diff --git a/iris/tab_ddpm/0_2/0/synth.csv b/iris/tab_ddpm/0_2/0/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0922733b40b360f275b80191ab23142cfb6530dd
--- /dev/null
+++ b/iris/tab_ddpm/0_2/0/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.710270875595792,2.684358980567512,6.899997863070601,2.275614682777073,Iris-virginica
+1,5.93008992957958,2.7042745834540742,5.349758300033717,1.6233474537544832,Iris-virginica
+2,6.23720822739779,2.5072489867694925,4.841010723438593,1.5469361426016277,Iris-versicolor
+3,6.5435685437315545,2.956320281062138,5.635300922130314,1.9963934335413362,Iris-virginica
+4,5.448139840219985,2.816325947679656,4.42534010149449,1.3461977798480673,Iris-versicolor
+5,5.953968387636133,2.747447826946232,5.178101254470542,1.7456735571460553,Iris-virginica
+6,5.083080313582908,3.616866399250197,1.4700390676888155,0.20537495452773394,Iris-setosa
+7,6.073871224401388,2.590101428521524,4.373240595716554,1.1934646594194975,Iris-versicolor
+8,6.725664402842167,2.775091250483415,4.778315114049441,1.4648656500513337,Iris-versicolor
+9,4.807809703016779,3.0,1.4401494061485745,0.10000010566722502,Iris-setosa
+10,5.3279404791036855,2.9719293072608326,4.444205264596996,1.410018744608061,Iris-versicolor
+11,5.5698092923741696,4.2,1.3917944821285455,0.19175199200966364,Iris-setosa
+12,5.973302763913251,2.5268860002192044,4.701972507531887,1.338622931927019,Iris-versicolor
+13,5.239715708008571,2.5461165995517927,3.7388886990160572,1.165720813328307,Iris-versicolor
+14,5.367451850092024,2.4333846760239077,3.195445224239499,1.0394008265266337,Iris-versicolor
+15,6.377082809473204,2.943877511365294,4.619377755002145,1.4123894363638299,Iris-versicolor
+16,5.494699302257473,2.601639496370253,4.203051258557946,1.260254273877299,Iris-versicolor
+17,5.550882907197481,4.2,1.4116619089735998,0.19163339042679267,Iris-setosa
+18,6.125319978161722,2.639125760702396,5.446549796826639,1.7611562029839924,Iris-virginica
+19,6.830334232594208,3.0,5.572682920418224,2.1721027391642513,Iris-virginica
+20,5.067602000456933,3.375336777301595,1.3676516556465834,0.2748727269640734,Iris-setosa
+21,5.896761898122759,2.7273767575397683,5.101427576015876,1.8862767576050532,Iris-virginica
+22,4.823958377200879,3.4942359784741326,1.4256652319093586,0.2957576101651894,Iris-setosa
+23,5.884557447201042,2.2132748752443465,4.115299022365749,1.2768053269556876,Iris-versicolor
+24,4.9325696318419405,3.081937413543922,1.63457118221286,0.1000000902082134,Iris-setosa
+25,5.693526624293832,3.048093658408254,4.61080499385419,1.5617540034460076,Iris-versicolor
+26,5.636447177596354,3.0026664609560756,4.452061653803056,1.5321614491547366,Iris-versicolor
+27,6.603191982832077,3.036328891234645,5.06399522420209,2.0167893035088316,Iris-virginica
+28,6.193860113961135,3.405823129191949,5.507389453083711,2.419592638385489,Iris-virginica
+29,5.543896553996065,4.199998041260067,1.413399888869829,0.20293661953104247,Iris-setosa
+30,6.720417900442434,2.6748730498891162,5.900627225105863,1.810487711102826,Iris-virginica
+31,6.071738815584255,2.5090423926445453,4.486397188030813,1.2786702955518712,Iris-versicolor
+32,4.778325129099981,3.0,1.3534166301558965,0.28795242724763837,Iris-setosa
+33,5.099296561777875,3.299879944112765,1.490169497485162,0.2670640102053113,Iris-setosa
+34,6.267746515786244,2.2,4.614773477645432,1.422107911310615,Iris-versicolor
+35,7.899568375223351,3.3747943040637356,6.202483916245696,1.9212992465571734,Iris-virginica
+36,6.593382053592503,2.6036160148336704,4.77800450065152,1.4301668848322797,Iris-versicolor
