382365886407,Iris-virginica
+107,4.642062214746747,3.3769047576915416,1.406222591658239,0.29006462631688446,Iris-setosa
+108,6.39522122560721,2.71157205825362,5.484134561067612,1.850308039519504,Iris-virginica
+109,5.853037035912711,2.969349010602083,4.156723105698197,1.4846404206960413,Iris-versicolor
+110,5.764933276449716,2.742587083665436,5.1362486409656976,2.3817514112680898,Iris-virginica
+111,6.149604501982379,2.6255760018491707,5.076205465300025,1.9182917951799099,Iris-virginica
+112,5.6425896562308075,3.000634715677698,4.0996809821979525,1.3758163993352421,Iris-versicolor
+113,5.6037470790653225,2.870610895329247,4.149049669270973,1.118765414178844,Iris-versicolor
+114,5.030387135319065,3.724613279010094,1.6737468549742804,0.2,Iris-setosa
+115,5.129708197296812,3.5567751011679034,1.3534402180324745,0.3248607355262925,Iris-setosa
+116,5.410665005489784,3.444252076805239,1.699060043878728,0.2,Iris-setosa
+117,7.7,2.791918689338142,6.7,1.956477697756908,Iris-virginica
+118,5.054089239419938,3.5620779951068684,1.382227860265652,0.30349612741433657,Iris-setosa
+119,6.381624735202009,2.8029138336301123,5.172580898273214,1.5021515962858885,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/13/test.csv b/iris/tab_ddpm/1_1/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/13/train.csv b/iris/tab_ddpm/1_1/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/13/val.csv b/iris/tab_ddpm/1_1/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/14/synth.csv b/iris/tab_ddpm/1_1/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..76ac0fc618127081ed3de5d9dc7c12a592213822
--- /dev/null
+++ b/iris/tab_ddpm/1_1/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.4349145556438865,2.415014453308973,3.60845845351277,1.0012410386322874,Iris-versicolor
+1,6.483806413297394,2.943413595368533,4.3230334814237805,1.319199043619227,Iris-versicolor
+2,5.9958170141087965,2.6163533453717776,4.977632758215921,1.4973759361798349,Iris-versicolor
+3,4.92595373982938,2.413981757149969,2.641083321375229,0.9888703678535198,Iris-versicolor
+4,4.713744672474314,3.42351564666224,1.3041798319867532,0.3180020667029327,Iris-setosa
+5,4.602622986083498,3.6593661227775716,1.0,0.2,Iris-setosa
+6,6.441022652549883,3.0410334678180875,5.546630734060282,1.798272095989455,Iris-virginica
+7,6.355520470846821,2.809353262640401,5.139177963097657,1.5213816047848827,Iris-virginica
+8,4.613420803582703,3.2594991594085316,1.4112237383168633,0.2,Iris-setosa
+9,5.01475832850422,3.328803201480748,1.3536672141985617,0.2,Iris-setosa
+10,5.77372880015194,2.852405533287526,4.75777986991692,1.4439949943451098,Iris-versicolor
+11,6.323633388002153,2.691635666339222,4.944208605736188,1.7720193352552314,Iris-virginica
+12,5.884004390981239,3.008419988588086,4.314098815826297,1.3583992475875517,Iris-versicolor
+13,5.183697617079076,3.4926379431695906,1.4952307742087476,0.2,Iris-setosa
+14,5.308751704291305,2.5067581460597808,4.023710930243778,0.9697539832942582,Iris-versicolor
+15,4.4,2.8755869086125854,1.4004067901707267,0.2,Iris-setosa
+16,6.420806948254074,2.9648710682042894,5.5396477203871015,1.786734633901096,Iris-virginica
+17,5.976083871657101,3.3761447006749767,4.414731639132223,1.5700759467776542,Iris-versicolor
+18,6.032471205180239,2.9943133824379107,4.749010207966481,1.792652973611083,Iris-virginica
+19,6.392217141523389,2.924976067160052,5.56440236009371,1.8092933824466302,Iris-virginica
+20,6.685127569793021,3.327919206119332,5.714381758234976,2.064136210016722,Iris-virginica
+21,4.947308100685189,2.4165036643308766,3.082346127609039,1.0098858421909824,Iris-versicolor
+22,5.935458904113471,2.7031704406858896,4.6701018804580015,1.3303107211037508,Iris-versicolor
+23,6.818757044348905,3.1124371906913475,4.441653993213526,1.4064216570558976,Iris-versicolor
+24,5.224330122864966,3.7674294888384017,2.037973163693384,0.49178958416094115,Iris-setosa
+25,6.308333911830952,2.3174980047190163,4.5086374722077975,1.3199861741752925,Iris-versicolor
+26,6.37699205918715,3.0409796707875993,5.481396468455102,1.7950945909213405,Iris-virginica
+27,5.982974615554863,2.7136051213226833,5.1336836971780295,1.6059679273326695,Iris-versicolor
+28,6.66370752359675,3.286050852919637,5.790983449632617,2.201330120330115,Iris-virginica
+29,5.857294674358191,2.9202810122633154,4.613572721087048,1.3454749562610198,Iris-versicolor
+30,5.794766257539669,2.968621247569429,4.283615103469592,1.4709268493697325,Iris-versicolor
+31,6.326618711203435,2.2675969506720772,5.0239738094599335,1.8620263431730013,Iris-virginica
+32,5.765305413484659,2.633289775183675,5.083158561117599,1.9208884271913038,Iris-virginica
+33,6.49575077074702,2.9116806087151677,5.1401657549235455,1.8176952752527,Iris-virginica
+34,4.7405182953248595,3.276951342463798,1.3835911224920192,0.2,Iris-setosa
+35,6.3373119689407975,2.2948993505789748,4.371444339193956,1.2970617352846765,Iris-versicolor
+36,6.270578337831704,3.23734858085008,4.554542734824059,1.526168548021423,Iris-versicolor
+37,5.150775724021896,3.6216571259140515,1.5191704596069169,0.46519162798302716,Iris-setosa
+38,6.918644249689291,3.149797692261595,5.6159800522930725,2.2449086744513886,Iris-virginica
+39,6.345076810391611,2.7524238839147253,5.1131280422866086,1.955579515576788,Iris-virginica
+40,5.083859055764935,3.2818282080701078,1.304898745495408,0.2,Iris-setosa
+41,6.211499792176449,2.702755446018672,5.633451567161232,1.4882834996286531,Iris-virginica
+42,5.0076881390302095,3.510549962790787,1.6586653290354922,0.2,Iris-setosa
+43,5.938526443982376,2.2,5.025209851128575,1.483064384443729,Iris-virginica
+44,5.280604472417441,3.854725470748676,1.9726310992052225,0.39672545740133003,Iris-setosa
+45,5.354545361844251,2.5361828417681926,4.190137190706509,1.0377126780953374,Iris-versicolor
+46,5.646592430640922,2.760996641152162,4.547772457973945,1.3084894317432387,Iris-versicolor
+47,6.393473246032051,2.9484793765460386,5.558915194700519,1.772767353078134,Iris-virginica
+48,6.281255683962703,2.4961878041723535,5.025314954723609,1.8980217893346953,Iris-virginica
+49,6.043157258653796,2.3393660145203845,4.206013497355402,1.2826217227535104,Iris-versicolor
+50,4.9446591305411225,3.4855079555309154,1.3629829922122163,0.2,Iris-setosa
+51,4.7489386541925604,3.5075433948293173,1.3693167384596574,0.3174819254057265,Iris-setosa
+52,4.4,2.8973133869196377,1.414636679703704,0.2,Iris-setosa
+53,6.639426189834577,3.015590564408309,4.343547911701916,1.3681516264091917,Iris-versicolor
+54,4.7637008919400285,3.5144330163565445,1.3824982898692109,0.2855868311295855,Iris-setosa
+55,4.946845890011192,3.5469463937411954,1.4340611079691445,0.3422610958477575,Iris-setosa
+56,5.821148627027441,2.5188341550135256,4.361891867723152,1.178114616115231,Iris-versicolor
+57,5.777271297248649,2.731912907592902,5.092578826949707,2.3645892710092875,Iris-virginica
+58,5.009300654033484,3.3117400445881526,1.3618596427729246,0.2,Iris-setosa
+59,5.320449485197555,3.8411817375979247,2.0233900586267635,0.38187994869245667,Iris-setosa
+60,6.6486177381953295,2.9250967899041447,5.786156222216122,1.762061485637751,Iris-virginica
+61,6.167010217753075,2.9148859969364627,4.883527504390543,1.7910902262903146,Iris-virginica
+62,6.667613843233215,3.094953701940881,4.4415409936077515,1.4055527751432588,Iris-versicolor
+63,5.421449043239082,2.963323805367839,4.42009349947506,1.5012919920201904,Iris-versicolor
+64,5.9447807138628805,3.2609365200128244,4.678907616793842,1.7712303404965546,Iris-versicolor
+65,5.642848294666413,2.537087547510597,4.214516874432304,1.131417325135639,Iris-versicolor
+66,7.7,2.8244856481313847,6.7,1.9959301742654665,Iris-virginica
+67,6.827887043974993,3.1252915963653543,5.623402334930881,2.1161828645817633,Iris-virginica
+68,5.5025991457508905,2.4004096498095056,3.862664677796867,1.136045251703965,Iris-versicolor
+69,5.749256173626685,2.735023487262654,4.4014181159590215,1.3072915597058128,Iris-versicolor
+70,6.686779964813769,3.2578651552487994,5.65018152775811,2.0943637361472858,Iris-virginica
+71,5.680968457867614,2.358552996448795,4.01260309160533,1.143290281531761,Iris-versicolor
+72,5.0160322396510955,2.450786940159437,3.126830501388758,1.1166338175904311,Iris-versicolor
+73,5.2103694146535355,3.4845973501274385,1.5465186382077314,0.2,Iris-setosa
+74,7.030332296625698,3.144838260701899,5.672877882257532,2.258469926577647,Iris-virginica
+75,4.6178464674850375,3.2285019274798263,1.3476027984316907,0.2,Iris-setosa
+76,4.562397620919289,2.48726165078098,1.3769149338268798,0.2,Iris-setosa
+77,4.920014429457668,3.460150564679313,1.3351687389753113,0.28413323762570214,Iris-setosa
+78,4.4,2.906031805323638,1.4037382067632946,0.2,Iris-setosa
+79,7.7,2.771584867017043,6.7,1.989550946348316,Iris-virginica
+80,5.15796089444555,3.9543780606678087,1.5255143188967961,0.2,Iris-setosa
+81,4.5836949146953,3.6096160368700985,1.0,0.2,Iris-setosa
+82,4.957391373431382,3.394622070492813,1.3202230522919547,0.2051309471741189,Iris-setosa
+83,5.9817973663916675,2.982575375274387,5.139358129215825,1.7896604938705796,Iris-virginica
+84,5.11073077304787,3.7861645212719464,1.69026091730021,0.22637039699150968,Iris-setosa
+85,6.048337691452031,3.384242502661169,4.475104168225245,1.6052034839856049,Iris-versicolor
+86,6.057328242261141,2.7041250967433075,5.051447503652354,1.6077094315777007,Iris-versicolor
+87,5.229208981454716,3.436002730901563,1.3540199944234748,0.2,Iris-setosa
+88,4.4,2.945422384641656,1.400317312173676,0.2,Iris-setosa
+89,5.036155015567824,3.522164149911776,1.3608849308219388,0.3696368184780584,Iris-setosa
+90,6.310489286722264,2.446651646462687,4.946660826293376,1.902586183962049,Iris-virginica
+91,6.263716254293426,3.4204141762817004,5.601017299015312,2.383134156587539,Iris-virginica
+92,5.325404878008629,2.465981479370312,3.129216171393773,1.1112341409936675,Iris-versicolor
+93,4.797779601049121,3.468498034182782,1.3560651692430183,0.2899662652619794,Iris-setosa
+94,6.11678493340769,3.2328154071156456,4.5792778116965245,1.5963428837338807,Iris-versicolor
+95,5.180385784195273,3.7092198411734434,1.5642709294084358,0.2,Iris-setosa
+96,6.334524438587074,2.2951991558320315,4.422625913843531,1.2925134519022041,Iris-versicolor
+97,5.918832246096002,3.0146987285733906,5.153317188875215,1.813570147830876,Iris-virginica
+98,5.983835207902614,2.6823433873894564,5.124295882229863,1.5997289101517722,Iris-versicolor
+99,6.29736266578089,2.752693067608523,5.193245377858757,1.485548123311558,Iris-virginica
+100,4.909072849413974,3.119067308782772,1.529857630845552,0.1,Iris-setosa
+101,5.161668776800197,3.8165583993339456,1.9578641135576174,0.397245682574328,Iris-setosa
+102,5.192464449276931,3.412310913091264,1.4453636083430537,0.2,Iris-setosa
+103,5.937246326114885,3.2060288652739715,4.5661150254508245,1.560746047251961,Iris-versicolor
+104,5.994962963426536,2.999749108908404,4.732324827662174,1.8073396165262885,Iris-virginica
+105,6.632796589836575,2.9426747142046015,5.404229557506019,1.9857475227703822,Iris-virginica
+106,4.79662013055883,2.9643993268674174,1.352556043681416,0.2,Iris-setosa
+107,5.048197463930165,3.5314225542182243,1.4941369655761312,0.2,Iris-setosa
+108,5.301218641270909,2.536997380338622,3.8846760449154427,1.2611364846331732,Iris-versicolor
+109,5.947346318928842,3.298092942696503,4.636717570695243,1.6877363758447004,Iris-versicolor
+110,6.004305908197895,2.900521925692105,4.263399100119155,1.2935595616910387,Iris-versicolor
+111,6.5403889273264335,2.9057820456533454,5.904695014311069,1.8401871492542268,Iris-virginica
+112,6.449989672338519,2.7196770394289413,5.222513347686037,1.8839356754188408,Iris-virginica
+113,4.578053590616993,3.622386591080257,1.0,0.2,Iris-setosa
+114,5.1065818734369595,3.6059792185024744,1.4231311779721307,0.2,Iris-setosa
+115,5.117838605157407,2.629834191255477,3.5594176610427297,1.3785905241715384,Iris-versicolor
+116,4.729463120267356,3.392783324263768,1.4196207978325375,0.25335319719132,Iris-setosa
+117,4.917494484238207,3.568511982660562,1.3810589097239128,0.2,Iris-setosa
+118,6.195627475044192,2.9715994183215635,5.05426278752327,1.8127192731936483,Iris-virginica
+119,6.6568326708471295,3.244383617614966,5.5665687968297535,2.5,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/14/test.csv b/iris/tab_ddpm/1_1/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/14/train.csv b/iris/tab_ddpm/1_1/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/14/val.csv b/iris/tab_ddpm/1_1/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/15/synth.csv b/iris/tab_ddpm/1_1/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0d4af8b08917337c58d72d3d8800a933021d825d
--- /dev/null
+++ b/iris/tab_ddpm/1_1/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.683288833756933,2.8512250171234985,4.445349154995582,1.3285484227996782,Iris-versicolor
+1,6.154653702399434,2.9232865051516423,4.292966088988722,1.3359186291069358,Iris-versicolor
+2,4.974631426099134,3.484593255796554,1.6036333043816662,0.2,Iris-setosa
+3,4.91804264017396,2.411225716795573,3.550902642672741,0.9062004074266471,Iris-versicolor
+4,4.5760409656419885,3.05000282409733,1.378828314799234,0.2,Iris-setosa
+5,5.47149501813433,2.5707540467328687,4.159696154967825,1.2961268610175511,Iris-versicolor
+6,5.816220482253913,3.0410918476194913,4.413053485776241,1.5240952424146479,Iris-versicolor
+7,6.266903939240597,2.3092911593735455,4.408680176371529,1.316629579182538,Iris-versicolor
+8,7.7,2.8206581071656087,6.7,1.994083839381457,Iris-virginica
+9,7.384245438938146,2.8952630001973767,6.400774061412832,1.800875366725231,Iris-virginica
+10,5.083891884185462,3.766668758820103,1.655281702396028,0.42858743945466754,Iris-setosa
+11,6.241451507945607,2.737849597360724,4.915515562648245,1.776240658075381,Iris-virginica
+12,4.873237820692314,3.092711917864775,1.4888998314012263,0.10000009415679202,Iris-setosa
+13,6.909406997524947,3.1021231921257773,5.729070583704313,2.1972990253722124,Iris-virginica
+14,6.1535701039182005,2.6206222820275737,5.675167869929542,1.4138296342713792,Iris-virginica
+15,4.986284104090968,3.526346914373221,1.3364106667445657,0.2,Iris-setosa
+16,5.209110639780991,2.458485531622022,3.3486235743602224,0.9510957116526016,Iris-versicolor
+17,5.555547144703209,2.902129833666648,4.023077713544725,1.3445388606492024,Iris-versicolor
+18,6.209094267630899,2.657219564044106,5.541326733922068,1.4869812990485183,Iris-virginica
+19,5.346321760765213,3.6369747721651544,1.4173406796398464,0.2,Iris-setosa
+20,5.361635627394637,3.9126337672658034,2.097255062749614,0.6299356522428079,Iris-setosa
+21,5.9617926898231355,2.713553662360063,5.0762676282121175,1.5833144621572013,Iris-versicolor
+22,5.519514373337618,2.547286797204748,3.8742291045954227,1.269149388342429,Iris-versicolor
+23,6.705690929877594,3.022806073705137,4.930934722217632,1.6201486505612301,Iris-versicolor
+24,7.7,2.71697630824938,6.7,1.9748993931143632,Iris-virginica
+25,5.833215612183844,2.337040840767563,3.9148864907487955,1.2560179437243186,Iris-versicolor
+26,4.808665361939754,3.3888649555729655,1.5910658690571677,0.2,Iris-setosa
+27,5.925912893235019,3.2499795576483663,4.734532540125334,1.7438481647895607,Iris-versicolor
+28,6.950183536608466,3.11866575958311,5.67845292596659,2.2464948600126866,Iris-virginica
+29,5.7061401406591115,3.1344081761630567,4.59034237282952,1.7252733549144295,Iris-versicolor
+30,5.280177323541329,3.6717361816896523,1.5929296048373753,0.2,Iris-setosa
+31,4.745365435862311,2.925603903465809,1.4037371805652061,0.2,Iris-setosa
+32,5.483076232482333,4.224445740442194,1.3471779646424247,0.2,Iris-setosa
+33,4.900586222094325,3.1187883872073097,1.4838821786217138,0.10000032782041836,Iris-setosa
+34,6.0219577078332,2.688631223183454,5.271628758919337,1.875369445408382,Iris-virginica
+35,4.610293723793222,3.5972803171454206,1.0000007594299591,0.2,Iris-setosa
+36,5.081747044617483,3.38535504226918,1.302954340474299,0.2,Iris-setosa
+37,6.616928269778948,3.0064585390024203,5.63578665636252,1.7854729770872497,Iris-virginica
+38,4.97717480695308,2.4581023721227573,3.1349718278908574,1.268795939966718,Iris-versicolor
+39,6.3224925654017845,2.951386730385074,5.381346359527181,1.7578798473534851,Iris-virginica
+40,4.93093534339778,3.102844094491575,1.3140466882770463,0.2,Iris-setosa
+41,4.884833790995683,2.3929001541767283,3.958874633524104,1.044057076514184,Iris-versicolor
+42,5.875485833198301,3.1600861457822376,4.588035578929008,1.5424829522324965,Iris-versicolor
+43,5.838368421094648,2.775045157685781,5.129942899948665,1.8751086599989455,Iris-virginica
+44,6.430257732242735,2.803372508604791,5.529604888846716,1.8734454171232846,Iris-virginica
+45,6.673374008956926,3.264969404179802,5.644132759130189,2.1905710374341556,Iris-virginica
+46,6.491694594120733,2.9533918950805558,4.3168783311315595,1.3527356005098967,Iris-versicolor
+47,5.797335177751494,2.7928562853576633,5.1315756960807954,2.384912386579762,Iris-virginica
+48,6.300627963436917,3.2459500735596727,4.482103635719512,1.5147765973774698,Iris-versicolor
+49,5.201336090632324,2.439216069850319,3.301979652053426,0.9716566361823084,Iris-versicolor
+50,7.699992631097391,2.830324662304501,6.699993542237445,1.9886805700265497,Iris-virginica
+51,4.400000776743269,2.937748592120867,1.4061019266072572,0.2,Iris-setosa
+52,5.296102108664205,3.4789369095810105,1.4265229116548288,0.2,Iris-setosa
+53,7.699957076198881,2.827217038087781,6.699967273778672,1.9747658732845221,Iris-virginica
+54,5.670674367380863,4.4,1.477466896278499,0.38354410109606796,Iris-setosa
+55,4.9921085557341645,3.497238529199263,1.3293719507183939,0.30265482882946393,Iris-setosa
+56,6.655540465846716,3.132563625968339,4.4349803858833035,1.428622293174518,Iris-versicolor
+57,5.404658416059825,3.389530303906104,1.7235231212501723,0.2,Iris-setosa
+58,5.828642501399857,2.4011767976955807,4.16937811224794,1.228024716051101,Iris-versicolor
+59,5.8777481205440125,2.902366926220763,5.159445499306678,2.446264374671155,Iris-virginica
+60,6.247076350529816,2.4776028218611374,4.803014384093152,1.4606082305144255,Iris-versicolor
+61,4.939423077176807,3.5216937348217288,1.4253301350703294,0.2,Iris-setosa
+62,5.800593288011012,2.8331424812453627,5.164904159398037,1.8703382110530002,Iris-virginica
+63,7.7,2.7791123790598573,6.7,2.0482840989751168,Iris-virginica
+64,5.73118715007746,2.5461029976011678,5.051255874176882,1.9761702944406538,Iris-virginica
+65,6.284925159151113,2.7651121305384376,5.090511786771749,1.4926616464057108,Iris-virginica
+66,7.7,2.81013563895595,6.7,1.9975169607510321,Iris-virginica
+67,5.895442778854358,3.0028752233914466,5.0709196708887205,1.7882785022893735,Iris-virginica
+68,5.508529566112683,3.362455930224519,2.6635719409026573,0.2,Iris-setosa
+69,6.04249334919807,3.1284963748345818,4.541515274547277,1.5323584950026197,Iris-versicolor
+70,6.24511908363144,3.063868704779136,4.417103059316423,1.417966675745617,Iris-versicolor
+71,6.004065642195886,2.692773193327942,5.138242525562317,1.5948264610531915,Iris-versicolor
+72,6.705540350827492,3.308312981564318,5.737840153244639,2.200080727445685,Iris-virginica
+73,6.267387885222659,2.4427108934342447,4.7806915541219706,1.4709423328031044,Iris-versicolor
+74,6.654385416889243,3.2955469912393682,5.579732755350673,2.4999899493047675,Iris-virginica
+75,6.821467333019336,3.3386579328764743,5.712969987383332,2.5,Iris-virginica
+76,4.4,3.239136353940214,1.2967761246391736,0.2,Iris-setosa
+77,6.002931037670022,3.4206015875260234,4.527171255874426,1.6150533892000982,Iris-versicolor
+78,6.888844661993343,2.9044344769477415,6.033120085768508,1.8378670501227743,Iris-virginica
+79,5.664815665782527,4.399998826483942,1.4895158206989014,0.512093437401119,Iris-setosa
+80,5.476326977308087,4.18645512542609,1.4053918983998646,0.2,Iris-setosa
+81,5.914641588056203,2.708288290271926,5.202721581616537,1.8828905752001317,Iris-virginica
+82,6.416370170873792,2.977088371956827,5.421745725519397,1.80088608806618,Iris-virginica
+83,6.307182882355571,2.4773403189261134,4.837983057070262,1.4912288385556278,Iris-versicolor
+84,5.598663576132479,3.0575053232906106,4.616768156213545,1.5328729049524332,Iris-versicolor
+85,6.476601942648111,3.375497427515231,5.697027337626122,2.3461928327885055,Iris-virginica
+86,7.7,2.7751082259442854,6.7,2.0272798360143898,Iris-virginica
+87,5.661893342181137,4.399999217717704,1.4802687284438343,0.3609539458430012,Iris-setosa
+88,6.041222245046984,2.200000300937927,5.025093601839828,1.5066150531744678,Iris-virginica
+89,6.018813609007153,2.6987354081607338,5.143718294239948,1.6380596723912313,Iris-versicolor
+90,5.155874039299768,3.8076425045273625,1.6568162093760979,0.3947100652744211,Iris-setosa
+91,6.407417811413446,2.981972897995091,5.516733666263788,1.7564847930321896,Iris-virginica
+92,5.44281135997472,3.968287377408353,1.3113531152859423,0.39195807687035644,Iris-setosa
+93,5.977004478546597,2.9944990651865884,5.095599724609965,1.826005562658773,Iris-virginica
+94,4.606733954587025,3.658439215609836,1.0000006387124027,0.2,Iris-setosa
+95,5.741841657304149,4.4,1.5263804181030673,0.3928093692866015,Iris-setosa
+96,4.768773756120328,3.312516378677965,1.3377531913192808,0.2,Iris-setosa
+97,6.252451196221771,2.3774403002649125,4.50567263075255,1.3858844419362768,Iris-versicolor
+98,5.539595846152157,4.210798042405556,1.3719307288154037,0.2,Iris-setosa
+99,4.641637252029369,3.138181856088336,1.4097249011520763,0.2,Iris-setosa
+100,6.342389987476975,2.5507558953016596,5.017826290145947,1.8680763658216293,Iris-virginica
+101,5.6450099852521385,2.609509822990905,4.150963215562141,1.263335721351096,Iris-versicolor
+102,5.230421762757849,3.3537288517880253,1.6523855946934167,0.2,Iris-setosa
+103,5.476824786885079,2.9604586036835805,4.427381711457712,1.4775777358917537,Iris-versicolor
+104,5.473535021332485,4.184728689996202,1.405445387522682,0.2,Iris-setosa
+105,6.689091468499182,2.9840557041509808,5.010253280513405,1.7085591254685826,Iris-versicolor
+106,6.476968070730332,3.3590679541503126,5.6299806275610305,2.3307864991432132,Iris-virginica
+107,4.579582218116367,3.692393431330485,1.0,0.2,Iris-setosa
+108,5.176924304326346,3.5008082401271854,1.4652146764501162,0.2,Iris-setosa
+109,6.839739791577837,3.197146772424296,5.793548368044759,2.2971360793705253,Iris-virginica
+110,6.377067106071423,2.851347856980191,4.2604377608229935,1.2924468252173424,Iris-versicolor
+111,5.879853742665461,2.9326759667178712,5.192942659662361,2.4676426577278607,Iris-virginica
+112,6.26221077982359,2.4184861459934384,4.769554665043632,1.4720148037501346,Iris-versicolor
+113,6.002442499541503,3.4496461058181427,4.554563603998285,1.614699215433397,Iris-versicolor
+114,5.557069748958086,2.4913170351679272,4.299840188933578,0.9684088111416174,Iris-versicolor
+115,5.349449933514687,2.3821986033418554,3.5264732359109594,0.9886525433266797,Iris-versicolor
+116,6.870527059935862,2.943933853079563,5.5748474188965655,2.0749800314641527,Iris-virginica
+117,6.112673659954125,2.6207834926980076,5.635361482842502,1.4134268916370645,Iris-virginica
+118,5.151877834425655,3.8309379224125655,1.8173401326431606,0.5495289084107312,Iris-setosa
+119,4.504083511245667,2.320019564602519,1.3320898727529782,0.3036851519291117,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/15/test.csv b/iris/tab_ddpm/1_1/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/15/train.csv b/iris/tab_ddpm/1_1/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/15/val.csv b/iris/tab_ddpm/1_1/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/16/synth.csv b/iris/tab_ddpm/1_1/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4bb33f37cd970b40182fe427af0417cdcc2523e0
--- /dev/null
+++ b/iris/tab_ddpm/1_1/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.903827466936315,3.0322721448599252,1.360251157538424,0.2,Iris-setosa
+1,5.6793501800707045,3.0796391714509896,4.678687079505147,1.6614828424189934,Iris-versicolor
+2,6.919328562119322,3.0343950558037407,5.559363967527029,2.188471844473939,Iris-virginica
+3,6.605307588747129,3.132933247900707,4.447843511497624,1.4710623490823285,Iris-versicolor
+4,6.082231661238869,2.9648481283527874,5.23315073171759,1.7609236270024888,Iris-virginica
+5,6.072033562502182,2.8920212693063614,5.207473642287757,1.696696576538514,Iris-virginica
+6,6.63567613896195,3.114683863904298,4.452166365047984,1.4116392071734343,Iris-versicolor
+7,4.919657500967863,3.2396164386569573,1.459602254011643,0.2,Iris-setosa
+8,4.9132858906630785,3.507403178246908,1.3431733281698273,0.36669206835635015,Iris-setosa
+9,5.18708982495163,3.428144133401499,1.4918035771746376,0.2,Iris-setosa
+10,5.027122852893257,2.4642021764415416,2.8667616864350443,0.9746013496182128,Iris-versicolor
+11,6.722221271872003,3.3009356172521716,5.6959589444236105,2.4999995146137053,Iris-virginica
+12,5.996362895848902,2.2000003914489006,4.963923179318122,1.5041692133324585,Iris-virginica
+13,5.440104172726633,2.9965312524581824,4.469599226829266,1.4955954030364993,Iris-versicolor
+14,5.057714775760721,2.4109002208467714,3.1808765948567292,0.9475609684519473,Iris-versicolor
+15,5.00592057008165,3.2880818922670345,1.4005239649941983,0.2,Iris-setosa
+16,5.390516372434598,2.9337489455874866,4.238788100097522,1.4507715059142332,Iris-versicolor
+17,5.792579591419939,2.7543161395924507,5.139570259738079,1.8672975525840818,Iris-virginica
+18,5.40478885608428,2.7243606539209795,4.12049445394441,1.3567854586909465,Iris-versicolor
+19,4.4,3.1331156447107427,1.3244463239784547,0.2,Iris-setosa
+20,5.608532287248599,2.398574495516049,3.64214456802533,1.1425618571388911,Iris-versicolor
+21,5.007021584543641,2.4454008083849437,3.4571551648311463,0.9993590241826502,Iris-versicolor
+22,5.116913762500568,3.777268655126181,1.661807590864203,0.4736797115691989,Iris-setosa
+23,5.78089818363339,2.650166529610811,5.090855903928313,1.9166816095722774,Iris-virginica
+24,5.371545336348895,3.6783088128689316,1.4961475882583166,0.2,Iris-setosa
+25,5.728626791639654,2.9368329822591233,4.108334453413419,1.421412901799081,Iris-versicolor
+26,4.4,3.237830963030081,1.2707280611079752,0.2,Iris-setosa
+27,6.68077967690133,3.0683506510930085,4.381789844824624,1.3945358102324457,Iris-versicolor
+28,5.801346935426752,4.399999195775646,1.4984821034349483,0.34715259013553124,Iris-setosa
+29,6.699454935552586,3.2832431969974896,5.7550457265011215,2.4999994865463346,Iris-virginica
+30,5.855388228316691,2.8714552190204112,5.164485219615638,1.864840760693913,Iris-virginica
+31,4.971130585439997,3.589347755274759,1.6297995321698935,0.2,Iris-setosa
+32,4.40000047912373,2.9912950853166267,1.3684745154492464,0.2,Iris-setosa
+33,6.665813381727245,3.282766932189671,5.6935452144940415,2.1840588069382414,Iris-virginica
+34,6.25000228230806,2.986049495177981,5.495763791286164,1.768663834670114,Iris-virginica
+35,5.375641129838611,2.6175634902641782,4.2074493470501295,1.2557666106134704,Iris-versicolor
+36,6.282884347279291,2.7408178631355926,5.1971123291075845,1.445277015991288,Iris-virginica
+37,4.586364495491009,3.608706678803358,1.0000004387776926,0.2,Iris-setosa
+38,4.657541511958465,3.2303905159784323,1.3513753748891668,0.2,Iris-setosa
+39,5.126153294905946,2.4912260778439306,3.613163743963086,1.2667539325235646,Iris-versicolor
+40,5.159883327199973,2.5048544790406946,3.416579804819496,1.1368843444320904,Iris-versicolor
+41,6.055352363318621,2.9307032328753766,4.200070198885246,1.4227031956615215,Iris-versicolor
+42,6.844588369003522,2.9893340553061734,5.511001348545545,2.047860214489122,Iris-virginica
+43,5.895966179856792,2.917385090381576,5.262022444159147,2.333021286073561,Iris-virginica
+44,7.7,2.698103163283649,6.7,2.1121705292847106,Iris-virginica
+45,5.981241655983369,3.3024590967849106,4.680640019842026,1.7018384602883392,Iris-versicolor
+46,7.7,2.790930520145193,6.7,1.953786866756205,Iris-virginica
+47,4.95848691505802,3.5791251705658422,1.6433221587722553,0.3144073419525918,Iris-setosa
+48,5.422036515701973,2.4074619611009918,3.861392374716993,1.0533070729487513,Iris-versicolor
+49,5.1590719697278615,3.3485067449715613,2.0386417783084894,0.5626913337523465,Iris-setosa
+50,7.699998486176557,2.8147946805812993,6.7,1.979965869061847,Iris-virginica
+51,5.988846440700955,2.200000447268232,4.993730027331264,1.4730810879051457,Iris-virginica
+52,4.808733788173894,3.267503788748457,1.411050077159277,0.2,Iris-setosa
+53,5.789133457924081,2.6886357500397833,5.079008755474043,1.9040373439139113,Iris-virginica
+54,4.858797992153681,3.344138993378055,1.4108786976776833,0.2,Iris-setosa
+55,6.67858500718162,2.982176125621061,5.049073519906777,1.745081972349578,Iris-versicolor
+56,5.144986967279837,3.3794388418416186,1.4234383097415022,0.2,Iris-setosa
+57,5.970407100551727,3.4628551054472028,4.565998198372652,1.5719225656683702,Iris-versicolor
+58,6.001490963531249,2.2,4.999477625001004,1.5000746612962441,Iris-virginica
+59,5.88331909371029,2.9580266491854506,5.052632851140733,1.8144958637852853,Iris-virginica
+60,6.2551442753611255,2.804152447749456,4.980531273231526,1.7226830133133553,Iris-virginica
+61,5.12648248635709,2.455811895189634,3.1551877519767255,0.9978175908459291,Iris-versicolor
+62,5.939216908477894,2.957039212731843,5.031351205303951,1.8122326202707566,Iris-virginica
+63,5.75409803833048,2.6546402607007007,5.085107683174087,1.9048908941694145,Iris-virginica
+64,5.884792203660194,2.990933962109267,5.094463657667849,1.834083756965368,Iris-virginica
+65,4.5946456967253955,3.6060677015512392,1.0000004440705799,0.2,Iris-setosa
+66,5.075641282252982,3.346167580141221,1.3580156037485012,0.2,Iris-setosa
+67,6.191407185080487,3.2548130088239926,4.556262054992439,1.5162218238541785,Iris-versicolor
+68,6.323204882166571,2.7647037474026614,4.809194646263271,1.7385448776875339,Iris-virginica
+69,6.15508088030823,2.697094092444836,5.523826813463051,1.4378408192476904,Iris-virginica
+70,4.969994226408152,3.410157834861647,1.5024813789533458,0.2,Iris-setosa
+71,6.194501158618389,3.4408267527286434,5.697946467403296,2.419940394584777,Iris-virginica
+72,5.112270270996522,3.6953520811211638,1.6080525482866372,0.2,Iris-setosa
+73,5.295076761558017,2.437461519038496,3.2693382632441317,1.0998789090981902,Iris-versicolor
+74,5.543939919953326,2.3940731745901984,3.969206207683717,1.1002004675323533,Iris-versicolor
+75,5.142448936785176,3.466212068047459,1.5522490207244835,0.2,Iris-setosa
+76,6.081102282289102,2.958545331276317,5.25374969816625,2.479046108488173,Iris-virginica
+77,5.400243066931925,3.579690321639015,1.5224676432287343,0.2,Iris-setosa
+78,5.838840323689538,2.744417472623371,5.148243665416806,1.8839536349940749,Iris-virginica
+79,5.8017058780065165,2.686230190450349,5.067185311742506,1.8725949183697546,Iris-virginica
+80,5.0019441993806115,2.4778169742900786,2.9684829280749128,1.0899596765300228,Iris-versicolor
+81,6.6013752902787015,3.0991332412759416,4.429793500510358,1.4454990712677833,Iris-versicolor
+82,7.699743694205688,2.8496138013931875,6.699565379354989,1.9335477230128129,Iris-virginica
+83,5.021069060464513,3.28538840496491,1.3265450484178585,0.2,Iris-setosa
+84,5.436150908131706,3.938069744762243,1.2832481966613776,0.4766235734362396,Iris-setosa
+85,6.1387725958588435,2.992387364690438,4.544629881003238,1.3780313867666674,Iris-versicolor
+86,5.123403703443051,3.7964185951328786,1.5964034027705516,0.2,Iris-setosa
+87,5.335561961363355,3.780837385131006,1.4849680811643964,0.289895763441506,Iris-setosa
+88,5.878679937655385,2.9907806216383364,5.1563533385419955,1.8374033850908578,Iris-virginica
+89,4.662155084045473,3.561979755522776,1.0000008031722547,0.2,Iris-setosa
+90,6.66726203055041,3.137132970169208,4.395578434617783,1.3965259846552942,Iris-versicolor
+91,4.603253494289648,3.21639935514671,1.3826766454378696,0.2,Iris-setosa
+92,5.610485736147707,4.4,1.513481845949795,0.333146679335944,Iris-setosa
+93,5.529927419134371,2.9864017345841205,4.286421223160691,1.3592641417720959,Iris-versicolor
+94,7.023856840205086,3.0403647715171154,5.736603546766399,2.207085912881286,Iris-virginica
+95,5.957016853823031,3.4196536609633226,4.6118589444850056,1.7084315345999128,Iris-versicolor
+96,6.293655673305408,2.8583100357469826,5.582451178908451,1.7989561540382089,Iris-virginica
+97,5.530264215157398,2.852162727881972,4.198612310704742,1.4274818945270922,Iris-versicolor
+98,4.945465727210983,3.0633495071849515,1.400005716531735,0.2,Iris-setosa
+99,4.955372324401365,3.3298242725928286,1.4024276814235022,0.2,Iris-setosa
+100,5.785657157357657,2.6365663492772735,5.072196287154696,1.9174826507326648,Iris-virginica
+101,5.0018182732596435,3.3458033835291423,1.4652452258287625,0.2,Iris-setosa
+102,4.877545687947821,3.0769252993613394,1.5127196267872016,0.1,Iris-setosa
+103,5.322141069874089,3.3860969228962157,1.6894228222975478,0.2,Iris-setosa
+104,5.391272179446643,3.486690013389044,1.5652197164438986,0.2,Iris-setosa
+105,6.691677171802963,3.0061221858704856,4.973583898884036,1.6861459528293208,Iris-versicolor
+106,5.735563686117938,2.921957651216837,4.471898890387794,1.3059749262637048,Iris-versicolor
+107,5.658540777558393,3.044360945496702,4.4660679217343375,1.488175917812456,Iris-versicolor
+108,6.62036294181397,3.0279091369314277,4.354472961822683,1.389066941053721,Iris-versicolor
+109,4.6212557954455855,3.5966424302131084,1.0000008147779935,0.2,Iris-setosa
+110,6.249873232541055,2.91624125340682,5.590586796302252,1.8002738099994842,Iris-virginica
+111,5.275947074445759,2.8662699230455213,4.2331386028500955,1.4294312477088886,Iris-versicolor
+112,5.75754672853593,2.6740269693002965,5.0974904632766025,1.912403446380962,Iris-virginica
+113,6.259004442943989,3.4196663531192892,5.70778769543425,2.4085116346116613,Iris-virginica
+114,4.4,2.9129166495738126,1.4028662206504159,0.2,Iris-setosa
+115,5.205709944006793,3.7811704569932285,1.6743702025168943,0.47993839447465836,Iris-setosa
+116,4.547336855789819,3.282443805256455,1.4097541446104507,0.2,Iris-setosa
+117,6.96263401443328,3.2021444146834184,5.7663226980493505,2.2968841091366814,Iris-virginica
+118,5.230209592750594,2.8835314000755057,4.145970205514332,1.4529017586851585,Iris-versicolor
+119,6.484228328459993,3.1662785697803204,4.464498707042607,1.4896192601180183,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/16/test.csv b/iris/tab_ddpm/1_1/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/16/train.csv b/iris/tab_ddpm/1_1/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/16/val.csv b/iris/tab_ddpm/1_1/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/17/synth.csv b/iris/tab_ddpm/1_1/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1f802e37e2464d5a0913f4e262213467643c515a
--- /dev/null
+++ b/iris/tab_ddpm/1_1/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.022965939535992,2.4812905518944723,3.2199730185500677,1.139845901801627,Iris-versicolor
+1,6.4549189345658595,3.083689143513386,4.557992012125582,1.4183231831219159,Iris-versicolor
+2,5.246547049538236,3.799534502105289,1.6450457756212469,0.37893707882385763,Iris-setosa
+3,5.251559499435846,3.5075413555726755,1.4841934581896659,0.2,Iris-setosa
+4,6.5217203506293675,3.0899017227542367,5.538621707949985,1.8516935594995125,Iris-virginica
+5,4.614723037925406,3.5904184304816935,1.0000017090671407,0.2,Iris-setosa
+6,5.20132952617545,2.4871941022539676,3.0837932780256967,1.098882356045297,Iris-versicolor