+37,6.267609842275139,2.2,4.666691250717545,1.5177148656865977,Iris-versicolor
+38,6.507314657235375,3.221864451655434,5.271864453512494,1.90940838945501,Iris-virginica
+39,5.766342088371977,3.1368355366408536,4.435891205182893,1.5413262578207405,Iris-versicolor
+40,4.913544977356032,3.131209252671892,1.482061017539687,0.10000018187066916,Iris-setosa
+41,5.332153048341481,3.455921881843647,1.5331881713409519,0.24040514302273264,Iris-setosa
+42,6.792897002937828,3.0040910012450155,5.082845003217103,2.2690884197627637,Iris-virginica
+43,6.2477852697819065,3.2812844272628188,4.573387346652115,1.5756125472350784,Iris-versicolor
+44,6.190289679761585,3.13697464203086,4.631753424773648,1.5166532656424867,Iris-versicolor
+45,5.570528313944122,2.6974731759495474,4.290867455850295,1.2471264187725757,Iris-versicolor
+46,6.3135780291708485,2.8889834065775126,4.850828547715556,1.810822977354161,Iris-virginica
+47,4.5479971261555105,2.5321903974497695,1.3107521338807573,0.3209800462175466,Iris-setosa
+48,6.188336293988829,2.9567145286934116,5.020939717042555,1.8134600421753464,Iris-virginica
+49,6.652480565379869,3.295425843722684,5.638099641436942,2.1012837169418517,Iris-virginica
+50,7.566380138020571,2.587225863608729,6.8999852717601335,2.2437930948813234,Iris-virginica
+51,4.937860971842646,3.323832405466527,1.4701095896349554,0.36652692225368094,Iris-setosa
+52,5.035486833707423,3.4050487588269633,1.4833846823229389,0.27629792839436684,Iris-setosa
+53,6.778127823267427,3.3222849365022618,5.757759461341912,2.5,Iris-virginica
+54,7.073731255461774,3.0,6.066177816486149,2.0037179588919254,Iris-virginica
+55,5.352119094989425,2.857573218218441,4.262991455992407,1.3039416147635803,Iris-versicolor
+56,6.150085891487085,2.2,4.535765747793045,1.4752125073523963,Iris-versicolor
+57,6.90427703988778,3.172899764793653,5.769056276760843,2.2423746912873543,Iris-virginica
+58,5.245927001864658,3.772451808530239,1.4699097672209676,0.36552543491592066,Iris-setosa
+59,5.555956591915322,2.8313628078121598,4.500550714757453,1.3771497339703227,Iris-versicolor
+60,4.977822717191727,2.391428198869046,3.163189125291706,1.08221558884775,Iris-versicolor
+61,5.232444288727244,3.560607353700767,1.6716543505119923,0.20001938244138878,Iris-setosa
+62,5.146757938450131,3.383843633797527,1.7346254792531728,0.42104114653855207,Iris-setosa
+63,6.357160283735793,3.381767889901825,5.612216153462939,2.3669494848812715,Iris-virginica
+64,5.940839704184918,2.5304955239929625,4.418215923820676,1.3063348874126897,Iris-versicolor
+65,4.5908908862059175,3.2450319871577773,1.3892313208706375,0.1897309390275016,Iris-setosa
+66,6.170839763951147,2.2,4.542887488867744,1.456643229496146,Iris-versicolor
+67,6.762174710320704,3.3459703093626496,5.79255009321054,2.5,Iris-virginica
+68,4.895027128240988,3.0,1.4156445297464602,0.29642587461592695,Iris-setosa
+69,6.028096159657898,2.493940402632129,5.069521341380845,1.908481852640358,Iris-virginica
+70,6.398794228011621,3.279971047670157,5.567469108909556,2.2059607303640973,Iris-virginica
+71,6.599131342908885,3.2932325884746696,5.63167183303997,2.236222395145714,Iris-virginica
+72,5.688176243929715,3.1842348992010634,4.87718903295939,1.8344344446442864,Iris-versicolor
+73,6.314850789516898,2.9545371404395917,5.2598041092657235,1.7603461897516757,Iris-virginica
+74,4.9697257644124875,3.137896538787962,1.2000007307452398,0.19949451384613665,Iris-setosa
+75,4.823548579961497,3.2876133890742048,1.4021476153064834,0.26800603722158667,Iris-setosa
+76,5.292799009419439,3.703073926103569,1.489038721807271,0.20485358478442098,Iris-setosa
+77,4.483035152363634,2.276691610747164,1.2870030537003434,0.2971364666201012,Iris-setosa
+78,6.139385263174877,2.2,4.567925828236453,1.40436025694593,Iris-versicolor
+79,4.8839695929408276,3.094876787487007,1.4741962919355203,0.10000012526337944,Iris-setosa
+80,4.544045458244445,2.407985834191306,1.3343042231918432,0.29690582003884913,Iris-setosa
+81,6.037626773613394,3.3400213239138083,4.8747353584606365,1.8110234692010598,Iris-versicolor
+82,6.193715872502767,2.2,4.611924001416944,1.5117508419673065,Iris-versicolor
+83,5.14797805324314,3.3528630254385536,1.7789872933554975,0.293641888193214,Iris-setosa
+84,6.235248148505933,3.0,4.77482255906879,1.6061651533625505,Iris-versicolor
+85,5.787201907256665,3.033536784044825,4.39287651334716,1.3465750943275483,Iris-versicolor
+86,5.054083643262248,2.469647048808702,3.0158433393174158,1.1108137949638857,Iris-versicolor
+87,6.272566862410054,2.5266375247311155,5.047850314432405,1.6046123265434709,Iris-versicolor
+88,6.641904699752783,3.0,4.979175044991545,1.625573592043122,Iris-versicolor
+89,5.515091704180214,3.7939130107940806,1.81563068998365,0.2021579389180551,Iris-setosa
+90,6.124836181250925,3.2026446249702407,4.5931320519635275,1.5656629906340072,Iris-versicolor
+91,5.971764582110871,2.200000345706116,5.0136682279191795,1.5146380942702198,Iris-virginica
+92,6.892979753792266,3.0552857889347838,5.528794256764157,2.2289455092782515,Iris-virginica
+93,5.162793409918912,3.373571244332063,1.628866592233774,0.2658767454372602,Iris-setosa
+94,6.562223894328073,3.0,5.686402963430353,1.9101392186861665,Iris-virginica
+95,4.687194426232784,3.0,1.3762336419087209,0.2704755991012639,Iris-setosa
+96,4.8863962219915535,3.055621490349544,1.4902706068229197,0.1,Iris-setosa
+97,4.877715677221838,3.0566036352001866,1.4581957924678726,0.1,Iris-setosa
+98,6.525062870763582,3.0,5.126217226805727,1.9272591691066254,Iris-virginica
+99,6.227701991628351,2.7985687472659104,4.72392773901537,1.4182881930551523,Iris-versicolor
+100,5.113973970009932,3.7052346762729855,1.4879555125976334,0.3290868943364695,Iris-setosa
+101,5.92553910429439,2.575125943854385,5.086404036616905,1.8483716957710032,Iris-virginica
+102,6.54683600053873,3.248723649076291,5.279461936732495,2.1786985420198586,Iris-virginica
+103,4.929084105787073,2.4430062775194257,3.103524254207131,1.0818784106427637,Iris-versicolor
+104,5.894667275525478,3.0,4.402137899006276,1.3775005603287418,Iris-versicolor
+105,5.978718461358912,2.2,4.97899333443309,1.484110460295413,Iris-virginica
+106,5.891655900451636,3.2149479246751107,4.771717587688916,1.7706273849816137,Iris-versicolor
+107,7.111541871803787,3.020250488773974,5.720916119780029,2.2018560425273135,Iris-virginica
+108,7.638169613757176,2.5612671364787127,6.9,2.2474935314186792,Iris-virginica
+109,4.400007419497715,2.941894567021186,1.3974297180675603,0.20347131767199578,Iris-setosa
+110,7.899998191013834,3.7180504393271057,6.380940182833846,1.9825674108213434,Iris-virginica
+111,5.9962109497751825,2.7593851228938164,4.636986247788573,1.2261393226661204,Iris-versicolor
+112,6.2597505268617795,3.2757144394292634,4.843116653913848,1.7430512201256645,Iris-versicolor
+113,4.910781166038899,3.1471677608941357,1.7951095742608154,0.1,Iris-setosa
+114,6.779424808494998,3.2046168485169684,5.853267542948626,2.254659197054621,Iris-virginica
+115,5.348154285092595,3.3925191561511756,1.7237961065492904,0.18633159086326684,Iris-setosa
+116,5.300970901086983,2.7282072304149896,4.006787015597643,1.3581048324133638,Iris-versicolor