+7,5.815317189878003,2.87476204702539,5.200108018090102,1.8625208309388075,Iris-virginica
+8,5.102132414453612,3.742229626017135,1.6443828244502225,0.4235400874797649,Iris-setosa
+9,6.202799442284034,2.7715029590818965,5.626216370098856,1.5911068639470254,Iris-virginica
+10,6.11091591394007,2.618621570740805,5.584156782111247,1.4147456219129257,Iris-virginica
+11,6.352175723524533,2.906385665388958,5.653430323357852,1.7887375515741855,Iris-virginica
+12,6.521702519537608,3.1703280624039296,4.500106262019775,1.459560881652816,Iris-versicolor
+13,6.058397689430227,2.978701250878404,5.165056751489053,1.7040151977596043,Iris-virginica
+14,6.389825518240493,3.005817282872448,5.488150511964683,1.779686766110772,Iris-virginica
+15,4.600410162584658,3.20373041101071,1.4011555916826162,0.2,Iris-setosa
+16,6.2483396552276,2.612314792471769,5.009729442146551,1.8531420701340926,Iris-virginica
+17,5.724957302418946,2.7501820707014253,5.081722743997804,2.4082033584724982,Iris-virginica
+18,5.706756078501865,4.4,1.5339525567958014,0.4695690724471725,Iris-setosa
+19,5.283931087463947,2.8246714862646365,4.093982233244279,1.4495713822764191,Iris-versicolor
+20,6.063485677582585,2.9994209888894896,4.797015388988036,1.8081298429131427,Iris-virginica
+21,6.643207356700888,3.2967571399213518,5.620663223302019,2.4999934418702354,Iris-virginica
+22,4.6613352702475845,3.4192971020852077,1.379746756996811,0.3299371984252666,Iris-setosa
+23,4.600837740032535,3.619233622377463,1.0000006485136441,0.2,Iris-setosa
+24,5.498139900014799,4.2070076960435845,1.3940978092850633,0.2,Iris-setosa
+25,5.803516504216655,2.727340376165341,5.122586252035451,1.8886828317314814,Iris-virginica
+26,4.99261339936063,3.516442960190815,1.4107166012002244,0.2203347809887369,Iris-setosa
+27,5.262471334207728,3.485278531471123,1.571023933432248,0.2,Iris-setosa
+28,5.972553524831319,3.3688440970899567,4.440534082673693,1.5329565218314798,Iris-versicolor
+29,6.019173262811732,2.918300006148588,4.537262591308462,1.3740538846256443,Iris-versicolor
+30,5.360710933252741,3.888884876715995,1.5912833572451421,0.3815727009843136,Iris-setosa
+31,6.164931691780975,2.980382384426717,5.016444775657518,1.6430169716633731,Iris-versicolor
+32,5.254182649564672,3.4853368847621065,1.4665674669971744,0.2,Iris-setosa
+33,5.826183467873243,2.99550867679441,4.2301406138099855,1.5072669590816865,Iris-versicolor
+34,5.088739810137475,3.434418535882424,1.4124358686148315,0.2,Iris-setosa
+35,5.527513725676156,3.0228405035524664,4.580708876684167,1.4981183036624839,Iris-versicolor
+36,5.5040678292870675,4.194083495399894,1.3794488112839502,0.2,Iris-setosa
+37,6.6900809282808344,3.1117127490174594,4.4048936711737525,1.4177500425199503,Iris-versicolor
+38,5.727986066185555,4.399998900552086,1.479516261210468,0.3357676480729173,Iris-setosa
+39,6.075113621825074,2.8737952570165777,5.0571726632368295,1.6008024299221935,Iris-versicolor
+40,7.037896539304815,3.0601758901519625,5.739796941005316,2.1981889039207574,Iris-virginica
+41,5.136446928209368,3.322841323207536,1.6816077837258716,0.28672903762942564,Iris-setosa
+42,7.7,2.7747503076263484,6.7,2.1097162746033606,Iris-virginica
+43,5.2318395440515015,3.553613414618439,1.4907687386110124,0.2,Iris-setosa
+44,5.6876765981299995,4.4,1.497980360968687,0.5513435810846906,Iris-setosa
+45,7.139436314329017,2.9069794506760944,6.219411261583778,1.7695349387240666,Iris-virginica
+46,4.4,3.2237817496562284,1.2660825528864452,0.2,Iris-setosa
+47,5.099334387474684,3.5263083326402724,1.4973392044038905,0.2,Iris-setosa
+48,5.100506285097298,3.5545893553936736,1.4224450417187542,0.2,Iris-setosa
+49,4.594683729004426,3.601355826047678,1.0,0.2,Iris-setosa
+50,6.467253055970023,3.1440047697442326,4.4466144112738375,1.485843343849585,Iris-versicolor
+51,5.967013505800986,2.2,4.986013152363312,1.517174537591662,Iris-virginica
+52,5.014388892284091,2.468338372163043,3.0143584903360994,1.0727301275477652,Iris-versicolor
+53,5.7058809647961874,2.393689816770403,3.760258608490539,0.8914052207419039,Iris-versicolor
+54,5.704828875220858,4.3999992559138645,1.534503567595809,0.38238618278286585,Iris-setosa
+55,5.827079352757626,2.9799142741920512,4.4309965296395255,1.4788023455884065,Iris-versicolor
+56,4.400000727162244,3.161229245585316,1.3134815470713084,0.2,Iris-setosa
+57,5.512974791298338,4.2027531981362936,1.4038076949901268,0.2,Iris-setosa
+58,5.509179548994534,2.9728553217847327,4.377070525961714,1.412928652140054,Iris-versicolor
+59,5.11749694861164,3.36287363773793,1.6615405210968945,0.5055437591541531,Iris-setosa
+60,6.477768036906854,3.2066716860453806,4.484685484336063,1.5179471571486396,Iris-versicolor
+61,6.281994021458387,2.979292227698873,4.369332757072112,1.3570301802469515,Iris-versicolor
+62,4.5813128143160435,3.6774104962989558,1.0,0.2,Iris-setosa
+63,6.499287571373835,3.0561152756543777,4.473462173906323,1.436318054799743,Iris-versicolor
+64,4.940462736857068,3.102405787479954,1.5002699231515595,0.36372055557489347,Iris-setosa
+65,5.440518151534795,3.3872646441567476,1.7829906265653812,0.2,Iris-setosa
+66,6.002652913379854,2.3234637316069184,4.170136353632004,1.2770409985298115,Iris-versicolor
+67,4.624408964716065,3.606526270950015,1.0000009945121042,0.2,Iris-setosa
+68,6.816142291711974,3.2110919250835956,5.575474693072604,2.2374248375679087,Iris-virginica
+69,4.89486187567481,3.504839655923402,1.355104476166166,0.3526814325231715,Iris-setosa
+70,6.679756648407988,3.295519203805524,5.722648936943917,2.499999340366294,Iris-virginica
+71,5.332247479052702,3.77408899022652,1.495472658645491,0.2,Iris-setosa
+72,6.645163413339828,3.2549842548811556,5.7989845469243475,2.105072419602907,Iris-virginica
+73,5.697346643319565,3.0695625540168283,4.545186439010805,1.5073849165472777,Iris-versicolor
+74,6.319101547376234,2.2911170014949658,4.4147604266383125,1.2957242070605552,Iris-versicolor
+75,5.488043231215296,2.483820380248258,4.106465840506346,0.9141872880021287,Iris-versicolor
+76,5.038690235726931,3.1992245518597455,1.3307370722679794,0.2,Iris-setosa
+77,4.917490147555166,2.9821573351333,1.3880134371672987,0.2,Iris-setosa
+78,6.086530424342493,2.6277724680786063,5.573289876608786,1.3800784722117003,Iris-virginica
+79,5.470947363254684,2.925141823351952,4.204965360848179,1.4524111064022374,Iris-versicolor
+80,6.374220333894976,2.925406533085456,5.52629970078893,1.7528352260720403,Iris-virginica
+81,5.384471101906473,2.988651799451613,4.456297642542082,1.4894761554523501,Iris-versicolor
+82,6.240982047113411,2.5187754174725714,4.985287045530222,1.885046278132416,Iris-virginica
+83,5.177106597717201,3.589453585231935,1.3229099883780027,0.35224173641340706,Iris-setosa
+84,5.117931484167254,3.3935833810009473,1.4814486932347952,0.2,Iris-setosa
+85,5.692493193395762,2.5738755039440457,5.077376805626406,1.9703614521063144,Iris-virginica
+86,5.353431872104247,2.9103581793898563,4.226794597328976,1.4707447284584425,Iris-versicolor
+87,5.993057635923018,2.7936874946930734,5.1038307482450636,1.6191919082219084,Iris-versicolor
+88,6.54954163433317,2.944940873709825,5.671792433534389,1.8134101603990123,Iris-virginica
+89,7.699531867482114,2.826960379522804,6.699347148336525,1.9249541030920785,Iris-virginica
+90,4.605851834327358,3.2207397832681295,1.4085325781787075,0.2,Iris-setosa
+91,4.937299039589255,3.4755053251902037,1.5201374501312461,0.2,Iris-setosa
+92,5.649403989477017,2.8932255202004002,4.1815140807348845,1.3143712310921756,Iris-versicolor
+93,7.699997995044799,2.778127136041163,6.6999975928433,1.9879958867509555,Iris-virginica
+94,5.3520814184347785,3.444852311681567,1.6649237418031997,0.2,Iris-setosa
+95,5.123414358256752,3.7418419088251285,1.4996142270504955,0.2,Iris-setosa
+96,6.402881781087168,2.7963765471162274,5.155962623164295,1.5470119187185396,Iris-virginica
+97,6.3561911182097095,2.9007431279573184,4.336060382506221,1.2922373913769867,Iris-versicolor
+98,4.4,2.850427159258241,1.4032135380346769,0.2,Iris-setosa
+99,7.7,2.75040548483273,6.7,2.043846451704577,Iris-virginica
+100,5.771664039452489,2.714967497150514,5.149653603387696,1.9725491302637361,Iris-virginica
+101,6.140882522050054,2.6102693183653534,5.628209957923718,1.3921926265868951,Iris-virginica
+102,5.676586552348317,4.399995329717241,1.4897842254715372,0.43642943168700804,Iris-setosa
+103,7.553138336282684,2.856316337549958,6.542197540801321,1.8116985806447325,Iris-virginica
+104,6.6198251135526505,2.956053290390641,5.484810847965812,1.9308840402550198,Iris-virginica
+105,6.269761284031585,3.1248844624526075,5.36899999902344,2.499696198162059,Iris-virginica
+106,5.44079834419512,2.9766758060236818,4.533240274991012,1.517621944081245,Iris-versicolor
+107,7.699980205304266,2.8366849494416817,6.699978905410205,1.9883388641538495,Iris-virginica
+108,5.37546630176038,2.8909406517827017,4.312143773373265,1.4219404802112858,Iris-versicolor
+109,4.921505462632287,2.391926775385431,3.3609139436053868,1.0971442244000524,Iris-versicolor
+110,7.699998952017001,2.7488010753068757,6.7,2.022015788556653,Iris-virginica
+111,4.57817028578129,3.6018704636022587,1.0000006607364704,0.2,Iris-setosa
+112,6.741858004919222,3.253445839908042,5.706894505605214,2.2002281716356897,Iris-virginica
+113,5.430648753744645,3.0147245325661896,4.494125623548315,1.5100540745751116,Iris-versicolor
+114,5.727941183346301,4.4,1.5312676994126293,0.45867068277076917,Iris-setosa
+115,5.238882561305833,3.746310045283838,1.6188362051108338,0.38379877546307944,Iris-setosa
+116,5.80497129496519,2.7543620457732625,5.10910666458852,1.8617020785473168,Iris-virginica
+117,5.209853525791455,3.6435125728776523,1.5207986341390525,0.2,Iris-setosa
+118,6.809379401006341,3.29790294373977,5.735676740566383,2.5,Iris-virginica
+119,6.087811062467567,3.309853629645973,4.495441045702742,1.5226327292264739,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/17/test.csv b/iris/tab_ddpm/1_1/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/17/train.csv b/iris/tab_ddpm/1_1/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/17/val.csv b/iris/tab_ddpm/1_1/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/18/synth.csv b/iris/tab_ddpm/1_1/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0f988256e3f3d12f7b26aedebc646ad4a0135a24
--- /dev/null
+++ b/iris/tab_ddpm/1_1/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.7564082228443434,6.7,2.005790213113081,Iris-virginica
+1,4.947136939083827,3.4060572352463834,1.527772843639395,0.2,Iris-setosa
+2,5.289321329265626,2.7969875624144134,4.163632112224202,1.3960892436766419,Iris-versicolor
+3,6.772421791612292,3.0985430255786026,4.39616857570615,1.3719437040806808,Iris-versicolor
+4,4.60587160885987,3.2191749348910346,1.4023295552033919,0.2,Iris-setosa
+5,5.084715134816457,3.290906546260555,1.2543346788051513,0.2,Iris-setosa
+6,5.479672554858556,4.20867450134589,1.3897205808053308,0.2,Iris-setosa
+7,4.602211552369871,3.600701974589579,1.0000004489283345,0.2,Iris-setosa
+8,5.002717502798061,3.3240584119001513,1.4068107578487379,0.2,Iris-setosa
+9,6.476673049391562,3.097304818036794,5.52438998863927,1.8022204286587236,Iris-virginica
+10,7.015562156681879,3.212606708984231,5.733772297018229,2.31005939257756,Iris-virginica
+11,5.287188137462389,3.584457534580271,1.4955077714989244,0.2,Iris-setosa
+12,7.699995345532173,2.8058748814224495,6.6999942625219955,1.9862970832433036,Iris-virginica
+13,5.459966169149647,2.9597795393242787,4.121636083404261,1.325642426254523,Iris-versicolor
+14,6.197779214389086,2.301426681952301,4.319024428687609,1.299571414793783,Iris-versicolor
+15,5.928573513880005,2.953847392806679,5.2367981955214695,1.8560785648477547,Iris-virginica
+16,7.7,2.7845318354206974,6.7,1.9826970595428908,Iris-virginica
+17,6.370702343051199,2.916013612391313,4.860312687451465,1.5496460328610187,Iris-versicolor
+18,6.513944141115819,3.3523602173375475,5.61939425925411,2.3112327311303553,Iris-virginica
+19,7.7,2.700495489478014,6.7,2.145189180085044,Iris-virginica
+20,5.818563025851219,2.516062697485515,5.005156361171055,1.9731071326913883,Iris-virginica
+21,6.622485168453097,3.3424528239188906,5.657286310652822,2.264576135893784,Iris-virginica
+22,7.7,2.758898640660668,6.7,1.9815520147391332,Iris-virginica
+23,5.400054166652786,3.882320631186792,1.298262875621888,0.3966213071434984,Iris-setosa
+24,4.969237620584928,3.1851399896034445,1.2539798406744955,0.2,Iris-setosa
+25,6.619246897638626,3.00759971973125,4.350218097696031,1.3783469005424205,Iris-versicolor
+26,5.17517398286485,3.4357292674524644,1.4764212346622039,0.2,Iris-setosa
+27,5.174613044421298,3.5486917556926967,1.511355256304681,0.2,Iris-setosa
+28,6.544897677807083,3.2997303812864858,5.616783844494194,2.326971145999221,Iris-virginica
+29,7.7,2.8399653308744384,6.7,2.0801957036014875,Iris-virginica
+30,6.685231758817229,3.3280607463867016,5.641976729644646,2.302703885612718,Iris-virginica
+31,6.673282469055091,3.3293721019190654,5.788584588777753,2.5,Iris-virginica
+32,5.16965222456723,3.8651525277434264,2.0075150666275747,0.39113727909295626,Iris-setosa
+33,6.334254984690901,2.4856829069964324,4.916501520377721,1.5133840537014351,Iris-versicolor
+34,5.781039308624401,3.0816620455288626,4.258485945249423,1.4596209683260855,Iris-versicolor
+35,5.201758511886287,2.530803181746446,4.07332883808344,1.0901337330279999,Iris-versicolor
+36,6.5646642233836,3.2142408373048132,5.540094298170103,1.9745185235477065,Iris-virginica
+37,6.721984842686786,3.0817736667578037,4.536499289653844,1.4461691638764596,Iris-versicolor
+38,4.8261429483539136,3.4166381766603933,1.627678684690175,0.2,Iris-setosa
+39,5.1943900286101785,2.719453134620545,4.02021295412537,1.3948894475826505,Iris-versicolor
+40,4.888517093796839,3.4111253046360672,1.6294398562800765,0.2,Iris-setosa
+41,5.861190279192791,2.859565633541308,5.190472920125686,1.8516414069631781,Iris-virginica
+42,7.7,2.76813099828972,6.7,1.9939951247592735,Iris-virginica
+43,5.0289152650979405,3.337875206661687,1.379912867050663,0.2,Iris-setosa
+44,6.394185246320293,3.0177406256065336,5.516856230363145,1.7990841317095496,Iris-virginica
+45,5.102007957355012,3.8052577859153636,1.7148378651007492,0.38566908973191666,Iris-setosa
+46,5.593536566881176,2.8998499389800423,4.198480300732413,1.260751162287513,Iris-versicolor
+47,4.947268144714806,3.133235940359811,1.235671061334106,0.2,Iris-setosa
+48,4.703240523966708,3.2391349533536644,1.4198580625127528,0.2,Iris-setosa
+49,6.618219852900121,3.0486397874370494,4.432944270113302,1.409025837778011,Iris-versicolor
+50,5.5708968595439465,2.4018207419171587,4.0266229271572564,0.9763336044517349,Iris-versicolor
+51,5.025978900486786,3.286847996370942,1.4879710722655464,0.2,Iris-setosa
+52,5.175091734423669,3.8160103010179984,2.325118670280914,0.4515854874069797,Iris-setosa
+53,4.62985854118899,3.6035510046807087,1.0,0.2,Iris-setosa
+54,5.146149336411406,2.470754294856709,3.3863410461703918,1.1279243696015713,Iris-versicolor
+55,5.2698857406292845,2.844631759374082,4.093672806808518,1.4463377321181914,Iris-versicolor
+56,6.627172866401262,2.992095637596028,4.442833915617779,1.4322450146716332,Iris-versicolor
+57,6.363931114505694,2.942215958753001,4.301732133754535,1.3567386192769129,Iris-versicolor
+58,4.596040201850814,3.679956723480789,1.0,0.2,Iris-setosa
+59,5.114374726749244,3.869360064123545,1.5531247641116301,0.2,Iris-setosa
+60,6.744098915506107,3.0367669878418266,4.933318810789988,1.5960940213722867,Iris-versicolor
+61,5.9587583404197195,3.0250389972652036,4.577570145233796,1.4603813425542098,Iris-versicolor
+62,5.399034331850038,3.577097245905925,1.4930148844677698,0.2,Iris-setosa
+63,7.7,2.7939124737182612,6.7,2.0979348126127735,Iris-virginica
+64,4.990397782534624,3.2001312079504127,1.315998889598839,0.2,Iris-setosa
+65,4.400000450916499,2.8579343712863183,1.4041659458848919,0.2,Iris-setosa
+66,4.4,2.9153521230709973,1.3812577097715937,0.2,Iris-setosa
+67,6.623895836728574,3.009249644766833,4.460787109205601,1.4307058866861295,Iris-versicolor
+68,6.976205138120402,3.0989569067434135,5.713628269461683,2.285322067247151,Iris-virginica
+69,5.19882998567789,3.756015487247597,1.4351232853431444,0.39075979949539685,Iris-setosa
+70,6.485495675879177,2.812085220087881,5.447585300704734,1.868325705063694,Iris-virginica
+71,6.676434959073338,2.971821709901533,5.006147937718004,1.7176811440517914,Iris-versicolor
+72,6.673277984938151,3.296634366516301,5.764642564511239,2.4999994845376508,Iris-virginica
+73,6.581469233022395,2.9871156524509406,4.418161767112024,1.3827253014178729,Iris-versicolor
+74,5.723422664358361,2.6094116573257233,5.038813522082469,1.9739928585796704,Iris-virginica
+75,5.96904364635463,2.200000416881056,5.040765226581483,1.4887062687208934,Iris-virginica
+76,7.7,2.793304806819272,6.7,2.0259763492449916,Iris-virginica
+77,7.456488993527013,2.8812140392131638,6.430558249002803,1.8234225782949496,Iris-virginica
+78,5.0582385919613975,3.45744871087766,1.2767626428879066,0.2799924466476683,Iris-setosa
+79,5.843141684053491,2.8244362516552375,5.07600033165895,1.8400959026137758,Iris-virginica
+80,6.2929597324155395,2.306127013675333,4.466989543471641,1.289007627916396,Iris-versicolor
+81,4.400000900230897,3.1710464681071207,1.2550321648173837,0.2,Iris-setosa
+82,5.943496485029802,2.9674181948900578,4.940599031560035,1.8185424190202646,Iris-virginica
+83,5.7190579736730776,2.5889797854466807,5.095874802743093,1.996083125502774,Iris-virginica
+84,5.067805714631624,2.4939725431539905,3.369900654649857,1.1564167824290528,Iris-versicolor
+85,4.600325548267081,3.262236679112535,1.4261746227556662,0.2,Iris-setosa
+86,5.10192690098803,3.610543889999303,1.3346424558137686,0.2,Iris-setosa
+87,7.699998863637764,2.7921358997898142,6.7,2.0376055604875987,Iris-virginica
+88,6.309857430929082,3.017313614494244,5.477626255280298,1.7754931130826226,Iris-virginica
+89,4.874490557251153,3.0942114799291103,1.5089236534102393,0.10000110142616656,Iris-setosa
+90,5.448612713015603,2.5455212202149164,4.183804305402103,1.2517842144480742,Iris-versicolor
+91,5.134254247412551,3.3694908404696475,1.372787010780277,0.2,Iris-setosa
+92,5.188003969139362,3.481237256240191,1.4333480858983978,0.2,Iris-setosa
+93,4.400000742473335,2.9208358950544504,1.3909358444729967,0.2,Iris-setosa
+94,5.119726277030758,3.551005168364463,1.3862072964297332,0.3295310664718152,Iris-setosa
+95,5.10348698855757,2.498169776306818,3.186765280579118,1.0529822102139794,Iris-versicolor
+96,6.360099755349318,2.8754196411975053,4.282601201743631,1.278941997277864,Iris-versicolor
+97,4.511391740016948,2.2812951261903267,1.2936882371943876,0.29810194787120203,Iris-setosa
+98,5.402301580950244,2.817502956530898,4.071904875659478,1.3059891071226715,Iris-versicolor
+99,4.473898473963655,2.2785374968103875,1.283752634572691,0.268189485871112,Iris-setosa
+100,4.73642038203391,3.369441057285179,1.4463220653599052,0.2,Iris-setosa
+101,4.9560558085771165,2.447288365268529,2.8175574224712174,1.0321185368082149,Iris-versicolor
+102,7.7,2.7858819611392374,6.7,1.9991781944057254,Iris-virginica
+103,5.791069109922499,2.808327240104333,5.153439620495449,1.8680284384561034,Iris-virginica
+104,5.787965579744242,2.7560423387836654,5.1134226071240425,1.8755352471451905,Iris-virginica
+105,5.536040111470941,2.588513206527448,4.371618474728122,1.1435901300238474,Iris-versicolor
+106,5.156434519946598,3.6800201245494653,1.4455075960450314,0.2,Iris-setosa
+107,5.893821628287406,2.8011589889345405,5.10736196079088,1.883404417592488,Iris-virginica
+108,5.304800059981463,3.8239039808799307,1.4022921916119908,0.39333095963442943,Iris-setosa
+109,7.05610746462899,3.0968791383084593,5.779272791055444,2.2773751750289852,Iris-virginica
+110,4.40000045694548,2.918406848739739,1.3950173513855717,0.2,Iris-setosa
+111,5.7957991961382325,2.686548510076942,5.121353985868034,1.8940183108522572,Iris-virginica
+112,5.126712609781435,3.30015291707132,1.410615688920869,0.2,Iris-setosa
+113,5.9523306347410045,3.0207077019704913,4.906349848662263,1.8046982684666382,Iris-virginica
+114,7.7,2.729644423805077,6.7,1.9702723630972796,Iris-virginica
+115,5.821656715578134,2.7100370295059166,5.1236343717796595,1.8961786407084458,Iris-virginica
+116,5.751977953407253,2.6263689387978606,4.412271012617746,1.2670338212015269,Iris-versicolor
+117,4.4,3.124290915751716,1.3414784139718388,0.2,Iris-setosa
+118,5.740373939280154,2.633179975324155,5.091567810600231,1.9321075678884003,Iris-virginica
+119,5.098853396242672,3.3676032685974424,1.4136161861840923,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/18/test.csv b/iris/tab_ddpm/1_1/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/18/train.csv b/iris/tab_ddpm/1_1/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/18/val.csv b/iris/tab_ddpm/1_1/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/19/synth.csv b/iris/tab_ddpm/1_1/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b11903eb8bceeef08eee4f251ed130724fb77727
--- /dev/null
+++ b/iris/tab_ddpm/1_1/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.7,2.812607620809498,6.7,1.9854981207815734,Iris-virginica
+1,4.584117976629826,3.668426886187406,1.0,0.2,Iris-setosa
+2,6.098120536803967,2.5664162256535077,5.634741526219264,1.356850018426108,Iris-virginica
+3,5.890361845484564,2.98257217618448,5.1239911370895825,1.797735196501837,Iris-virginica
+4,7.7,2.815163569511451,6.7,2.059323879718648,Iris-virginica
+5,6.280341311033707,2.8182643778935397,5.11649738570343,1.5341246865923013,Iris-virginica
+6,5.0125682752435035,3.3230128135981607,1.4295056002522726,0.2,Iris-setosa
+7,6.281483651888714,2.854811175446173,5.544441843423331,1.6880951154705008,Iris-virginica
+8,6.627915173580033,3.0334786223213417,4.470672362195151,1.4061987593672831,Iris-versicolor
+9,7.7,2.7403146884786307,6.7,2.032273736025348,Iris-virginica
+10,4.9059174116458895,3.0930127183486347,1.540083187528775,0.10000010374145818,Iris-setosa
+11,6.031040954355649,3.3840040835232323,4.422989320915637,1.5908707230990942,Iris-versicolor
+12,4.915193598749488,3.083902151602909,1.4912753389125226,0.10000019292938248,Iris-setosa
+13,6.083524274117091,2.685277587795134,5.1154097381066554,1.5928916384736849,Iris-versicolor
+14,7.7,2.7965131879680896,6.7,2.0788980366687935,Iris-virginica
+15,5.213699199687821,3.6288773061919177,1.3535916037401663,0.33785014099324795,Iris-setosa
+16,6.343967339914474,3.049907672421939,4.5190852611739745,1.4310340033659306,Iris-versicolor
+17,5.638001696256544,2.547458836684264,5.010938711117604,2.010210563870466,Iris-virginica
+18,6.608726525772183,2.9938424221186515,4.436385239346342,1.385045828144274,Iris-versicolor
+19,6.711934694201615,3.2760434008213344,5.682417473938284,2.49999914526179,Iris-virginica
+20,5.706781033045582,2.64870339227115,5.077537614311237,1.920274343031404,Iris-virginica
+21,6.069334246540501,2.612604492727731,5.607850800395004,1.4226230793154182,Iris-virginica
+22,5.7274566437286065,4.399998424908451,1.5269325061648684,0.3880915645566725,Iris-setosa
+23,4.9464069673532345,3.365651244729103,1.4431268828765833,0.2,Iris-setosa
+24,7.69999842231089,2.8067375907451786,6.699998918264308,1.9680158166875539,Iris-virginica
+25,6.024396972110416,2.2000003614209565,4.95166178344229,1.5044801288145067,Iris-virginica
+26,6.679548550047742,3.2996655695026464,5.62623394047618,2.4999990697469023,Iris-virginica
+27,4.400000698685771,3.2081614371188065,1.3214228121427474,0.2,Iris-setosa
+28,5.508310486346787,2.6645447027356,4.122115327721442,1.287879267117789,Iris-versicolor
+29,6.763524218676935,3.344120310100818,5.777540849074063,2.5,Iris-virginica
+30,6.254949375933812,3.1015247469386953,5.398708000369912,1.8326524333537029,Iris-virginica
+31,6.587467813644789,3.0343358339775808,5.575665036293475,1.8988622589353072,Iris-virginica
+32,6.303411975830233,2.5299749435792607,4.970976835221749,1.88361862756512,Iris-virginica
+33,4.990354889006148,3.552940336296807,1.34150529973214,0.2,Iris-setosa
+34,7.7,2.816528997071271,6.7,2.0339984072281556,Iris-virginica
+35,5.043172823690451,2.476069562806192,2.891579039760664,1.0577690287267476,Iris-versicolor
+36,6.929310229256817,3.0396750052539687,5.601930149420441,2.1999988112321436,Iris-virginica
+37,5.030143448268176,3.502339810972161,1.2999610799207622,0.29990128807428323,Iris-setosa
+38,5.973765490391812,2.941456032202174,5.173251573239436,1.816758921311885,Iris-virginica
+39,5.324514600284558,3.8192895661538944,1.663318173248812,0.384822712277186,Iris-setosa
+40,5.397004506097151,2.869429362775055,4.401999268509432,1.4564155728739325,Iris-versicolor
+41,6.281949292205405,3.3760496652284395,5.683423023237587,2.395951611228463,Iris-virginica
+42,5.047695871238025,3.4902504708411213,1.3480235293609093,0.29744850602459577,Iris-setosa
+43,5.206414804798752,3.6633458085500408,1.3475485395248308,0.3583303685901411,Iris-setosa
+44,5.934878939772266,3.2105312382183127,4.631062155123056,1.6374380051449116,Iris-versicolor
+45,5.233147167969172,3.4634828057953824,1.5850066629175366,0.2,Iris-setosa
+46,5.104921443205863,3.301908138135864,2.1561525113136377,0.4750643827240655,Iris-setosa
+47,5.241270733135065,3.4458673985061656,1.4133459293926063,0.2,Iris-setosa
+48,4.639115156234679,3.3322968568013356,1.408650905556249,0.22339797919050988,Iris-setosa
+49,5.193026291196808,3.3782488771995673,1.374359951233105,0.2,Iris-setosa
+50,5.757794741085477,2.5837903322156537,5.024003672814547,2.178471163738517,Iris-virginica
+51,6.409272126466885,2.5590446585082884,5.052339890569641,1.8925705753476565,Iris-virginica
+52,5.265372688014703,3.4377519866058317,1.5358213346181508,0.2,Iris-setosa
+53,5.555672526668011,3.0229006282649484,4.4724013439598265,1.499881122853138,Iris-versicolor
+54,6.692693383908184,2.9638680411119886,5.045786437418995,1.708362600523977,Iris-versicolor
+55,6.324598243376022,2.5417925246931703,5.0270149890111195,1.8834195326496095,Iris-virginica
+56,4.71727206582184,3.055149557195787,1.3921711838286135,0.2,Iris-setosa
+57,5.795090979513523,2.989592522719186,4.530600321213172,1.486693253822803,Iris-versicolor
+58,5.478396353201968,2.620749949917003,4.279461921445192,1.29784644592945,Iris-versicolor
+59,4.9696487769662285,3.3729406058597693,1.6107950908175153,0.2,Iris-setosa
+60,6.449409505407692,2.910456798945455,4.31421069254785,1.3097031992577008,Iris-versicolor
+61,7.7,2.7829587400535027,6.7,2.1092790594654063,Iris-virginica
+62,6.015958148902555,3.3970736938229464,4.580074270335384,1.6237153946651033,Iris-versicolor
+63,5.075541388549268,3.497413554210836,1.3633155109519097,0.2864256030400925,Iris-setosa
+64,6.508009334205649,2.774335609468892,5.405244734478107,1.9153496718599905,Iris-virginica
+65,7.7,2.661925658579982,6.7,2.0666896296398782,Iris-virginica
+66,4.4,3.1324280502990813,1.3061667192566584,0.2,Iris-setosa
+67,5.0247460043026555,3.436631017007895,1.3267609527033626,0.2767370859769851,Iris-setosa
+68,6.2068889715717415,2.991095875900443,5.011895794686526,1.741018390679413,Iris-versicolor
+69,5.976599368714089,3.01386676657439,4.612701740961294,1.4552335097626072,Iris-versicolor
+70,6.367041799248865,2.655422313930529,4.9805409428888465,1.864543294508412,Iris-virginica
+71,5.969314199780205,2.512388047708404,5.018417399290761,1.9433132161729263,Iris-virginica
+72,5.674354999452314,4.4,1.5040232367427449,0.3968408142204878,Iris-setosa
+73,7.44756592235404,2.9159913945390126,6.42711321283278,1.811783750148374,Iris-virginica
+74,6.422989062063604,2.6346761886881342,5.129899522229986,1.900377018082102,Iris-virginica
+75,4.997285734304693,2.445228597260753,3.012944158856505,1.0391457448999004,Iris-versicolor
+76,6.061050304885535,3.096501507306241,4.480025071504733,1.4585881631200928,Iris-versicolor
+77,6.55571187628104,2.8353317532335103,5.751215465965237,1.69398866099408,Iris-virginica
+78,5.9302778698586245,3.267962492663798,4.503281948952447,1.5886796833158123,Iris-versicolor
+79,5.655230589361759,2.971312212977639,4.135138020678198,1.3398119011614567,Iris-versicolor
+80,5.798190723919088,2.7639779489391314,5.083978018603225,2.393995301570666,Iris-virginica
+81,6.340277849813708,3.16537800063432,4.539910479667153,1.487381594589274,Iris-versicolor
+82,4.851074049750252,2.9383240110331195,1.406585402601583,0.2,Iris-setosa
+83,5.118168702500671,2.5848533805595215,3.1363672808966516,1.3084433640096305,Iris-versicolor
+84,5.58059274502179,2.94536550800126,4.387469921092766,1.4361129033966002,Iris-versicolor
+85,4.612796038234891,3.599560468410554,1.000000392385961,0.2,Iris-setosa
+86,5.25460670364338,3.8483380170740404,1.6899930775447696,0.362768724998319,Iris-setosa
+87,5.3141974335064175,2.91726467138865,4.292353240119793,1.4604607801546123,Iris-versicolor
+88,5.668273836207391,4.4,1.491858119713062,0.7246517962744006,Iris-setosa
+89,5.650711115509596,2.3969115469149815,4.041649554650573,1.0825005882470418,Iris-versicolor
+90,6.7480320463007635,3.330448923806978,5.742353914356052,2.5,Iris-virginica
+91,5.131986068502344,3.5836276830272404,1.5360497265020854,0.2,Iris-setosa
+92,5.563142503897666,3.0310979716145923,4.5650776559604465,1.4999961439904976,Iris-versicolor
+93,5.569587729796789,2.5014667492062546,4.126295005373061,1.1452748452626336,Iris-versicolor
+94,7.7,2.8723287322996094,6.7,2.0613983752567404,Iris-virginica
+95,6.601661318496617,3.134200199395083,4.381272249499889,1.4134412310318392,Iris-versicolor
+96,5.732485726058883,2.729312506334671,5.118877180766725,1.8914416422200855,Iris-virginica
+97,4.4,2.9020453396586015,1.38833124488123,0.2,Iris-setosa
+98,5.758466739870057,2.365446415839714,4.043708259815058,1.1561645826930438,Iris-versicolor
+99,4.900995270425704,3.093368796915972,1.5092278675654707,0.10000013204463735,Iris-setosa
+100,5.004184744778656,3.4940145472221507,1.2923273052503008,0.2552250664027278,Iris-setosa
+101,5.456168783673867,2.953100351920057,4.511971721900317,1.5005414732981928,Iris-versicolor
+102,5.220099533018889,3.8693833427700666,1.5922832733773145,0.2,Iris-setosa
+103,6.226912794483888,2.586996192538748,5.159785468926544,1.7492155760538828,Iris-virginica
+104,5.810404265561367,4.4,1.5060236928503155,0.5529800180633999,Iris-setosa
+105,5.972592133565892,3.3587841965642906,4.431819214859572,1.614523984494828,Iris-versicolor
+106,5.174399833177135,3.7390207356381393,1.4507890657266025,0.38946518305774325,Iris-setosa
+107,7.2055438980486315,2.9628887814712717,6.215483910249711,1.816853809113405,Iris-virginica
+108,6.352694590210696,2.85152883669844,5.700143193821822,1.724121997053241,Iris-virginica
+109,5.421542735888198,2.4243072328472057,3.576114947923902,0.9761876526012985,Iris-versicolor
+110,4.400000684692433,3.226311470574772,1.279820337195088,0.2,Iris-setosa
+111,4.5907344381373765,3.583814047335126,1.0000005663186247,0.2,Iris-setosa
+112,6.594763368586353,2.9221313092626695,5.550768522920647,1.9263580243179281,Iris-virginica
+113,4.400052003570072,2.6731145049669616,1.3806429894699916,0.2,Iris-setosa
+114,5.699427387967815,4.4,1.507890718233067,0.39472084350744197,Iris-setosa
+115,6.486793904973701,2.9219158391978084,5.5861421088384695,1.8221739429576902,Iris-virginica
+116,5.613873453096904,3.0041507462511228,4.533012150665326,1.5130971190370284,Iris-versicolor
+117,6.326481554859675,2.7181841779815152,5.3236602439210285,1.8527399602302108,Iris-virginica
+118,4.575347427178537,3.3585298663598087,1.401880282812387,0.2513602759265572,Iris-setosa
+119,4.894685312275665,3.1359832009153443,1.3774447701164736,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/19/test.csv b/iris/tab_ddpm/1_1/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/19/train.csv b/iris/tab_ddpm/1_1/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/19/val.csv b/iris/tab_ddpm/1_1/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/2/synth.csv b/iris/tab_ddpm/1_1/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a5bf624e1b3d83855bff5620c5dc2bbe40025be8
--- /dev/null
+++ b/iris/tab_ddpm/1_1/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.986475630231134,2.200000535395959,4.964601549903655,1.5148605551842882,Iris-virginica
+1,4.592754232284892,3.678799099067702,1.0,0.2,Iris-setosa
+2,6.352681557944133,2.8095659843933505,5.115373036342434,1.498529322217123,Iris-virginica
+3,6.693426040266899,2.942472567639708,5.010132772714825,1.6702061101413355,Iris-versicolor
+4,6.296528310022295,3.4141962648623765,5.707827004106831,2.385155248880436,Iris-virginica
+5,6.462625901075777,3.206104329158518,4.5158932795371864,1.492669489119601,Iris-versicolor
+6,5.003591142249162,3.24053207687955,1.3658856826669004,0.2,Iris-setosa
+7,5.078239953353788,3.380518980782895,1.4850133486076007,0.2,Iris-setosa
+8,6.714285755630273,3.2823852454504765,5.64332342615793,2.4999994441742164,Iris-virginica
+9,5.513605927215818,2.978624223789672,4.481456423004271,1.498920702756079,Iris-versicolor
+10,5.747991664058512,4.399993231108036,1.5218161312245737,0.486488759088201,Iris-setosa
+11,6.3309435982824,2.793609124112293,5.21506634744258,1.4606812983657056,Iris-virginica
+12,5.862937525772132,2.9984421687678453,4.111848684065111,1.473448976431693,Iris-versicolor
+13,6.2940552741433855,2.8389397257014672,5.081092917887886,1.5288567443288437,Iris-virginica
+14,5.768107045845258,2.6895960323359978,5.0917117141026385,1.9168369680775006,Iris-virginica
+15,4.602919730069747,3.600035861046579,1.0,0.2,Iris-setosa
+16,6.1889565281618895,2.6825379509518363,5.386343570151995,1.4634374420281298,Iris-virginica
+17,5.475601790415971,4.019691647247772,1.4102930612429634,0.2,Iris-setosa
+18,7.7,2.8308382553388975,6.7,2.0160473848639104,Iris-virginica
+19,5.085058563104608,3.650346639538484,1.5060667364069908,0.38803995386484025,Iris-setosa
+20,7.18705021264152,3.064437528720448,6.0460686003769615,2.1482120328760956,Iris-virginica
+21,6.270318512792023,2.8158074966398527,5.090860364362143,1.517760558329732,Iris-virginica
+22,5.989247941213795,2.2,4.996286978973729,1.5272453008964835,Iris-virginica
+23,5.8415635140214155,2.90598916719011,5.170567525408746,2.4573236226818382,Iris-virginica
+24,5.327213020696703,2.6084054127677594,4.032354792890432,1.2688547089434523,Iris-versicolor
+25,5.11013815678431,3.905527565499517,2.2298567273933094,0.39070981093226054,Iris-setosa
+26,7.225693780098189,2.9093499753508176,6.168371303108264,1.8687911473516678,Iris-virginica
+27,4.604027374461141,3.599163306387692,1.0000007993381692,0.2,Iris-setosa
+28,5.065820380045607,3.7081688617305564,1.6953342971756993,0.3122685558652705,Iris-setosa
+29,5.4539794511041,3.003498043289774,4.483410522428988,1.4923922850640705,Iris-versicolor
+30,4.400000789708837,3.1604888817640764,1.3074782629459296,0.2,Iris-setosa
+31,4.550946776257694,3.3452864384040177,1.3684288430835827,0.26276012371037627,Iris-setosa
+32,5.827579127984141,2.352431613298671,4.1305345406337635,1.0819363058503677,Iris-versicolor
+33,4.598991544958949,3.610271555109174,1.0000006450141352,0.2,Iris-setosa
+34,7.7,2.758837202521899,6.7,1.9883671857561893,Iris-virginica
+35,4.400001554572832,3.286764014907081,1.2994770924760206,0.2,Iris-setosa
+36,4.629949245601684,3.1889938766626247,1.4063965506397085,0.2,Iris-setosa
+37,6.043869215616184,2.988610183421324,4.826463672737097,1.8152733421127016,Iris-virginica
+38,6.684719778827816,3.1155430148293894,4.43332055306388,1.4057500257406919,Iris-versicolor
+39,5.226705400958402,3.8398957602768444,1.6639865003923369,0.3769258276855082,Iris-setosa