+117,6.393086976419012,2.6686160189702015,4.951478918513551,1.5435945736373309,Iris-versicolor
+118,6.3281850382696625,2.9146195096614185,5.631499243803088,1.9627203161796063,Iris-virginica
+119,4.9548443177536745,3.4868003003864003,1.3557208782760095,0.3551801444934092,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/0/test.csv b/iris/tab_ddpm/0_2/0/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/0/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/0/train.csv b/iris/tab_ddpm/0_2/0/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/0/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/0/val.csv b/iris/tab_ddpm/0_2/0/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/0/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/1/synth.csv b/iris/tab_ddpm/0_2/1/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..224d4f305ef486f6a0bcc4c0b65534ea243c21d2
--- /dev/null
+++ b/iris/tab_ddpm/0_2/1/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.910481576267032,3.209312591004555,1.4111994552483016,0.19708923230039035,Iris-setosa
+1,4.941646916014639,3.027855800258336,1.4302513299216002,0.2984302155540636,Iris-setosa
+2,4.860703493203257,3.059803464025742,1.458943528838114,0.10000056967430006,Iris-setosa
+3,5.480724114618188,4.199997282216227,1.4065133124168836,0.20803999106563104,Iris-setosa
+4,5.67723003709969,2.6823217963278436,4.249518433327265,1.2430601276687112,Iris-versicolor
+5,4.997515036376244,3.2152463804500795,1.4172071172726894,0.2782706513731391,Iris-setosa
+6,5.4696679936024255,2.588020283608034,4.301857645836472,1.3531403317421673,Iris-versicolor
+7,5.959414385290087,2.7487289733063593,5.187681376654279,1.8010173508907041,Iris-virginica
+8,6.300176369077956,3.2963879109921863,4.661389156899389,1.6081100348863346,Iris-versicolor
+9,4.824277304707446,2.428635068416372,3.2363428634803126,0.8989211950851621,Iris-versicolor
+10,6.55303355698029,2.98785414097842,4.922604865878457,1.5042285265852453,Iris-versicolor
+11,5.303060109385466,2.9059626390695183,3.82738318600372,1.353831388979093,Iris-versicolor
+12,6.729668315789283,2.8618928824615493,5.755492543834982,1.8163125814143402,Iris-virginica
+13,6.42222039588445,3.0,4.9263535606017195,1.7680118691026792,Iris-versicolor
+14,4.5900680532043525,2.6675767383865585,1.3321141900035292,0.2651979943847536,Iris-setosa
+15,4.797215877325289,3.123931380104728,1.402044526991558,0.18203447042179582,Iris-setosa
+16,6.202391423539389,2.2,4.345036874058843,1.4992773373421353,Iris-versicolor
+17,5.197350484822966,3.295163881970305,1.4777461421640485,0.23359496231058197,Iris-setosa
+18,6.342346609672638,2.8325178363633103,4.896359892216185,1.448206131843855,Iris-versicolor
+19,6.027006946506879,3.101990030547354,4.943116329009463,1.8180022846902648,Iris-virginica
+20,6.705999296533484,3.2617214709682956,5.775033132976065,2.260540145890871,Iris-virginica
+21,7.74199645002419,2.559056560732541,6.9,2.315852644992044,Iris-virginica
+22,6.0616590614222625,2.2000007199060465,4.93532160437765,1.5835663614093745,Iris-virginica
+23,6.585709456434086,2.7582910607862297,5.922030508496309,1.7121010663027603,Iris-virginica
+24,6.8079822286823575,3.3319460035538992,5.763155722817405,2.5,Iris-virginica
+25,4.956063389908449,3.1512113103878736,1.4451557347314576,0.24942484785777283,Iris-setosa
+26,4.835190708896742,3.072449005252902,1.4587355870328378,0.10000015688655245,Iris-setosa
+27,7.195844517106684,3.0672646747462182,5.924501260527037,2.163436337690067,Iris-virginica