+40,5.396151066377561,2.9639397274305823,4.404070913150283,1.4938536906863775,Iris-versicolor
+41,5.366614969963472,3.911865650623045,1.3298593253786657,0.3801830780102882,Iris-setosa
+42,6.909133114394281,2.9793172415897407,5.592431695456002,2.0468171263666903,Iris-virginica
+43,6.476968806754639,3.1796563966355125,4.496007512874403,1.4583943635095251,Iris-versicolor
+44,5.534129492724831,2.9255694359374638,4.068886982302502,1.3259995324420293,Iris-versicolor
+45,4.994509415090534,2.4541180348439413,3.29544134083327,1.1898312111157374,Iris-versicolor
+46,6.013841614192247,2.6362908129293077,5.126383663122474,1.5928287678479842,Iris-versicolor
+47,5.977679825652696,3.3346956152569227,4.6614465299709265,1.7822983155809586,Iris-versicolor
+48,6.796957651257405,3.1811528954942214,5.68278298935417,2.2457597809810776,Iris-virginica
+49,5.052902007705876,3.36976403771053,1.3668177844530578,0.2,Iris-setosa
+50,5.770736417562988,2.9015531786941198,4.08573691494915,1.4307827221579457,Iris-versicolor
+51,5.4401185448559435,3.9536927177418226,1.2707202835983504,0.37587402541261256,Iris-setosa
+52,4.982872457187378,3.5417633261167905,1.5919264575429752,0.2,Iris-setosa
+53,5.837405181163979,2.9054936867205488,4.871909642557707,1.5072578698671932,Iris-versicolor
+54,5.176074050540798,3.3582315791987614,1.6828515503994228,0.2750813659018719,Iris-setosa
+55,5.826608847436899,2.7631787921691555,5.127327821963183,2.3496385975951077,Iris-virginica
+56,4.400001042270585,2.901399076409213,1.3910159378099702,0.2,Iris-setosa
+57,5.400217207661737,2.570679762440899,4.28381003682039,1.2557244971124408,Iris-versicolor
+58,5.15174631131378,2.654753996239012,3.5767028220457995,1.3832924832972466,Iris-versicolor
+59,6.345210225938834,3.4233999661267496,5.635298550360795,2.4023211344528317,Iris-virginica
+60,6.891337958767635,3.145154983361136,5.711187230792658,2.2526468703153664,Iris-virginica
+61,5.922110192889299,3.133956852011576,4.642032170818451,1.6717228660540009,Iris-versicolor
+62,6.14709701792309,3.2270269459256413,4.594877198765517,1.5954436406149228,Iris-versicolor
+63,6.034343498132674,2.7322429135177755,5.113378148500917,1.6147201371112685,Iris-versicolor
+64,4.642045811259748,3.598175207935796,1.0000005897245603,0.2,Iris-setosa
+65,4.4,2.924392285841393,1.4013205912260638,0.2,Iris-setosa
+66,5.01910909790478,3.553162672261364,1.6724062111748932,0.3200983446497271,Iris-setosa
+67,5.372146699115416,2.980257491891575,4.4705563085348405,1.5075390339082926,Iris-versicolor
+68,5.941624150940518,3.228052964239181,4.777741713780175,1.7128523618684253,Iris-versicolor
+69,6.900818167276619,3.1554265562292967,5.601819114996516,2.27872471014402,Iris-virginica
+70,5.067984581721446,3.2813787309632687,1.2937402586537972,0.2,Iris-setosa
+71,6.0068728168661405,3.3931864819402837,4.420233268374061,1.5918882023243703,Iris-versicolor
+72,5.753362590356763,2.514106494080867,5.008596948934445,1.9978978936522487,Iris-virginica
+73,5.014758555167121,3.315972412937377,1.2550540810681783,0.2,Iris-setosa
+74,6.485316356166587,2.956018453661109,5.372266805623442,1.8192965799256944,Iris-virginica
+75,5.8080599209234824,2.737822373900836,5.156766911924372,1.8814180455420102,Iris-virginica
+76,5.082482447173792,2.536839863836308,3.1160921121418452,1.288254698227524,Iris-versicolor
+77,5.673835987270284,2.9915352236104646,4.099143888505892,1.3275866298406658,Iris-versicolor
+78,4.5096432850309105,2.3265135699219517,1.3050527222509887,0.2655381500935833,Iris-setosa
+79,5.832860146121973,2.6535452003704387,5.079551618058408,1.9110263766465991,Iris-virginica
+80,4.4,3.1885543277134305,1.3063182850253665,0.2,Iris-setosa
+81,5.33535031526804,3.8374036789944603,1.6991167190251557,0.4168280813653465,Iris-setosa
+82,4.592151872623594,3.5962051675388143,1.0,0.2,Iris-setosa
+83,5.653009358950848,2.3707934672863424,3.9508459879016877,1.2042934579814997,Iris-versicolor
+84,4.920382933712217,3.4263425937032013,1.2700025045628804,0.27565275836963093,Iris-setosa
+85,5.881330492841517,2.9276830800814424,5.130255905631184,1.834815648308173,Iris-virginica
+86,5.309809058682507,2.917093318552438,4.274641945171444,1.403965485404919,Iris-versicolor
+87,5.232027686574207,2.7207993958668872,4.100436033056198,1.4092932036640053,Iris-versicolor
+88,6.343538777447504,2.3010190702847986,4.4072666330293515,1.2997258796906117,Iris-versicolor
+89,6.431232606423738,3.1046290974541164,5.474421382400813,1.801493766154605,Iris-virginica
+90,5.3167035283152,2.6839150824722764,3.972943336457674,1.2958084512755221,Iris-versicolor
+91,4.902677775471061,2.3931644103206806,3.6429636338027835,1.007824429530691,Iris-versicolor
+92,5.099043826205512,3.2821560238326737,1.2527209093926501,0.2,Iris-setosa
+93,5.90096706591501,2.684920209059382,5.050568837727087,1.5166167436251992,Iris-versicolor
+94,6.195762357570892,2.671836786943362,4.271026017826621,1.2814708539154331,Iris-versicolor
+95,6.07271468259838,2.6928915384679293,5.074862279160791,1.6006417235620531,Iris-versicolor
+96,6.628246700534965,3.069257006820868,4.472490915809545,1.4661955306733434,Iris-versicolor
+97,6.107810380390804,2.6499420139583894,5.556525384911392,1.4455061566724687,Iris-virginica
+98,4.594105175311374,3.6008425025336064,1.0000003643538904,0.2,Iris-setosa
+99,5.126916435464401,2.454852391939013,3.3608502938569735,1.0648686107387508,Iris-versicolor
+100,5.06570115055821,3.5326578942179543,1.3949815727989379,0.2842242260186125,Iris-setosa
+101,4.61556970938015,3.6154300825382086,1.000000751807919,0.2,Iris-setosa
+102,5.434260724322517,2.9947917619903546,4.493063263331815,1.4999767856784385,Iris-versicolor
+103,6.710696830818581,3.1070967862984094,4.4302249275519445,1.4054978529900957,Iris-versicolor
+104,6.156508143465022,2.9088799392503897,4.327723442628218,1.312533415958415,Iris-versicolor
+105,5.7721785946528925,2.796659870523754,5.090411938334531,2.345626694683822,Iris-virginica
+106,4.400000580154082,2.974366326268643,1.3875650561563952,0.2,Iris-setosa
+107,5.060483696144769,3.7855566096535207,1.6684570155483625,0.38336662566316015,Iris-setosa
+108,5.788458071071791,2.378714638677764,4.0319815762885645,1.2650087169634727,Iris-versicolor
+109,5.222174535582636,3.4641077452134375,1.5384465889651293,0.2,Iris-setosa
+110,5.3072796148248,3.8009344804887295,1.5203603380652884,0.2,Iris-setosa
+111,7.7,2.805531760307053,6.7,2.0441769960543015,Iris-virginica
+112,5.689565000499049,3.028165401839694,4.461864759305405,1.4980046628474557,Iris-versicolor
+113,4.718856530392817,3.3441534869289082,1.5505179016170105,0.2,Iris-setosa
+114,4.945659463952466,3.118791579950307,1.2970221451570525,0.2,Iris-setosa
+115,4.4,2.8316269577923334,1.4035758892731776,0.2,Iris-setosa
+116,5.017122133931453,3.214510872698423,1.1777577215399926,0.2,Iris-setosa
+117,7.7,2.7909146145380226,6.7,1.9752185534900257,Iris-virginica
+118,6.244965682471614,2.7652020635969348,5.243420662964486,1.4806926778560245,Iris-virginica
+119,5.263802434276675,3.556076767361318,1.496284991901933,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/2/test.csv b/iris/tab_ddpm/1_1/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/2/train.csv b/iris/tab_ddpm/1_1/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/2/val.csv b/iris/tab_ddpm/1_1/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/20/synth.csv b/iris/tab_ddpm/1_1/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5eac4ac9ad999e23ce1ed8c3f36336a8773e2d2f
--- /dev/null
+++ b/iris/tab_ddpm/1_1/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.916440457088442,3.20409762278552,4.817225774601656,1.8328279384948918,Iris-versicolor
+1,5.3956452870920995,2.9408135151551082,4.372418613246466,1.471980367402888,Iris-versicolor
+2,5.906981614599967,2.979495568885396,5.254231907401102,1.8050212819018912,Iris-virginica
+3,6.464774915261933,2.9757464018344675,5.530579971345964,1.8091959714105559,Iris-virginica
+4,5.3110718071876875,2.6538156208313657,4.076478785158036,1.325226834457049,Iris-versicolor
+5,7.7,2.8228695504490635,6.7,2.0655030632833538,Iris-virginica
+6,5.816703546082897,3.111616641612954,4.334303792431095,1.4623068642419168,Iris-versicolor
+7,6.675964760540541,3.3173856219110287,5.722307352111352,2.5,Iris-virginica
+8,5.641297210120962,3.039460569300695,4.115081916402334,1.3208303694139605,Iris-versicolor
+9,5.111656123811036,3.3120996073019238,1.9497000589062485,0.655506564739555,Iris-setosa
+10,6.620542029526679,3.220831514197093,5.581532155801417,1.9683046605602637,Iris-virginica
+11,6.019126401830764,3.0139255108364336,4.9271329214392985,1.7583880133209497,Iris-virginica
+12,6.2760629754640735,2.3083728907150576,4.369030994403821,1.3229640692156859,Iris-versicolor
+13,5.569448883044673,3.0046772655613148,4.426778162677079,1.5019652901299032,Iris-versicolor
+14,7.7,2.868048819015097,6.7,2.031839227544519,Iris-virginica
+15,4.6009702410494135,3.601884397136401,1.0000004450209683,0.2,Iris-setosa
+16,6.0253471127713105,2.20000029152735,4.98717468541668,1.5050652489545364,Iris-virginica
+17,5.434318829464512,3.029030884794731,4.553645257526733,1.5266267997806655,Iris-versicolor
+18,7.7,2.7816755775713347,6.7,1.9852298562017268,Iris-virginica
+19,6.257360109610503,3.385868055863143,5.627626524441625,2.4123142663885218,Iris-virginica
+20,5.475053148643377,2.894410532314765,4.132969988932917,1.445872686926873,Iris-versicolor
+21,5.408304474442498,3.9550716578528764,1.2911361103526433,0.49909102492099006,Iris-setosa
+22,5.0859711265493095,3.1564950553793025,1.4995873513935825,0.10018312538282398,Iris-setosa
+23,4.910979134096895,3.0837860939167774,1.4862873427990355,0.1,Iris-setosa
+24,5.081209488560764,2.5140727489328967,3.1835178445553884,1.0921712942147268,Iris-versicolor
+25,6.283989346336735,2.5167020576529504,4.895731482386565,1.4989325377797564,Iris-versicolor
+26,6.002681811605268,2.713206053717302,5.042481654478565,1.9032687231146797,Iris-virginica
+27,4.608581951617712,3.207608352502885,1.393064865628117,0.2,Iris-setosa
+28,5.154543194338937,3.3824663257987693,1.3876487217329823,0.2,Iris-setosa
+29,5.903073298196557,2.985791746418953,5.168901902947258,1.8103016957905391,Iris-virginica
+30,5.942545341512362,3.1641330198404014,4.547551163602857,1.591322235732203,Iris-versicolor
+31,6.01845512293594,3.0226702013540123,4.707693268143314,1.7978665284275812,Iris-virginica
+32,6.28051058439015,2.3076866193489747,4.411231240774264,1.3120098457228337,Iris-versicolor
+33,5.963202041030029,3.093586851730482,5.171441756202518,1.7859408801427672,Iris-virginica
+34,7.7,2.727260178625323,6.7,2.09437992484323,Iris-virginica
+35,5.088088179130874,3.806141021857935,1.6236320052073474,0.2147197430397994,Iris-setosa
+36,5.720571824133016,4.4,1.4883611775730845,0.3796124555331235,Iris-setosa
+37,7.699996513514234,2.7798837061725274,6.6999957920331035,2.0203064160925615,Iris-virginica
+38,7.7,2.803427261218189,6.7,1.9479391197186242,Iris-virginica
+39,6.352060626181126,3.371050684559985,5.546763064059978,2.400496066914582,Iris-virginica
+40,6.698942364637691,3.3090621462553034,5.826205062048571,2.5,Iris-virginica
+41,5.3039049638632925,2.4505749804845767,3.3148626979836986,1.0553649061063313,Iris-versicolor
+42,6.437480593613516,2.998099446731082,4.375052679286246,1.3805701466954463,Iris-versicolor
+43,6.150748781090706,3.203747750918256,4.340870372305082,1.4779110643794897,Iris-versicolor
+44,5.357661098704452,3.4049990712113165,1.60567320464198,0.2,Iris-setosa
+45,5.969807556687847,3.393252233630223,4.660184387337035,1.704046301064296,Iris-versicolor
+46,4.920577920861172,3.557260880739535,1.4055121398475006,0.2,Iris-setosa
+47,5.989975801287765,2.9250735112216715,4.953475245318221,1.819180314798798,Iris-virginica
+48,4.4,3.2158982550806083,1.3093275990924393,0.2,Iris-setosa
+49,5.155692606983261,3.3940421954465747,1.400858895394094,0.2,Iris-setosa
+50,7.7,2.8299517005498736,6.7,1.994543751599594,Iris-virginica
+51,7.7,2.826585358158603,6.7,2.0245973363433256,Iris-virginica
+52,5.855074106525816,2.798886686557676,5.143367867273096,2.367756445866255,Iris-virginica
+53,6.0170966406111255,2.7064715968741355,5.094717399011541,1.61618594980243,Iris-versicolor
+54,5.786358006164987,2.765515113874714,5.1581992937693855,1.876427807938231,Iris-virginica
+55,4.643435791021028,3.30424101884879,1.4136459186071342,0.2,Iris-setosa
+56,6.100639444642888,2.5996276990636336,5.623034132330658,1.4035530949711004,Iris-virginica
+57,5.447917869561024,3.4255438278311274,1.6511361548991341,0.2,Iris-setosa
+58,7.468404307423848,2.875477402685416,6.4028792061951405,1.756012755804885,Iris-virginica
+59,6.679599428535687,3.323942506486183,5.753164880458777,2.2399174037756953,Iris-virginica
+60,6.577850486747671,2.971108038393177,4.360296426953404,1.3658048062589359,Iris-versicolor
+61,6.668980577259109,3.299481053075207,5.7532767231345865,2.4999994118113644,Iris-virginica
+62,5.057644259898486,3.482150670290877,1.3581999045781257,0.322868375313363,Iris-setosa
+63,5.95179112041891,3.2593402884991542,4.814537533157976,1.7741994278930866,Iris-versicolor
+64,7.7,2.8176705641454363,6.7,2.038704576583132,Iris-virginica
+65,6.089095902485254,2.6381432162548246,5.585262325095413,1.4261324466269172,Iris-virginica
+66,6.493817427405911,3.0178925682685724,5.511386799776133,1.8016406603478323,Iris-virginica
+67,6.295530406489739,2.56947002852488,5.064093212622627,1.9068334040985295,Iris-virginica
+68,4.936454307017924,3.085859692455269,1.3326896380426092,0.2,Iris-setosa
+69,4.491128661890114,2.2841958528645545,1.3156337292951172,0.3094972120854723,Iris-setosa
+70,7.132646612963209,2.84433658185799,6.252377013432004,1.8085521047609736,Iris-virginica
+71,5.65638521231394,2.931356135406638,4.1428889358119685,1.3331777991774139,Iris-versicolor
+72,4.894685017321546,3.1113408004736542,1.4849271130074155,0.1,Iris-setosa
+73,4.642843437036585,3.589286478562455,1.000000662087783,0.2,Iris-setosa
+74,5.095513502848298,3.2451398708733907,1.6673167109507594,0.38626828036830585,Iris-setosa
+75,5.743037088727731,2.753280418463034,5.17197877931347,1.8910695219905833,Iris-virginica
+76,7.12878114438286,2.9716670941183754,5.981067078846131,2.0648583672393626,Iris-virginica
+77,4.4,2.9237972650009425,1.3289465853698508,0.2,Iris-setosa
+78,5.473972007263716,3.020068737796797,4.466167419658571,1.515634354528221,Iris-versicolor
+79,7.7,2.7910549089107697,6.7,2.096216745604317,Iris-virginica
+80,6.547554046947457,3.150480048575912,4.420908150358701,1.4279064534884924,Iris-versicolor
+81,5.9578583733969275,3.2549678128427955,4.388189473112363,1.5570882226304499,Iris-versicolor
+82,6.2910399403342465,2.4946606738494306,4.996623482776348,1.920548802883986,Iris-virginica
+83,5.286820942053885,3.5787472363523536,1.5317593713618898,0.2,Iris-setosa
+84,5.674936432897245,2.615423601815162,4.598599034169569,1.2663349458885222,Iris-versicolor
+85,6.6407261529628565,2.853540115600651,5.857458783060778,1.7946639195899614,Iris-virginica
+86,5.132523097349203,3.3583962477745244,1.37126028568653,0.2,Iris-setosa
+87,5.9777743152646226,3.012356263073336,4.78359168017098,1.810893842418697,Iris-virginica
+88,4.908805907286636,2.421934906950782,3.4978443051446027,0.9675688595248606,Iris-versicolor
+89,5.317345931791219,2.4864583679605836,3.4788296577110147,1.0856221011213258,Iris-versicolor
+90,4.602124949466523,3.6008523925899274,1.0,0.2,Iris-setosa
+91,5.415580562030721,3.518656192998643,1.6425650624191264,0.2,Iris-setosa
+92,6.630986311575642,3.2212309129602366,5.694910234094994,2.499998684263165,Iris-virginica
+93,6.545412879597119,2.9493965432048985,5.566286030819502,1.7761233705628021,Iris-virginica
+94,7.011114995915496,3.198938642016663,5.685718589135063,2.2571129756220274,Iris-virginica
+95,6.919484689343138,3.2196511745464624,5.654196193218229,2.2673298065179663,Iris-virginica
+96,4.686638130335026,3.2700402732750784,1.3405341855724053,0.2,Iris-setosa
+97,5.9676522132644045,3.3308184069398523,4.607787147411754,1.6887480817006006,Iris-versicolor
+98,5.859173427315169,2.77585190866427,4.281703647909808,1.3208550133059496,Iris-versicolor
+99,6.029236976223129,3.1561480892220475,4.454531520479701,1.6189400303579877,Iris-versicolor
+100,5.713638469992594,3.048154808968168,4.198866985727103,1.4705939822610985,Iris-versicolor
+101,5.109138701167514,3.817780294686469,1.9542338263868073,0.5232316351940545,Iris-setosa
+102,5.905016346809089,2.7434881212804414,5.185127464053506,1.8886635646971228,Iris-virginica
+103,6.277862592377718,2.66081674929587,5.292218610517429,1.4874976137574567,Iris-virginica
+104,5.097269370748046,3.3138804312859027,1.7182625415473853,0.43761309299395645,Iris-setosa
+105,6.315186623143171,2.7106889575753157,5.290039972590468,1.45821575311744,Iris-virginica
+106,5.110667709991735,2.465326301633841,3.3719214250840843,1.0702496387324953,Iris-versicolor
+107,7.699994097586927,2.797640622949029,6.699994067832623,2.0036013189798543,Iris-virginica
+108,5.917407065000602,3.0449805275509676,4.961894613189165,1.808617156953398,Iris-virginica
+109,5.334383665140508,2.40652774343636,3.074627590247176,0.9073004646406958,Iris-versicolor
+110,5.838737746116302,3.133998783691681,4.705346520066562,1.6764862766582027,Iris-versicolor
+111,5.198634864007433,2.5340969404356235,3.360279428132051,1.2669570495153775,Iris-versicolor
+112,5.235125007938654,2.7275580831053547,4.0662049002019405,1.386865208419377,Iris-versicolor
+113,5.2458047434830855,2.7598940838420294,4.114935163870719,1.396069807548169,Iris-versicolor
+114,5.273981766269653,2.5781608531162745,3.5241054129412923,1.3084392235963316,Iris-versicolor
+115,6.472435208370376,3.44782565715759,5.671430784855938,2.198782581874705,Iris-virginica
+116,4.686721953371254,2.671688471576297,1.3713284955828213,0.2,Iris-setosa
+117,5.267243394312706,3.7777623887441423,1.5728809048858867,0.38547847832534343,Iris-setosa
+118,5.1183124989071525,3.2988256790080803,1.8555157287526487,0.35516378601584475,Iris-setosa
+119,5.682529227257625,3.044706116788384,4.18565593749213,1.3416572329832837,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/20/test.csv b/iris/tab_ddpm/1_1/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/20/train.csv b/iris/tab_ddpm/1_1/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/20/val.csv b/iris/tab_ddpm/1_1/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/21/synth.csv b/iris/tab_ddpm/1_1/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b1d7fef7f46012ef57252ec51a5af5ae08311b48
--- /dev/null
+++ b/iris/tab_ddpm/1_1/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.361789029918226,2.8499440108384757,5.011311190237513,1.8508815539443955,Iris-virginica
+1,5.515070945725881,3.952210156681761,1.4597575780585668,0.2,Iris-setosa
+2,6.020040895095014,2.706875225838893,5.062699552244865,1.5781293735117876,Iris-versicolor
+3,4.4,2.9546802077125536,1.38410830257357,0.2,Iris-setosa
+4,6.902426059513384,2.8781081512009368,6.112784218614201,1.8418553833163136,Iris-virginica
+5,6.30627862340348,2.9453310570686995,5.500441201967305,1.7505900584513427,Iris-virginica
+6,4.651477371049062,3.218887381727493,1.437635439232022,0.2,Iris-setosa
+7,7.7,2.737836744569762,6.7,2.106278498500876,Iris-virginica
+8,5.189592299986695,3.4219218411230945,1.361970566678601,0.2,Iris-setosa
+9,5.133398361341649,3.3318974501511973,2.194980388714667,0.5182397058165056,Iris-setosa
+10,5.986087784148117,2.9170462683651817,4.420752759640469,1.32327072747088,Iris-versicolor
+11,5.685532083506131,2.9597143492317524,4.422110476974947,1.4171400363079958,Iris-versicolor
+12,6.749739960068892,3.113130242775727,5.557620585935883,2.163084419489583,Iris-virginica
+13,5.989707529798018,3.0211284832770158,4.936199125101861,1.7747461544354213,Iris-virginica
+14,6.522976024835693,2.9496447861321484,4.335091368195311,1.3733310675131225,Iris-versicolor
+15,6.352037779417266,2.7725868199463197,5.085210978909096,1.5282731421067137,Iris-virginica
+16,5.341536649630667,3.569842279233324,1.5366776037569239,0.2,Iris-setosa
+17,4.990819235841024,2.4494463463906295,3.360228468532579,0.9424961377936106,Iris-versicolor
+18,4.966588939004269,3.1678354636198187,1.2014278966641787,0.2,Iris-setosa
+19,6.837165858113726,3.2116966649211154,5.714411470448267,2.148012886669231,Iris-virginica
+20,4.888215032670269,3.113080524956934,1.519152245465411,0.10000020490504076,Iris-setosa
+21,7.699997782661079,2.7857970670300727,6.69999782505495,1.9874084609459621,Iris-virginica
+22,5.027640567740245,3.531197062368211,1.3668443249723636,0.34453219954633274,Iris-setosa
+23,4.648461255010246,3.2135885266322815,1.3735954078337513,0.2,Iris-setosa
+24,5.75900664824896,4.4,1.5111992523809088,0.3999346155660273,Iris-setosa
+25,5.123613365091916,3.6474168819445687,1.489249753835596,0.47455850212975104,Iris-setosa
+26,4.782289264735937,3.4921213229721704,1.3799161020224324,0.2,Iris-setosa
+27,7.6999990656816575,2.813498040132454,6.699998572276487,1.9628842501071986,Iris-virginica
+28,6.018157784619352,3.044692160419998,5.286280845073751,1.7951923042904512,Iris-virginica
+29,5.885342103726402,3.2225905176766023,4.737089437291495,1.8107896959836642,Iris-versicolor
+30,4.400000484897239,3.026551293527412,1.3397414267436023,0.2,Iris-setosa
+31,4.4,3.093809282430422,1.3310253278733344,0.2,Iris-setosa
+32,5.805547084974864,2.9080451970692063,5.134549941795479,2.4521018842111637,Iris-virginica
+33,4.837507438005289,3.4136473302311345,1.6392689550438762,0.2,Iris-setosa
+34,5.07946258342263,3.488711837401203,1.3913332340241735,0.26693592581426734,Iris-setosa
+35,5.033271006470484,3.290630250999074,1.2483623903974734,0.2,Iris-setosa
+36,5.2594901668317915,3.407284448176054,1.5647825553895987,0.2,Iris-setosa
+37,5.851875621241764,2.9193521142852585,5.077114227609853,1.8454112040311368,Iris-virginica
+38,5.253115483886319,3.888583448390529,1.5215968934379493,0.2,Iris-setosa
+39,6.649784665425079,3.0595151769468787,5.570887006579634,1.917617592590781,Iris-virginica
+40,5.307422001768047,3.4099816142672212,1.6241890684208031,0.2,Iris-setosa
+41,6.2187439718939785,2.5496407708269957,4.444778306428919,1.3006204924497498,Iris-versicolor
+42,5.362613466635809,3.843385102775303,1.6325317177462058,0.3280601426206933,Iris-setosa
+43,5.208519797767676,2.4615555414913857,3.0437635220732675,1.0481577499044572,Iris-versicolor
+44,6.087817086900727,2.548960324312742,5.039624961267747,1.9140933175253676,Iris-virginica
+45,6.479204382782769,2.943071675150912,4.305328591009021,1.3466434575242223,Iris-versicolor
+46,5.22900435155415,2.4466468643757326,3.2050489415182932,0.9647267490667198,Iris-versicolor
+47,5.166440063336656,3.7808648921094647,1.5967934543733855,0.2,Iris-setosa
+48,7.7,2.7549479121723084,6.7,2.0723362815403052,Iris-virginica
+49,5.692483935323543,2.5304448908772157,5.008474723582548,2.070458438583135,Iris-virginica
+50,4.953018967286287,3.1779077861817635,1.2659507880854783,0.2,Iris-setosa
+51,5.538499291722743,2.9764079019126517,4.421031132028778,1.4716180395415457,Iris-versicolor
+52,5.382673465562005,2.940152642186285,4.360488501862489,1.454236031540021,Iris-versicolor
+53,6.418150524787523,3.2035847763748753,4.470202980780761,1.4725903901157504,Iris-versicolor
+54,4.622317009903911,3.564699228252278,1.0000008120568566,0.2,Iris-setosa
+55,7.021986022465569,2.917669462695496,6.057320801297876,1.7642470745638479,Iris-virginica
+56,4.908944078913358,2.3919003857171464,3.27195518209016,1.0452089080956377,Iris-versicolor
+57,4.508651699275143,2.29084342574065,1.3260393553735044,0.3283006483467338,Iris-setosa
+58,4.481919464841118,2.324690525199704,1.2880455987885644,0.2937867824822357,Iris-setosa
+59,5.0888851682113385,3.8257033968817282,1.6338915416481816,0.453128995143234,Iris-setosa
+60,5.747894911489559,2.6830185975422602,5.069035850690095,2.299246367551688,Iris-virginica
+61,4.9343405973255186,3.087243096962817,1.3740713125432582,0.2,Iris-setosa
+62,4.507938297317837,3.275667073791649,1.4071860214090448,0.2,Iris-setosa
+63,6.325798092757122,2.7030134545106557,4.825853127346417,1.796018505181142,Iris-virginica
+64,5.199937103736932,3.8421512147937906,1.8210851977196416,0.5153469593515934,Iris-setosa
+65,5.33595954930189,2.415622740650061,3.2795756336968447,1.0741032218569564,Iris-versicolor
+66,6.332448556486127,3.3825135949052396,5.611882889625286,2.400756197128369,Iris-virginica
+67,5.906238474125941,3.220890985323066,4.72696039320712,1.7419571896418884,Iris-versicolor
+68,5.917541466758015,3.2245240228316385,4.779788464593573,1.7981967872217848,Iris-versicolor
+69,5.2815090771323385,3.609813941625846,1.5298496670893358,0.2,Iris-setosa
+70,4.6112886251347565,3.595589012370192,1.0,0.2,Iris-setosa
+71,4.999064568869018,3.4577428087484257,2.096990938374578,0.2172105236717791,Iris-setosa
+72,6.284067239982195,2.30352716112331,4.460935456664145,1.3342181759440934,Iris-versicolor
+73,5.865507856170099,2.9851413190013667,5.083163023183548,1.7754503759577192,Iris-virginica
+74,5.264145079811957,3.8331298543040853,1.6631229247233865,0.35656211682729166,Iris-setosa
+75,5.787329381329275,3.035664117422443,4.455577842650851,1.41571242447775,Iris-versicolor
+76,7.7,2.7853404147779313,6.7,1.9916832436624405,Iris-virginica
+77,6.906035441779104,3.3798820348558363,5.702905513396908,2.5,Iris-virginica
+78,6.288309322285004,2.84348669454347,5.100165322387671,1.5059735472221778,Iris-virginica
+79,7.7,2.8448902175572095,6.7,2.058322283039487,Iris-virginica
+80,6.82405321482499,2.949926156140169,5.733499791454528,1.8816992671365882,Iris-virginica
+81,5.751777483343797,2.6989273030697656,5.0583413522865515,2.3484407476775533,Iris-virginica
+82,6.155644959532283,2.83478585248731,4.967065337656495,1.7611609354966826,Iris-virginica
+83,7.7,2.8168744302138657,6.7,2.0377050754283177,Iris-virginica
+84,6.506985797715192,2.9449713655184526,5.37122639077851,1.9169161860624968,Iris-virginica
+85,5.786343627143387,2.697145869857488,5.066133368739665,2.321078949141846,Iris-virginica
+86,5.632098975335345,3.0024826931569977,4.297242075050254,1.407821384933112,Iris-versicolor
+87,6.246801323719342,2.310476769186892,4.337565556685746,1.2797634955951362,Iris-versicolor
+88,5.755572452699672,3.015190991998182,4.113118678310867,1.345471161281652,Iris-versicolor
+89,6.13383731757779,2.5410659161545404,5.036095108795031,1.8912901840184382,Iris-virginica
+90,6.589304029116394,2.98314985811945,4.387198681183817,1.361706527906645,Iris-versicolor
+91,5.131216739600702,3.3146175101786244,1.6985979233813349,0.46210509845336545,Iris-setosa
+92,4.730431521720748,3.423979257954246,1.3892157659127875,0.2814396977256776,Iris-setosa
+93,5.496981563774772,4.210626696873883,1.3936000991859887,0.2,Iris-setosa
+94,5.22963644373164,2.521924127491641,3.6612308144315016,1.1302049177525126,Iris-versicolor
+95,5.084367195778449,3.527192863102311,1.6036018702660955,0.2,Iris-setosa
+96,5.0500061652281065,3.5563909615471903,1.403494887440392,0.32244445111752734,Iris-setosa
+97,7.7,2.7566809019338985,6.7,2.1017066732836356,Iris-virginica
+98,5.611956345632814,2.351493270566268,4.044302005681207,1.1342833712491265,Iris-versicolor
+99,6.277730825843556,3.0403143563446893,4.578744214976115,1.4237987153684235,Iris-versicolor
+100,4.983930029484044,3.244361514656854,1.2185610574475594,0.2,Iris-setosa
+101,7.7,2.7443003532420307,6.7,1.9962827762467406,Iris-virginica
+102,6.677992983994444,3.272886626972015,5.621358172599046,2.5,Iris-virginica
+103,6.351269990262161,3.42672896149532,5.5673876143480285,2.3799045128529634,Iris-virginica
+104,6.415270519620475,2.687134143151144,5.263496678563713,1.8853189015540588,Iris-virginica
+105,6.075651799136599,2.200012107217002,4.981053454745797,1.4977062033201824,Iris-virginica
+106,6.66070653628148,2.9348752547489587,5.558590465796235,1.9687145320542836,Iris-virginica
+107,5.469976617563536,4.220663373571329,1.4001432628985415,0.2,Iris-setosa
+108,6.535610126051003,3.017655947467415,5.546975253153512,1.8027608612002968,Iris-virginica
+109,5.4290891175280445,2.440000053962168,3.9755133739337314,1.0954662210131716,Iris-versicolor
+110,6.302433143641048,2.839047848585904,5.045994534115483,1.635025574261529,Iris-versicolor
+111,6.207859315825724,2.562871627098572,5.049826343252052,1.562286546616715,Iris-versicolor
+112,5.111130603504281,3.8272859877819396,1.595848223721899,0.2,Iris-setosa
+113,5.919801589568384,2.8250542142189805,5.072561223499138,1.8388689421399291,Iris-virginica
+114,5.99490690459502,3.024623152772071,4.299048677761708,1.4260904026109582,Iris-versicolor
+115,5.329270177937746,3.4578381471868203,1.576936058911088,0.2,Iris-setosa
+116,4.95713400834479,3.4935159438842134,1.313736245817266,0.28840520833964517,Iris-setosa
+117,5.269010234101128,3.495862938522697,1.5578695232425044,0.2,Iris-setosa
+118,4.4,2.941395335845146,1.3567125377174258,0.2,Iris-setosa
+119,5.00789642861579,3.2530205395765934,1.2082993137245976,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/21/test.csv b/iris/tab_ddpm/1_1/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/21/train.csv b/iris/tab_ddpm/1_1/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/21/val.csv b/iris/tab_ddpm/1_1/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/22/synth.csv b/iris/tab_ddpm/1_1/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e422fc1a0bc6a80aec75380f61f7853c415a8d61
--- /dev/null
+++ b/iris/tab_ddpm/1_1/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.307132726683098,2.7997207375789763,4.973088672893567,1.6048209590847287,Iris-virginica
+1,5.612016289753811,2.985400175043334,4.458737733538589,1.4521054454850177,Iris-versicolor
+2,5.148153558744969,3.3882656223828302,1.7887385660134831,0.6924610267314499,Iris-setosa
+3,5.7501351869222255,3.141342470059916,4.841663135542947,1.7118448644921993,Iris-versicolor
+4,6.202438954808608,2.318477608305972,4.256496877886293,1.2731157865654614,Iris-versicolor
+5,6.283812168790635,2.888914323417819,5.584136874487653,1.7844312459156086,Iris-virginica
+6,5.21336764189576,3.8873097807304426,1.6852449954943995,0.4668413815804935,Iris-setosa
+7,5.481786221489034,4.175148848506063,1.4109677999807053,0.2,Iris-setosa
+8,6.3071448869859115,2.532980448742849,4.449357326406371,1.3250074212586618,Iris-versicolor
+9,7.7,2.802398427963182,6.7,2.019233475192297,Iris-virginica
+10,5.807025335873047,2.9687745919101416,4.458748330368225,1.4595291031585669,Iris-versicolor
+11,5.11835968965327,3.7808641694711604,1.496522282100814,0.5091367228176026,Iris-setosa
+12,5.444202138265877,2.979317564326376,4.4882655390286,1.4869496133395808,Iris-versicolor
+13,6.09650897742145,2.5952933326623095,5.649354629719129,1.3708408640244758,Iris-virginica
+14,4.600705226783033,3.63064338526916,1.0,0.2,Iris-setosa
+15,5.985622994351683,2.681295852586732,5.239629285573093,1.578874786300112,Iris-versicolor
+16,5.178814674686573,3.4653838322983597,1.4915793785697993,0.2,Iris-setosa
+17,6.685802199912248,3.1018979390195405,4.391669315889395,1.417532763585927,Iris-versicolor
+18,6.6085398845137835,3.0135140308783046,4.402205606859125,1.406161632969853,Iris-versicolor
+19,5.770929133215474,2.4459050098415998,4.160091214546711,1.2623396650387184,Iris-versicolor
+20,6.344234037852982,2.8994208622533,5.301060915784406,1.5987542279183997,Iris-virginica
+21,5.151178009760776,2.591780974052732,3.715174179031891,1.3273083401832253,Iris-versicolor
+22,6.9602529516085,3.02913845745779,5.667108459126655,2.19355018003586,Iris-virginica
+23,5.906790529414376,2.9882320620929286,5.058144304572225,1.7853903103352435,Iris-virginica
+24,5.398499841352839,2.415770949001632,3.4122760543896917,1.0434616178487626,Iris-versicolor
+25,5.990477227288049,2.880869055952974,4.93157707701778,1.4408448831870422,Iris-versicolor
+26,6.678312507220319,2.8643703805245915,5.79146152610306,1.8623129698492062,Iris-virginica
+27,5.016508034984188,3.2892510412922,1.28879692711419,0.2,Iris-setosa
+28,7.7,2.7937510520124658,6.7,2.041449818962287,Iris-virginica
+29,4.605045052325316,3.4064644145286143,1.3564716752404844,0.28166822274686465,Iris-setosa
+30,5.502449978741716,4.209359001004707,1.375763430512038,0.2,Iris-setosa
+31,5.530591548194077,3.0017276061956975,4.570693066920709,1.544911903658707,Iris-versicolor
+32,5.959407050574819,2.6985624932780015,5.150284192377598,1.6238341992204386,Iris-versicolor
+33,5.258632800566979,3.412248910325733,1.60354293826659,0.2,Iris-setosa
+34,6.662252132186158,3.2025048377621292,5.6679168597903224,1.931438669759245,Iris-virginica
+35,5.557321495489391,3.0206979451948763,4.119488074959753,1.2931120201978805,Iris-versicolor
+36,6.052129257752902,2.9827828191209567,4.20880859175831,1.4598934580320955,Iris-versicolor
+37,7.7,2.8158013839931826,6.7,2.1121142090096336,Iris-virginica
+38,6.919561855404887,3.036456662344467,5.572536201081498,2.1576577618847366,Iris-virginica
+39,5.0312307847220845,3.6086109980977676,1.5430382242004508,0.2,Iris-setosa
+40,5.298170726342621,2.4810052865568073,3.800531022414847,1.0797980360985768,Iris-versicolor
+41,5.478328085015181,2.9998710196506817,4.501627129242206,1.490178647121386,Iris-versicolor
+42,5.7470164292350585,4.4,1.5187260976117611,0.584720945016762,Iris-setosa
+43,5.21678048079629,3.797761567897437,1.5609148901262784,0.2,Iris-setosa
+44,5.631159709128791,2.67745899200103,4.602981058996368,1.2824769085759107,Iris-versicolor
+45,5.4518260036915684,2.936178873411834,4.276521220020664,1.4633977004618306,Iris-versicolor
+46,5.215999001923469,3.5173718643269383,1.4771491560315837,0.2,Iris-setosa
+47,5.320206991497269,2.444367166350582,3.507348457519204,0.9928976768198398,Iris-versicolor
+48,5.365623080444799,3.394271105603983,1.7791597200247458,0.2,Iris-setosa
+49,6.2557387159141005,2.9138681819277723,5.501754501758988,1.7159144871863052,Iris-virginica
+50,5.960591514846145,3.34494361814897,4.671744586917328,1.6725564124269607,Iris-versicolor
+51,6.67263042892627,3.3078695184678777,5.895710004337456,2.4999990711683937,Iris-virginica
+52,7.7,2.7593066146441743,6.7,1.9642158085862653,Iris-virginica
+53,4.96678168184146,3.3591822928767865,2.415505803652768,0.357674023612893,Iris-setosa
+54,4.604910360048085,3.6063569749894953,1.0,0.2,Iris-setosa
+55,5.7765588382294615,2.631164878685715,5.076314834052823,1.9330420529797718,Iris-virginica
+56,7.699999001770857,2.8210760009468645,6.7,2.00267638008553,Iris-virginica
+57,4.866473231572053,3.082443368499975,1.4017140477836934,0.2,Iris-setosa
+58,6.100695909604651,2.9286479313430043,4.359256671852307,1.3651545973362902,Iris-versicolor
+59,6.666820224639532,3.3383595942132747,5.674035097574906,2.5,Iris-virginica
+60,5.842598607026928,2.7817386825371693,5.095183994114443,1.8762888466100598,Iris-virginica
+61,5.786553316761955,3.042327537722534,4.285478154043218,1.5195134971401707,Iris-versicolor
+62,5.0822017926405785,3.670600479212666,1.5356617966128812,0.2,Iris-setosa
+63,7.7,2.7782942927791106,6.7,2.002008556608961,Iris-virginica
+64,6.6559263702997695,3.208093177712447,5.624295214879705,1.9242721785521977,Iris-virginica
+65,5.672644139028111,2.477713754824793,4.98750344047771,2.026951655267097,Iris-virginica
+66,6.291387072853692,2.518708113426712,4.999280704556118,1.8628427615987204,Iris-virginica
+67,5.6123024786013085,2.840335682632637,4.647441745392572,1.4524072648371957,Iris-versicolor
+68,5.020949065919921,3.5063168879976434,1.4050240302065427,0.32188472864343365,Iris-setosa
+69,5.326670375197388,3.8138103465006825,1.572347025097241,0.2,Iris-setosa
+70,5.985518051992317,2.711584769800893,5.093124692117842,1.5786889153082255,Iris-versicolor
+71,4.514918973492724,2.3233259626796188,1.3044361642757698,0.2992391085905504,Iris-setosa
+72,7.7,2.8413835497392346,6.7,2.0244817794907553,Iris-virginica
+73,4.4000056906741385,2.9598379606844114,1.342834497401136,0.2,Iris-setosa
+74,4.946389171359189,3.2173628030200203,1.2849181764428748,0.2,Iris-setosa
+75,4.914680964352602,3.0671619190341626,1.4929375359531194,0.10000010407978276,Iris-setosa
+76,6.654725304458454,2.9845855171864577,4.974910290005398,1.6513857496625732,Iris-versicolor
+77,6.994628377725916,3.102131832894768,5.72479952763168,2.248159034332338,Iris-virginica
+78,5.313794792264086,3.3990348491790763,2.10874674144716,0.2,Iris-setosa
+79,4.4,3.070179464840254,1.2859919749822293,0.2,Iris-setosa
+80,5.022479899606518,3.5243019075850937,1.3247025403041406,0.3137986069082298,Iris-setosa
+81,5.2828534873770625,2.9258345799168515,4.350873464743009,1.4690107151353562,Iris-versicolor
+82,6.976874247436136,3.0335011314236393,5.714493182751049,2.2232842580719674,Iris-virginica
+83,4.906112370887777,3.1812781510559587,1.3235006067094088,0.2,Iris-setosa
+84,6.563183674367854,2.833860956568873,4.883038531339053,1.5046931463706095,Iris-versicolor
+85,7.699995061933301,2.7693604062576576,6.6999965130072505,1.9743612713560073,Iris-virginica
+86,5.859319481579154,2.87443923437972,4.3232472120311005,1.3077769169165794,Iris-versicolor
+87,6.865354020210472,3.2508420855728013,5.726163133546825,2.234381413613905,Iris-virginica
+88,6.055546833861985,2.2,5.0254566589637175,1.4775248484209362,Iris-virginica
+89,4.4,3.1714911915812483,1.3190457415034809,0.2,Iris-setosa
+90,4.998911530794443,3.2079636884791642,1.2207977453118408,0.2,Iris-setosa
+91,6.546071263787301,3.2034956095841753,4.43925769625819,1.4525779199734385,Iris-versicolor
+92,5.951028068302611,3.019147368055577,4.275223588256952,1.4731216687422206,Iris-versicolor
+93,4.909346612569651,3.1223517215848475,1.3707436350379782,0.2,Iris-setosa
+94,6.2573561385854894,2.9492074831691446,5.0911619064939515,1.6610131791302305,Iris-virginica
+95,5.646928467815123,2.578077968027097,4.155874752947739,1.2078016223282666,Iris-versicolor
+96,4.957656257351945,3.158426880140268,1.2474348566223783,0.2,Iris-setosa
+97,4.9498385490515515,3.478506172737154,1.3294460365489627,0.3175087259791576,Iris-setosa
+98,6.5522519418109475,3.014721633288624,5.53320611131723,1.8732871197610022,Iris-virginica
+99,6.570062629515988,2.9959882746372726,4.404720254610179,1.385325455271677,Iris-versicolor
+100,7.7,2.8119861087538336,6.7,2.0000472662259927,Iris-virginica
+101,4.906484161492584,3.0839686015755436,1.4976916876938096,0.1,Iris-setosa
+102,4.611240782526009,3.5563196402518473,1.0000006756648552,0.2,Iris-setosa
+103,5.845578702706598,3.0660395778480973,4.401642868622357,1.5159057655447274,Iris-versicolor
+104,5.086081605735372,3.7139006243521697,1.5800082438394785,0.2,Iris-setosa
+105,5.112807241445126,3.7578210612720895,1.6190104388397581,0.2,Iris-setosa
+106,6.321011704436534,2.542667364138901,4.987856090296802,1.5532870466416528,Iris-versicolor
+107,6.310269638651819,2.5137434200476663,5.06610587505686,1.9265647661115959,Iris-virginica
+108,5.452329360484497,2.997253669449379,4.181941846506932,1.3872620219755711,Iris-versicolor
+109,4.9855815287691465,2.4268285542162613,3.2588187841531244,1.1155798559695906,Iris-versicolor
+110,6.834651095986672,3.0037786261198334,5.564952653094888,2.122453931104524,Iris-virginica
+111,5.6757433407275055,4.399998951500178,1.4942916794671466,0.399417528226241,Iris-setosa
+112,5.996996405417202,2.200000382375282,5.026025778493977,1.505864653917306,Iris-virginica
+113,6.878824967189188,3.073959809218521,5.661075848354372,2.1661544773903376,Iris-virginica
+114,6.500248850655093,3.3493563083348943,5.589203884254535,2.315520167417989,Iris-virginica
+115,6.729733064105708,3.2785789158005554,5.639838955607612,2.499999474553351,Iris-virginica
+116,6.532743555693726,3.3977513291888366,5.686730932655113,2.1522622999724628,Iris-virginica
+117,5.633438142182959,2.6666510423131484,4.488450891260128,1.2847559478486077,Iris-versicolor
+118,5.792029227023395,2.777984826438648,5.141737779599021,1.8655794528228524,Iris-virginica
+119,4.886379912241141,3.0929675132266743,1.4920690909957939,0.10000011341459802,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/22/test.csv b/iris/tab_ddpm/1_1/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/22/train.csv b/iris/tab_ddpm/1_1/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/22/val.csv b/iris/tab_ddpm/1_1/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/23/synth.csv b/iris/tab_ddpm/1_1/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ad278265efb549af32932d30acb341ad61520f7d
--- /dev/null
+++ b/iris/tab_ddpm/1_1/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0475861742592825,2.680017409933451,5.0702946049483115,1.5635719501203857,Iris-versicolor
+1,6.638280578061865,3.0918872449401618,4.381861944115185,1.4127140296717975,Iris-versicolor
+2,6.095756884640181,3.37413993641609,4.4776264184980485,1.587154113090272,Iris-versicolor
+3,4.400001192630036,3.1743298995688267,1.3166226096182245,0.2,Iris-setosa
+4,7.3080285168775445,2.9050897455817375,6.3116776915093835,1.7931323837189679,Iris-virginica
+5,5.9765281016176335,3.287743422420624,4.679214161126255,1.7848944950967454,Iris-versicolor
+6,5.489289321736861,4.16893873691953,1.4026195507949724,0.2,Iris-setosa
+7,6.159639186302668,3.0449230210355998,5.335475859583039,1.7758653790524659,Iris-virginica
+8,5.651830888599569,2.469648439950459,5.02658566335168,2.000421393668748,Iris-virginica
+9,5.062570124246824,2.4480908155704144,3.427575662069021,0.9072371745974521,Iris-versicolor
+10,5.142522602779065,3.5962396845693347,1.582746245955486,0.5040430315319745,Iris-setosa
+11,5.462565229465759,3.0328566551518996,4.595176328476782,1.4961064504409063,Iris-versicolor
+12,5.090065439882538,3.282574034545272,1.2676141989174092,0.2,Iris-setosa
+13,5.214353169157857,3.5233835685744275,1.5578815309417886,0.2,Iris-setosa
+14,6.671552919335331,2.9738745293382953,4.999223876116897,1.6993063202612952,Iris-versicolor
+15,6.061875126402093,2.2,5.009303801866016,1.5086652307495088,Iris-virginica
+16,6.635918840466978,3.2403142065677017,5.61604215887464,1.9779077163880292,Iris-virginica
+17,4.4,3.2142352611563894,1.2832764192897448,0.2,Iris-setosa
+18,6.697653747187198,2.996429045249473,5.0167328069158375,1.7469742883799386,Iris-versicolor
+19,6.344252057732527,2.588934096688608,4.946580263243985,1.8612768653631881,Iris-virginica
+20,6.4987627205758285,2.9467771899846307,4.340996479623284,1.3561540313439806,Iris-versicolor
+21,5.776546493542191,2.9600449213990587,4.265438179646207,1.4780126446131852,Iris-versicolor
+22,4.9064986614135,3.0975191976114176,1.518486824686563,0.10000009053395606,Iris-setosa
+23,4.400001016156633,3.216111915961501,1.2796466791887666,0.2,Iris-setosa
+24,5.2060470988413625,2.5941918240693127,3.5686918148193727,1.3128683625902586,Iris-versicolor
+25,6.669653406478512,3.2678745195287937,5.675783698887423,2.079528405696227,Iris-virginica
+26,6.525734377188346,3.193816834459064,4.414946737617701,1.4545847263678564,Iris-versicolor
+27,6.586172601067283,3.010538264413111,4.385578791555338,1.381867904787656,Iris-versicolor
+28,5.146299072541618,3.528013857258938,1.4104635963522039,0.26230185491017954,Iris-setosa
+29,5.876906711736381,2.965522678612392,5.136906191752582,1.7870144593872772,Iris-virginica
+30,4.4,3.173785328241712,1.2743002892673232,0.2,Iris-setosa
+31,5.154750869128506,3.568360429021048,1.3036941965002524,0.3333898938266597,Iris-setosa
+32,4.753822955779644,3.4920276086372417,1.4192162545421654,0.3423683693481541,Iris-setosa
+33,6.748550994245412,3.1077219656598993,4.332133772322626,1.3811128599622184,Iris-versicolor
+34,6.711153908638244,3.294422436546003,5.7123485923556805,2.4999989870557053,Iris-virginica
+35,6.285828591270872,2.771660807765837,4.885781097802824,1.799886508238128,Iris-virginica
+36,4.990946504693163,3.5476971188128363,1.3414443380269103,0.33645673134450405,Iris-setosa
+37,4.612070856545207,3.587046161308573,1.00000111169132,0.2,Iris-setosa
+38,7.130272309474447,3.0407551876434735,5.851994143924712,2.1888021687359656,Iris-virginica
+39,5.146459768630227,3.4143585662106326,1.4986060714112919,0.2,Iris-setosa
+40,5.692564771486216,4.4,1.489272921706694,0.35912225971660344,Iris-setosa
+41,4.400000897840565,3.096745256697144,1.3401644402409714,0.2,Iris-setosa
+42,5.213105781678469,3.735302666453254,1.4308695600523462,0.3633375913042893,Iris-setosa
+43,4.592697012062744,3.6001193984350266,1.0,0.2,Iris-setosa
+44,4.738124498250641,3.433364920951316,1.402520346272685,0.3032059080092414,Iris-setosa
+45,6.125704750440864,2.8484249992716983,4.963506077359975,1.7620511156378043,Iris-virginica
+46,5.865072246093598,3.1841396247099714,4.821307823503447,1.8130294685196402,Iris-versicolor
+47,5.597215628017434,2.7574197263137683,4.155024904277085,1.3185624020390916,Iris-versicolor
+48,4.504258534529247,2.3220709295313844,1.3103563472044062,0.2906860792290695,Iris-setosa
+49,5.558160507670225,4.242162438161864,1.370741851532908,0.2,Iris-setosa
+50,5.775405579245287,2.942472675388981,4.1835148608633,1.4497654791439463,Iris-versicolor
+51,6.799604068400072,3.300146329715899,5.687426926061716,2.5,Iris-virginica
+52,6.329545317461819,2.6138635484517514,5.077351230486453,1.8892437695442845,Iris-virginica
+53,4.492001100394292,2.289347877980144,1.277068545493421,0.284627310039374,Iris-setosa
+54,6.314043332360015,2.456067845157926,5.046466268511572,1.9026717412821896,Iris-virginica
+55,5.832498733382051,3.0006979205975854,4.999473973084056,1.8006134549702368,Iris-virginica
+56,6.273116159902159,2.61253829200674,5.07410421310982,1.8197921724898203,Iris-virginica
+57,4.594046732883174,3.396918182826351,1.375397331948821,0.30399622222810757,Iris-setosa
+58,4.505276471279244,2.303516953026702,1.2907481717252096,0.27747650216920594,Iris-setosa
+59,5.947466115676529,2.669348136333871,5.016343117487203,1.5682947062316954,Iris-versicolor
+60,5.784995927900796,2.6170640931964493,5.044614032560194,1.937452298854216,Iris-virginica
+61,4.908685716682838,3.1338621212410502,1.506123865721344,0.10000019208569143,Iris-setosa
+62,6.326546667289376,2.8621951874441742,5.040787625273565,1.479676531772479,Iris-virginica
+63,6.3197487194746,2.515400066323901,4.97020583547366,1.8931943705481065,Iris-virginica
+64,6.356321240390894,2.7080920101545285,5.034307662982656,1.693845690141004,Iris-versicolor
+65,6.035648805062901,2.995582449925471,4.741693896128529,1.7985805171132685,Iris-virginica
+66,5.125003797009489,2.471783700097885,2.8531943096088916,1.0239608134181046,Iris-versicolor
+67,5.089332585337777,3.756568481188948,1.5871872715666742,0.2,Iris-setosa
+68,6.549980415853623,3.2333989708596604,5.5654572701831215,1.8812310621399084,Iris-virginica
+69,4.957021940200795,3.5663211302486686,1.3492617664976094,0.2,Iris-setosa
+70,6.925192081384579,2.9333754795613043,5.716627457606647,1.985706686569476,Iris-virginica
+71,5.667403288196134,2.5215973312284468,5.018629539471082,1.9981878526152612,Iris-virginica
+72,6.418547561538664,2.9943270933066604,4.54200434686813,1.4145058003632054,Iris-versicolor
+73,6.670543611146787,3.09795516989632,4.443661591685389,1.433290841969012,Iris-versicolor
+74,4.816674845830922,2.37032374198322,3.436198649851771,1.1040908302793557,Iris-versicolor
+75,5.994045121206651,2.89203381742406,4.438666705992167,1.3807878770418534,Iris-versicolor
+76,6.957340406965376,3.0657772796356095,5.778946877538331,2.270372324398801,Iris-virginica
+77,4.503812448777785,2.2891037267385537,1.2908837658796948,0.3141812733626242,Iris-setosa
+78,6.652291282871365,3.0224218456832594,4.370857791033227,1.384209019016072,Iris-versicolor
+79,5.392188220822511,2.9394519855667465,4.457797143581707,1.4499380447148786,Iris-versicolor
+80,6.053135743513668,3.1938872353140932,4.766361921748149,1.7002999017245715,Iris-versicolor
+81,6.073749264403185,2.606743716494249,5.5932855694998445,1.3999850162047474,Iris-virginica
+82,6.446218853108941,2.9484921903362515,5.588232918263671,1.8318649158338691,Iris-virginica
+83,5.329942129303754,2.5343017583547978,4.0177349214857205,1.264658105607464,Iris-versicolor
+84,5.555957892090457,3.0248101333477164,4.330310081253858,1.4006571870130473,Iris-versicolor
+85,6.458169996717687,3.093856926720201,5.45793138057731,1.817683102333741,Iris-virginica
+86,4.584798451167717,3.1761037290476968,1.4027016362370848,0.2,Iris-setosa
+87,4.729910548756944,3.3504176783376716,1.5320946308353454,0.2,Iris-setosa
+88,5.904042915684281,3.189048103141135,4.889840721995376,1.8370057532415762,Iris-versicolor
+89,7.120414174145704,3.0170495940666138,5.908088556266377,2.11175376013713,Iris-virginica
+90,6.318856329264382,2.4927045761321858,5.012217579626475,1.9053564206601439,Iris-virginica
+91,6.551550006393375,2.9668345775886404,5.54224262044277,1.7832353916433554,Iris-virginica
+92,5.656968663376221,2.989151842593944,4.30657430225025,1.4921037338536105,Iris-versicolor
+93,5.99569217682396,2.2,5.043488197809958,1.4763613774235722,Iris-virginica
+94,5.126281886591967,3.8267490431623727,1.690570234951179,0.611065577341423,Iris-setosa
+95,4.5541600358153,3.3480651324340465,1.3852901211355722,0.2657959352392815,Iris-setosa
+96,6.22088852211348,3.000618307970052,4.484333894129797,1.356589944025401,Iris-versicolor
+97,5.664967505165088,2.7456391390932304,4.341632137531844,1.3202063973651137,Iris-versicolor
+98,6.01925946175525,2.96709430879577,4.78381573935353,1.8132568569520975,Iris-virginica
+99,6.3516817554988085,2.6776035128345157,4.955020957587012,1.7949053010966076,Iris-virginica
+100,6.279953893168606,3.081920546736354,5.38143567596354,1.7765491632575527,Iris-virginica
+101,6.927597941030706,2.9611960687813763,5.646791640091249,2.079714349790302,Iris-virginica
+102,6.308782046993969,2.569349274338701,4.942431848027826,1.8599472218849897,Iris-virginica
+103,6.179752031548009,3.0897290136106763,4.681346767375894,1.5087983039440984,Iris-versicolor
+104,5.410749583128949,3.972311896530786,1.3656151719662712,0.29959074689133236,Iris-setosa
+105,6.682945353348136,3.2272629154843697,5.6578638849510545,1.9889577498273683,Iris-virginica
+106,6.905314594152294,3.3807662941586187,5.764311824361337,2.5,Iris-virginica
+107,4.400001079023069,3.2282619174185436,1.313415417696083,0.2,Iris-setosa
+108,7.298409264117296,2.893724452075229,6.246734225412966,1.8315926775582747,Iris-virginica
+109,6.342435555088579,2.7767470119530593,4.991155774892339,1.6211312629422028,Iris-virginica
+110,5.056768695487028,3.3079142327262683,1.2799987216280402,0.2,Iris-setosa
+111,5.426416920641475,3.940364549686193,2.1907395206931755,0.4106222961563542,Iris-setosa
+112,5.272299619895228,3.5334015419603806,1.4174197728380618,0.2,Iris-setosa
+113,6.162008911344969,2.889732866022531,5.055727058607266,1.5968260405741155,Iris-versicolor
+114,6.226710670660556,2.8730176214593626,4.9578460728103515,1.8002223894177152,Iris-virginica
+115,5.012817452570127,3.3782719597335342,1.446148340555485,0.2,Iris-setosa
+116,5.66797286170833,2.536344140062047,4.9691440352872585,1.9996186472273303,Iris-virginica
+117,5.493600620433791,4.1715250246774085,1.4087103088933992,0.2,Iris-setosa
+118,5.095428744109619,2.6067586004482615,3.32016828549543,1.3595871878237376,Iris-versicolor
+119,5.461554653737489,2.9553537198002657,4.371437205910183,1.4709893851931544,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/23/test.csv b/iris/tab_ddpm/1_1/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/23/train.csv b/iris/tab_ddpm/1_1/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/23/val.csv b/iris/tab_ddpm/1_1/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/24/synth.csv b/iris/tab_ddpm/1_1/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..99e175eaf6d6180fe2fb9760d10b7a16322336de
--- /dev/null
+++ b/iris/tab_ddpm/1_1/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.745236412247732,3.4698164036107433,1.3883945565524076,0.30101244298142565,Iris-setosa
+1,5.3133104338510995,2.8365312531697984,4.215502392605989,1.4007032679594618,Iris-versicolor
+2,6.806244213351267,3.0073814996095867,5.565694245020664,2.1428676262496213,Iris-virginica
+3,5.769956844010159,2.461774824806899,4.953772317182308,1.9877650394108304,Iris-virginica
+4,5.407408796156272,3.0065993982690986,4.488599340890053,1.5103575651523602,Iris-versicolor
+5,4.990401931250191,3.3920829374269674,1.4038332790020787,0.2,Iris-setosa
+6,5.731829875950972,2.503922614955875,5.008418804274621,1.9819467910399564,Iris-virginica
+7,7.033204299222771,3.0130275015778225,5.882373977440977,2.09378313068124,Iris-virginica
+8,6.661266579556117,3.0717150364696004,4.3705207081668735,1.4250204317883934,Iris-versicolor
+9,5.6719753172182035,2.9565414424592467,4.270755415379581,1.427106853506334,Iris-versicolor
+10,5.275316866172289,2.451739283831695,3.395022825226264,1.0552707826889645,Iris-versicolor
+11,5.383049471086815,2.897929568729064,4.040908251429756,1.3069467564188502,Iris-versicolor
+12,5.358013161110852,3.3931635332955254,1.699886088884031,0.2,Iris-setosa
+13,5.841657473340619,3.053365451732091,4.142892224983167,1.3651713312628506,Iris-versicolor
+14,6.3556915473440645,3.390808931946873,5.651180097359512,2.349911667641503,Iris-virginica
+15,5.850222693670329,3.0651098645749917,4.393916654520764,1.4820951710803387,Iris-versicolor
+16,6.438759413205476,2.995823491300902,5.519359431873598,1.76534345724458,Iris-virginica
+17,5.406766730951096,2.511401424833005,4.058754038318824,1.1265428347688746,Iris-versicolor
+18,5.108264139010814,3.4277599516097,1.44674420891352,0.2,Iris-setosa
+19,6.035935668208834,2.9562323943955455,4.956536807092535,1.763835123794713,Iris-virginica
+20,4.400000541905253,3.1902613257289865,1.2931844655074802,0.2,Iris-setosa
+21,7.699998839983759,2.787330409218366,6.699998367904149,1.996615295307148,Iris-virginica
+22,6.383707895757928,3.2221113340534746,4.519636747894246,1.497232176189012,Iris-versicolor
+23,4.400000460769207,2.8211739227959334,1.4073283913491426,0.2,Iris-setosa
+24,5.1185580941971125,2.4297562573877016,3.270220187446573,1.1186521530102844,Iris-versicolor
+25,5.346456038171564,3.8643562664408835,1.4042274047595713,0.2,Iris-setosa
+26,4.992182892863697,3.167907765876253,1.1914589221355234,0.2,Iris-setosa
+27,5.209735725968836,3.6964137752458,1.641590151789739,0.34527308821845204,Iris-setosa
+28,6.478632895912919,3.37707349172421,5.625147539944372,2.3206258259929258,Iris-virginica
+29,4.4,3.2216760275376157,1.2760974676318468,0.2,Iris-setosa
+30,5.1120673443449265,2.588563453649862,2.991177258078376,1.331180364604913,Iris-versicolor
+31,4.909455657776898,3.1043021769980164,1.4873680187487919,0.10000011942634368,Iris-setosa
+32,6.394693921112328,2.938842777564431,5.474629748612339,1.766167787891507,Iris-virginica
+33,5.030596987481972,3.750835623385016,1.5174254496290678,0.2,Iris-setosa
+34,6.827923175295637,3.3173089687641797,5.848395203627608,2.5,Iris-virginica
+35,4.626759563248934,3.403415107948825,1.4010661834621927,0.2,Iris-setosa
+36,5.345273061967358,2.443787725262154,3.5679686735734277,1.072406587900022,Iris-versicolor
+37,5.051154860979227,3.544043795130487,1.3426138317569336,0.3380579389383447,Iris-setosa
+38,6.145600397632716,3.1612256582611438,4.450637572374719,1.6431152344309656,Iris-versicolor
+39,6.001109585467273,2.6698421062316013,5.115118591113495,1.6294294745925662,Iris-versicolor
+40,6.500570006120178,3.0387152327099325,5.5394325794211055,1.7868764018403347,Iris-virginica
+41,6.279793313234849,2.831935338451415,5.159699305938453,1.5782600830994329,Iris-virginica
+42,6.272206038342902,2.8819690558208677,4.982337090006773,1.5989182336180272,Iris-virginica
+43,5.339232097716489,2.438036748695905,3.560793017535725,0.8878775298583876,Iris-versicolor
+44,6.169073804265924,2.650236833899453,5.0403837245895975,1.6396562984289726,Iris-versicolor
+45,6.204656933503782,2.9858300666556556,4.314659109258559,1.4500342603705005,Iris-versicolor
+46,5.175414543735934,3.3750821377936924,1.7024536400833519,0.24163460187285385,Iris-setosa
+47,4.4000009756885605,3.012135081329256,1.375602864638806,0.2,Iris-setosa
+48,6.254679091365823,2.9103000193258386,5.485930540277311,1.7741302619117603,Iris-virginica
+49,7.699998157837583,2.804983781334859,6.699998498994974,1.9761843088127284,Iris-virginica
+50,5.143782371886658,3.5702381259581717,1.4070646164814116,0.31973383206913586,Iris-setosa
+51,5.108112325002321,3.504266552338046,1.343769973836415,0.3247248484438775,Iris-setosa
+52,5.10863274060429,3.6429430303712222,1.467295973141931,0.3758939973366951,Iris-setosa
+53,5.818728517546955,2.718051168854215,5.077015547444876,1.9570889166663563,Iris-virginica
+54,5.930755859277869,3.1902323836300464,4.736472042600976,1.7824902793604689,Iris-versicolor
+55,5.8946601909073575,2.790038257821489,5.179990264299457,1.8622272455548587,Iris-virginica
+56,5.38537383866834,2.428291948160126,3.6791018292782818,0.9828051615330154,Iris-versicolor
+57,5.421416367650975,2.9510332566873703,4.227877074188953,1.374795351480692,Iris-versicolor
+58,5.992537602779056,2.20000047828723,4.989827014305471,1.4998334895776237,Iris-virginica
+59,5.105938513591932,3.329092943994838,1.9102697010943843,0.5375039814991742,Iris-setosa
+60,5.0295041315970295,3.412972163698491,1.277235719046779,0.23610121785730592,Iris-setosa
+61,6.632711710365219,3.1402077809599014,4.40913252391624,1.4378067989294676,Iris-versicolor
+62,5.23616271964203,2.444080049128918,3.287711767877756,1.1068422053801408,Iris-versicolor
+63,6.347284101159639,3.2456939188334806,4.564178719238588,1.5254342046782272,Iris-versicolor
+64,4.4,3.099227163950958,1.296886860231907,0.2,Iris-setosa
+65,5.313405148880398,3.698466038048082,1.357339093021071,0.34713899599037135,Iris-setosa
+66,5.125521916886827,3.338647847707972,1.7279074525534748,0.5123610048950825,Iris-setosa
+67,5.5441134688251505,2.518285411376309,4.069934934566266,1.2717944174328175,Iris-versicolor
+68,6.683107739246742,3.096323138425153,4.507039696330307,1.4499102800572001,Iris-versicolor
+69,4.976655716763339,3.193396317887477,1.2283578833219113,0.2,Iris-setosa
+70,5.575362106288535,2.393321306864916,4.03185522156997,0.9270444234401454,Iris-versicolor
+71,5.0889738920095065,3.3142455916208116,1.7201296803721784,0.5213978571893596,Iris-setosa
+72,5.377591742194139,3.8655560308541514,1.2942389999916566,0.55243570829823,Iris-setosa
+73,6.729189460357716,3.298617560768569,5.6610519116061555,2.5,Iris-virginica
+74,6.757096120364953,3.2955389003695563,5.805950075983064,2.5,Iris-virginica
+75,5.771860236957884,2.722623481094375,5.133325772592153,1.8950441173574453,Iris-virginica
+76,5.9633502592357805,3.0580266913692475,5.2265346896220635,1.8109895298716858,Iris-virginica
+77,6.001341093723577,3.3937926355483063,4.554335585433769,1.626630895198483,Iris-versicolor
+78,5.162297398159307,3.5095820257789723,1.4117315590866826,0.2420792834848605,Iris-setosa
+79,5.819766065556758,2.856971211198886,5.156126154725838,1.846994728049772,Iris-virginica
+80,4.400000468565606,2.907526135969472,1.401385925421853,0.2,Iris-setosa
+81,6.832102350902705,3.237649086373652,5.784790729848127,2.2880029769682313,Iris-virginica
+82,4.593283701318281,3.602735846521738,1.0000006306453113,0.2,Iris-setosa
+83,5.442648610457745,2.44840374555655,3.312742990813586,1.1554482175431038,Iris-versicolor
+84,7.7,2.7577950550635726,6.7,2.0006765387106853,Iris-virginica
+85,5.8128599149760465,2.924872924611789,4.204290574259282,1.3535119817954804,Iris-versicolor
+86,4.7140694141596695,3.3538661561594294,1.457741123006858,0.2,Iris-setosa
+87,5.1568515162934006,2.6034413564398613,3.7323666825820414,1.3304459213065087,Iris-versicolor
+88,5.676558258701803,3.081070529714082,4.472608850268923,1.5148228930727996,Iris-versicolor
+89,4.61362840496472,2.5315196869424565,1.34145999089285,0.20188346736902163,Iris-setosa
+90,6.090892134356129,2.7215653435275353,5.15003457933179,1.6095902613734316,Iris-versicolor
+91,5.364641234028582,3.774961042419769,1.3431335345516189,0.37298714039383285,Iris-setosa
+92,6.180167505316279,2.939568098379454,4.894345225934884,1.763943582767818,Iris-virginica
+93,5.16466623740797,3.3819399671519492,1.535514048905277,0.2,Iris-setosa
+94,5.864551551960877,2.9182310514976466,5.146487245726821,1.802053741909643,Iris-virginica
+95,5.2259497230653675,2.7028204066376764,3.304547561340831,1.3980891205070938,Iris-versicolor
+96,6.645183587777903,2.9938266824930873,5.47986118103716,1.9979449696384624,Iris-virginica
+97,5.202314649414083,3.385405447165313,1.5815202759142148,0.2,Iris-setosa
+98,5.504555793979103,2.9857142189758106,4.3457812356237975,1.4573082090330294,Iris-versicolor
+99,6.672828312295996,3.2686650188635435,5.626122137558613,2.499999413683288,Iris-virginica
+100,5.236386163936192,3.445309996432327,1.569644332571073,0.2,Iris-setosa
+101,5.957146174042301,2.20000233129095,5.063110830521435,1.5039438665268519,Iris-virginica
+102,4.835509962859163,3.3321092690307275,1.4846118319813129,0.2,Iris-setosa
+103,7.699998675604463,2.731489896343669,6.699997883415499,1.998780714522458,Iris-virginica
+104,6.737747312954141,3.297434299768209,5.756370157961894,2.4999992364962447,Iris-virginica
+105,6.662097875850111,3.080066381706969,4.386047512697437,1.3748292500959318,Iris-versicolor
+106,5.771997076031212,2.79725545548236,5.093801367106733,2.4031119130368452,Iris-virginica
+107,5.773989034513064,2.3568980575957634,4.05980419842398,1.0933134626567127,Iris-versicolor
+108,6.399531008292029,2.57615535882862,5.080425294488586,1.9413337988387944,Iris-virginica
+109,4.868515956670668,3.510683363269927,1.4918659206965454,0.2,Iris-setosa
+110,5.188458793877061,2.514128930597269,3.290517998628456,0.9850094330396723,Iris-versicolor
+111,4.910536455340883,3.426889289766648,1.3258364228641604,0.269112302071977,Iris-setosa
+112,7.699997870167486,2.8147142132416416,6.6999977139289095,1.9869607824078075,Iris-virginica
+113,4.900639921635617,2.3805887433929778,3.23202070169381,1.032105949520143,Iris-versicolor
+114,4.4,2.9308251189128316,1.4082459141266692,0.2,Iris-setosa
+115,5.8565720744032665,2.6546589956901787,4.9249561013254946,1.4438168438119008,Iris-versicolor
+116,5.761794237059316,4.4,1.5172558192516137,0.3788192510252214,Iris-setosa
+117,4.4,3.172404292368424,1.334832472062573,0.2,Iris-setosa
+118,5.248392331787846,2.500072167892771,3.4638830398219502,1.2530617917133378,Iris-versicolor
+119,5.595424030817464,2.794147310944317,4.248922292739457,1.3115967095228611,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/24/test.csv b/iris/tab_ddpm/1_1/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/24/train.csv b/iris/tab_ddpm/1_1/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/24/val.csv b/iris/tab_ddpm/1_1/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/25/synth.csv b/iris/tab_ddpm/1_1/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..57d1054cad3043d8b80bdb6b92689df910292689
--- /dev/null
+++ b/iris/tab_ddpm/1_1/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.400001044029075,3.0171165625716188,1.360933963144889,0.2,Iris-setosa
+1,6.318686157333434,2.265144151672636,4.42195608174173,1.2914174545781065,Iris-versicolor
+2,4.571903952895094,3.609543102811826,1.0,0.2,Iris-setosa
+3,7.7,2.789601167287582,6.7,2.0357627402988334,Iris-virginica
+4,6.143863870179528,2.9071190584686812,5.028616961017429,1.7464505835506625,Iris-virginica
+5,6.294418768472892,2.9455915943616797,4.470696419759409,1.3490540432845883,Iris-versicolor
+6,7.699581131556714,2.8301697651548143,6.699476277436582,1.9179248729162313,Iris-virginica
+7,5.146887493585244,3.4036889459610453,1.4503815009854584,0.2,Iris-setosa
+8,5.15991820289079,3.9033601432139426,2.1694294192463417,0.5008527148046149,Iris-setosa
+9,6.000417404725824,2.2000030363914505,4.981587606273754,1.5515188985492432,Iris-virginica
+10,5.255167380121032,3.5163980450572825,1.4583366715940531,0.2,Iris-setosa
+11,6.285889232304198,2.2990015155003425,4.406221911620973,1.2778686269316677,Iris-versicolor
+12,6.693844121392188,3.0832930033439836,4.421468052664154,1.3984447034883285,Iris-versicolor
+13,7.7,2.757541935500579,6.7,2.0625907039366846,Iris-virginica
+14,7.7,2.7771973549312676,6.7,2.0567356128322962,Iris-virginica
+15,6.677816820285571,3.004128335636012,4.970738655507712,1.706025909685629,Iris-versicolor
+16,6.8269231393371905,3.2243726547885143,5.66726681253124,2.2732790272379173,Iris-virginica
+17,7.04753425597863,3.087560186583309,5.84666956186819,2.2599570044496495,Iris-virginica
+18,6.346733228437206,2.468197256493881,4.748607056221353,1.420217961147937,Iris-versicolor
+19,6.8403111847775016,3.1112061813690843,5.61292219143987,2.0979427567746196,Iris-virginica
+20,6.527274109824108,3.0677958908763654,5.563645725313002,1.8447808546961355,Iris-virginica
+21,6.705943092487672,3.1697166463199418,5.596060147301467,2.0188252876274864,Iris-virginica
+22,5.692124656546067,2.905281105450319,4.334286350428549,1.345751442030552,Iris-versicolor
+23,5.832983825588292,2.8164158935326027,5.193522555151365,1.87130461625269,Iris-virginica
+24,4.483211452110258,3.3296456791164166,1.3977835788899529,0.306813564555513,Iris-setosa
+25,7.7,2.828477708179738,6.7,1.9953944861593698,Iris-virginica
+26,5.336543214510803,2.96170354856901,4.4586925272329445,1.485950032672344,Iris-versicolor
+27,5.379782795544137,2.410648194811842,3.744706564966272,1.004869099698906,Iris-versicolor
+28,5.439884711511479,4.155664437724408,1.4007145429708583,0.2,Iris-setosa
+29,7.7,2.825995144201588,6.7,2.010371940265642,Iris-virginica
+30,7.309114577108732,2.8802520013299144,6.261559656065893,1.8026595694329504,Iris-virginica
+31,6.276920856936732,2.9485268445416115,5.418446784720113,1.786127913560267,Iris-virginica
+32,5.109488076917787,3.573861480310715,1.3751116919249287,0.33545150667864015,Iris-setosa
+33,5.037344385261334,3.4037424056422143,1.5064882091724325,0.2,Iris-setosa
+34,6.083931313869882,2.3258652924748313,4.314675994946307,1.2958243707319201,Iris-versicolor
+35,6.651660289781546,3.0232759767147632,5.535940904557999,1.962574602911922,Iris-virginica
+36,5.3507276330394395,3.9438873495261486,1.3695996318899675,0.31968115888273546,Iris-setosa
+37,5.132177877910486,3.3153130537859536,1.7395207003778963,0.38315063631067303,Iris-setosa
+38,6.36390180236349,2.3087134673138414,4.4259555938769966,1.3053684426145347,Iris-versicolor
+39,5.880295494276385,2.90816639790706,5.029415050287794,1.825196740786859,Iris-virginica
+40,7.7,2.734878201300153,6.7,2.054091303476977,Iris-virginica
+41,6.38463601160643,3.0706560254857136,4.402380078349266,1.439665094820591,Iris-versicolor
+42,5.001761119640068,3.5240929012446744,1.5226522088277494,0.2,Iris-setosa
+43,6.303225719002625,2.5532311022924756,4.946646287434572,1.5612933120773222,Iris-versicolor
+44,5.26617936499461,3.598883525768815,1.4999090173195782,0.2,Iris-setosa
+45,7.7,2.81274485430445,6.7,2.024167403656666,Iris-virginica
+46,4.8122422961456355,3.0963591797915337,1.536878030067749,0.10000027681885512,Iris-setosa
+47,4.975508245936941,3.2912631002734596,1.444936590989066,0.2,Iris-setosa
+48,5.196629991774086,2.732286810030062,4.017064067851802,1.4083150117976493,Iris-versicolor
+49,5.362896874001232,3.4792041422206195,1.6418543123964615,0.2,Iris-setosa
+50,5.043656743638129,3.558365098894614,1.678620853438341,0.34826408766509886,Iris-setosa
+51,6.24163559722504,2.648274334952685,5.1823950251763184,1.6937836233609855,Iris-virginica
+52,5.134784407726634,3.7801456352140184,1.6372836787961504,0.3134951634202336,Iris-setosa
+53,6.653920517528175,3.2752653733279633,5.640450622014267,2.135940820485027,Iris-virginica
+54,5.026135304185882,3.3103727306465998,1.404263336413008,0.2,Iris-setosa
+55,6.936644491892137,3.04073659034148,5.611384305611924,2.1837330721851886,Iris-virginica
+56,6.6807190301145285,2.917828839092916,5.791063384675704,1.8428748930518177,Iris-virginica
+57,5.4641092934247055,4.174815112500795,1.3999247971782194,0.2,Iris-setosa
+58,6.578859681764124,3.0939981238870997,4.4717948786749195,1.4531168118091091,Iris-versicolor
+59,5.432373515683213,4.078720071675593,1.4137536573661504,0.2,Iris-setosa
+60,5.086917123193908,3.5365624879411515,1.363472150438555,0.3342641331004134,Iris-setosa
+61,6.550425379527514,3.286355437473014,5.578714391361882,2.4998632120980093,Iris-virginica
+62,5.3300933543829885,3.8054142222503655,1.2729633804140195,0.39055401474672463,Iris-setosa
+63,6.400371712090829,3.092030929352511,4.613951404577993,1.52068063255932,Iris-versicolor
+64,6.140308665403668,2.6891808207483714,5.411452885021846,1.4688947637692453,Iris-virginica
+65,6.705384480083294,3.32007819056199,5.7959029137658655,2.4999984580178714,Iris-virginica
+66,6.399688171863524,3.1164329675137536,5.507807266900339,1.8042100948511506,Iris-virginica
+67,4.631761614286825,3.59270745179557,1.0,0.2,Iris-setosa
+68,7.266158091913785,2.9533994657185447,6.093543997453253,1.9850441251411517,Iris-virginica
+69,6.293302344137947,2.52553935061886,5.0142791959171475,1.8697968794648776,Iris-virginica
+70,5.448550436885134,4.198058317404069,1.4565515148444388,0.2,Iris-setosa
+71,6.711410519144922,3.0826540196041674,4.384994057379955,1.4106791265462664,Iris-versicolor
+72,5.186448816538528,3.3362038411137154,2.3982874613759932,0.4820777251453548,Iris-setosa
+73,5.329807557168757,3.8122184783092017,1.755910419541092,0.3994183031462041,Iris-setosa
+74,4.901059920099165,3.0786551566462457,1.4923279649364585,0.1000001849756077,Iris-setosa
+75,6.199685570716907,2.575796744277842,5.015794325402716,1.5660650619796024,Iris-versicolor
+76,5.2478586471379005,3.543739504864871,1.4004191665472843,0.2,Iris-setosa
+77,6.404335014678182,3.0793770635249547,5.532265628330406,1.7496383534676578,Iris-virginica
+78,7.7,2.8888432263134174,6.7,1.9887135796775732,Iris-virginica
+79,6.421993397914176,3.185969570237342,4.58024245815335,1.486350441931648,Iris-versicolor
+80,6.2789025359646695,2.4820458147295437,4.8948950129123885,1.4946803234034687,Iris-versicolor
+81,6.707293412004094,3.2813021217225606,5.7245157747492925,2.5,Iris-virginica
+82,6.327767129031501,2.515152389427369,4.983709663796163,1.9066218890452,Iris-virginica
+83,4.962222723728199,2.4042494398276513,3.0745649364926253,0.9968302082685688,Iris-versicolor
+84,6.0869545230838655,2.583190981752146,5.701544059765143,1.3403465936668695,Iris-virginica
+85,6.552457204248219,2.9977841495597066,4.3474233402019,1.3794760536140693,Iris-versicolor
+86,6.252359377585083,3.2205654235016192,4.564554067946266,1.5361125129147137,Iris-versicolor
+87,4.991560046207272,3.284583484287961,1.4062368659571083,0.2,Iris-setosa
+88,7.7,2.8289349700991058,6.7,2.090870673594217,Iris-virginica
+89,6.968277692342038,3.032093228501035,5.570608185177951,2.135206374651525,Iris-virginica
+90,5.966015152857954,3.325574826617527,4.670914987678453,1.6669261513551108,Iris-versicolor
+91,5.061835931397589,3.643950784382687,1.6334532530064152,0.5483123823041496,Iris-setosa
+92,7.7,2.7687734087109006,6.7,2.0354902170553655,Iris-virginica
+93,5.35930529832297,3.6169519565415644,1.4669039432042312,0.2,Iris-setosa