+28,7.9,3.874223214596556,6.4747961348804814,2.0045961098166725,Iris-virginica
+29,5.6860783955983205,3.0,4.547642711795595,1.7346725997001105,Iris-versicolor
+30,6.0704251177746364,2.876447039929196,4.650025555097422,1.2086590460015025,Iris-versicolor
+31,5.773469133212591,2.697535046349225,4.264799706635413,1.2095856903602207,Iris-versicolor
+32,6.696663515199634,2.586044401984866,5.464824841891985,1.8126951952200296,Iris-virginica
+33,7.171492590912468,3.0,6.096991638416499,1.9945076855733586,Iris-virginica
+34,6.770669466223059,3.2618371488177327,5.880204554029872,2.2285875815688367,Iris-virginica
+35,5.487763232906728,3.783104412617755,1.6168876736780133,0.3732105661282068,Iris-setosa
+36,6.18157491220234,2.8527107567780696,4.6548469670127925,1.7999303046307116,Iris-virginica
+37,5.385004975152499,3.7919519542481663,1.4577988727428162,0.651376922064029,Iris-setosa
+38,5.997621246433179,3.116397205505933,4.354022052679982,1.3682768133279246,Iris-versicolor
+39,4.9742456758974845,3.18274512210119,1.2,0.17890316677266593,Iris-setosa
+40,5.035699417858336,3.3905412816787917,1.3571792146527308,0.24769568627001667,Iris-setosa
+41,4.811861689972642,3.0,1.4603339894732765,0.10000017749711008,Iris-setosa
+42,6.025126325964918,2.612508845602566,5.0136308753495555,1.4966835190090992,Iris-versicolor
+43,6.223108541203051,2.20000237116546,4.490283111805881,1.5077583694899965,Iris-versicolor
+44,5.896044610692463,2.829006860015411,4.160769224990574,1.2217700024400717,Iris-versicolor
+45,5.641022845900873,3.8443431340357304,1.9893158925613867,0.29915174353379326,Iris-setosa
+46,6.394630843645425,3.3717939019851735,5.602144173351422,2.383760668683015,Iris-virginica
+47,6.316716925633788,2.2970171670895883,4.534970401273808,1.3805737050758073,Iris-versicolor
+48,5.900670792447705,3.2168536925321956,4.560213356394735,1.5402723821244668,Iris-versicolor
+49,5.2293299399030815,3.433146815370411,1.4893526965034354,0.21722170992580547,Iris-setosa
+50,6.293189916454731,3.3762416161547493,5.634692862266995,2.4733523279343395,Iris-virginica
+51,4.75717553952742,2.943816042829526,1.3716612908321322,0.2263878932784239,Iris-setosa
+52,5.6327261443194105,2.6694351219671604,4.256417014846594,1.2952991622311005,Iris-versicolor
+53,7.717701276865896,2.592022364942492,6.9,2.324533402916151,Iris-virginica
+54,6.001739105074008,2.7848788684389905,5.041597768928918,1.9218359551464843,Iris-virginica
+55,5.117795632935681,3.685304098548762,1.4915455899133714,0.29256867355273536,Iris-setosa
+56,6.61775627087481,3.2078456243201368,5.620436622450038,2.133307364899537,Iris-virginica
+57,5.804061179259738,2.9259539575762914,4.24990094145784,1.2949145767242105,Iris-versicolor
+58,6.293102617751359,3.0,5.524120507838115,1.874678534891512,Iris-virginica
+59,4.969646539797854,3.1991562636736455,1.407099435240739,0.22567099548986894,Iris-setosa
+60,5.989372160241386,2.930745037762829,4.485955716064178,1.3132240447909753,Iris-versicolor
+61,6.737829833214564,3.0,5.027176767420552,2.193093535892221,Iris-virginica
+62,5.070801685593978,3.540329180343495,1.731777587731964,0.22850823616033386,Iris-setosa
+63,4.930581158538777,3.3117534254304575,1.6484747345253528,0.4648331633886561,Iris-setosa
+64,4.7755639006465636,3.290511454048416,1.4241660653477384,0.20181604436539952,Iris-setosa
+65,5.492566670259782,3.0,4.349533592690881,1.442776551123795,Iris-versicolor
+66,5.095591427659075,2.4081852140234545,3.5629778727674126,1.0084178686371035,Iris-versicolor
+67,4.796653783950194,2.3809058905809195,3.2997205809469023,1.0199006814979943,Iris-versicolor