+94,6.677889539498204,3.3076057852740646,5.687005216948067,2.291061364215872,Iris-virginica
+95,4.7077758544240815,3.7692801258840083,1.0000028745209963,0.2,Iris-setosa
+96,5.187594794196498,3.7784837351161,2.2652339341360554,0.37273769047654126,Iris-setosa
+97,4.756048740240415,2.8206961513801865,1.3791158691682015,0.2,Iris-setosa
+98,5.833681882374212,2.9326780550288625,5.077108368361055,1.841103923842231,Iris-virginica
+99,5.2477928201083355,3.5216439139016655,1.520126746345414,0.2,Iris-setosa
+100,6.67435990464384,2.990989755261805,5.440179091134998,1.9682104500022335,Iris-virginica
+101,5.485597899128918,3.0042136660654886,4.423231031142118,1.5180948671406724,Iris-versicolor
+102,5.435654319889601,2.478384696133385,3.9316057824683224,1.1025788971945407,Iris-versicolor
+103,5.969867330867088,2.754964280981286,5.099825723080681,1.5843522188021257,Iris-versicolor
+104,5.253836490674903,3.8942272185353457,1.4889887178440293,0.2,Iris-setosa
+105,5.9502735478594,2.2000004558938335,4.988175298629729,1.4893950231876096,Iris-virginica
+106,5.063113691588427,3.7586425533601457,1.697497094888565,0.34491440623643993,Iris-setosa
+107,4.987146472125923,3.2449153402475277,1.4076729313745908,0.2,Iris-setosa
+108,4.93815672183295,3.0539190183088976,1.3655891218852863,0.2,Iris-setosa
+109,5.436962041476116,4.140901670213331,1.4111806133468467,0.2,Iris-setosa
+110,5.139675394431786,3.3855010864042767,1.3879575987871526,0.2,Iris-setosa
+111,5.300260090158205,3.5532554020292597,1.4678239430239532,0.2,Iris-setosa
+112,5.755803756668703,3.087328840263267,4.690068291802817,1.6144417553198254,Iris-versicolor
+113,5.7440444516955065,2.562460172119047,5.046321257828135,1.971775916573056,Iris-virginica
+114,6.265191885201994,2.863377663052208,5.5877436548602395,1.7577502377598435,Iris-virginica
+115,6.538190453709086,2.890441735381529,5.055737590197909,1.7502943940712876,Iris-versicolor
+116,5.349877466382841,2.8356114911749004,4.1777843527563725,1.4021862486597536,Iris-versicolor
+117,5.379097487051447,2.7115377365689524,4.121332775810779,1.3387720875020415,Iris-versicolor
+118,5.523965059826948,2.999785942828256,4.465122923325066,1.4787690924070334,Iris-versicolor
+119,5.918912169307934,2.9819416821561586,5.007651699103206,1.817449946096464,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/25/test.csv b/iris/tab_ddpm/1_1/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/25/train.csv b/iris/tab_ddpm/1_1/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/25/val.csv b/iris/tab_ddpm/1_1/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/26/synth.csv b/iris/tab_ddpm/1_1/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0669f9232186b41ccdb1dc10f1b9d6b3ec8569ac
--- /dev/null
+++ b/iris/tab_ddpm/1_1/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.307056758818604,2.4600613135438394,3.1686768608722646,1.1474013892350463,Iris-versicolor
+1,6.48222322650122,3.19735546989815,5.559205212679707,1.876475643800565,Iris-virginica
+2,5.426979823919982,2.9804951140520513,4.502609924563422,1.4889158683381414,Iris-versicolor
+3,4.4,2.874733900937157,1.4013713425485166,0.2,Iris-setosa
+4,6.608530353614966,3.319995827387771,5.664579876413276,2.3545559510284955,Iris-virginica
+5,6.566277017684785,3.2873261494187447,5.608694947177476,2.4999688502205966,Iris-virginica
+6,6.674165045021747,3.277592735095286,5.643853187725494,2.340471292257553,Iris-virginica
+7,4.40000066329958,3.178067720975626,1.3421390555672774,0.2,Iris-setosa
+8,6.331941477352472,3.4128101246331357,5.730912577407374,2.383158449752938,Iris-virginica
+9,5.097214070748637,3.6315295719135516,1.5237371670441027,0.3923412572051437,Iris-setosa
+10,4.400000538873546,2.9770912979603628,1.358502565483061,0.2,Iris-setosa
+11,6.275743283334076,2.29916348101331,4.3696334425202,1.3159516775455122,Iris-versicolor
+12,5.068148170816421,3.493450766728147,1.61111242121024,0.3651873311802595,Iris-setosa
+13,4.996388529177156,2.445919166337685,3.2864535763046896,1.0977347459028528,Iris-versicolor
+14,5.17391701563758,3.4869170896963886,1.4701750755407614,0.2,Iris-setosa
+15,5.498201102445213,4.095765269966098,1.4033139983204237,0.2,Iris-setosa
+16,5.03152810044084,3.3590169156305856,1.4417136080462103,0.29044111543815904,Iris-setosa
+17,4.545107089579132,3.345487478151394,1.4010119554051155,0.3031090640306204,Iris-setosa
+18,5.2983397269888695,2.881933444389717,4.069776292682195,1.4509515483208957,Iris-versicolor
+19,4.6449471086851615,3.2691298052272098,1.4666586622177171,0.2,Iris-setosa
+20,6.01922152380261,2.997775412086247,4.6392716940378484,1.802689761136179,Iris-virginica
+21,5.025420625797577,3.6762062222185317,1.6429756244886726,0.20549390671320664,Iris-setosa
+22,5.147610521232899,3.5266144507073225,1.274343122760269,0.3148880191784873,Iris-setosa
+23,6.474789800311853,3.142229625106767,5.500671556455913,1.8226161070571893,Iris-virginica
+24,6.402597999318582,3.099825302230278,4.498389621277203,1.4092390753817614,Iris-versicolor
+25,6.753342075678198,3.2751264552035204,5.711746382399639,2.2970850819245254,Iris-virginica
+26,5.781608538256288,2.3674745077510364,4.054319304085662,1.2566032607274689,Iris-versicolor
+27,4.547614796866666,3.159235868206445,1.4089066533056143,0.2,Iris-setosa
+28,5.463327551905963,3.9221418635805056,1.317084189208567,0.3150477605729559,Iris-setosa
+29,4.608651919048623,3.59957781976659,1.0,0.2,Iris-setosa
+30,6.3779503017230414,2.71919811445621,4.989214209224483,1.5715961549550985,Iris-versicolor
+31,6.238285627473102,2.6552774875059426,5.424246266648649,1.5289429150122538,Iris-virginica
+32,5.772352622280241,4.4,1.503381953514918,0.7822628304482824,Iris-setosa
+33,5.780404113924666,4.399999028932852,1.4975244575702167,0.3955922071140641,Iris-setosa
+34,6.498615964910661,2.9630671199222247,4.393870682491036,1.3410475263674286,Iris-versicolor
+35,6.0691146843777855,2.5855532431705357,5.592104995151367,1.4005352295518074,Iris-virginica
+36,4.875873197416315,3.3028660371103484,1.3377749227731017,0.2,Iris-setosa
+37,5.812267110880009,2.7500890889990197,5.091192380739736,2.3413910593158582,Iris-virginica
+38,5.391425987295238,3.845456803854906,1.2665855623115063,0.37772555409188147,Iris-setosa
+39,6.505054806120308,3.2333994716670564,5.518848000258761,1.9098811765631984,Iris-virginica
+40,6.862850867644167,3.2233406721002376,5.651286381144254,2.2802448866518987,Iris-virginica
+41,5.955494643425358,2.2,4.994592255540411,1.4787213659438576,Iris-virginica
+42,4.871285816084577,3.4727288663341636,1.3397717938765799,0.3305051537169522,Iris-setosa
+43,7.7,2.684320760213082,6.7,1.9325048518785268,Iris-virginica
+44,6.271933269144624,2.818503711650285,5.049791993368744,1.511727286740956,Iris-virginica
+45,5.085624653333101,3.8026932859658533,1.5043106872510221,0.2,Iris-setosa
+46,7.7,2.7607207797961406,6.7,1.9586332637369828,Iris-virginica
+47,4.953431745552332,3.093429881252816,1.283636570632296,0.2,Iris-setosa
+48,6.025203075173011,3.3665510924397815,4.557283408383899,1.6360710067366293,Iris-versicolor
+49,5.852777480795878,2.9802307535724197,5.154940917913123,1.8127981030560896,Iris-virginica
+50,6.821376568156645,3.3183180512518153,5.796310881777804,2.4999995238148127,Iris-virginica
+51,4.9897748121167025,2.453728152962869,3.1154340023486826,1.0868218352864196,Iris-versicolor
+52,6.276779954034447,2.348718384005517,4.547968266625142,1.371323220298502,Iris-versicolor
+53,6.561401136432989,2.959748459377198,4.3309258836539435,1.319954253166845,Iris-versicolor
+54,4.900197354955625,2.387354170647734,3.3121263392038554,1.0828185488013373,Iris-versicolor
+55,5.012516701640138,3.7705992341464905,1.6649510721010858,0.35256513178176485,Iris-setosa
+56,4.5613141324253705,3.585637098964247,1.0000007166018612,0.2,Iris-setosa
+57,5.52071307927272,2.6547763241169635,4.238441254747847,1.2736473843077691,Iris-versicolor
+58,6.950012224516756,2.9909870005820336,5.6761998540035785,2.186987913904424,Iris-virginica
+59,5.465225614216427,2.380861419743357,3.4951641392683372,0.9518335332589325,Iris-versicolor
+60,4.856546634609878,3.1300213830474033,1.4871092451430232,0.1,Iris-setosa
+61,6.284600252950954,2.801672044348089,4.879495033022189,1.7508357995606132,Iris-virginica
+62,6.443588657614703,3.1578052110414205,4.571922622295301,1.5050927538601093,Iris-versicolor
+63,6.957067185787892,2.9463368502068983,5.703522466908593,1.9588505350443262,Iris-virginica
+64,4.836346792778869,2.391313249226728,3.263527120557877,0.8350316676116493,Iris-versicolor
+65,6.432887947676228,2.778194946092241,5.371985801103237,1.8877348687241096,Iris-virginica
+66,6.115304147469302,3.077618524677207,5.241382252623952,1.8207974836880894,Iris-virginica
+67,4.4,3.1376388759108456,1.3275338881570968,0.2,Iris-setosa
+68,4.759377548509448,2.380265331055024,3.461991200315474,0.9589225510013702,Iris-versicolor
+69,6.254421279716713,3.0513696412109916,5.461657049793731,1.7858307696574691,Iris-virginica
+70,7.7,2.7842622888976,6.7,2.023011200782971,Iris-virginica
+71,5.093665806402445,3.2927402982210725,1.68377942832694,0.6940693347920672,Iris-setosa
+72,6.66956835559285,2.997002716592793,5.019465841809633,1.7673237340171157,Iris-versicolor
+73,5.997346138408097,3.355358315761059,4.578852305200808,1.6307955098492617,Iris-versicolor
+74,5.473115180502019,4.171728677229065,1.412426926932758,0.2,Iris-setosa
+75,5.029107871458167,3.2157340007160142,1.2052841401563308,0.2,Iris-setosa
+76,5.097784691588862,3.4312509973439296,1.5152276797725137,0.2,Iris-setosa
+77,5.8580479149860105,2.99936876149091,4.224718167780412,1.4509094202970785,Iris-versicolor
+78,4.532773389988651,3.183668897470356,1.401874106301105,0.2,Iris-setosa
+79,4.88173281352874,3.1153262469686434,1.5107785135652343,0.100000099671101,Iris-setosa
+80,6.819290873573309,3.31985263196266,5.798644499418179,2.5,Iris-virginica
+81,5.024255699450105,3.468729414209808,1.4051765554694187,0.2,Iris-setosa
+82,4.910791667468145,3.105290366879508,1.492131344507511,0.1000002511011955,Iris-setosa
+83,5.136056654796938,3.688917071595437,1.4611579936598909,0.38794913267325193,Iris-setosa
+84,4.63307517392097,3.592096552532686,1.0,0.2,Iris-setosa
+85,6.184615494388893,2.6844968242603087,5.402998650109686,1.4528393611683619,Iris-virginica
+86,6.351307311954542,2.7906192646898624,5.096591261345595,1.4820242854287384,Iris-virginica
+87,6.28595065393813,2.318132833970619,4.489215025590459,1.3104265635173944,Iris-versicolor
+88,5.077728047181296,3.70837581060951,1.7858372915869611,0.44180273244467133,Iris-setosa
+89,5.705749031129198,2.6414416766942175,5.0609033925481715,1.9260100020440036,Iris-virginica
+90,5.669334709039908,2.543687555039958,5.040326597894351,1.9987871540521511,Iris-virginica
+91,4.897638101967525,3.0735596583207707,1.4950024058576945,0.1,Iris-setosa
+92,7.7,2.720494465418558,6.7,2.049355384349587,Iris-virginica
+93,5.001074355653094,2.453734052992907,2.8810001485737162,1.061301266222671,Iris-versicolor
+94,6.5440947538277054,3.0381594995756895,5.566073714909966,1.8560054167205617,Iris-virginica
+95,5.817611083201887,2.8971044773931394,5.193855670031777,2.483230811174597,Iris-virginica
+96,6.258614423847762,2.7896585064561124,5.022778584592368,1.7516665250921826,Iris-virginica
+97,5.811944779713325,3.0333863580632254,4.382376962409097,1.3846474993142324,Iris-versicolor
+98,5.302796788631336,2.738337223084645,4.084425961990424,1.3080790458943456,Iris-versicolor
+99,5.908235995545481,2.741236637885055,5.325484788826568,1.856956725069752,Iris-virginica
+100,6.256569396454674,2.848426376959555,5.015174081059114,1.550689229630804,Iris-virginica
+101,4.40000057291649,2.9096392232209345,1.3907587733705153,0.2,Iris-setosa
+102,6.1814220501254935,2.8555399388911793,5.622612818224097,1.7781673700855043,Iris-virginica
+103,6.1872445369582705,2.4681203585511073,4.980277736590496,1.9385770875513644,Iris-virginica
+104,6.132512580894514,2.644209953970405,5.064429142259455,1.5572959152858914,Iris-versicolor
+105,6.087924714144069,2.6660784249479406,5.539662597210352,1.4239622365392466,Iris-virginica
+106,6.130767435703495,2.725010778339387,5.091433768850817,1.5774735136740496,Iris-versicolor
+107,4.902927930644195,3.089924473553875,1.5010986142607825,0.1,Iris-setosa
+108,5.930764142411052,3.0034969512292298,4.977676920648575,1.7821034387737114,Iris-virginica
+109,5.338084910816419,3.450262751100427,1.6676358736207846,0.2,Iris-setosa
+110,5.091026052221663,3.4690413708094865,1.6080691922141144,0.2,Iris-setosa
+111,6.397709788183437,3.224222868621669,4.481344630506832,1.4942285423849897,Iris-versicolor
+112,6.023271655457659,2.3486981209857234,4.278356631392942,1.2559819379251245,Iris-versicolor
+113,6.000165437687865,3.3983632372142853,4.460551829938763,1.5966628009768327,Iris-versicolor
+114,6.286543817926506,2.8940070013576373,5.6809056361546615,1.8018613801998327,Iris-virginica
+115,5.00738986858925,3.2121263114016343,1.2399918629896234,0.2,Iris-setosa
+116,6.008617480844829,2.7408903252391554,5.2212309571110875,1.8596323999891964,Iris-virginica
+117,5.114050524568411,2.451391982991764,3.2209006501782804,1.080007269975106,Iris-versicolor
+118,5.048155628887497,2.4841481025337324,2.8416283129995024,1.0132592838853158,Iris-versicolor
+119,4.641075640978512,3.306731803104071,1.4824025202559976,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/26/test.csv b/iris/tab_ddpm/1_1/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/26/train.csv b/iris/tab_ddpm/1_1/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/26/val.csv b/iris/tab_ddpm/1_1/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/27/synth.csv b/iris/tab_ddpm/1_1/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d9400fb343bb81863451c30b0ea902c8d3fa7b85
--- /dev/null
+++ b/iris/tab_ddpm/1_1/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.58425912625815,3.305420483140895,5.757334273110086,1.9992861465963816,Iris-virginica
+1,4.837970805486728,2.979946909720128,1.4095345183046262,0.2,Iris-setosa
+2,5.1819461969019525,3.486514867082719,1.5166512102623182,0.2,Iris-setosa
+3,5.796006276141346,2.9553732547608966,4.212492821194679,1.4034381503279474,Iris-versicolor
+4,4.923642511118348,3.084156642881313,1.502913134834063,0.1,Iris-setosa
+5,7.312353233206323,2.9260774028349896,6.294798390708037,1.8803837927132891,Iris-virginica
+6,4.40000066061774,2.8606031271170087,1.3727913225387849,0.2,Iris-setosa
+7,6.281713333654428,2.301424697164763,4.483112020922821,1.3117646127732419,Iris-versicolor
+8,4.957858275301693,3.490350306674559,1.4232133056149998,0.22733023629656712,Iris-setosa
+9,4.875233530688152,3.093518202652808,1.503206831918177,0.10000011663453791,Iris-setosa
+10,4.8426439760457765,3.4720794909051076,1.4674846649059532,0.2428030759728255,Iris-setosa
+11,4.609129374442455,3.621436760709664,1.0000007258575079,0.2,Iris-setosa
+12,5.52972323936615,3.019503445163033,4.584463578541519,1.5041090356670481,Iris-versicolor
+13,4.702437236758183,3.335162314528885,1.4052909427691178,0.2,Iris-setosa
+14,6.373226739642691,2.396998721705116,4.495692532072857,1.3541187397955505,Iris-versicolor
+15,6.336353678012777,3.075634641264577,5.570339179092438,1.8347711387670167,Iris-virginica
+16,6.328270920050243,2.5251671190612326,4.9635151113458384,1.8971094986464574,Iris-virginica
+17,6.009595859824478,3.3406056614578454,4.511104389292916,1.647040832216137,Iris-versicolor
+18,4.4,3.1146519540040067,1.3370865923385655,0.2,Iris-setosa
+19,4.4,2.898903579595391,1.342084115587421,0.2,Iris-setosa
+20,5.091853210339817,3.8579902940435904,1.6852379747438393,0.21513239476835413,Iris-setosa
+21,6.431155224064245,2.6317792659152985,5.2255537650026405,1.9190421086941885,Iris-virginica
+22,5.235150977389686,3.5472352737312565,1.553549201872519,0.2,Iris-setosa
+23,5.97483969861651,3.3089320243034948,4.52936388064478,1.644917493221103,Iris-versicolor
+24,5.902628862499613,3.231702531217123,4.708703677110234,1.7876544616372418,Iris-versicolor
+25,6.028789611130832,2.200000353875694,5.000959933353521,1.4759514916754002,Iris-virginica
+26,5.897515043476454,2.9772745181457356,4.2197307370957065,1.3693364211579235,Iris-versicolor
+27,4.799518745049266,2.4004194642293886,3.29946322516125,0.9763619059376771,Iris-versicolor
+28,5.656643004250019,3.0230910883034676,4.244488785882819,1.3432521547086291,Iris-versicolor
+29,6.810100945676309,3.3046365162256297,5.7911185695137535,2.5,Iris-virginica
+30,6.26944766700483,3.430561257676586,5.570455462395849,2.4076083273875284,Iris-virginica
+31,6.8029169512397,2.998493883312947,5.477359721889964,2.141113621666253,Iris-virginica
+32,5.4790408734368485,2.8550795392817188,3.9989767844568407,1.314260853819682,Iris-versicolor
+33,4.623998875927468,3.4244820502317244,1.402254970739274,0.3255214227390202,Iris-setosa
+34,5.088492668611819,3.7667974401642743,1.5770078909297722,0.2,Iris-setosa
+35,5.479883395887215,4.026110395233229,1.3065916947903589,0.34952236093317623,Iris-setosa
+36,5.335434209387813,2.8926995160396203,4.2151803243625166,1.4653292809179665,Iris-versicolor
+37,5.611211094602848,2.4792588141190617,4.2297737630759995,0.9763619187871118,Iris-versicolor
+38,7.7,2.8928730907393314,6.7,2.0265726842151883,Iris-virginica
+39,6.6082276965830715,2.981080913831287,4.945966732240846,1.6766404593400601,Iris-versicolor
+40,5.109196017261446,3.4282290940127984,1.5277183242377215,0.2,Iris-setosa
+41,5.950681281270924,3.279307812050155,4.716188594459026,1.7133780208690157,Iris-versicolor
+42,4.928020319619794,3.5056512754560507,1.3416025934456912,0.29590253969203545,Iris-setosa
+43,6.268212066240599,2.6199320688000163,4.97620105975124,1.8472950703257616,Iris-virginica
+44,4.459771924716319,3.277298035176507,1.3301760001464795,0.22532170758700892,Iris-setosa
+45,6.000360404310431,3.4232839820270002,4.407684395818981,1.5615297401043848,Iris-versicolor
+46,7.699992177431562,2.813269249143593,6.6999909382122205,1.9879378927574824,Iris-virginica
+47,6.036532248502822,2.6913113924501233,5.076742261968605,1.611415597268014,Iris-versicolor
+48,5.099166283349338,3.6036894690635974,1.4440182673472417,0.39529413346511144,Iris-setosa
+49,7.699998011201717,2.7870432840566606,6.699998067009044,1.9918990243747479,Iris-virginica
+50,5.219300639131501,3.683965711335583,1.3921227959029143,0.2,Iris-setosa
+51,7.02274826956811,2.99595592978665,5.712520514151735,2.1042595104722386,Iris-virginica
+52,4.968337934279033,2.4457778241766963,2.8346796894691875,1.1177405072190756,Iris-versicolor
+53,6.128378220600825,2.638967428377551,5.631377004234297,1.4540984322157693,Iris-virginica
+54,4.578915860090712,3.372432872378939,1.4018861261183828,0.30464345248980046,Iris-setosa
+55,7.699998587394022,2.83653887349976,6.699998925011686,2.049759954006569,Iris-virginica
+56,4.964556050677037,3.130550021750083,1.3102859823167363,0.2,Iris-setosa
+57,5.149532662480838,3.3906160399038674,1.3103059840659927,0.21802786779149017,Iris-setosa
+58,4.595070547220161,3.627128944215637,1.0000003994601032,0.2,Iris-setosa
+59,6.369787419270892,3.079123875414106,5.469705549107228,1.8090806844811613,Iris-virginica
+60,6.469100737276733,3.0332119184010047,5.526098115394275,1.8173214907815942,Iris-virginica
+61,6.269630031151545,2.7537131913453035,5.507481295829075,1.824882746006768,Iris-virginica
+62,6.665073072765566,3.1185085676322535,4.362487622147462,1.4066757150705453,Iris-versicolor
+63,5.612209847071719,4.399999165474548,1.4965219065549693,0.3619819160271001,Iris-setosa
+64,5.41943882237975,3.3475025906721485,2.026539373158336,0.2,Iris-setosa
+65,5.769448395148951,2.6624835725397453,5.078318683718942,1.9408835145868204,Iris-virginica
+66,6.427592773589347,2.680926887424723,5.194817922018435,1.9115770893188277,Iris-virginica
+67,7.159734211365531,2.9051662698017355,6.171599293161248,1.8154713657123054,Iris-virginica
+68,4.997364609071648,3.2077693694395957,1.2163614196940173,0.2,Iris-setosa
+69,5.129640559383708,3.597533078813852,1.3467050631761766,0.31468419887316146,Iris-setosa
+70,6.534733076111497,3.1494358697861577,4.53642168329031,1.4673920351385052,Iris-versicolor
+71,5.109029937412023,3.777095610732294,1.6437838337125845,0.31622310733169234,Iris-setosa
+72,5.146495934566502,2.565533062790981,3.2698127450782026,1.305231002242472,Iris-versicolor
+73,6.693123882698843,3.3271958659739007,5.708771992684637,2.5,Iris-virginica
+74,5.844156508465484,2.7160752955990124,5.255303570486566,1.8598583023491106,Iris-virginica
+75,6.3040158461445985,3.4176810962339177,5.634977267208339,2.3554790306141298,Iris-virginica
+76,6.344200714919831,2.9850746599839106,5.58249998231795,1.7803946876214143,Iris-virginica
+77,5.417429882583658,3.933465459568931,2.3012049676361204,0.48304691462319954,Iris-setosa
+78,6.384231154315431,2.8515170347599854,5.099963446229429,1.710278558446788,Iris-virginica
+79,4.400001129469423,2.915287116662961,1.4050956197630706,0.2,Iris-setosa
+80,5.2245381824056905,3.350462712220087,2.374377347514378,0.3755332077409076,Iris-setosa
+81,5.942747406165903,2.9562267586953705,4.464676662748018,1.3023187002712215,Iris-versicolor
+82,5.4788220128383305,2.529298429989017,4.168468373089556,1.2239203152850078,Iris-versicolor
+83,5.623902760951657,4.399998212545019,1.493102829231712,0.38358106644076606,Iris-setosa
+84,5.537130277995082,4.211008597295794,1.382070172162702,0.2,Iris-setosa
+85,5.860469923773117,2.9554417548318184,4.359645736827185,1.3461524286213113,Iris-versicolor
+86,5.95758093335619,2.955441733937635,5.400451591992591,1.7737180460864552,Iris-virginica
+87,4.943839978497899,3.138701134792634,1.287236414685752,0.2,Iris-setosa
+88,4.400000459780732,3.0367878004503996,1.3869394213213087,0.2,Iris-setosa
+89,6.10057337377346,2.471454851805598,4.311859930363145,1.2955528659298454,Iris-versicolor
+90,6.977705936686446,3.171660914137305,5.723871303551105,2.3048834828860176,Iris-virginica
+91,7.7,2.7890334621824824,6.7,1.9059520890897226,Iris-virginica
+92,6.157581290667835,2.7297581268903195,5.04458643166846,1.575220583394969,Iris-versicolor
+93,5.890818762848718,3.026843779780073,5.091655412213235,1.7885902749928495,Iris-virginica
+94,4.61160282367819,3.5453223446773223,1.0000021363360871,0.2,Iris-setosa
+95,4.509545376282763,2.302487760680435,1.30783699393043,0.3079186501575997,Iris-setosa
+96,6.284402578839161,2.300781297580452,4.393229245060679,1.307175590088225,Iris-versicolor
+97,6.3032310974597685,2.7124802259863983,5.109905282331094,1.7475105024872937,Iris-virginica
+98,4.4,2.8573562265568495,1.3939026688406448,0.2,Iris-setosa
+99,5.3641949160285645,3.548297821761618,1.5941406573469898,0.2,Iris-setosa
+100,7.7,2.7671524576396402,6.7,1.9906681086499234,Iris-virginica
+101,6.196415443859742,2.983515925333071,4.236071427461856,1.3596269974581014,Iris-versicolor
+102,6.444948371421236,2.948264991137966,4.3119567768414715,1.3459560929103234,Iris-versicolor
+103,5.120884538998162,3.593408473227845,1.407316512814431,0.2,Iris-setosa
+104,6.840687600259327,3.2428340650893315,5.688324314905163,2.499999189064547,Iris-virginica
+105,5.802460477144252,2.7507416605624924,5.087145377194069,2.360438424167401,Iris-virginica
+106,5.141715431876465,3.8575511416868644,2.0081016398448646,0.4001937069978189,Iris-setosa
+107,5.175475719772155,3.408509763016178,1.4124667027381719,0.2,Iris-setosa
+108,6.312509899833424,2.5592809154609686,4.949840091156964,1.5257328482336918,Iris-versicolor
+109,5.090757942575582,3.2928253707988535,2.0098349677350975,0.552058679178113,Iris-setosa
+110,6.466141968783142,2.8295391745229153,5.500109584254082,1.8965033672604168,Iris-virginica
+111,5.505053723469464,4.132248439586111,1.2913739730462863,0.38216040329193557,Iris-setosa
+112,6.465585469701548,3.0038593867441445,5.553788840963959,1.7929728062400796,Iris-virginica
+113,5.689732204573291,4.399999246827337,1.5056853768194667,0.3914615008011173,Iris-setosa
+114,4.553628910025877,3.1478901114466638,1.4097200986109184,0.2,Iris-setosa
+115,5.010633875853454,2.4474098188532,3.16344966471895,1.0869814678377572,Iris-versicolor
+116,6.246884613693606,2.3210401035877557,4.4211361133818805,1.2988594537272096,Iris-versicolor
+117,5.403079411861739,3.387070400961492,1.9754521055984169,0.2,Iris-setosa
+118,6.340921212640218,2.613843767252178,4.961632464425785,1.6069669017095167,Iris-versicolor
+119,4.8199948756023,3.4502093610880467,1.3845077349888277,0.3353907530519897,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/27/test.csv b/iris/tab_ddpm/1_1/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/27/train.csv b/iris/tab_ddpm/1_1/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/27/val.csv b/iris/tab_ddpm/1_1/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/28/synth.csv b/iris/tab_ddpm/1_1/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eca1a59dd46c59886726dacabf321c91ab17871f
--- /dev/null
+++ b/iris/tab_ddpm/1_1/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.486789797584931,4.0793730992115576,1.3441630098723385,0.24963468439284794,Iris-setosa
+1,6.342782798640623,3.0536298185256676,4.527009215675043,1.4533284526483874,Iris-versicolor
+2,5.963786030763885,3.0024957504234253,4.946095292115529,1.7877207224353215,Iris-virginica
+3,5.628991466205494,4.399998845522242,1.5094688485328505,0.39759950474851513,Iris-setosa
+4,5.279073503495734,3.4877566658573333,1.5449852758323068,0.2,Iris-setosa
+5,6.306598172176048,2.3113897164213117,4.307981685359979,1.2981017091370382,Iris-versicolor
+6,5.1950474510556575,3.386311635020091,1.5034413168932352,0.2,Iris-setosa
+7,6.5185980006341255,3.019630522405367,5.52554638336598,1.7943134070818356,Iris-virginica
+8,6.026045590616924,3.3655817357411126,4.537085571354947,1.6086259736628912,Iris-versicolor
+9,5.382322622780336,2.4427762753013447,3.7920353738690453,1.0441373794722035,Iris-versicolor
+10,5.912204688763906,3.1832658236814244,4.894599970942928,1.8025845069817836,Iris-versicolor
+11,5.507909758989291,4.212221481936159,1.3990831202768907,0.2,Iris-setosa
+12,6.029046750379317,2.9927241958531483,5.013081549049099,1.7991372726652322,Iris-virginica
+13,6.769778543527429,3.3441024024951345,5.712888747509638,2.5,Iris-virginica
+14,6.03285229318086,3.364848120763272,4.54580143035041,1.6345646408643544,Iris-versicolor
+15,6.0921055187069495,2.9790578899056115,4.828759206100902,1.7759113948450251,Iris-virginica
+16,4.962898113322894,3.5061079315508628,1.6103212242777607,0.2,Iris-setosa
+17,5.118426798754964,2.494549175796769,3.540513549819557,1.1798312879572002,Iris-versicolor
+18,6.1914461749742715,2.6946691994507086,5.403234960992961,1.4381270471045247,Iris-virginica
+19,6.583798711300191,3.0044218685411264,5.6292969859766675,1.8191470626950916,Iris-virginica
+20,6.026652685264026,2.2,4.971982147797147,1.4540788737764356,Iris-virginica
+21,7.7,2.758066038602445,6.7,1.9522385734555063,Iris-virginica
+22,6.98807095835457,2.9466528810013872,5.858921645528893,1.9578437293869713,Iris-virginica
+23,6.94454800592987,3.094378430702148,5.782539076672531,2.223802371177307,Iris-virginica
+24,5.704322164545761,3.089168546677428,4.7394563724448435,1.6100326291604072,Iris-versicolor
+25,5.794436442632004,2.611679721162178,5.045846647484799,1.9270653294116487,Iris-virginica
+26,5.065353983582991,3.395363934900721,1.4229360471813548,0.2,Iris-setosa
+27,5.246303318109247,2.4529126345430674,3.5712974304838205,0.9338179009718957,Iris-versicolor
+28,5.793641892702311,2.510967081717779,5.008442642433545,1.9921770523735558,Iris-virginica
+29,6.219659106124588,3.305149881344292,5.555911893635115,2.371252616832929,Iris-virginica
+30,6.333904844638052,2.5086083329069835,4.923232592647151,1.5068027240512685,Iris-versicolor
+31,4.645139310059957,3.5760959274283493,1.0000019244386837,0.2,Iris-setosa
+32,7.259486742786984,2.9052954691025867,6.251679175077769,1.8326747064628792,Iris-virginica
+33,6.447283865603695,3.02350417237326,5.429416141043606,1.7364326863229143,Iris-virginica
+34,5.870194437512726,2.396236720662658,4.0868228174554755,1.1097038127674699,Iris-versicolor
+35,5.125082090086967,3.8358825565396146,1.6695846701202433,0.4606400825390663,Iris-setosa
+36,5.089921800548706,3.7796848408642214,1.6119007062584831,0.2,Iris-setosa
+37,5.268424589970835,3.5211302426831326,1.511258590556971,0.2,Iris-setosa
+38,5.442278005306889,2.929937525229932,4.309799831432496,1.372246313013422,Iris-versicolor
+39,6.082583529171332,2.976296291846787,4.902052039534097,1.7767769483843445,Iris-virginica
+40,5.976800458274195,2.705499899554759,5.167164474168848,1.6394725969342419,Iris-versicolor
+41,5.562340814352518,2.964770510590923,4.236300844497033,1.4909294151176415,Iris-versicolor
+42,6.522750380454395,2.953861706974322,4.324295270689855,1.4096631490516882,Iris-versicolor
+43,5.356373895587452,3.886510509956015,1.3513722800699262,0.4185213784052239,Iris-setosa
+44,5.145038899168012,3.33592809651545,1.3170713496213673,0.2,Iris-setosa
+45,4.636605634865345,3.6003018989055215,1.000000579155968,0.2,Iris-setosa
+46,4.583768694234354,3.5946328236316654,1.0,0.2,Iris-setosa
+47,5.302350008602867,2.5012563249474944,3.629698670502274,1.0923139831253814,Iris-versicolor
+48,5.916892958911014,2.7082403546545395,5.091792300319156,1.571242231937746,Iris-versicolor
+49,5.950948195035782,3.3369633158090135,4.543895687351571,1.7404117849131944,Iris-versicolor
+50,5.308276603841418,3.402222273829359,1.6028393368785878,0.2,Iris-setosa
+51,4.4,2.94717389152545,1.3926180463886162,0.2,Iris-setosa
+52,4.906597148541171,3.076056894339731,1.5011674125678898,0.1,Iris-setosa
+53,4.400000590578479,2.9043124850057853,1.3977363120116935,0.2,Iris-setosa
+54,6.343976737684883,2.3018861441195355,4.442799791206741,1.3029832560810513,Iris-versicolor
+55,6.61908289251886,3.02744051360294,4.39412387,1.3655635962733232,Iris-versicolor
+56,5.2805340938624425,2.8616386172385244,4.156850288773985,1.4503455003309622,Iris-versicolor
+57,6.871213528227512,3.208299036980303,5.6711597913393135,2.29699492356146,Iris-virginica
+58,7.7,2.756704259710415,6.7,1.9927438570906404,Iris-virginica
+59,6.799628012514104,3.23160208932466,5.628195304036735,2.185742720252325,Iris-virginica
+60,6.330323966027505,3.4241885668785135,5.626236094496561,2.4019657564444024,Iris-virginica
+61,6.683931875243964,3.2137994466973927,5.578735751216446,2.0671576496179003,Iris-virginica
+62,5.091753799442349,3.528646478826502,1.3425966427675078,0.2904811651923202,Iris-setosa
+63,6.091917789079916,3.0242664257390786,5.318996567937632,1.806735721933594,Iris-virginica
+64,6.691270665059847,3.3297772961251133,5.718272803619614,2.5,Iris-virginica
+65,5.793497974721895,4.399999218416649,1.4831022038986146,0.44803628228564374,Iris-setosa
+66,4.500159086063594,2.307766525086151,1.3000293609223632,0.31002446988564636,Iris-setosa
+67,7.7,2.755036158158241,6.7,2.07020241741039,Iris-virginica
+68,7.211321125458099,2.9022399258745475,6.238902762498137,1.8162074459436477,Iris-virginica
+69,4.923700716273149,3.096689416708713,1.4743549043653152,0.1,Iris-setosa
+70,4.4,3.1455802513980777,1.3147364386706988,0.2,Iris-setosa
+71,5.115706767015209,3.6434572035894903,1.5462551164882763,0.3896435109613189,Iris-setosa
+72,7.7,2.873303669023868,6.7,2.0314219622052527,Iris-virginica
+73,4.5883583819407425,3.602708048206022,1.0,0.2,Iris-setosa
+74,5.2361635770578845,3.5363301543241827,1.3628165039234006,0.23209235635255768,Iris-setosa
+75,4.774821351968038,2.928817428528055,1.4060296377129364,0.2,Iris-setosa
+76,5.295655574821068,3.446317409811036,1.5918414028385763,0.2,Iris-setosa
+77,5.5770085298537095,2.9766049993031305,4.427917363623942,1.4389784006686592,Iris-versicolor
+78,6.100272905877068,3.076817144003266,4.339713023624478,1.4807918833317844,Iris-versicolor
+79,5.342113163694789,3.8187032132988903,1.3161150775278774,0.40832515902033795,Iris-setosa
+80,4.554414467207737,3.275010750210013,1.4089706780736437,0.2,Iris-setosa
+81,4.639363873293114,3.2664059579503437,1.4646591094920383,0.2,Iris-setosa
+82,5.768584946589601,2.63389296131489,5.074727590348813,1.9153541106525622,Iris-virginica
+83,4.933928954551487,3.518382885465761,1.4823847696539658,0.2,Iris-setosa
+84,4.920951578060766,2.4049597270478604,3.2414687509638433,0.9656540501925082,Iris-versicolor
+85,5.562313705806622,2.8802467865154875,4.184229443334892,1.2856189312909403,Iris-versicolor
+86,5.479309384513931,4.132701904349228,1.404546992764833,0.2,Iris-setosa
+87,5.2644767920002655,3.5104279970691374,1.444075969790675,0.2,Iris-setosa
+88,5.314996027334118,3.530105268167289,1.5586564845874455,0.2,Iris-setosa
+89,5.079120078573296,3.397276433392635,1.547425224105123,0.2,Iris-setosa
+90,6.041984093411073,3.3330638522070535,4.537501057117465,1.5533210051125355,Iris-versicolor
+91,6.775319723220536,3.2191468605178564,5.6815529087583,2.214106781993579,Iris-virginica
+92,5.55838914676008,2.458443707273163,4.0595003756939265,1.0722358857178196,Iris-versicolor
+93,4.400000715506977,2.905054815716295,1.4046067888576486,0.2,Iris-setosa
+94,6.683743858589703,3.2777231094718906,5.596309066966332,2.49999950570416,Iris-virginica
+95,7.699995546171678,2.7880892630200105,6.6999965175980325,1.9702228272150881,Iris-virginica
+96,5.195199633947693,2.7102491927625683,3.787292200549123,1.4085159771317175,Iris-versicolor
+97,4.4,3.130953452989324,1.3031996051274621,0.2,Iris-setosa
+98,5.452299804360607,2.96231952674393,4.318672091705391,1.4557512047027268,Iris-versicolor
+99,6.001029341175498,2.645503141960565,5.0602322992661435,1.6167388386317194,Iris-versicolor
+100,4.781394281936706,3.4150119153354646,1.4214274089266603,0.2019703710119406,Iris-setosa
+101,6.273238598401567,2.9415531795572774,4.4187220493189905,1.3284947409834729,Iris-versicolor
+102,6.513578747426021,3.374021770643868,5.633833875966129,2.316646155603523,Iris-virginica
+103,4.4000009839772085,3.0226876352054695,1.395932205049224,0.2,Iris-setosa
+104,6.043454568891387,2.6407076599971635,5.075217651672675,1.6514934089087239,Iris-versicolor
+105,5.606991111827106,2.5061457131808136,4.978634029931733,2.0060494389967567,Iris-virginica
+106,4.906991743363841,3.0105794863998874,1.4009379381209286,0.2,Iris-setosa
+107,5.281644528585006,3.415325641678757,1.5757079532953437,0.2,Iris-setosa
+108,4.612779438614938,3.6235438813203995,1.00000052475595,0.2,Iris-setosa
+109,6.7170990737458505,3.0598345331725447,4.357172455255577,1.4104897624148878,Iris-versicolor
+110,4.4,3.160507103484509,1.2821702899781722,0.2,Iris-setosa
+111,4.9646766093784365,3.1205994598489206,1.2015625585400258,0.2,Iris-setosa
+112,4.907212161249177,3.110679880523958,1.5071876296570224,0.1,Iris-setosa
+113,5.932584445900074,2.954370756530428,5.0094461105399555,1.815750843341343,Iris-virginica
+114,5.80227371402513,2.8391024146236155,5.217198149669106,2.440189951589299,Iris-virginica
+115,6.748292283154323,3.283741316313908,5.67267955345148,2.0942357855671303,Iris-virginica
+116,6.858031129633155,3.206677238054795,5.705535144277769,2.2030075887734024,Iris-virginica
+117,5.217568355598899,2.4735661520887886,3.403597817257392,1.0370689251435379,Iris-versicolor
+118,6.835923774681249,2.936331770611497,5.73267093581971,1.9793274580005114,Iris-virginica
+119,5.962158622719384,3.035906397725988,5.211249890243695,1.7852569963743954,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/28/test.csv b/iris/tab_ddpm/1_1/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/28/train.csv b/iris/tab_ddpm/1_1/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/28/val.csv b/iris/tab_ddpm/1_1/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/29/synth.csv b/iris/tab_ddpm/1_1/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..751257731cd7af33bd116924562b9caf13c1f210
--- /dev/null
+++ b/iris/tab_ddpm/1_1/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.324723814338394,2.7911458089170003,4.946864948655146,1.813674165978973,Iris-virginica
+1,5.43608498107105,2.5212679955162933,4.184036151813485,1.1423420689646806,Iris-versicolor
+2,5.251883739261121,3.4974119867831113,1.5347632115857464,0.2,Iris-setosa
+3,5.096860490476963,3.3182477178992293,1.2754510017716796,0.2,Iris-setosa
+4,5.795966354135556,4.4,1.4989004040485656,0.519329074007467,Iris-setosa
+5,5.712697639554075,2.7791623546075566,4.343895457423082,1.2932216621688344,Iris-versicolor
+6,4.497428586132339,2.3058484760476854,1.2987835695750904,0.2579336666529647,Iris-setosa
+7,6.481115159074805,2.849658755398172,5.044382620192701,1.7039886217497124,Iris-versicolor
+8,4.577930485050512,3.6603163949368165,1.0,0.2,Iris-setosa
+9,6.325183039095252,2.350121875137222,4.505874858447855,1.3303493966897466,Iris-versicolor
+10,6.052535071590333,3.090469961146726,4.295323629739396,1.3622795109799735,Iris-versicolor
+11,5.021494559900703,3.431437138860989,1.5365526395193756,0.2,Iris-setosa
+12,5.311489500292106,2.7984590381833625,4.171965725204311,1.3965866694360296,Iris-versicolor
+13,5.848471933733845,4.4,1.5569840498831233,0.3931507038809882,Iris-setosa
+14,6.295545219960097,2.5508431737102826,4.964300877039295,1.5669522401674836,Iris-versicolor
+15,5.073652287162936,3.7349700467670277,1.6344740455276832,0.4494066669970818,Iris-setosa
+16,4.916721155097391,3.085336575432811,1.4756802068849024,0.10000009653525949,Iris-setosa
+17,7.7,2.7751895078202953,6.7,2.076553459649934,Iris-virginica
+18,4.90471834061239,3.087234051432439,1.5049629177747368,0.1,Iris-setosa
+19,4.400000497673358,3.0780610440542335,1.3770453143420682,0.2,Iris-setosa
+20,5.173379686413952,3.5220476364979283,1.444887171987383,0.2,Iris-setosa
+21,5.871843976957306,3.181765294061273,4.830906864376676,1.8074918996316458,Iris-versicolor
+22,5.614166555656446,3.0045708275186223,4.55381721334122,1.509111531024109,Iris-versicolor
+23,5.935524240048781,3.0169772308926865,5.053024448382965,1.7883276325628736,Iris-virginica
+24,5.809560451444442,2.760777907692364,5.106010222305097,2.3581409923072743,Iris-virginica
+25,6.7844667413883055,3.0077501152391273,5.5129730194217865,2.085429112538548,Iris-virginica
+26,7.7,2.7347762122595656,6.7,1.9674016122780476,Iris-virginica
+27,5.4351495758250365,2.995724416375599,4.444830311222179,1.4936108509572075,Iris-versicolor
+28,6.327756808209124,2.294813742865866,4.46033788272926,1.3143651103191922,Iris-versicolor
+29,6.672849265519808,3.0375646239528806,5.514844366236756,1.960382283991321,Iris-virginica
+30,5.016657254861686,3.334704510713765,1.3723309909803527,0.2,Iris-setosa
+31,5.464354805476685,4.064796970993023,1.4197291836671515,0.29850178431480395,Iris-setosa
+32,5.365751520943494,3.9182299921537775,1.3235904586486034,0.2,Iris-setosa
+33,6.431141618318771,2.9277151796888488,5.587022463466414,1.821849454199618,Iris-virginica
+34,6.9228438829304295,3.1977102095054675,5.7395598823417915,2.2736162999136997,Iris-virginica
+35,4.866564756916245,3.097793877941839,1.512955398916672,0.1,Iris-setosa
+36,5.950394204695771,3.267154940206352,4.6984378077387925,1.7373844887431829,Iris-versicolor
+37,6.46130041263235,2.97383679158449,5.518772239150242,1.805267078065765,Iris-virginica
+38,4.789304189173124,2.9359708153728423,1.4028560700403205,0.2,Iris-setosa
+39,6.282765660228304,2.2963706456349433,4.331940752902588,1.2966584162375099,Iris-versicolor
+40,5.645806403747767,4.399998845876155,1.4766522679470038,0.3461018194725076,Iris-setosa
+41,5.005626798814664,3.4660602710384243,1.2982288169467044,0.3031563297855918,Iris-setosa
+42,6.384807133731291,2.653988429772302,5.104451331439546,1.8950896399996668,Iris-virginica
+43,4.597355720915989,3.6108091617480524,1.0,0.2,Iris-setosa
+44,6.293735462266476,2.9206294410064517,5.599371864380798,1.7829637619777008,Iris-virginica
+45,6.64055772925955,3.0861245591212993,4.434688874592058,1.429974649132668,Iris-versicolor
+46,5.453646587639448,2.958729983445925,4.347066057665955,1.4925662900180878,Iris-versicolor
+47,7.207073349576044,2.9471847565205023,6.185683944543459,1.8081100212281713,Iris-virginica
+48,5.282201867983212,2.8619473097522987,4.055488432275274,1.3204261386101708,Iris-versicolor
+49,5.6102213234191,4.2245591241018365,1.3705891001938755,0.2,Iris-setosa
+50,6.260820348061384,3.2593169199602032,4.527810206605525,1.5287701636108224,Iris-versicolor
+51,5.87872615995795,2.941937296360347,5.191854504801253,1.799349503349172,Iris-virginica
+52,4.946373757818889,3.5368323700619,1.5327917763542258,0.2,Iris-setosa
+53,6.634972142793349,3.0212980653619312,4.406658384562912,1.3823269064271302,Iris-versicolor
+54,5.824322258248795,2.8263413741539987,5.1643621681634535,1.8434767014739948,Iris-virginica
+55,5.510876674190514,2.3520514452576444,3.956873554158004,1.1620100071707116,Iris-versicolor
+56,6.339209859529062,2.309609189070981,4.465012476543079,1.325612738332531,Iris-versicolor
+57,6.63238992575579,2.964220559276457,5.0337637514056,1.6796306701398733,Iris-versicolor
+58,5.244349169617515,2.459587944071771,4.072731283372737,1.163563440790686,Iris-versicolor
+59,5.175977859676969,3.514752571886867,1.4221034770469507,0.2,Iris-setosa
+60,5.9554392632013995,2.9066374210569057,4.438291661613287,1.3334290216189286,Iris-versicolor
+61,5.168816129084178,3.4986209712873353,1.4879445404039469,0.2,Iris-setosa
+62,4.811489582965537,3.123383076934181,1.4824214782252647,0.1,Iris-setosa
+63,4.982963630534256,2.4278522879823536,3.3082919401756117,1.0073155780032754,Iris-versicolor
+64,6.666419393801586,2.95332242372652,4.9550635059925945,1.6319343139777258,Iris-versicolor
+65,5.888037566378866,2.910085905720704,5.16898985131898,2.459260451364458,Iris-virginica
+66,6.367321657260142,2.90569088363308,5.124245366913008,1.6792818685072586,Iris-virginica
+67,5.186240194567485,3.337720000684485,2.133320277208859,0.4706361041331744,Iris-setosa
+68,5.086697385131934,3.28362141253273,2.266901369588896,0.6729815197135243,Iris-setosa
+69,6.006060679576597,2.703383652239838,5.118945233099048,1.590727746726865,Iris-versicolor
+70,6.720521534218159,3.098050317300402,4.3673671472755995,1.4288704599358768,Iris-versicolor
+71,5.471057772344486,4.117147902264742,1.421387623000621,0.2,Iris-setosa
+72,6.714262501508224,3.339081598015818,5.724408553028667,2.5,Iris-virginica
+73,5.13733415688661,3.3744632954981273,1.6368182454411189,0.36420853098439054,Iris-setosa
+74,5.872152470918286,2.8564391138788405,5.191866615726258,1.8740768960313257,Iris-virginica
+75,7.7,2.8218295450722195,6.7,2.0202248890110597,Iris-virginica
+76,5.095336115824229,3.8063559442106047,1.970194151683806,0.40665280994979036,Iris-setosa
+77,5.410840570859152,3.9126069885541086,1.696010948610558,0.41870685570203836,Iris-setosa
+78,5.627549293377549,4.4,1.496737996947394,0.3768186022162989,Iris-setosa
+79,6.200166803370075,2.931522480271675,4.3468246556657,1.308456500593564,Iris-versicolor
+80,6.158160183502582,3.2816836977145685,4.453326967608492,1.5156487651174961,Iris-versicolor
+81,6.3399202953420835,2.2857777884136405,4.412005609171358,1.3143866716067083,Iris-versicolor
+82,7.7,2.7866564432739516,6.7,1.9915774626492018,Iris-virginica
+83,4.7345899543583725,3.3482993627952355,1.5614642927007274,0.2,Iris-setosa
+84,4.4,3.045431309865511,1.382179261680244,0.2,Iris-setosa
+85,5.321999695207153,3.8213245286510413,1.4005611417719788,0.2,Iris-setosa
+86,5.139033583393568,3.392200922899668,1.3991871333840287,0.2,Iris-setosa
+87,6.297366201414773,2.292113894519985,4.324329088277043,1.2866195384018604,Iris-versicolor
+88,5.588645532031507,3.067977155664248,4.672545411914684,1.5974437603859306,Iris-versicolor
+89,6.00840782873023,2.20000027814382,5.012345772527092,1.4902068355388403,Iris-virginica
+90,6.3413473859913525,2.2980140540333163,4.467766829296236,1.2949138344622635,Iris-versicolor
+91,6.176524155518697,2.6721106370958023,5.528505392894286,1.5069254795543037,Iris-virginica
+92,4.9160513912503605,2.4154367428795878,3.328733881050349,1.1062715494734663,Iris-versicolor
+93,4.909024985892329,3.363410564635866,1.4732494285109334,0.2,Iris-setosa
+94,5.968934377493909,2.9140014496138544,4.456060579389461,1.341242125829747,Iris-versicolor
+95,6.719475650750893,3.284276999969281,5.702716150711358,1.970681282739434,Iris-virginica
+96,5.315325037261267,3.9225880964301747,2.120259982967984,0.3811303872240024,Iris-setosa
+97,6.264746295811321,2.612380767876377,5.032400136386214,1.8492599817795285,Iris-virginica
+98,5.155792125682312,2.5721804684967995,3.4672902025256715,1.290238663894076,Iris-versicolor
+99,7.7,2.8538827097937713,6.7,2.028955142723608,Iris-virginica
+100,4.916843850161063,3.183262371580729,1.2774217331352193,0.2,Iris-setosa
+101,5.042185613786564,3.2421044494429463,1.3339634990289357,0.2,Iris-setosa
+102,5.575613049453689,2.9214209971385143,4.308905344687136,1.3980584480923028,Iris-versicolor
+103,5.941205094987715,2.9594721420707097,4.947822147740617,1.8193189461334038,Iris-virginica
+104,4.593099465730582,3.6043368836984793,1.0,0.2,Iris-setosa
+105,5.800339781161018,2.71043267378206,5.09744556183914,1.8929772984059237,Iris-virginica
+106,6.344194179818985,2.3255593590446932,4.563484804516859,1.3430070610990708,Iris-versicolor
+107,6.696876453494381,2.9845301561124566,5.562218218174267,2.038944049589359,Iris-virginica
+108,4.640382479653511,3.277418260780018,1.4126825382177297,0.2,Iris-setosa
+109,5.768374897657783,2.6165007788956,5.090442352672969,2.125963741237202,Iris-virginica
+110,5.097651827382106,3.34310656903735,1.4045545028784208,0.2,Iris-setosa
+111,6.322297628771153,2.287972571640911,4.387062933029356,1.2899298217882968,Iris-versicolor
+112,5.377787068122126,2.9386788338232526,4.329457287825183,1.4557576975392987,Iris-versicolor
+113,5.009254575678983,3.4980275406637302,1.3890022252545646,0.2,Iris-setosa
+114,7.7,2.7623122305898,6.7,2.070651589868603,Iris-virginica
+115,5.452892132786351,2.406564294126501,3.4775046114684347,1.0131473403548692,Iris-versicolor
+116,7.7,2.766130480615793,6.7,2.020399345576989,Iris-virginica
+117,6.146953104949179,2.943905257028094,4.867279960001921,1.7383342747874395,Iris-virginica
+118,5.804495895969742,2.9765710518110358,4.15872035547183,1.5036389333302498,Iris-versicolor
+119,5.20442425582944,3.370600483686949,1.3874281817459613,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/29/test.csv b/iris/tab_ddpm/1_1/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/29/train.csv b/iris/tab_ddpm/1_1/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/29/val.csv b/iris/tab_ddpm/1_1/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/3/synth.csv b/iris/tab_ddpm/1_1/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e75f4f0c103754b45af36ebfaceb72c6c7e9a1d0
--- /dev/null
+++ b/iris/tab_ddpm/1_1/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.825865413444495,3.337134627511875,1.4638377744347273,0.2,Iris-setosa
+1,4.504546862092026,2.3047540983947936,1.3009962527269212,0.29965366323722725,Iris-setosa
+2,6.577442277253782,3.083604652165838,5.502445449841817,1.8610012911708884,Iris-virginica
+3,4.400000810113805,2.9703889057832757,1.3473110461173619,0.2,Iris-setosa
+4,6.297133209580569,2.9166128052329388,5.661686730285146,1.7787973090854536,Iris-virginica
+5,5.467910093655751,2.427686937067613,3.493221633729884,1.0463482101158914,Iris-versicolor
+6,4.4,3.2326234483155996,1.2830605624880618,0.2,Iris-setosa
+7,6.328039723360591,3.04248812583633,4.92580995465304,1.6555084790966048,Iris-versicolor
+8,5.664610922802198,2.373026436736633,4.0547366033409435,1.0225414701240116,Iris-versicolor
+9,6.946102444723907,2.918364591436498,5.976638756403585,1.7972669495222997,Iris-virginica
+10,5.677491613322882,4.399997455773555,1.496543767201239,0.45296298381649275,Iris-setosa
+11,6.03022662331779,2.7255408790786317,5.074267556748331,1.6163419575160698,Iris-versicolor
+12,5.605953165858448,2.421999140367367,4.04325130286101,0.9901383102744981,Iris-versicolor
+13,4.931551445290516,3.527200498139284,1.3458056599728974,0.3264099383378876,Iris-setosa
+14,6.075599132196292,2.640000901764206,5.541397081914025,1.5025945745834037,Iris-virginica
+15,5.17709102046002,3.6094724874404966,1.2768107514545728,0.38147792816611636,Iris-setosa
+16,4.40000102123605,3.1189505308687826,1.3137773668670056,0.2,Iris-setosa
+17,5.508406836467785,2.883637371563371,4.122334881674383,1.390471295811399,Iris-versicolor
+18,6.029997449303218,3.0428825207909216,5.364857823160453,1.8506929857662018,Iris-virginica
+19,5.514276976547567,4.255419647478058,1.4148638963765756,0.2,Iris-setosa
+20,6.332222801523531,3.0402616399426123,4.428681088718461,1.3774214577909034,Iris-versicolor
+21,6.324996452401704,2.408317921734664,4.800389868140532,1.4725756480413288,Iris-versicolor
+22,4.595973680077136,3.5989618075383385,1.0,0.2,Iris-setosa
+23,5.398133208716038,3.4704408760258176,1.5854946877881997,0.2,Iris-setosa
+24,5.235394408487512,2.731575759711149,3.854166737155312,1.399822050892145,Iris-versicolor
+25,5.328461865474222,3.86386374540522,2.3570790109786826,0.5194993389377878,Iris-setosa
+26,6.579031044177621,2.984058545194439,4.358508726551859,1.3668300779090203,Iris-versicolor
+27,5.488619054043858,3.0307254713911944,4.412696006388953,1.4946894081382418,Iris-versicolor
+28,5.406590126703138,2.975562443359248,4.4832264054480815,1.507755188606729,Iris-versicolor
+29,6.2965255726199265,3.402343900383978,5.582043323962851,2.405124436084181,Iris-virginica
+30,5.802198827579225,2.7209455386436634,5.132133834029787,1.925553585018711,Iris-virginica
+31,4.4,3.1717606613523732,1.3036360606836948,0.2,Iris-setosa
+32,5.142942606417473,3.585409428453699,1.358540189652275,0.3621331724209278,Iris-setosa
+33,5.153650483423004,3.3749164900462993,1.4767416670105775,0.2,Iris-setosa
+34,5.149689653879011,3.565712495017515,1.5777932744161043,0.3882674071218944,Iris-setosa
+35,5.9968619577972415,2.2000005888739977,5.008504196629815,1.5115313624865658,Iris-virginica
+36,4.6213642730808715,3.599034125934477,1.0,0.2,Iris-setosa
+37,6.079453696120521,2.9576368601262004,4.331752598936375,1.3677818378846196,Iris-versicolor
+38,6.171703030014908,2.429612064569514,4.725529375401671,1.4091413994140776,Iris-versicolor
+39,6.5734413958400655,3.3484858149979884,5.736006561473371,2.3566859032642737,Iris-virginica
+40,5.739476588977964,3.0655337153749382,4.636616208917549,1.6266651676181678,Iris-versicolor
+41,5.9440818811709715,2.9960883885856044,4.6238961569375485,1.4661864613459452,Iris-versicolor
+42,5.394491727145894,2.92521826732509,4.216829571026842,1.4602617743572288,Iris-versicolor
+43,5.833778233699718,3.086776366661998,4.193056591379062,1.382773003838923,Iris-versicolor
+44,5.461228039477653,4.164593826091519,1.3982289056250308,0.2,Iris-setosa
+45,5.714792815002443,4.399995773043079,1.5000929869127098,0.439462509786377,Iris-setosa
+46,6.1451863076249165,2.741461954491645,4.27807546818578,1.2661963819066313,Iris-versicolor
+47,5.47635562782603,3.0591898873231234,4.600479512538031,1.517647851462668,Iris-versicolor
+48,5.231572597111265,3.564699798055969,1.5034976559176316,0.2,Iris-setosa
+49,4.4,3.1813634034720235,1.2730290042291799,0.2,Iris-setosa
+50,6.009084807951162,3.4107845757272535,4.483268984778031,1.6027492376986487,Iris-versicolor
+51,6.02140739339733,2.7434749702310532,5.058160467233113,1.5244697200375465,Iris-versicolor
+52,7.7,2.7696193520989043,6.7,2.0198881328168015,Iris-virginica
+53,6.706098247749837,3.1196771012094078,4.422833442004475,1.3979437422247352,Iris-versicolor
+54,5.886713918245723,2.7146995422504396,4.46991060742031,1.2901555922514154,Iris-versicolor
+55,6.358493957609777,2.6206681932630005,5.166715054429885,1.8964434158846746,Iris-virginica
+56,5.286171607556707,3.8248776667840403,1.2763944478332208,0.35265693790230174,Iris-setosa
+57,5.077843650988755,3.379472907959146,1.5192773503650814,0.2,Iris-setosa
+58,5.084882334840057,3.5886443259935694,1.362802792357284,0.3338229831850826,Iris-setosa
+59,6.643973850282758,3.0815759122668345,4.42387517779221,1.3770448361877479,Iris-versicolor
+60,5.335995698799577,3.417937567049398,1.6149447762193783,0.2,Iris-setosa
+61,5.390643112971362,3.396258516495292,1.6852757768755577,0.2,Iris-setosa
+62,5.043696284181369,3.4259272936164193,1.532958196464908,0.2,Iris-setosa
+63,5.202753374342639,3.672161900069371,1.3888435033514692,0.38558596851730675,Iris-setosa
+64,5.1516759676317925,3.8264920440968053,1.619812201745783,0.2,Iris-setosa
+65,5.611947021742459,2.923085962053538,4.365913161926764,1.4054714162579947,Iris-versicolor
+66,5.258557399013792,3.5242085110276906,1.5264633274444293,0.2,Iris-setosa
+67,7.7,2.846738461786745,6.7,2.0178072128531195,Iris-virginica
+68,6.480856990887213,2.9070565739320884,5.506615545388305,1.758778611384244,Iris-virginica
+69,4.5938033900039565,3.6920568974974075,1.0000004236095477,0.2,Iris-setosa
+70,4.551451790024802,3.5735707487956048,1.0000003844120608,0.2,Iris-setosa
+71,5.059980314820072,3.710705744561531,1.5952298148949264,0.3999043767789078,Iris-setosa
+72,6.329824156280829,2.3317508632965263,4.36868353992538,1.3276267682962775,Iris-versicolor
+73,5.813328848723247,2.783934849028714,5.13408081494412,1.8835330951831457,Iris-virginica
+74,6.21543567532183,2.763804364763446,5.639972735167476,1.6279492967564555,Iris-virginica
+75,5.632115711495223,4.399993767180587,1.4971528593514405,0.5462324293338612,Iris-setosa
+76,5.957469282628733,2.945193989509259,4.581524353514658,1.3689812307970146,Iris-versicolor
+77,6.158790724563259,3.2817312872345457,4.462834358323275,1.5944024498634657,Iris-versicolor
+78,4.645407421255883,3.419354146692784,1.3599977685758637,0.3219628549734583,Iris-setosa
+79,4.981693323390344,3.336953988509036,1.2890993080501145,0.2,Iris-setosa
+80,6.495119632280417,3.039103694053222,5.50428256104314,1.7904145864945187,Iris-virginica
+81,4.4,2.8509901529061414,1.3970537093626947,0.2,Iris-setosa
+82,6.021052637293139,3.3622204385420957,4.494468585366759,1.5890497505952486,Iris-versicolor
+83,6.722721710837217,3.348165762165224,5.723791490983953,2.499999342703872,Iris-virginica
+84,7.699996146024326,2.83551921240987,6.69999253678029,2.015658646182037,Iris-virginica
+85,4.910945369348683,3.111259290849666,1.4866533693223294,0.1000002315682065,Iris-setosa
+86,5.248046973179332,3.6752201526853696,1.3387011989246562,0.3893795071669349,Iris-setosa
+87,4.861089131669418,2.374754102714677,3.287983942778518,0.9763334578989663,Iris-versicolor
+88,6.039244171070848,2.7150881363111417,4.9848947015039435,1.904222430047254,Iris-virginica
+89,6.224989054057492,2.313209912695003,4.411508154480705,1.2671794522969932,Iris-versicolor
+90,5.8757598124561214,2.3446217411200228,4.128712384301026,1.1213594418610202,Iris-versicolor
+91,5.530885591815606,2.6185446405959496,4.365514839506007,1.2583295977754732,Iris-versicolor
+92,5.273644005366754,2.6861174387359785,3.844261081519832,1.393991908013424,Iris-versicolor
+93,4.796939283691548,3.172502682905781,1.3326765226817392,0.2,Iris-setosa
+94,5.38283291103162,3.9126739034920095,1.4992880934117006,0.2,Iris-setosa
+95,6.008583843530221,2.893115429972365,5.090318776665896,1.7869441594639293,Iris-virginica
+96,6.4175828362906815,3.4139267353447433,5.655574937917963,2.3696951009391634,Iris-virginica
+97,6.307858411645366,3.204036636066064,4.522301084637006,1.5082373287216302,Iris-versicolor
+98,4.589416316080034,3.560605148839996,1.0,0.2,Iris-setosa
+99,5.32790684118682,3.437390119678821,1.608157784471307,0.2,Iris-setosa
+100,5.339699865263027,4.075348567543344,1.4584075979244253,0.2,Iris-setosa
+101,5.351865723527012,3.436991107007978,1.67015347839025,0.2,Iris-setosa
+102,6.223667581707003,2.522403987974035,4.958002846278017,1.522396940326178,Iris-versicolor
+103,6.843763795015972,3.044889144682672,5.760295316072972,1.8631832030151512,Iris-virginica
+104,6.9721343300654395,3.058136800276068,5.574870516515266,2.193987354921492,Iris-virginica
+105,4.583700268741793,3.170449023934322,1.4027973425108013,0.2,Iris-setosa
+106,5.906632107247735,2.9643907254112905,5.20094098949911,1.7913749543139512,Iris-virginica
+107,4.4000028631449615,3.012273767831337,1.3471332343583233,0.2,Iris-setosa
+108,5.481886730889888,2.8223217195466184,4.04522061854887,1.4376331291035656,Iris-versicolor
+109,4.905004387737606,3.4058753032547404,1.6088251153268898,0.2,Iris-setosa
+110,5.325329363472348,2.5491181951899273,4.2351960232645816,1.0583065818839343,Iris-versicolor
+111,6.262944688017105,2.4898324622165258,4.9308255448405305,1.499546323500424,Iris-versicolor
+112,6.441127469737845,3.0978013020798754,4.48300217981955,1.4264780335694933,Iris-versicolor
+113,6.182291540019325,3.323503994034288,5.474384970524627,2.3712964996924883,Iris-virginica
+114,7.09323121378766,3.0346778733595543,5.898452855316357,2.129287042521947,Iris-virginica
+115,6.55427279761437,2.9884980444736775,4.247492448612484,1.3413820011985265,Iris-versicolor
+116,4.895495890107438,3.0924917914069567,1.4934397846206733,0.1,Iris-setosa
+117,5.273836954794837,2.765206312815767,3.979312407541652,1.3546524096851074,Iris-versicolor
+118,4.400000545241469,3.147210826261506,1.302048532177957,0.2,Iris-setosa
+119,6.239567468474413,2.3159487999573454,4.344950088388386,1.2756185792114034,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/3/test.csv b/iris/tab_ddpm/1_1/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/3/train.csv b/iris/tab_ddpm/1_1/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/3/val.csv b/iris/tab_ddpm/1_1/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/4/synth.csv b/iris/tab_ddpm/1_1/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..37199dfe21180afccd9d9e65952bccb8c0ff0a87
--- /dev/null
+++ b/iris/tab_ddpm/1_1/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.869009901657418,3.1941789576944895,4.797072701293777,1.6969249822207373,Iris-versicolor
+1,7.7,2.7902258831654776,6.7,1.9506649311530524,Iris-virginica
+2,4.657012900292098,3.580018743416762,1.0000015965530022,0.2,Iris-setosa
+3,6.742619889585282,3.008541534896869,5.514296325553781,2.100909802928262,Iris-virginica
+4,6.021092858768353,2.9857124378348514,5.311233312284285,1.7686865797590037,Iris-virginica
+5,6.02723269123801,2.6856475762433445,5.072300773048756,1.597958941318364,Iris-versicolor
+6,6.478131443093459,2.6289584530315797,4.97549037821343,1.5975278944081592,Iris-versicolor
+7,5.653395160242753,2.501073088576021,4.962513010168578,2.0471915173181774,Iris-virginica
+8,4.737602414361495,3.4341446729545733,1.292461815526426,0.3191142067809645,Iris-setosa
+9,5.691151480372655,2.9956553742251795,4.337201489783312,1.4641427911112115,Iris-versicolor
+10,4.942183517016451,3.5178999341299413,1.3817226321448344,0.2,Iris-setosa
+11,6.860450728940761,2.904625561730761,5.96283169128569,1.725457354889667,Iris-virginica
+12,6.678548100836832,3.146403315566556,4.442316953806419,1.4236600445872925,Iris-versicolor
+13,4.8962112532334405,2.9637396759845025,1.4003389404715796,0.2,Iris-setosa
+14,5.888142817700129,3.046797779361548,4.228243810000852,1.4200015976067553,Iris-versicolor
+15,4.92981434954333,3.4289516581425104,1.3292411334234835,0.28486520213065536,Iris-setosa
+16,5.945827595698133,2.686860238211952,5.077082057391477,1.5885974133295215,Iris-versicolor
+17,6.5100334870114525,3.0704229599255823,5.552137911324242,1.8280713561027433,Iris-virginica
+18,5.67129863804981,2.760790755091598,4.162367911167388,1.3281230837612306,Iris-versicolor
+19,4.958856897552928,3.399574791364496,1.3494038835006856,0.2,Iris-setosa
+20,4.5806690655403,3.2488025374322245,1.3971070759992659,0.2,Iris-setosa
+21,6.49611202770061,2.937079999901719,4.3516513015835185,1.3466081077235796,Iris-versicolor
+22,5.434912386848364,4.018283698807185,1.4978803889997832,0.3070536411460144,Iris-setosa
+23,5.248887516000579,3.3728639857095537,1.6849165010963623,0.21357273081120084,Iris-setosa
+24,5.3530796321092255,2.970465196958708,4.409592157473536,1.5093347327666746,Iris-versicolor
+25,5.922037035494608,3.236786524061362,4.5721955254296365,1.6639338748956223,Iris-versicolor
+26,5.247900487521606,3.3909662604504716,1.6027114104884943,0.2,Iris-setosa
+27,5.030700145464419,3.2998219468093595,1.249736178431044,0.2,Iris-setosa
+28,6.407949013263403,2.629721273253322,5.260997998193424,1.9231796934902952,Iris-virginica
+29,6.3719771002031225,2.3758473333248493,4.679189521689263,1.3942829676177184,Iris-versicolor
+30,4.892170029882173,3.125814676898075,1.4963093774330167,0.1,Iris-setosa
+31,4.496329810640572,2.2956747502770085,1.3435708376065114,0.3021737305349015,Iris-setosa
+32,6.500167447691352,2.9530061121543474,4.366608075534946,1.373407267660964,Iris-versicolor
+33,6.2820516909493715,2.531774073552848,4.867435874635169,1.4666817221518913,Iris-versicolor
+34,5.040031433636113,3.2929716829422184,1.3465569227598466,0.2,Iris-setosa
+35,6.177727002394537,2.511407921294575,4.630147049218135,1.4188585075640028,Iris-versicolor
+36,6.959889871967228,3.081429984853349,5.617813124678211,2.2100145195253265,Iris-virginica
+37,6.377201595847716,3.4238354851164177,5.599235697917548,2.398350406245981,Iris-virginica
+38,4.619892297903178,3.277856006973541,1.4502152466060927,0.2,Iris-setosa
+39,6.284834405957968,2.79168204319227,5.271955727397853,1.474636071250405,Iris-virginica
+40,7.7,2.7386552629251786,6.7,2.018763151027103,Iris-virginica
+41,6.35591902602477,2.9298450675025576,5.495553760055669,1.776052427308592,Iris-virginica
+42,5.561184610714091,2.401921673339079,3.9066720314505874,1.0614481601660035,Iris-versicolor
+43,5.53861475394967,2.945007045596572,4.237378248700552,1.3906275540380943,Iris-versicolor
+44,5.146584214053599,3.9041260802170212,1.5464192916353878,0.2,Iris-setosa
+45,5.081768405343316,3.6366711652571904,1.541362509886292,0.2,Iris-setosa
+46,4.4,2.9162440308821305,1.3956453453734075,0.2,Iris-setosa
+47,6.277772679551878,3.261221045701887,4.478162804726344,1.4740973613906454,Iris-versicolor
+48,5.28835453244012,3.44882022552032,1.6212781215008034,0.2,Iris-setosa
+49,7.054892353710841,2.924914369357902,6.145708738648745,1.8290827232967075,Iris-virginica
+50,6.348239657054149,2.5845827373076014,4.985702874978708,1.8844589357154249,Iris-virginica
+51,5.419943910127635,3.9638077182086224,1.435265867060108,0.33490850935732885,Iris-setosa
+52,5.975648410654157,2.986171698157479,4.854353083367423,1.817201885589756,Iris-virginica
+53,4.920427121135975,3.0952990067219393,1.524547279593543,0.10000015674137103,Iris-setosa
+54,6.315600017139759,2.297369540590444,4.4630646317127125,1.3059518513581891,Iris-versicolor
+55,6.003344151816798,3.331933779546029,4.4735470297624325,1.6173474608379872,Iris-versicolor
+56,6.231109872306376,3.0486925418558766,5.378068483230432,1.7810936341931336,Iris-virginica
+57,4.733804293727512,3.329815170247688,1.4940301253179453,0.2,Iris-setosa
+58,5.047282247177826,3.2473754051421437,1.256148142376302,0.2,Iris-setosa
+59,5.76521192355362,2.368751308886377,3.7392139940712745,1.2351939240058631,Iris-versicolor
+60,5.99354547713776,2.2000004321840496,5.025188858509715,1.5205625527588684,Iris-virginica
+61,5.396245858978024,3.856004061414825,1.6820647977647896,0.3774743837580114,Iris-setosa
+62,4.730139157015223,3.4068384320797835,1.3688746484627043,0.2712587895727955,Iris-setosa
+63,5.790356887842442,2.6572956791642364,5.132999829020002,1.9325300659034508,Iris-virginica
+64,5.466811262828828,2.4258388066557584,3.743842343452683,1.08895127464375,Iris-versicolor
+65,5.210754828170463,3.558726312643862,1.4952447775770428,0.3697929934057749,Iris-setosa
+66,7.7,2.798697207810465,6.7,1.9835698601126954,Iris-virginica
+67,6.296564229753684,2.305374832462467,4.462394047418491,1.3118827556050314,Iris-versicolor
+68,5.36802929045869,3.8876750778233298,2.0289032183328333,0.45836920395859504,Iris-setosa
+69,5.817343653426967,2.819454091188552,5.089276488430637,2.3471678171235566,Iris-virginica
+70,5.228614471519831,3.861069269037059,1.5778458043801586,0.36977560992206804,Iris-setosa
+71,5.549789471069403,4.096979318545258,1.4073286450944515,0.2,Iris-setosa
+72,4.906975557997576,3.3025291134448396,1.331015575657493,0.2,Iris-setosa
+73,4.607514393749304,3.2465113678635955,1.3699980751762155,0.2,Iris-setosa
+74,5.257689329210988,3.4814438444832523,1.5441082649774036,0.2,Iris-setosa
+75,5.183368543959236,3.681985502140496,1.512204692889471,0.39631766065840895,Iris-setosa
+76,6.627795968599645,3.002599112464676,4.340638895877883,1.3883787813155284,Iris-versicolor
+77,5.188023250755471,2.6569889670705322,3.8084635115479966,1.3737917198403529,Iris-versicolor
+78,6.473314914538921,3.079869264938504,5.523618908144035,1.779079259912294,Iris-virginica
+79,5.039211460272521,3.3539657001007392,1.2777737355538787,0.2,Iris-setosa
+80,5.731542060877516,2.8546032020642103,4.467161924814432,1.34908909286725,Iris-versicolor
+81,7.165945442526828,2.9906656316648403,6.044827002295628,2.021897119996839,Iris-virginica
+82,6.299036918859834,3.3907599246126234,5.56419735949469,2.38918550994981,Iris-virginica
+83,5.303759337862288,3.4397644404762566,1.5214702836364813,0.2,Iris-setosa
+84,6.957792438315062,3.169278297764421,5.771960359523595,2.270326734397437,Iris-virginica
+85,6.346047618240084,2.5780942184740923,5.011445566128736,1.8700338209374152,Iris-virginica
+86,6.770200288935039,3.248418560928625,5.704120103129976,2.187429869163883,Iris-virginica
+87,5.1629723612195075,3.952899209542412,1.4640641627089357,0.2,Iris-setosa
+88,6.453489267323629,2.944822050222654,5.599660644472188,1.841165162226357,Iris-virginica
+89,6.252373446091434,2.6935809093044183,5.308725889694163,1.5657084206275351,Iris-virginica
+90,5.789372236405531,2.6919112224452064,5.130547105789803,1.9035459160350798,Iris-virginica
+91,5.283798919194683,2.3870347103400067,3.7279104946856636,1.0642141001702612,Iris-versicolor
+92,6.394115207761357,2.9413625906856464,4.313407351692127,1.28163336037886,Iris-versicolor
+93,5.474778927729568,4.157787482015001,1.417621691497763,0.2,Iris-setosa
+94,5.674197736714759,2.5313360992040024,4.186254332196395,1.2570624140288549,Iris-versicolor
+95,5.044124771155492,3.3649858069980456,1.4020090672620094,0.2,Iris-setosa
+96,7.143800928038931,3.0243598291537315,5.837886708489537,2.1194889658400795,Iris-virginica
+97,5.731435924219332,3.0610281838767017,4.620736790976325,1.63475394719752,Iris-versicolor
+98,5.03886769951122,2.5097661394671835,3.4382474170574215,1.2195875084825007,Iris-versicolor
+99,5.426037116375754,2.535039735468941,4.074983501113974,1.1244691504951865,Iris-versicolor
+100,4.633394663396923,3.390901240744746,1.412656172056001,0.2482005733245009,Iris-setosa
+101,6.056954453242486,2.609841378885836,5.579419905652756,1.4572641191143325,Iris-virginica
+102,4.4000005119095045,3.0421274650692385,1.3592937899306239,0.2,Iris-setosa
+103,5.392646369159261,3.8772688899473815,1.3469052402203405,0.35597487464242855,Iris-setosa
+104,5.503173000419336,4.211184930146003,1.3919054109753035,0.2,Iris-setosa
+105,4.4,2.9339401882295126,1.400467699958051,0.2,Iris-setosa
+106,5.145682580677048,3.519328819138191,1.3477869032056213,0.34745035387720713,Iris-setosa
+107,5.044620686033758,3.748386695392835,1.5990465050653293,0.4847171582719384,Iris-setosa
+108,5.687379275286855,2.51473633905926,5.011751567470467,2.0001152321370395,Iris-virginica
+109,6.636852340040255,3.3583535735325047,5.711697971690262,2.2159213199850045,Iris-virginica
+110,6.339993245901389,2.5461723140209265,4.6501042856358,1.398990059107497,Iris-versicolor
+111,6.536022116176358,2.9369568154862633,5.034132025277266,1.7119149386323045,Iris-versicolor
+112,4.5310948892762966,3.181336847417879,1.4098544517454763,0.2,Iris-setosa
+113,5.997022416346562,2.2000004512922544,4.985997332546816,1.4894059636230168,Iris-virginica
+114,6.6600324532285065,3.027952212599009,4.935996504558979,1.6975010551737721,Iris-versicolor
+115,6.124759782142185,2.5875847367433793,5.682059270077816,1.404417196000469,Iris-virginica
+116,6.25182352473683,2.553954860878901,5.033314878956911,1.8614125310676437,Iris-virginica
+117,6.3095557879179465,2.5935984360053776,4.977115785886525,1.8526061068384179,Iris-virginica
+118,5.845559339318181,2.9053104059291095,5.177379076144549,2.4481207397710447,Iris-virginica
+119,5.361057486892563,2.4676496054132278,3.8442610851566723,1.0819247171547106,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/4/test.csv b/iris/tab_ddpm/1_1/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/4/train.csv b/iris/tab_ddpm/1_1/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/4/val.csv b/iris/tab_ddpm/1_1/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/5/synth.csv b/iris/tab_ddpm/1_1/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c9ba8b32b5424173e8d1b6a56a900b5dc459b48c
--- /dev/null
+++ b/iris/tab_ddpm/1_1/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.47337924473581,2.9630603109337184,4.154639756555775,1.4841790970932365,Iris-versicolor
+1,4.613264199237462,3.5826280652066713,1.0000005943957375,0.2,Iris-setosa
+2,5.174049607058984,3.436253799691906,1.5300467257984822,0.2,Iris-setosa
+3,4.71875419477146,3.370041651077357,1.559787624210471,0.2,Iris-setosa
+4,4.770955804524807,3.3855310430489913,1.6133294019334081,0.2,Iris-setosa
+5,6.495341339790874,2.727211186903383,5.383441695726246,1.915998953097862,Iris-virginica
+6,5.568879994112538,2.757431971366473,4.372370694762151,1.3173069526978625,Iris-versicolor
+7,7.7,2.7964683766927556,6.7,2.096980631281044,Iris-virginica
+8,6.8409029685888125,2.995015530518527,5.55333633830016,2.1130002420230785,Iris-virginica
+9,5.938253994164809,3.4715828440166185,4.537502267117057,1.63245401405977,Iris-versicolor
+10,4.608305722831327,3.5812835045985127,1.0,0.2,Iris-setosa
+11,4.403967780137888,3.2878853690879883,1.3522513456476262,0.23900430192223796,Iris-setosa
+12,6.301283189785686,2.449996261193386,5.020233425876712,1.8945664669261313,Iris-virginica
+13,5.062350972317404,3.5206498530995582,1.4891601681361573,0.2,Iris-setosa
+14,5.274368827665367,3.5467180018571574,1.585582457874883,0.2,Iris-setosa
+15,4.962980330357562,3.502585872423269,1.444211998727781,0.3409967275204154,Iris-setosa
+16,5.743544126897398,4.4,1.4855140133362272,0.38802595902487524,Iris-setosa
+17,4.96824965793594,3.5343263273103673,1.6340060213412702,0.2,Iris-setosa
+18,6.374717025747503,2.9530535230391433,5.538101018992538,1.772411827252293,Iris-virginica
+19,6.569741571020163,3.1913750164915604,4.4887006058882575,1.4380465198282477,Iris-versicolor
+20,6.675264411289338,2.9938570689436577,4.9777755477364805,1.6986639439306879,Iris-versicolor
+21,5.8561876589721065,2.7984836070179,4.267662681804905,1.2978959836448556,Iris-versicolor
+22,4.4,3.1790820732580953,1.3244556162546335,0.2,Iris-setosa
+23,5.153352428945442,3.4941556349153666,1.4875679388904446,0.2,Iris-setosa
+24,7.7,2.8239438762291127,6.7,1.9978807349669079,Iris-virginica
+25,4.400000630260296,3.1936852700668728,1.2755151356562537,0.2,Iris-setosa
+26,5.262406308337518,3.710560329800552,1.3928578564216185,0.2733731577849521,Iris-setosa
+27,4.6760199249167655,3.39946569332281,1.408642176421878,0.2,Iris-setosa