+68,5.277565911868003,2.5023355299428194,3.509022437360139,1.0324126038060017,Iris-versicolor
+69,4.9092365408957575,3.0,1.4110607822486663,0.2167096290773845,Iris-setosa
+70,5.232550945645821,3.334260530350236,1.6509302478996344,0.21265451442241584,Iris-setosa
+71,6.23384853897946,2.2,4.548068583989061,1.5301204787472784,Iris-versicolor
+72,5.066416219237956,3.2396319961982947,1.4768757107067316,0.41241345274566066,Iris-setosa
+73,5.590470938182173,3.0,4.6180681488892645,1.5997267757081373,Iris-versicolor
+74,5.43999613816669,2.4416830264426532,3.6024373593556698,0.9676855283158183,Iris-versicolor
+75,5.49831676412498,2.9106971666926316,3.944805387388372,1.3872934335134985,Iris-versicolor
+76,5.000849582744269,2.509976321136518,3.3395308231977507,1.1644377119877103,Iris-versicolor
+77,4.4,2.846233914491536,1.4458166250385869,0.1955084516336636,Iris-setosa
+78,7.656184031155864,2.6239558515616768,6.899998442474125,2.2587378988649807,Iris-virginica
+79,6.015611707985685,2.7658804833059634,5.014732227503661,1.833426224054368,Iris-virginica
+80,4.851338200213581,3.0096920827610316,1.4542911619297274,0.10000031169092914,Iris-setosa
+81,5.092812425717476,3.380246376931882,1.462624396087713,0.2546710211189021,Iris-setosa
+82,7.679406108984556,2.6059726257418845,6.9,2.2876722658792916,Iris-virginica
+83,5.918896923482468,3.083348170687626,4.3066201270883,1.3053486786295196,Iris-versicolor
+84,6.620842974669988,3.0,5.047356015413334,2.1625613150090772,Iris-virginica
+85,6.804231618256416,3.015166854496056,5.48014580638085,2.1099192574226646,Iris-virginica
+86,6.556151201799636,3.3273548469971765,5.581358402593118,2.2478344480773553,Iris-virginica
+87,6.913769595792844,2.671241123077477,6.208257696212944,1.793575372195033,Iris-virginica
+88,7.705232160858174,2.6272704626581556,6.9,2.273882320022341,Iris-virginica
+89,4.4,2.931291538307288,1.3752162594354693,0.1878613066059481,Iris-setosa
+90,6.117950078972862,2.5309314719383336,5.5162785684682945,1.454965932589168,Iris-virginica
+91,6.044281793338124,3.169682266894085,4.616282709036785,1.7390821450144687,Iris-versicolor
+92,6.377030465207935,2.6298093383271017,4.998804008896386,1.5189079624736748,Iris-versicolor
+93,6.220455441773462,2.8678051042292587,4.349430882952485,1.3031297051892792,Iris-versicolor
+94,6.713942428679609,2.796443751303799,5.773163017579749,1.8939612335446336,Iris-virginica
+95,5.472721649598851,3.0,4.448619873598753,1.5315368263489095,Iris-versicolor
+96,5.1368279133368135,3.4057608245838367,1.4009098264423057,0.2519077463219737,Iris-setosa
+97,6.172067095936543,3.0,5.08272054802993,2.060502869092682,Iris-virginica
+98,5.975235330432194,2.2,5.015458322844436,1.4881392612271596,Iris-virginica
+99,6.686145894577151,2.717885703337669,5.86100009125958,1.81102936667702,Iris-virginica
+100,7.774157233628019,2.5958709397680164,6.9,2.326246245897533,Iris-virginica
+101,5.5062031460280645,3.042409857358993,4.660783797108915,1.597939273683385,Iris-versicolor
+102,5.631016545166854,3.0,4.403362140665093,1.4663150958716054,Iris-versicolor
+103,6.081344435652368,3.0,4.6887566932843106,1.7934056315594387,Iris-virginica
+104,6.969588500119544,3.0,5.536697151350487,2.1030927901721004,Iris-virginica
+105,5.77122675771324,3.0,4.306595885515627,1.35820901049888,Iris-versicolor
+106,5.493249220940562,2.9029116293867,4.265791047207288,1.2981007220460832,Iris-versicolor
+107,5.670597638731046,2.9687273089828254,3.861366797136636,1.3528719348909937,Iris-versicolor
+108,6.488767183225377,3.008703251982557,5.301663082623998,1.8579224255420075,Iris-virginica