+28,6.274635494468421,3.2298736776460784,4.428291873512931,1.5116566714699933,Iris-versicolor
+29,5.818199322265395,2.7463743743983704,5.0891604910839705,2.3056608173399322,Iris-virginica
+30,6.252424944966857,2.867542343467286,5.078354077811969,1.4971205758018529,Iris-virginica
+31,6.314520804564754,2.5768931805689514,4.964539586574586,1.8776683738461792,Iris-virginica
+32,4.959129069744948,3.500365024910004,1.301103371279488,0.304131459295707,Iris-setosa
+33,6.0177780594155195,3.3833441687583883,4.376285122450722,1.5490795833573465,Iris-versicolor
+34,6.3475409826218785,2.8840637392869435,5.53560268902403,1.7678793731071503,Iris-virginica
+35,4.40000080957636,3.0941152126371003,1.3777179934858645,0.2,Iris-setosa
+36,4.576889715477404,3.337901457440201,1.4047417403293943,0.2550026790448958,Iris-setosa
+37,6.689706032421121,3.230898336280262,5.698450513698788,2.194604473647581,Iris-virginica
+38,4.6477450507058675,3.3540231393719546,1.4156738116028857,0.2283598510798982,Iris-setosa
+39,5.576414986470971,2.3591785858359415,3.9755824133728597,1.1422612079016408,Iris-versicolor
+40,5.473357139394237,2.543912857876842,4.094443487856741,1.104692069829866,Iris-versicolor
+41,6.309838731649604,2.311547724260223,4.477218192230294,1.3212817424310377,Iris-versicolor
+42,6.401670956596848,2.818987183500184,5.407537821889802,1.8766240301182695,Iris-virginica
+43,6.334275889624895,3.133712087666329,5.546891450995059,1.8624943820247093,Iris-virginica
+44,6.678514353650258,2.9898767769666987,5.027479631760334,1.725773723437142,Iris-versicolor
+45,6.4437488699056855,3.005294439105994,4.670416599896353,1.4997054268512875,Iris-versicolor
+46,5.405490326460539,3.397138564209647,2.0776358664329506,0.2,Iris-setosa
+47,5.2304812349096315,3.4528257596606875,1.4579903893039166,0.2,Iris-setosa
+48,5.024326428304448,2.4749480965849657,3.0947461705330985,1.1279028392760142,Iris-versicolor
+49,4.569454541456457,3.580437391342637,1.0,0.2,Iris-setosa
+50,5.7378875747628815,2.5540971016204583,5.0254233665971855,1.9514723521208075,Iris-virginica
+51,5.547146177251059,4.216214094266811,1.3840813208910951,0.2,Iris-setosa
+52,5.41648908177113,2.9771301907311187,4.3698174828434935,1.5253452368936669,Iris-versicolor
+53,5.254270805049,3.8752554494124984,1.5972732994335204,0.614621534565704,Iris-setosa
+54,5.357381675163196,3.8461955105046606,1.4782500577177307,0.2,Iris-setosa
+55,6.490518849040327,2.9046928220689656,5.1182554554568345,1.7569838897933705,Iris-versicolor
+56,5.0482616517988195,3.648017710875511,1.6640852056866124,0.33871299315823666,Iris-setosa
+57,6.945355112610639,3.213655232122204,5.593461031988079,2.3104502492233516,Iris-virginica
+58,6.247708941879151,2.7984078190091615,5.070821216377544,1.6646944552471212,Iris-versicolor
+59,4.9062268030859375,3.0216003219287706,1.3249934208883838,0.2,Iris-setosa
+60,5.093336873314235,3.308974069636849,1.2795622713947545,0.2,Iris-setosa
+61,7.69990878914758,2.8446455176336123,6.69992190193163,1.940470014160419,Iris-virginica
+62,6.368408326379387,2.8456320570628324,5.3875421096685585,1.8871587228967366,Iris-virginica
+63,4.907415519650475,3.454991067435676,1.6186854483699178,0.2,Iris-setosa
+64,4.79021683705556,2.8565862456531708,1.3974043729274959,0.2,Iris-setosa
+65,6.295560018084927,2.6541425497087494,4.979007144307782,1.8068960329201538,Iris-virginica
+66,6.157284936713481,2.7163923517811353,5.105512387983013,1.635785549399633,Iris-versicolor
+67,5.914854428197646,2.9281419241363906,5.242409265840463,1.8051292956245646,Iris-virginica
+68,6.289316593263666,2.8493703115680136,5.080242237773393,1.56410398093393,Iris-virginica
+69,6.449748923129986,2.9241380802025483,4.294667580302832,1.2997331008467128,Iris-versicolor
+70,5.825246294619683,2.8800735872366783,5.149582796827754,2.42286191476362,Iris-virginica
+71,5.78100919951167,3.170242331255469,4.795567935430215,1.763525671722769,Iris-versicolor
+72,6.261724187397565,2.288886077471957,4.437730401933436,1.3163165673020185,Iris-versicolor
+73,5.0612567396868755,3.2823040351159594,1.1915506721520897,0.2,Iris-setosa
+74,5.197532132139972,3.437765119836992,1.365468493851937,0.2,Iris-setosa
+75,4.400001163432125,3.1685356543800967,1.2998802812406653,0.2,Iris-setosa
+76,5.6197280833248415,2.8945210283302822,4.424041606388665,1.3976108649716326,Iris-versicolor
+77,6.730529008491996,3.1128400033369394,4.420274640682631,1.4055433550953442,Iris-versicolor
+78,5.000320051112449,3.6622618102834923,1.6161664299265042,0.2,Iris-setosa
+79,6.239044042012343,2.628515669653947,5.2494308673243895,1.7249668494413783,Iris-virginica
+80,5.120452555050957,3.2631890122562734,1.1856954656072065,0.2,Iris-setosa
+81,7.699995659367345,2.762250375956434,6.699997764519214,1.984718786208836,Iris-virginica
+82,5.7787247646181825,2.62517967744953,4.70868851136875,1.3401915818116525,Iris-versicolor
+83,5.51180133607381,3.0297018388316714,4.3488215817826195,1.506451666360494,Iris-versicolor
+84,5.591625440588916,2.9377829440851864,4.190428434592314,1.302979425654078,Iris-versicolor
+85,4.945125700706848,3.333033184717583,1.5069352334504225,0.2,Iris-setosa
+86,5.099318186454935,3.3006836475421575,2.1001098187175584,0.5603310507672257,Iris-setosa
+87,5.026767980844197,3.377669590756366,1.3045278867638026,0.2,Iris-setosa
+88,6.93741869133429,3.074479879811004,5.646785273958962,2.2137305099630176,Iris-virginica
+89,4.799828116707616,3.3709153286612916,1.4960375161645203,0.2,Iris-setosa
+90,5.223969407765896,2.713800546670513,4.066802002223405,1.4172645045109418,Iris-versicolor
+91,6.645697565415743,3.075539966312181,4.3895328794554445,1.4203520299005936,Iris-versicolor
+92,6.346966453219463,2.945812751984175,4.371513635955164,1.3237902979408738,Iris-versicolor
+93,6.116999943198952,2.785972923217683,4.953979118032315,1.7957016238776136,Iris-virginica
+94,4.775374853887154,3.447652902654283,1.3808378374250898,0.3313937285235356,Iris-setosa
+95,5.577798672345008,2.4068461636493153,4.011737918753859,1.100478619042795,Iris-versicolor
+96,5.781357282317917,2.9447464754446697,4.332543239305224,1.4198450281266115,Iris-versicolor
+97,5.775650593471493,2.656507395622293,5.078853319736002,1.967886889813444,Iris-virginica
+98,6.505108644335327,2.9538431683921833,5.4794392061627,1.7432125582312523,Iris-virginica
+99,6.2260786786339235,2.981581482547549,4.57529526647037,1.362214729927523,Iris-versicolor
+100,5.691566940557207,2.931139650009814,4.191949243898381,1.4117770176963234,Iris-versicolor
+101,5.373502100372131,3.925183551566127,1.2958168799825058,0.38506499423320273,Iris-setosa
+102,5.472019097861835,2.59349310448936,4.3079521292868135,1.2127898392257506,Iris-versicolor
+103,5.115777229171577,3.5041311460457636,1.6265793682867848,0.2,Iris-setosa
+104,6.352178947203543,2.3482863808809684,4.585966680000444,1.384445709213931,Iris-versicolor
+105,6.6311669956671935,2.977061094643095,4.5030310700221605,1.4234290682067579,Iris-versicolor
+106,5.559470555363315,4.231724375063536,1.3987832239910252,0.2,Iris-setosa
+107,5.717559209003363,4.39999900169259,1.4815933304736766,0.36302026898899614,Iris-setosa
+108,4.400000975170399,3.1683823859210105,1.3287830362606607,0.2,Iris-setosa
+109,5.157779688810395,3.382272829448749,1.5447455050363366,0.2,Iris-setosa
+110,5.996655281453012,3.0010335214971686,4.8274069271408235,1.8013142163251366,Iris-virginica
+111,5.153085262242933,3.483807744325736,1.5890169033173411,0.22661520976593744,Iris-setosa
+112,5.469969454009691,4.185364169677541,1.4025192023626831,0.2,Iris-setosa
+113,5.6740330060842155,2.4030633092519107,4.053727046105386,1.234516834369905,Iris-versicolor
+114,5.840169033817557,2.809174287755035,5.171022230335841,1.8669550263413188,Iris-virginica
+115,5.034710852733564,2.453531431456732,3.169132128315268,1.1828573524562689,Iris-versicolor
+116,6.076271008888188,2.602786088701407,5.591472340256901,1.395839649930855,Iris-virginica
+117,6.378452683886047,3.3017195728728397,4.4120913456099,1.481262345521206,Iris-versicolor
+118,7.207287357130285,2.8878783298965334,6.178840095850191,1.8345329164623532,Iris-virginica
+119,5.955898334341965,3.250160520294325,4.466975569667864,1.6436755203202638,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/5/test.csv b/iris/tab_ddpm/1_1/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/5/train.csv b/iris/tab_ddpm/1_1/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/5/val.csv b/iris/tab_ddpm/1_1/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/6/synth.csv b/iris/tab_ddpm/1_1/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a052eba1f544ca2424ff7865fb3f228fcbecdf33
--- /dev/null
+++ b/iris/tab_ddpm/1_1/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.892441258520958,2.670414601690364,4.305694973290862,1.286658507069201,Iris-versicolor
+1,6.407519081787375,2.903256167927103,5.4859038218199965,1.8380237064731602,Iris-virginica
+2,6.235958753432638,2.69013008995444,4.955173035890247,1.7693154630673995,Iris-virginica
+3,5.449877100413829,2.988049637372828,4.391273070303941,1.4831723473781329,Iris-versicolor
+4,6.2075820207385,2.939073600591418,4.410144434106912,1.3121571997703823,Iris-versicolor
+5,6.33809958538225,2.5134644823352543,4.91606051265037,1.5197303183410287,Iris-versicolor
+6,5.0704911682636205,3.5814805283549216,1.4191181330499818,0.2,Iris-setosa
+7,7.699998875193065,2.7975847263161415,6.699998676911559,2.0055975638737307,Iris-virginica
+8,6.273338115783782,2.8023251767885435,5.270750124096155,1.5100300215550528,Iris-virginica
+9,6.766041717661224,3.294004168020732,5.6975107261922275,2.1824818736830873,Iris-virginica
+10,5.379785584960127,3.9253640289723495,1.2973181580662185,0.387540210374243,Iris-setosa
+11,4.519995660548108,2.36302969441404,1.3056487290975316,0.23578059742080723,Iris-setosa
+12,6.868267374624358,3.095848675289777,5.566911508032611,2.2292492338388823,Iris-virginica
+13,6.609765048929991,3.0993305921336147,4.578225995921834,1.4290170102535507,Iris-versicolor
+14,6.687715423741523,3.314491396827985,5.736849622487514,2.1265927505782316,Iris-virginica
+15,6.1795256782084405,2.7870012962142203,5.371031153502259,1.6911697363190128,Iris-virginica
+16,5.141052627921837,3.370363191328516,1.6683121570863626,0.5546331181474637,Iris-setosa
+17,5.358599436314399,3.530080305369489,1.5823899076689203,0.2,Iris-setosa
+18,6.309568073559104,2.7417992666418587,4.374735935391256,1.3294050149664751,Iris-versicolor
+19,5.360365022406459,3.9267701328183806,2.181813014904821,0.389461128562801,Iris-setosa
+20,6.6155657575776505,3.0605964437805007,4.427655423990497,1.4157841211586475,Iris-versicolor
+21,5.803076368513778,2.800819166974663,5.136054536385872,2.398141636713269,Iris-virginica
+22,6.455225481242573,2.98281790689605,5.567450414116268,1.8490226670441576,Iris-virginica
+23,4.914013754832971,3.3231955586681563,1.4052880344886467,0.2,Iris-setosa
+24,4.952591241949788,3.2033815918667967,1.3267221751875449,0.2,Iris-setosa
+25,7.522429024394792,2.890066192580798,6.509872389032669,1.7379949268525396,Iris-virginica
+26,6.57948226347733,2.9154467617818063,5.048659805718155,1.7119258456883109,Iris-versicolor
+27,5.204132910387339,3.395174637202754,1.4076261004679143,0.2,Iris-setosa
+28,6.194807018680581,2.9205724015457433,4.844509527871442,1.705110240924764,Iris-virginica
+29,5.0783747109568385,3.3021308805486,1.7703581302301072,0.49026663007781746,Iris-setosa
+30,6.0401474280020135,2.587038466234279,5.730946081900281,1.3688095373195335,Iris-virginica
+31,5.1040949957089765,3.305964778231556,1.6924641258484434,0.4924370827434581,Iris-setosa
+32,5.906909500263024,3.207647684057617,4.8423750771569765,1.8395555263218466,Iris-versicolor
+33,6.297484163089636,2.517454359140845,5.008557103458665,1.8881068846168163,Iris-virginica
+34,5.821585464146361,2.845461033483331,5.15117151215152,2.4325817498191613,Iris-virginica
+35,5.068862709211521,3.505583146783585,1.5005954815378046,0.2970203382426606,Iris-setosa
+36,6.472387729454558,3.170676912666953,5.520149824659119,1.8843873944743479,Iris-virginica
+37,6.632417983399813,2.9648417712324204,4.9980228738512675,1.6851615626139522,Iris-versicolor
+38,6.619351083957159,3.003210533598496,4.372956534587657,1.3866086582978245,Iris-versicolor
+39,4.955677794550787,3.2162593688259182,1.2898495163798245,0.2,Iris-setosa
+40,6.436270156738397,2.967710262582982,5.38721896640608,1.7614958428043892,Iris-virginica
+41,6.85017785737053,3.337050386323126,5.732420493566201,2.5,Iris-virginica
+42,6.197680354074235,2.7229860326767983,5.5668934259439675,1.6418939777776174,Iris-virginica
+43,4.903514739407548,3.136642502832942,1.4878183882397775,0.1,Iris-setosa
+44,6.651312989130286,3.06121766235688,4.374531792763265,1.4309017279953844,Iris-versicolor
+45,5.557200081425964,2.9554321968628905,4.333650437391247,1.4685279220896292,Iris-versicolor
+46,5.278973849007091,3.5721249240036017,1.5581500181510055,0.2,Iris-setosa
+47,6.312269958316819,2.5798151964298324,4.92180051080266,1.8824369503288434,Iris-virginica
+48,7.372374241032082,2.9114412080892076,6.356492581182402,1.7605436556627365,Iris-virginica
+49,7.7,2.8213302198966077,6.7,2.038168421581076,Iris-virginica
+50,4.400000529217894,3.0633828435373927,1.3544930131754243,0.2,Iris-setosa
+51,5.268957122730229,3.802590046905951,1.3449255478626676,0.35287592811896207,Iris-setosa
+52,5.1848094390213575,3.7444050288149375,1.6810468343573748,0.3822500702334442,Iris-setosa
+53,5.227012565197884,3.674225617090055,1.4265480673767532,0.2,Iris-setosa
+54,5.721499581084495,2.6901766271252248,5.087411441094696,2.300203152508659,Iris-virginica
+55,7.7,2.7367825350091675,6.7,1.987908583973019,Iris-virginica
+56,5.709221654061468,4.4,1.4951286817156113,0.5688883339386632,Iris-setosa
+57,5.119376379658333,3.8841201884692187,1.6872694002934518,0.3861435188448604,Iris-setosa
+58,6.125283937049959,2.627017803140484,5.525429648634605,1.4342386935546028,Iris-virginica
+59,5.348843302552334,2.7571606711221914,4.128012686365317,1.4150942216701998,Iris-versicolor
+60,5.229494843712894,3.3999495813482055,1.603643017787085,0.20925075881675198,Iris-setosa
+61,5.790449350455885,2.6223074268660205,5.040056618545233,1.9546747735164534,Iris-virginica
+62,6.467363301664493,3.0686155232360113,5.513411603950679,1.8247056007011484,Iris-virginica
+63,5.231983236548685,3.4226044131558626,1.5391009315111868,0.2,Iris-setosa
+64,5.867650873879316,3.2075524894247542,4.811500410925651,1.8081167579351216,Iris-versicolor
+65,4.4,2.904605340016123,1.407954508345927,0.2,Iris-setosa
+66,6.077475543287254,3.0678592643413465,5.265337676110526,1.7852152138239084,Iris-virginica
+67,5.575780265396009,3.031267733871162,4.126017508134485,1.3233933992600055,Iris-versicolor
+68,5.348405903824201,2.435892135570475,3.609193185798677,1.061261474657091,Iris-versicolor
+69,5.328098958968491,3.881667838442972,2.0302774486248705,0.4422317529586122,Iris-setosa
+70,4.937400079796779,3.0988708845692807,1.320712107291281,0.2,Iris-setosa
+71,6.1877368787578,3.154321413421137,4.680052386312832,1.6597590360585124,Iris-versicolor
+72,5.59860693431897,3.0435072109068297,4.602965226596836,1.5174227596343592,Iris-versicolor
+73,5.34652130040707,2.5916742280954197,4.039880895156054,1.2284288956269638,Iris-versicolor
+74,6.714695015009964,2.9273447429395563,5.597830875569756,1.944033935668317,Iris-virginica
+75,4.876439690851246,2.3983329169184477,2.9372600229459294,0.9986509021640517,Iris-versicolor
+76,6.355624233618408,2.71713083048205,4.941783667627934,1.8383085942795458,Iris-virginica
+77,5.759738676646728,4.4,1.559398339425288,0.7259726233450728,Iris-setosa
+78,6.092834814748813,2.944540602930409,4.8077787412677715,1.7924407635403674,Iris-virginica
+79,6.661004242518242,3.063795268092466,4.413270975435034,1.41859988383152,Iris-versicolor
+80,4.6072308009258665,3.5917916608225213,1.0000007761033662,0.2,Iris-setosa
+81,5.761359116563419,2.6252204996221282,5.061721230185067,2.1558610198245964,Iris-virginica
+82,5.260555304090867,2.8612634240196724,4.13681121351767,1.462253073282438,Iris-versicolor
+83,6.020350432214581,3.3514881829451353,4.466431015287964,1.5959389511836823,Iris-versicolor
+84,5.1201928488009845,2.5390516868854855,3.1764678227406797,1.2714559270590224,Iris-versicolor
+85,5.8063056038670755,2.759924350247197,5.150220745133012,1.987990879815895,Iris-virginica
+86,6.716299906212043,2.9590083143959025,5.755668849671913,1.8603137809310588,Iris-virginica
+87,5.251623964128034,2.6119865017382295,3.816008372126131,1.3055576031550653,Iris-versicolor
+88,6.7017032540800106,2.955351233889436,5.541565535500831,1.9769608656009279,Iris-virginica
+89,5.89341858575349,3.0288630122682934,4.485988746200327,1.4985197699750727,Iris-versicolor
+90,6.3175143689186,2.7397984462861737,4.9061627167281125,1.788573587540942,Iris-virginica
+91,5.33823861686778,3.68038765303459,1.6456933696179068,0.23242772071005136,Iris-setosa
+92,6.194546101123009,3.0701681597928627,5.441591583374616,2.4989255280095453,Iris-virginica
+93,4.899333360279567,3.098162155592723,1.5114201872812683,0.10000012056531515,Iris-setosa
+94,7.7,2.8148925517240038,6.7,1.9253212736981387,Iris-virginica
+95,7.00639172004091,3.1151548070289112,5.780968279933211,2.2984302481407974,Iris-virginica
+96,6.483963419839456,3.1065086685432757,4.511969096639246,1.4574795710150639,Iris-versicolor
+97,6.4131720006399675,2.927790710507795,5.537740207086449,1.8361270643923755,Iris-virginica
+98,6.287511688295911,2.295433521106104,4.370387797195904,1.2858322472983095,Iris-versicolor
+99,5.126224067751602,3.3083143377811175,1.568263616163697,0.2,Iris-setosa
+100,5.127838909742456,3.3218651301734745,1.6574131766500746,0.34413417317457295,Iris-setosa
+101,6.117434661801576,2.6017130471627103,5.655792307380563,1.4265429000510494,Iris-virginica
+102,4.937825209326727,3.314353317745106,1.4462454591792513,0.2594540500115878,Iris-setosa
+103,6.101534845215776,3.0038166735739047,4.552216324467464,1.4042228142811781,Iris-versicolor
+104,5.840706813132442,3.0267093260824462,4.293410696998294,1.5288490962498977,Iris-versicolor
+105,5.498981588162373,4.2115510646400836,1.3728061758704742,0.2,Iris-setosa
+106,5.158257158486803,2.5150235900117743,3.4260497954895435,1.0378478493560288,Iris-versicolor
+107,5.11898262810674,3.324171743701228,1.9283021325464302,0.3847332794500722,Iris-setosa
+108,5.47301908438468,4.149388317712186,1.408875261794633,0.2,Iris-setosa
+109,6.27287362369348,2.2791002746719453,4.3256095168966295,1.2858472025986956,Iris-versicolor
+110,5.382594480296063,2.9497451002645874,4.346363702368733,1.4617822664531217,Iris-versicolor
+111,5.4382524518944235,3.406890731739971,1.8785562786699732,0.2,Iris-setosa
+112,7.7,2.781242692526473,6.7,2.0043971344626033,Iris-virginica
+113,5.997101051088082,2.2,5.03034207314443,1.499627774174708,Iris-virginica
+114,7.154156101558344,2.9122261037913546,6.111464462034335,1.8170518252352572,Iris-virginica
+115,6.434748089958588,3.04970076676384,5.493144744703905,1.780810241034287,Iris-virginica
+116,5.784764450031259,2.3975221863974623,4.122339081761904,1.2460379452740389,Iris-versicolor
+117,6.5547677017423505,3.042140087445961,5.458602925158339,1.8611713510110262,Iris-virginica
+118,6.361686373890169,3.0568209757055365,5.566013449870535,1.8016029166297058,Iris-virginica
+119,6.307817928143055,3.0324193203860905,4.904694012488504,1.614205268068088,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/6/test.csv b/iris/tab_ddpm/1_1/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/6/train.csv b/iris/tab_ddpm/1_1/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/6/val.csv b/iris/tab_ddpm/1_1/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/7/synth.csv b/iris/tab_ddpm/1_1/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f029f59acba432d314e86135d7f695d173dd90b6
--- /dev/null
+++ b/iris/tab_ddpm/1_1/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.499728900582433,2.292748834563138,1.3020300702598628,0.2784670871818036,Iris-setosa
+1,4.73575965329242,3.118490992421529,1.4057181554283062,0.2,Iris-setosa
+2,6.637633278783434,2.9021481555448183,5.30650817528371,1.9728084003912716,Iris-virginica
+3,5.621685921701376,2.9710918802389585,4.158181894447609,1.472135081420978,Iris-versicolor
+4,5.781797724472267,2.870104805267258,5.156186937240502,2.4495644919755986,Iris-virginica
+5,6.463276123178655,3.359152302259973,5.607461867849188,2.35890733226232,Iris-virginica
+6,5.118092875594689,3.591077276388541,1.4258104347184322,0.37255087236390527,Iris-setosa
+7,5.4745333272259185,2.6387992607865653,4.197521064847669,1.281058257469733,Iris-versicolor
+8,6.275719530737336,3.4401585620696387,5.57067738988474,2.4005235608019233,Iris-virginica
+9,5.911677316744025,3.0167489543312818,5.066226352103873,1.793139222786482,Iris-virginica
+10,4.40000074761715,2.986330412078851,1.3934333171487,0.2,Iris-setosa
+11,4.898440782992145,3.1329260070889076,1.4820891011256139,0.1,Iris-setosa
+12,5.024998179544933,3.5999755986797197,1.5820039973722078,0.2,Iris-setosa
+13,4.623051342884743,3.64704574227479,1.0,0.2,Iris-setosa
+14,4.523183304209705,3.26838383876251,1.3805374221455537,0.2089019552602064,Iris-setosa
+15,7.7,2.7422435965620964,6.7,2.0574867856285417,Iris-virginica
+16,4.400000750575784,2.930086182027823,1.405385700284462,0.2,Iris-setosa
+17,6.687000725496722,3.2432889473928475,5.741233549265234,2.4999992983990884,Iris-virginica
+18,5.390201729375131,3.8890454159651275,1.2940031986468554,0.37147261098896545,Iris-setosa
+19,5.859651711591583,2.8502663087354376,5.2083921170439496,1.8345943478461355,Iris-virginica
+20,7.7,2.779911599707946,6.7,1.9609340889075768,Iris-virginica
+21,7.000576361404913,3.0230954777881176,5.71271196685543,2.212937695961326,Iris-virginica
+22,6.37273234225025,3.0281250215147244,4.607452395051176,1.3953985567971887,Iris-versicolor
+23,4.871656558537527,3.088288527416897,1.492750862408523,0.10000011779809691,Iris-setosa
+24,6.372923835296704,2.611178804248847,5.008490881669499,1.8627393065861286,Iris-virginica
+25,5.878538977447404,2.9435161049104583,5.121959510945525,1.7976147020668427,Iris-virginica
+26,6.543844665043783,2.898325981777413,5.9059788379636755,1.807454345582448,Iris-virginica
+27,7.233806807731154,2.8807287814147458,6.2254145799038145,1.8034187603439384,Iris-virginica
+28,4.983168989529072,3.4968711412031133,1.3576204225185708,0.33023129686780306,Iris-setosa
+29,7.699998711804619,2.826913314316529,6.699998345239001,1.9916418632844275,Iris-virginica
+30,6.452482154597878,3.0585983495781406,4.510508722646957,1.4157066780684833,Iris-versicolor
+31,5.534234802229773,4.238313243371829,1.3643766181720922,0.2,Iris-setosa
+32,5.320839560081085,2.440211146785707,3.4850309662886865,1.0741279804949755,Iris-versicolor
+33,5.818322253952046,2.7000965689711007,5.107739272367574,1.8867269519769554,Iris-virginica
+34,5.49828663368118,4.254105724904948,1.357609842963861,0.2,Iris-setosa
+35,4.400000494914323,3.225935342555787,1.3304937537615935,0.2,Iris-setosa
+36,4.9169512988014885,3.0642307755514535,1.3215735425752348,0.2,Iris-setosa
+37,5.1898349813714795,3.4517171897515,1.5586981320822844,0.2,Iris-setosa
+38,7.699997445211067,2.819025782961067,6.699998083680369,1.9948248843923326,Iris-virginica
+39,4.871539918147652,3.022051120833324,1.338887836037757,0.2,Iris-setosa
+40,6.706047792271174,3.0879728657832244,4.451361808748771,1.4364266922318878,Iris-versicolor
+41,7.7,2.7988120851651908,6.7,2.0241713712092175,Iris-virginica
+42,5.156469575528545,3.378672943472751,1.274983830422956,0.2,Iris-setosa
+43,5.664407970415127,3.0067889790384754,4.338975593783047,1.430260420641121,Iris-versicolor
+44,5.262153070625685,3.644363229183881,1.3369281841932446,0.3895006571839381,Iris-setosa
+45,5.180575278257392,3.8549920101075648,1.423053961921816,0.2,Iris-setosa
+46,6.3163489784009395,2.500833113378659,4.986131904644856,1.9073570567126015,Iris-virginica
+47,5.244568275979095,3.3994783913062703,1.416537152332383,0.2,Iris-setosa
+48,5.3934146730879,2.9207982341513277,4.168497654351701,1.3800621036597416,Iris-versicolor
+49,6.948436771960344,3.1038129704541686,5.657885506046635,2.3057812962658044,Iris-virginica
+50,4.564063065179171,3.6182834966454887,1.0,0.2,Iris-setosa
+51,6.242440175475199,2.96778491892197,4.56823275489157,1.3413258394071956,Iris-versicolor
+52,4.577257685110498,3.405224904209512,1.3949993755071777,0.32009724327342426,Iris-setosa
+53,6.331316681015107,2.496602390128948,4.993701419623319,1.8991012183516642,Iris-virginica
+54,6.959133286942679,2.92328737463716,5.956651967550629,1.7353111208952043,Iris-virginica
+55,5.872773124230841,2.95981596528236,5.0556848049892205,1.821887295437919,Iris-virginica
+56,6.1281724045906145,2.694004596930025,5.458338430013241,1.4780595737939675,Iris-virginica
+57,6.075502589859317,2.579986293585066,5.682791676757554,1.327767001337969,Iris-virginica
+58,7.7,2.743544225200419,6.7,2.062897032626897,Iris-virginica
+59,5.782453725318228,2.7522275365838564,5.176255168494182,1.8869291427655506,Iris-virginica
+60,7.581047668995165,2.9185719770638436,6.5618136868078745,1.8374820907115204,Iris-virginica
+61,5.501635316661721,2.413538005508566,4.042928635325007,1.0868678727461853,Iris-versicolor
+62,5.842143095505275,2.8300653620582885,5.150142059609238,1.8674974911206343,Iris-virginica
+63,5.686495346992954,2.3680318367913245,4.107029490557914,1.0477625836326188,Iris-versicolor
+64,5.547842978492512,2.688262781418939,4.1518382404504495,1.285250924586411,Iris-versicolor
+65,5.026939713137304,2.491418778397447,2.6319498804331776,1.1743861663032418,Iris-versicolor
+66,5.215862561942467,3.4480458137320973,1.5455887002597193,0.2,Iris-setosa
+67,6.070504785285592,2.6903714372358927,5.1429849957683995,1.6255064176621155,Iris-versicolor
+68,5.421444935543473,2.9651878625630097,4.480640730094056,1.461323916383081,Iris-versicolor
+69,4.933574133830606,3.552102593668335,1.402070724466538,0.2,Iris-setosa
+70,5.182639356132294,3.9351013816249583,1.5365507967850962,0.2,Iris-setosa
+71,6.007860419357068,3.2611459883037774,4.590141864397766,1.6950084682662683,Iris-versicolor
+72,5.238952880400001,3.823185865936151,2.5681209998927894,0.4543883207334918,Iris-setosa
+73,5.808481847713169,4.4,1.5530233565956861,0.8583108904679199,Iris-setosa
+74,5.3934556448725175,3.8653917223207963,1.6595342425854136,0.4487478803146763,Iris-setosa
+75,5.983559607908356,2.2000002787557453,4.998256920167256,1.4656622913928337,Iris-virginica
+76,4.618487621994634,3.5905798571115453,1.0000004804610008,0.2,Iris-setosa
+77,6.283992745986748,2.2980344305930287,4.395805708731129,1.2872433725699226,Iris-versicolor
+78,6.0163650767172765,3.299603451268672,4.551475629814352,1.6377548119001908,Iris-versicolor
+79,4.400000477268139,2.9267370795676344,1.406546718305242,0.2,Iris-setosa
+80,6.2904293923239365,2.743562763765563,4.915023118857608,1.7301983071255946,Iris-virginica
+81,5.889310749437513,2.952434232510968,5.0968929101002685,1.8224444630156478,Iris-virginica
+82,5.764917920256465,2.673834078952656,5.09453715832803,1.9211035982182314,Iris-virginica
+83,7.128520824027511,2.915492682980446,6.113339410167544,1.7649483173750489,Iris-virginica
+84,5.552989504915759,3.615616094606909,2.0858122451862284,0.281977393775676,Iris-setosa
+85,7.7,2.8243449381850643,6.7,1.9496285107924864,Iris-virginica
+86,4.9979958667107764,3.5732922581274518,1.6123576276759617,0.2347127698439157,Iris-setosa
+87,6.884691445751422,3.2566775544235016,5.730149103851863,2.5,Iris-virginica
+88,4.944941876284206,3.576360535720469,1.377669379196468,0.2,Iris-setosa
+89,4.4,3.262264796016753,1.3447083905148223,0.2,Iris-setosa
+90,5.882076096491409,3.164707545799072,4.848444383214091,1.7912913325742754,Iris-versicolor
+91,5.039944616868045,3.2758322974058998,1.264149724535343,0.2,Iris-setosa
+92,5.0579128568112655,3.518389592631864,1.317264539212009,0.30865801741717364,Iris-setosa
+93,6.075448789735415,2.947978766056015,4.600942066458908,1.3688562045534896,Iris-versicolor
+94,5.545457889457624,2.748026238237718,4.224482179281364,1.3366289523297472,Iris-versicolor
+95,5.28408577636056,3.7417561208377403,1.3337303253959223,0.3547633870907486,Iris-setosa
+96,6.672376043525496,3.3552059845425193,5.7210593476594935,2.5,Iris-virginica
+97,6.774814849177177,3.342974443796164,5.715514032656697,2.5,Iris-virginica
+98,5.10409466333556,3.405765986955197,1.4800856615709665,0.2,Iris-setosa
+99,5.222794294732178,3.7338689179030884,1.4360885009107172,0.3883236997092279,Iris-setosa
+100,6.311094530087382,2.512300468143318,4.958080886042895,1.8572693772757405,Iris-virginica
+101,5.110523313761316,3.341121663822569,1.496970791939348,0.2,Iris-setosa
+102,5.546622461550199,2.985350917728514,4.369038810475898,1.49282845364937,Iris-versicolor
+103,7.4557564099910225,2.883687333705238,6.41843890437195,1.8034568125808481,Iris-virginica
+104,6.2288546195596455,2.4301937237038,4.799744274413015,1.4408362058500368,Iris-versicolor
+105,4.921734058544834,3.5611097922539763,1.4331192431606161,0.34213917726384213,Iris-setosa
+106,5.8258887991678945,2.773377616217932,5.186006433595061,1.8436807026422226,Iris-virginica
+107,5.956166363558422,3.3912687769056666,4.550158536360936,1.6774503814127018,Iris-versicolor
+108,5.6734380430207985,2.3728018193623113,4.066686277634733,1.2563917216357348,Iris-versicolor
+109,6.466550865105343,2.9981996383820957,5.5233660522296155,1.8028437996008941,Iris-virginica
+110,5.89396692147511,3.2172497904686126,4.736243743603446,1.7445826896177392,Iris-versicolor
+111,5.121393210341425,2.5006551128458794,3.0901512512527183,1.0920293821335623,Iris-versicolor
+112,6.605103449360627,3.347982814590162,5.665199312519074,2.186433739919875,Iris-virginica
+113,6.486558239539373,3.0004081653547794,5.491185661561002,1.7675801873248618,Iris-virginica
+114,5.866388549948609,3.229970032528987,4.710648083158655,1.7810457080552984,Iris-versicolor
+115,6.133022327979541,2.656465006882,5.612591179037501,1.4847890328103033,Iris-virginica
+116,6.005883182964989,3.400169786389003,4.492781845699455,1.613622930502193,Iris-versicolor
+117,6.104486568675784,3.0588179152396124,5.352990721688981,1.7908335691268638,Iris-virginica
+118,6.665839017941482,3.015911496302138,5.546076773988101,1.9105420360088696,Iris-virginica
+119,5.150849261463088,3.3956417272943713,1.4020110558606136,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/7/test.csv b/iris/tab_ddpm/1_1/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/7/train.csv b/iris/tab_ddpm/1_1/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/7/val.csv b/iris/tab_ddpm/1_1/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/8/synth.csv b/iris/tab_ddpm/1_1/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bd3ad0144a8591c5d69de15c0020583ed04a368b
--- /dev/null
+++ b/iris/tab_ddpm/1_1/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.296177967919257,2.6746106825529146,4.929559208741534,1.8085688087321314,Iris-virginica
+1,5.396520621187825,3.0108857201355943,4.583712720509604,1.5019232233475648,Iris-versicolor
+2,5.246441948126423,3.4998296855112168,1.5394854974229486,0.2,Iris-setosa
+3,5.134124619885682,3.8338586293317873,1.615428192127052,0.2,Iris-setosa
+4,6.372763657995269,2.9094658160830367,4.3181377349098025,1.306032640479131,Iris-versicolor
+5,5.142366772344458,3.4675273681475454,1.50218823319339,0.2,Iris-setosa
+6,5.763969561018098,2.3698305491457616,4.154826246302738,1.1976452696903124,Iris-versicolor
+7,5.355283059847965,3.8796978597055842,1.5205702885902475,0.3077206074912142,Iris-setosa
+8,5.821244698699884,2.7836361031728885,4.54568777433378,1.3543645882154933,Iris-versicolor
+9,6.570308827688102,3.0288341031896375,5.5758613092792535,1.7953860994835904,Iris-virginica
+10,4.485170041348114,3.190996596750821,1.400560820309711,0.2,Iris-setosa
+11,7.558664817868297,2.892646401393393,6.540377223411637,1.8592299498065132,Iris-virginica
+12,4.516400414898643,2.296369118130113,1.3121001678870456,0.3039791740162051,Iris-setosa
+13,6.297979145684722,3.4168957500601795,5.583148218536913,2.3538100529040507,Iris-virginica
+14,5.01859236737195,3.3722119263676182,1.3221808374011845,0.2,Iris-setosa
+15,6.289236087341181,2.2866203557885596,4.40625096832235,1.2864239367923476,Iris-versicolor
+16,5.101995651634746,3.8068508218347645,1.6760409539300976,0.44119046090453984,Iris-setosa
+17,5.020485267139599,2.4733547372003364,3.445821203451393,1.0154380426182126,Iris-versicolor
+18,5.88292222140406,3.258770777262225,4.64703033488252,1.743079612633767,Iris-versicolor
+19,4.995856577454548,3.280848892733461,1.1502778538761211,0.2,Iris-setosa
+20,6.0265015350897695,2.2000003543088296,4.973836375337508,1.5329829556637113,Iris-virginica
+21,6.134482698558977,2.6017140155183847,5.638898723192983,1.412186712769991,Iris-virginica
+22,5.644433735700187,2.508989434162551,5.013856020969018,1.9793931934103535,Iris-virginica
+23,7.7,2.7781436085859954,6.7,1.9927765009817306,Iris-virginica
+24,4.615644570842929,3.6749581738201864,1.0000004608993365,0.2,Iris-setosa
+25,4.907462820692776,3.4637545994149908,1.6161783805145125,0.2,Iris-setosa
+26,5.323006525355038,3.45840136723304,1.6453631614781814,0.2,Iris-setosa
+27,4.920756471965914,3.4149354833181627,1.5754913204091021,0.2,Iris-setosa
+28,6.667094426931458,2.9850316834253263,4.974303931430333,1.7047752404985133,Iris-versicolor
+29,6.145105160488321,2.5044757250566176,4.997323628675933,1.9200826410480882,Iris-virginica
+30,7.7,2.823499102036503,6.7,2.0545265556604715,Iris-virginica
+31,4.4,3.1914103645903333,1.2878061207630929,0.2,Iris-setosa
+32,4.813977289799563,3.3648309781852,1.5439781151285445,0.2,Iris-setosa
+33,5.7706845346444045,2.638181955862002,5.070204078416205,1.9279546874591877,Iris-virginica
+34,4.97433733035362,2.4506131675075555,3.0770762971684906,1.236346286560368,Iris-versicolor
+35,5.870698841285599,2.8785496206433825,5.27261458027966,1.8530916227107115,Iris-virginica
+36,7.382087498461158,2.935939752901887,6.345159541164019,1.9232102934511814,Iris-virginica
+37,5.281974870253149,3.6367998902215093,1.4288962138748509,0.2,Iris-setosa
+38,6.313861719223537,2.3065054621386536,4.513889250783314,1.3182895439956903,Iris-versicolor
+39,4.5978258466073765,3.5989993076352764,1.0000004754865568,0.2,Iris-setosa
+40,6.142160708489224,2.98011407816672,4.54268250124998,1.3724948643964223,Iris-versicolor
+41,5.271758217470739,3.7901239033151466,1.4643626632651787,0.39148682899917,Iris-setosa
+42,4.577236974343329,3.451754944625379,1.3847067571002376,0.3362807068807815,Iris-setosa
+43,5.9413051253546705,2.7211979458897297,5.1123267224429565,1.6117192746895967,Iris-versicolor
+44,5.8686901577923,2.989070089865153,5.076389064224967,1.8141348396477213,Iris-virginica
+45,5.499175770399505,4.138901373948231,1.406243985703006,0.2,Iris-setosa
+46,4.959354267391038,2.431039562066088,3.7643797548164093,1.063253803115359,Iris-versicolor
+47,7.7,2.763904762520267,6.7,1.983317770933926,Iris-virginica
+48,6.267096133163189,2.910873644054718,5.433983500688209,1.6472596119423428,Iris-virginica
+49,4.4000008406829485,3.1236714426546346,1.3810759903655843,0.2,Iris-setosa
+50,5.822249626711097,3.1757402317406305,4.792992775117605,1.8046070270601875,Iris-versicolor
+51,4.911150581010357,3.1199519011131653,1.4961462454966763,0.10000019306327065,Iris-setosa
+52,6.325389431619565,3.40276981277209,5.665242437045731,2.347404072545902,Iris-virginica
+53,5.013255665636941,3.406872207335132,1.4223479605585148,0.2,Iris-setosa
+54,5.226324516622568,3.579135519869391,1.5621005582678222,0.2,Iris-setosa
+55,6.294705558941298,2.305573989103893,4.424000438244949,1.2841121267684128,Iris-versicolor
+56,6.010526360155627,2.727600667648692,5.105839563433432,1.6012910863324097,Iris-versicolor
+57,5.254085695719533,2.686218639934725,3.9275495753805263,1.359167663807493,Iris-versicolor
+58,6.764224779613544,3.0654223142120083,5.636101605720024,1.9788480348569535,Iris-virginica
+59,5.922989958757774,3.2747599777183267,4.784141387751283,1.8150487806868607,Iris-versicolor
+60,4.873306741949149,3.3696044797911378,1.588156899778737,0.2,Iris-setosa
+61,6.33249767790699,2.9523109577897126,5.620315444501679,1.8203820663619728,Iris-virginica
+62,6.011366791763769,3.0925237357319757,4.13746429219085,1.4870293043649803,Iris-versicolor
+63,6.693224912603012,3.0788199402041414,4.429245394961546,1.3953820749063799,Iris-versicolor
+64,5.045209196482536,3.501420162680157,1.3573792659425301,0.3105102748426456,Iris-setosa
+65,5.247737578615225,3.3342038524983897,2.452241921232731,0.22421232653166245,Iris-setosa
+66,5.417463278628759,2.9593823256397407,4.240630447457985,1.4819012474843947,Iris-versicolor
+67,5.952870431503411,3.0167330511800357,4.757484149542933,1.7887646176082543,Iris-virginica
+68,7.7,2.733412305387586,6.7,2.0112668112132264,Iris-virginica
+69,7.699997591592113,2.7711193098899565,6.699997737509273,1.969031262636204,Iris-virginica
+70,6.090391811578922,3.005603892020338,4.725424136445771,1.7706479355760416,Iris-virginica
+71,5.860760155147029,3.1152556774056,4.723205919217052,1.7249003302902026,Iris-versicolor
+72,6.101073443538957,3.3317672039542905,4.533164207249915,1.535256651625783,Iris-versicolor
+73,4.61257156500446,3.577783749093606,1.0000006920067799,0.2,Iris-setosa
+74,4.989829511256995,3.3044134719295384,1.4586971350204954,0.2,Iris-setosa
+75,5.642505262557812,2.4907416694359625,4.228645465176946,1.2623108867757231,Iris-versicolor
+76,6.558129045542496,3.2055502747672846,5.557475245362058,1.9254000619818474,Iris-virginica
+77,5.22628839284722,2.7669449753545634,4.131456818459974,1.4370841937570407,Iris-versicolor
+78,5.969719651869475,2.200000426509629,5.012188389480683,1.4914892621851703,Iris-virginica
+79,6.8727570419189385,3.11312033383405,5.597546056324499,2.230746366029837,Iris-virginica
+80,4.925300728086876,3.2183914638543016,1.3366215116399407,0.2,Iris-setosa
+81,5.82695443736476,2.730304507811912,4.5105194982205274,1.2553489645261526,Iris-versicolor
+82,5.772083044972051,3.1709952698354913,4.708064271586425,1.688256141881673,Iris-versicolor
+83,5.679563822815299,3.0432462996371634,4.335626854461997,1.372638937201909,Iris-versicolor
+84,6.783634861567262,3.3392791440216447,5.7974458541340095,2.5,Iris-virginica
+85,6.0004537643761555,3.4121935392940457,4.521017849756623,1.5554495291841717,Iris-versicolor
+86,4.668328612858388,3.1586956195841873,1.4124012872751555,0.2,Iris-setosa
+87,7.231553435492474,2.918084153207292,6.239256973352146,1.8354478388961104,Iris-virginica
+88,5.953044159912855,3.0193804909645365,4.252445769186041,1.48064048306263,Iris-versicolor
+89,5.0366908731837405,2.476958661884805,3.2089354096219393,0.9651938933174848,Iris-versicolor
+90,5.149347224216698,3.5174676745586346,1.4039701276349847,0.2862180889929925,Iris-setosa
+91,4.921492570347871,3.5013707203306645,1.2852314284114792,0.35036939742789674,Iris-setosa
+92,6.404061416372528,2.998503979368163,4.909591553225466,1.5672944265143014,Iris-versicolor
+93,6.622585367398075,3.144537448264748,4.452439982143375,1.4164778371958822,Iris-versicolor
+94,4.51152858761321,2.33820957454429,1.2848545872716899,0.2895638241805992,Iris-setosa
+95,5.8226302302510495,2.3609771091356433,4.068309065994642,1.0991342206470658,Iris-versicolor
+96,5.97593819408953,3.3404134967873698,4.580881361166124,1.674795604205348,Iris-versicolor
+97,5.385501082842645,3.403605428111748,1.6955371718366794,0.2,Iris-setosa
+98,5.036413489468367,3.460858112203166,1.5781099506895724,0.2,Iris-setosa
+99,5.132335843364563,3.4892768112444865,1.5259877460287423,0.2,Iris-setosa
+100,4.888800637385845,3.0296739842935065,1.3264950950751284,0.2,Iris-setosa
+101,4.88748193239847,3.117478681130443,1.5150602565910505,0.10000019444995821,Iris-setosa
+102,4.4,2.846553798700467,1.3999570658668372,0.2,Iris-setosa
+103,5.027727653895376,3.798598755751321,1.6218657731639259,0.2,Iris-setosa
+104,5.834822041975174,2.787829904542293,5.072197795336219,1.8694922888021994,Iris-virginica
+105,6.6505884982919055,3.0773249860733,4.457074272087333,1.445907899065496,Iris-versicolor
+106,6.684884783830853,3.0041354034571337,4.984703921266771,1.7163183141755827,Iris-versicolor
+107,5.061685145217853,3.799522958723908,1.5560397460516486,0.2,Iris-setosa
+108,4.725357326301163,3.4150344462601985,1.5856016672034658,0.2,Iris-setosa
+109,4.896745404855041,3.0911025371727345,1.4937622973965372,0.10000010650262325,Iris-setosa
+110,6.237210450820131,2.912841877420374,5.502866867502641,1.7936412757279867,Iris-virginica
+111,4.610326744230889,3.61450848384083,1.0,0.2,Iris-setosa
+112,7.390622660129383,2.9010416909670336,6.375777526392832,1.7597209413854453,Iris-virginica
+113,6.579097682026067,2.9933738448868716,4.405037081553288,1.360775808663213,Iris-versicolor
+114,4.400000471099134,3.095776593772429,1.3172553342370246,0.2,Iris-setosa
+115,4.511993017422466,2.300237313748133,1.321296487230063,0.2828107634383431,Iris-setosa
+116,6.448401315618021,3.043598376470045,5.506416041156935,1.8092432275678672,Iris-virginica
+117,6.609331950384495,2.8711896016212712,5.408567313124338,2.0023688254461165,Iris-virginica
+118,6.3201893721901365,2.3224521821479294,4.55169549506476,1.3552906808086465,Iris-versicolor
+119,6.2654634477851285,2.9104071481612146,4.3899931268736285,1.323798439335766,Iris-versicolor
diff --git a/iris/tab_ddpm/1_1/8/test.csv b/iris/tab_ddpm/1_1/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/8/train.csv b/iris/tab_ddpm/1_1/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/8/val.csv b/iris/tab_ddpm/1_1/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/9/synth.csv b/iris/tab_ddpm/1_1/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..86c727efa9966780b467e0795973e812d648f695
--- /dev/null
+++ b/iris/tab_ddpm/1_1/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.250983059939281,3.450725524295845,1.4828310526523945,0.2,Iris-setosa
+1,6.293909083559067,2.505042150969548,4.988271024606623,1.8900608322682353,Iris-virginica
+2,4.6284094409600325,3.264682128197459,1.4294474298827102,0.2,Iris-setosa
+3,5.08910350943881,3.374089406077975,1.4378434130831466,0.2,Iris-setosa
+4,5.373080626094096,3.3912466092600195,1.822663368693616,0.2,Iris-setosa
+5,5.443640371326719,2.9189740324772355,4.038425912411328,1.274564318613639,Iris-versicolor
+6,4.905023324512941,3.1166509758180863,1.4935194571192487,0.1000001391945047,Iris-setosa
+7,5.147524698105617,3.705892806455231,1.4704848493546694,0.2,Iris-setosa
+8,5.294216732575941,3.882927044007701,1.6326615072225463,0.3289673487614899,Iris-setosa
+9,5.185223845201005,2.7506463749199304,4.100761897594434,1.4265174381966017,Iris-versicolor
+10,6.122160971304007,2.3146095011457435,4.31805601686106,1.2571386615549716,Iris-versicolor
+11,5.1945677516203626,3.4087976357444663,1.4033643044206654,0.2,Iris-setosa
+12,5.884822034359471,3.1929893644701473,4.815762487377723,1.786909231392418,Iris-versicolor
+13,5.466155489556671,4.203935843557904,1.403101821830936,0.2,Iris-setosa
+14,7.69999903461246,2.798998198226509,6.699998838845909,1.9497915196442006,Iris-virginica
+15,5.355189970748937,3.909068427413376,1.3626228601555619,0.38723464219664805,Iris-setosa
+16,4.935511699617733,3.5334939668818475,1.5137909119290167,0.2,Iris-setosa
+17,6.652079288248084,3.0775042953787173,5.558017252395166,2.1041089357323086,Iris-virginica
+18,6.615498412965083,3.3414800928610306,5.632989352760407,2.1419343020742185,Iris-virginica
+19,6.449353096728153,2.9994711494886412,4.353619311357603,1.3909342451313333,Iris-versicolor
+20,5.585144088380409,2.9761536065858,4.4713901269158125,1.4675833846117445,Iris-versicolor
+21,4.884445108398835,3.466382208195361,1.6026101984995014,0.2,Iris-setosa
+22,5.202654373043143,3.398711115220515,1.4972485888106295,0.2,Iris-setosa
+23,5.789953635835245,2.7160667741372375,5.080536186464425,1.915938166430612,Iris-virginica
+24,4.969221892904076,3.416172197686775,1.493058005708913,0.2,Iris-setosa
+25,5.180999055838659,3.5487022992387063,1.4779276195123907,0.2,Iris-setosa
+26,6.910452556171334,2.9189065100673792,5.980347012227204,1.8106317736917728,Iris-virginica
+27,6.445548505564658,2.9139711780121695,5.088243088758104,1.6804867956262683,Iris-versicolor
+28,4.4000006055376115,3.06800925482246,1.367213221539103,0.2,Iris-setosa
+29,6.094596299184793,2.8239052133299767,4.407524661284075,1.3512795052763407,Iris-versicolor
+30,4.565115302909577,3.3374288961664824,1.4006789927873067,0.2574191543512008,Iris-setosa
+31,7.7,2.7986368137500826,6.7,2.106127765671129,Iris-virginica
+32,5.100998880688286,3.3236105372584546,1.3259645978024577,0.2,Iris-setosa
+33,5.948224113501259,3.01866217211935,5.0184703445337195,1.810569626005919,Iris-virginica
+34,6.839270907178659,3.157763051380305,5.6521082602160995,2.2755392857362238,Iris-virginica
+35,5.910036464484505,3.0180719671955036,4.952009224512641,1.7639357739805788,Iris-virginica
+36,5.413259560186787,4.098722240394523,1.4122089923715784,0.2,Iris-setosa
+37,6.148779566941498,2.9149897352084806,4.789461002482401,1.7886434689093098,Iris-virginica
+38,5.8423920312863045,2.834910006705045,4.2612973880316485,1.3374623176254767,Iris-versicolor
+39,5.103145313871758,3.6041938065110086,1.446149939406943,0.330008712402041,Iris-setosa
+40,6.45452513389765,2.901011073109131,4.43773136689803,1.3049795393305679,Iris-versicolor
+41,5.988879440676729,3.274836878451954,4.735707408291807,1.673809671767126,Iris-versicolor
+42,7.7,2.752994420920102,6.7,1.998071822862386,Iris-virginica
+43,4.569429510167922,2.4530308030301144,1.3726160313753046,0.2530975228569188,Iris-setosa
+44,5.377832096079169,2.950285821087026,4.288003915695073,1.4509712214619799,Iris-versicolor
+45,7.7,2.814089525611863,6.699998694358483,2.015576239848743,Iris-virginica
+46,5.364593909800126,3.843011326041583,1.90551987765151,0.4924536626481073,Iris-setosa
+47,5.976135002283367,2.2,5.004106889339858,1.5303490662721757,Iris-virginica
+48,5.965905184430239,3.0341317830210204,5.020552507157783,1.7856874454607545,Iris-virginica
+49,7.7,2.773521454836501,6.7,2.0691309974476377,Iris-virginica
+50,5.153175068885121,3.895692763515768,1.532409346423413,0.2,Iris-setosa
+51,6.765808370851921,3.3021973654464545,5.652944540628749,2.3109864646285567,Iris-virginica
+52,6.359214298053169,2.323195891646199,4.473248841253776,1.3517644758017113,Iris-versicolor
+53,6.503505329979327,2.961169864643008,4.2867169657616415,1.3352250608785736,Iris-versicolor
+54,5.990036278528008,3.009825679532794,4.753562003239983,1.8070537197687473,Iris-virginica
+55,5.291897080797575,3.424344785224794,1.662600473636003,0.2,Iris-setosa
+56,5.382102766931041,3.6221437858072028,1.4306786792294373,0.2,Iris-setosa
+57,4.750273468179511,3.21598573534562,1.409768995103279,0.2,Iris-setosa
+58,5.172104155599304,3.5394408344193007,1.4936627405103207,0.2,Iris-setosa
+59,6.2653523104889395,3.370183511299505,5.628082786895902,2.3918690488679077,Iris-virginica
+60,5.165033241516374,3.6243075266964113,1.5504925282246256,0.2,Iris-setosa
+61,5.983677733237006,2.2,5.0237823266582,1.4991393450686616,Iris-virginica
+62,5.705769699938677,2.5966763874661596,5.060073816500559,2.2180817240782718,Iris-virginica
+63,4.903670764176701,3.0910231116031692,1.499129473687702,0.1,Iris-setosa
+64,5.288558453588737,2.5018257292943855,3.7758263350151298,1.0100208811334404,Iris-versicolor
+65,6.762034915148987,2.997571380015797,5.485778317667911,2.029449564014985,Iris-virginica
+66,5.351837499419386,3.7916802874143167,1.340225958634259,0.5060164284993256,Iris-setosa
+67,7.7,2.757096385909491,6.7,1.9991332633081826,Iris-virginica
+68,4.4,2.8914543427795323,1.4051871246285552,0.2,Iris-setosa
+69,4.911091950071935,2.406534948474945,3.0060274680821095,1.199462479278951,Iris-versicolor
+70,5.263961871772837,3.564374551939547,1.5026923060055144,0.2,Iris-setosa
+71,5.824288106609376,2.724378760759662,4.335774174425485,1.2689667992082012,Iris-versicolor
+72,7.7,2.7728089914690974,6.7,2.013927988646843,Iris-virginica
+73,6.634061546033635,3.066053180869133,4.416244900345464,1.37247581495193,Iris-versicolor
+74,6.664133520532793,3.272967237351996,5.655980438447828,2.4999970111234395,Iris-virginica
+75,5.188704945442994,4.064031507580012,1.3948361207197646,0.2,Iris-setosa
+76,6.208203107880307,2.9146102466323893,4.840172819554839,1.753066787147398,Iris-virginica
+77,7.7,2.748103357974633,6.7,2.0295752011472663,Iris-virginica
+78,5.605219515775076,2.8319706570573695,4.4783635001115725,1.325323974193815,Iris-versicolor
+79,6.294638173102867,3.3991284748627453,5.615513510653012,2.411288734345412,Iris-virginica
+80,7.155155407386009,3.007645324688151,5.971942897523106,2.1310115982688234,Iris-virginica
+81,4.400000592181726,2.98442441495328,1.3963521699037829,0.2,Iris-setosa
+82,7.7,2.786852513366421,6.7,2.0975959786442053,Iris-virginica
+83,5.308909373710027,3.857490024346401,1.6275136766175513,0.24305027174312818,Iris-setosa
+84,5.434337604487973,2.6932420214940764,4.040319460651396,1.3428633269837142,Iris-versicolor
+85,4.578484926452751,3.6622619322129357,1.0,0.2,Iris-setosa
+86,6.4588915309374,2.975615874455044,4.306450093860678,1.334057651175823,Iris-versicolor
+87,5.5310105111146814,2.9785413487416963,4.2520518552370365,1.3139928623122674,Iris-versicolor
+88,4.837535488944478,3.0908022498293386,1.5201412163288648,0.1,Iris-setosa
+89,6.815228071733679,3.284629730991059,5.609170491215522,2.298664716945552,Iris-virginica
+90,5.227192222748906,3.8420378598558287,1.6560639590441737,0.3982078709588912,Iris-setosa
+91,5.6538233655058105,3.0182748656954645,4.316233683666695,1.5014158209521922,Iris-versicolor
+92,4.605815896374473,3.5959632062287312,1.0000004893016732,0.2,Iris-setosa
+93,5.803422469129363,2.6739025989632,5.0992812447832225,1.9080427693164437,Iris-virginica
+94,6.4742131063478485,2.8745067850301913,4.995500631777711,1.6829847788581207,Iris-versicolor
+95,6.482376454675379,2.8833119447097064,5.304957835397076,1.850078497001259,Iris-virginica
+96,5.21081909801923,3.8700573832810075,1.454737544595167,0.2,Iris-setosa
+97,5.132013395756337,3.8541737465110213,1.4010106817791015,0.2,Iris-setosa
+98,5.394856802670053,2.4157269808473387,3.6018463071591595,0.9941488565835679,Iris-versicolor
+99,6.268307730879062,3.2497087877231787,4.4870041673002605,1.547051501907303,Iris-versicolor
+100,5.120941645829049,3.3107236695208218,1.69464380760205,0.4227369677454931,Iris-setosa
+101,5.960398826757544,3.170696294563626,4.72247967963371,1.8041075555395965,Iris-versicolor
+102,6.115396582375932,2.6782089652779995,5.026399205151823,1.5299350669263865,Iris-versicolor
+103,6.643903516921902,3.329703997146586,5.590992033091469,2.14655216543799,Iris-virginica
+104,6.623731583688322,3.0200840980419232,4.982652187206408,1.658886216543566,Iris-versicolor
+105,6.671850808433771,2.988029481104342,5.006264409042211,1.6923209790905802,Iris-versicolor
+106,7.11126482701251,2.9961869293105954,5.912649597115955,2.1274400117798318,Iris-virginica
+107,5.10626976018937,3.358339266784594,1.4026175797210643,0.2,Iris-setosa
+108,6.02682139365813,2.7036947429590614,5.192128674052531,1.6421582667132242,Iris-versicolor
+109,4.63771012430678,3.376359086448657,1.365091950721464,0.2782620238748167,Iris-setosa
+110,6.314837023088971,2.503452749845594,5.031952079649539,1.9151071208985477,Iris-virginica
+111,5.465767796012982,3.3667805534974242,2.4490322970453984,0.2,Iris-setosa
+112,6.310488310863292,3.39514213375623,5.627381994339993,2.369912306477336,Iris-virginica
+113,5.329167758048529,2.4298052224031883,3.5040157607189073,1.1155993967181663,Iris-versicolor
+114,6.703984666932329,3.0823188915723216,4.4068803413026965,1.3994083217176767,Iris-versicolor
+115,6.144610951116873,2.6571560306703343,5.029685904742683,1.6012986261704727,Iris-versicolor
+116,6.693041325064961,3.1108582805941762,4.400814420680724,1.4076722480483395,Iris-versicolor
+117,5.15427446971133,3.9452210361161963,1.4107164493920816,0.2,Iris-setosa
+118,6.31103104791382,2.5249886736769875,4.987974052265672,1.8879480293250444,Iris-virginica
+119,5.096736026932103,3.8296200442138355,1.9192664077819053,0.38662925385389807,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/9/test.csv b/iris/tab_ddpm/1_1/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/9/train.csv b/iris/tab_ddpm/1_1/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741d18a05fe7fc3f571e76d3a6e7ba9df861ed28
--- /dev/null
+++ b/iris/tab_ddpm/1_1/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/1_1/9/val.csv b/iris/tab_ddpm/1_1/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c118035e855c5d04a42b58e93b1a93e735125c5
--- /dev/null
+++ b/iris/tab_ddpm/1_1/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
diff --git a/iris/tab_ddpm/1_1/params.json b/iris/tab_ddpm/1_1/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..49eb37616993409658362fd6efd5bb06733c704e
--- /dev/null
+++ b/iris/tab_ddpm/1_1/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_1/tab_ddpm_eval.ipynb b/iris/tab_ddpm/1_1/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7833cf2976229ae70f426a17e81c662515c6a293
--- /dev/null
+++ b/iris/tab_ddpm/1_1/tab_ddpm_eval.ipynb
@@ -0,0 +1,1805 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "9ad2c948",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:05:57.528514Z",
+     "iopub.status.busy": "2024-07-22T02:05:57.528220Z",
+     "iopub.status.idle": "2024-07-22T02:06:08.144083Z",
+     "shell.execute_reply": "2024-07-22T02:06:08.143136Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.627565,
+     "end_time": "2024-07-22T02:06:08.146701",
+     "exception": false,
+     "start_time": "2024-07-22T02:05:57.519136",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 49%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... 99%\r",
+      "\r",
+      "Reading package lists... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 0%\r",
+      "\r",
+      "Building dependency tree... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 50%\r",
+      "\r",
+      "Building dependency tree... 50%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree... 93%\r",
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "42b37cc0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:08.169766Z",
+     "iopub.status.busy": "2024-07-22T02:06:08.169412Z",
+     "iopub.status.idle": "2024-07-22T02:06:08.177342Z",
+     "shell.execute_reply": "2024-07-22T02:06:08.176532Z"
+    },
+    "papermill": {
+     "duration": 0.021915,
+     "end_time": "2024-07-22T02:06:08.179307",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:08.157392",
+     "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": "e9e34ea7",
+   "metadata": {
+    "papermill": {
+     "duration": 0.009831,
+     "end_time": "2024-07-22T02:06:08.199547",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:08.189716",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "75f58979",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:08.220349Z",
+     "iopub.status.busy": "2024-07-22T02:06:08.220072Z",
+     "iopub.status.idle": "2024-07-22T02:06:08.227291Z",
+     "shell.execute_reply": "2024-07-22T02:06:08.226397Z"
+    },
+    "papermill": {
+     "duration": 0.019918,
+     "end_time": "2024-07-22T02:06:08.229260",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:08.209342",
+     "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": "f0cbd339",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:08.249662Z",
+     "iopub.status.busy": "2024-07-22T02:06:08.249398Z",
+     "iopub.status.idle": "2024-07-22T02:06:08.254437Z",
+     "shell.execute_reply": "2024-07-22T02:06:08.253624Z"
+    },
+    "papermill": {
+     "duration": 0.017546,
+     "end_time": "2024-07-22T02:06:08.256420",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:08.238874",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 1\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/1_1\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.2\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "8fd12df0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:08.278567Z",
+     "iopub.status.busy": "2024-07-22T02:06:08.278303Z",
+     "iopub.status.idle": "2024-07-22T02:06:08.284094Z",
+     "shell.execute_reply": "2024-07-22T02:06:08.283133Z"
+    },
+    "papermill": {
+     "duration": 0.019159,
+     "end_time": "2024-07-22T02:06:08.286115",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:08.266956",
+     "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": "3303136a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:08.306974Z",
+     "iopub.status.busy": "2024-07-22T02:06:08.306694Z",
+     "iopub.status.idle": "2024-07-22T02:06:09.599426Z",
+     "shell.execute_reply": "2024-07-22T02:06:09.598527Z"
+    },
+    "papermill": {
+     "duration": 1.305554,
+     "end_time": "2024-07-22T02:06:09.601615",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:08.296061",
+     "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": "f6692ea8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:09.623680Z",
+     "iopub.status.busy": "2024-07-22T02:06:09.623391Z",
+     "iopub.status.idle": "2024-07-22T02:06:10.614097Z",
+     "shell.execute_reply": "2024-07-22T02:06:10.612972Z"
+    },
+    "papermill": {
+     "duration": 1.004495,
+     "end_time": "2024-07-22T02:06:10.616488",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:09.611993",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\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": "b1afe22d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:10.639611Z",
+     "iopub.status.busy": "2024-07-22T02:06:10.638831Z",
+     "iopub.status.idle": "2024-07-22T02:06:10.648714Z",
+     "shell.execute_reply": "2024-07-22T02:06:10.647856Z"
+    },
+    "papermill": {
+     "duration": 0.023585,
+     "end_time": "2024-07-22T02:06:10.650632",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:10.627047",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/1_1\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "f6c1222f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:10.675047Z",
+     "iopub.status.busy": "2024-07-22T02:06:10.674744Z",
+     "iopub.status.idle": "2024-07-22T02:06:11.054037Z",
+     "shell.execute_reply": "2024-07-22T02:06:11.052796Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.394691,
+     "end_time": "2024-07-22T02:06:11.056666",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:10.661975",
+     "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": "447c681b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:11.084215Z",
+     "iopub.status.busy": "2024-07-22T02:06:11.083927Z",
+     "iopub.status.idle": "2024-07-22T02:06:12.690849Z",
+     "shell.execute_reply": "2024-07-22T02:06:12.689799Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.621356,
+     "end_time": "2024-07-22T02:06:12.693295",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:11.071939",
+     "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": "ceb73009",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:12.718750Z",
+     "iopub.status.busy": "2024-07-22T02:06:12.717803Z",
+     "iopub.status.idle": "2024-07-22T02:06:12.727565Z",
+     "shell.execute_reply": "2024-07-22T02:06:12.726843Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.02462,
+     "end_time": "2024-07-22T02:06:12.729554",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:12.704934",
+     "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": "4f6aebc5",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:12.752091Z",
+     "iopub.status.busy": "2024-07-22T02:06:12.751812Z",
+     "iopub.status.idle": "2024-07-22T02:06:12.756254Z",
+     "shell.execute_reply": "2024-07-22T02:06:12.755417Z"
+    },
+    "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": 0.018187,
+     "end_time": "2024-07-22T02:06:12.758267",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:12.740080",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "7e754c48",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:12.781516Z",
+     "iopub.status.busy": "2024-07-22T02:06:12.781234Z",
+     "iopub.status.idle": "2024-07-22T02:06:12.898684Z",
+     "shell.execute_reply": "2024-07-22T02:06:12.897874Z"
+    },
+    "papermill": {
+     "duration": 0.13177,
+     "end_time": "2024-07-22T02:06:12.901087",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:12.769317",
+     "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": "c341e07c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:12.926540Z",
+     "iopub.status.busy": "2024-07-22T02:06:12.926211Z",
+     "iopub.status.idle": "2024-07-22T02:06:17.252618Z",
+     "shell.execute_reply": "2024-07-22T02:06:17.251765Z"
+    },
+    "papermill": {
+     "duration": 4.341926,
+     "end_time": "2024-07-22T02:06:17.255036",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:12.913110",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:06:14.673341: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "2024-07-22 02:06:14.673394: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "2024-07-22 02:06:14.675569: 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": "023ca910",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:17.279351Z",
+     "iopub.status.busy": "2024-07-22T02:06:17.278803Z",
+     "iopub.status.idle": "2024-07-22T02:06:17.284576Z",
+     "shell.execute_reply": "2024-07-22T02:06:17.283673Z"
+    },
+    "papermill": {
+     "duration": 0.020243,
+     "end_time": "2024-07-22T02:06:17.286507",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:17.266264",
+     "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": "651854e1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:17.311972Z",
+     "iopub.status.busy": "2024-07-22T02:06:17.311382Z",
+     "iopub.status.idle": "2024-07-22T02:06:20.063293Z",
+     "shell.execute_reply": "2024-07-22T02:06:20.062465Z"
+    },
+    "papermill": {
+     "duration": 2.767469,
+     "end_time": "2024-07-22T02:06:20.065592",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:17.298123",
+     "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": "ab5c2869",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:20.091872Z",
+     "iopub.status.busy": "2024-07-22T02:06:20.091532Z",
+     "iopub.status.idle": "2024-07-22T02:06:20.098599Z",
+     "shell.execute_reply": "2024-07-22T02:06:20.097788Z"
+    },
+    "papermill": {
+     "duration": 0.022611,
+     "end_time": "2024-07-22T02:06:20.100539",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:20.077928",
+     "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": "32df23a3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:20.124669Z",
+     "iopub.status.busy": "2024-07-22T02:06:20.124417Z",
+     "iopub.status.idle": "2024-07-22T02:06:20.615844Z",
+     "shell.execute_reply": "2024-07-22T02:06:20.615044Z"
+    },
+    "papermill": {
+     "duration": 0.506291,
+     "end_time": "2024-07-22T02:06:20.618183",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:20.111892",
+     "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": "642db495",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:20.645557Z",
+     "iopub.status.busy": "2024-07-22T02:06:20.644566Z",
+     "iopub.status.idle": "2024-07-22T02:06:20.651942Z",
+     "shell.execute_reply": "2024-07-22T02:06:20.651048Z"
+    },
+    "papermill": {
+     "duration": 0.023546,
+     "end_time": "2024-07-22T02:06:20.654155",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:20.630609",
+     "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": "45b23232",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:20.678267Z",
+     "iopub.status.busy": "2024-07-22T02:06:20.677982Z",
+     "iopub.status.idle": "2024-07-22T02:06:20.725631Z",
+     "shell.execute_reply": "2024-07-22T02:06:20.724767Z"
+    },
+    "papermill": {
+     "duration": 0.062327,
+     "end_time": "2024-07-22T02:06:20.727718",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:20.665391",
+     "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": "53408695",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:20.753887Z",
+     "iopub.status.busy": "2024-07-22T02:06:20.753527Z",
+     "iopub.status.idle": "2024-07-22T02:06:20.760161Z",
+     "shell.execute_reply": "2024-07-22T02:06:20.759309Z"
+    },
+    "papermill": {
+     "duration": 0.0222,
+     "end_time": "2024-07-22T02:06:20.762092",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:20.739892",
+     "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": "194c2800",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:20.786418Z",
+     "iopub.status.busy": "2024-07-22T02:06:20.786155Z",
+     "iopub.status.idle": "2024-07-22T02:06:20.790235Z",
+     "shell.execute_reply": "2024-07-22T02:06:20.789468Z"
+    },
+    "papermill": {
+     "duration": 0.018445,
+     "end_time": "2024-07-22T02:06:20.792104",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:20.773659",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "2db5854b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:20.816950Z",
+     "iopub.status.busy": "2024-07-22T02:06:20.816653Z",
+     "iopub.status.idle": "2024-07-22T02:06:20.822301Z",
+     "shell.execute_reply": "2024-07-22T02:06:20.821488Z"
+    },
+    "papermill": {
+     "duration": 0.020752,
+     "end_time": "2024-07-22T02:06:20.824215",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:20.803463",
+     "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": "6cdcbd09",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:20.849989Z",
+     "iopub.status.busy": "2024-07-22T02:06:20.849635Z",
+     "iopub.status.idle": "2024-07-22T02:06:20.856851Z",
+     "shell.execute_reply": "2024-07-22T02:06:20.855742Z"
+    },
+    "papermill": {
+     "duration": 0.023321,
+     "end_time": "2024-07-22T02:06:20.859008",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:20.835687",
+     "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": "e4e805d4",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:20.885232Z",
+     "iopub.status.busy": "2024-07-22T02:06:20.884944Z",
+     "iopub.status.idle": "2024-07-22T02:06:20.893645Z",
+     "shell.execute_reply": "2024-07-22T02:06:20.892777Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.024172,
+     "end_time": "2024-07-22T02:06:20.895635",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:20.871463",
+     "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": "e36d8a14",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:06:20.920438Z",
+     "iopub.status.busy": "2024-07-22T02:06:20.920171Z",
+     "iopub.status.idle": "2024-07-22T02:07:39.075391Z",
+     "shell.execute_reply": "2024-07-22T02:07:39.074368Z"
+    },
+    "executionInfo": {
+     "elapsed": 343737,
+     "status": "ok",
+     "timestamp": 1697361491663,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "wGsDQTlk8Zl1",
+    "outputId": "996f2f4a-9065-4001-9854-bff40326818c",
+    "papermill": {
+     "duration": 78.170966,
+     "end_time": "2024-07-22T02:07:39.078188",
+     "exception": false,
+     "start_time": "2024-07-22T02:06:20.907222",
+     "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: 0.3448 Sum: 0.3448\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/16966 MLoss: 0.0 GLoss: 0.2977 Sum: 0.2977\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/16966 MLoss: 0.0 GLoss: 0.2855 Sum: 0.2855\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/16966 MLoss: 0.0 GLoss: 0.2731 Sum: 0.2731\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/16966 MLoss: 0.0 GLoss: 0.2663 Sum: 0.2663\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/16966 MLoss: 0.0 GLoss: 0.2602 Sum: 0.2602\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/16966 MLoss: 0.0 GLoss: 0.2553 Sum: 0.2553\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/16966 MLoss: 0.0 GLoss: 0.2491 Sum: 0.2491\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 9000/16966 MLoss: 0.0 GLoss: 0.2416 Sum: 0.2416\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 10000/16966 MLoss: 0.0 GLoss: 0.2394 Sum: 0.2394\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 11000/16966 MLoss: 0.0 GLoss: 0.2371 Sum: 0.2371\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 12000/16966 MLoss: 0.0 GLoss: 0.2302 Sum: 0.2302\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 13000/16966 MLoss: 0.0 GLoss: 0.2291 Sum: 0.2291\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 14000/16966 MLoss: 0.0 GLoss: 0.2262 Sum: 0.2262\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 15000/16966 MLoss: 0.0 GLoss: 0.223 Sum: 0.223\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 16000/16966 MLoss: 0.0 GLoss: 0.2221 Sum: 0.2221\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": "af4b872a",
+   "metadata": {
+    "papermill": {
+     "duration": 0.014283,
+     "end_time": "2024-07-22T02:07:39.107279",
+     "exception": false,
+     "start_time": "2024-07-22T02:07:39.092996",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "8c8bd729",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:07:39.138699Z",
+     "iopub.status.busy": "2024-07-22T02:07:39.137831Z",
+     "iopub.status.idle": "2024-07-22T02:07:39.146111Z",
+     "shell.execute_reply": "2024-07-22T02:07:39.145212Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.025304,
+     "end_time": "2024-07-22T02:07:39.148211",
+     "exception": false,
+     "start_time": "2024-07-22T02:07:39.122907",
+     "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": "e7dd6edf",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:07:39.176288Z",
+     "iopub.status.busy": "2024-07-22T02:07:39.175509Z",
+     "iopub.status.idle": "2024-07-22T02:07:55.594611Z",
+     "shell.execute_reply": "2024-07-22T02:07:55.593773Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.435582,
+     "end_time": "2024-07-22T02:07:55.596926",
+     "exception": false,
+     "start_time": "2024-07-22T02:07:39.161344",
+     "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": "c2759db8",
+   "metadata": {
+    "papermill": {
+     "duration": 0.013781,
+     "end_time": "2024-07-22T02:07:55.625442",
+     "exception": false,
+     "start_time": "2024-07-22T02:07:55.611661",
+     "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": 122.136158,
+   "end_time": "2024-07-22T02:07:58.216277",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/1_1/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/1_1/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 1,
+    "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_1",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:05:56.080119",
+   "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