+109,5.456904648878036,2.5900482187245895,4.313511555308146,1.1820787332471516,Iris-versicolor
+110,5.852998438330733,2.576476667889268,5.127609137377173,1.7675583944019035,Iris-virginica
+111,6.937115513973094,3.2050529061135733,5.753556181349853,2.291413088860073,Iris-virginica
+112,7.658138166978411,2.530323554289463,6.9,2.3112386814981054,Iris-virginica
+113,4.74664099540521,3.0,1.3879065977500928,0.1,Iris-setosa
+114,4.468291409374182,3.292252327078433,1.370900603910327,0.2930216725382914,Iris-setosa
+115,4.8856032435047805,3.1078123455128863,1.6474109000085624,0.1,Iris-setosa
+116,6.414305898440952,3.0,5.107625599534553,1.8901585051389764,Iris-virginica
+117,6.5488756254407186,2.647994199157718,4.511477718119628,1.2434174851146298,Iris-versicolor
+118,5.663009352057014,3.733978147601579,1.4926491639233617,0.2902557966309395,Iris-setosa
+119,6.245219465772152,3.1162703897924593,4.608017132763985,1.4828741009875182,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/1/test.csv b/iris/tab_ddpm/0_2/1/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/1/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/1/train.csv b/iris/tab_ddpm/0_2/1/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/1/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/1/val.csv b/iris/tab_ddpm/0_2/1/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/1/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/10/synth.csv b/iris/tab_ddpm/0_2/10/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2e0c5372a3f0d53d64607f63935b09f21f5e7b9c
--- /dev/null
+++ b/iris/tab_ddpm/0_2/10/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.873371364071938,2.6469272327034328,5.05816923103284,2.055933768766349,Iris-virginica
+1,6.085035698241049,2.74394147231894,5.1423162693235565,1.6099084265810033,Iris-versicolor
+2,5.997207439545752,2.8209574970728766,4.842460462122198,1.8214483890943771,Iris-virginica
+3,5.932832471063257,3.208420962293925,4.498325249586755,1.5671627094662304,Iris-versicolor
+4,6.608734478853671,3.256990826487759,5.680988246526222,2.4999848132746534,Iris-virginica
+5,6.244900197063077,2.2,4.478539075010007,1.4832733932853512,Iris-versicolor
+6,4.910570846198039,2.436582712820099,3.0050512694229425,0.8076087166848605,Iris-versicolor
+7,6.236796887824282,2.2000024854576985,4.492980297553211,1.4766859560912413,Iris-versicolor
+8,6.737762098975463,2.9529932238145484,4.826503783544874,1.5900139740518675,Iris-versicolor
+9,7.584598391893022,2.595233511291238,6.8999958605948715,2.2645608893961784,Iris-virginica
+10,6.266170547347475,2.2,4.563932870150456,1.4855169563887092,Iris-versicolor
+11,6.061311104599164,3.0,4.3709039337676465,1.6374672681934148,Iris-versicolor
+12,5.010638670406185,3.250661517783227,1.447799492714928,0.2777921475731778,Iris-setosa
+13,6.719983757648608,2.5353452516336312,5.91216350877046,1.8145027826873485,Iris-virginica
+14,5.000383764170678,3.6922304298504165,1.4416318091943685,0.3918482190093886,Iris-setosa
+15,5.3364120806090805,2.4376300078214905,3.878079011179854,1.1351549085928434,Iris-versicolor
+16,5.119789308775255,3.6667998438249505,1.5565843857524804,0.22022610761978764,Iris-setosa
+17,6.062315909252299,2.200004145748596,5.030440468747095,1.5191308088978734,Iris-virginica
+18,5.802866625993184,3.0,4.115611985069858,1.4669877454182498,Iris-versicolor
+19,5.787428403979365,3.1262853052601414,4.308997614450045,1.3973227505253503,Iris-versicolor
+20,5.174859836914831,3.5165164172470473,1.4953362683100928,0.30878761953552814,Iris-setosa
+21,4.917443882342063,3.0,1.4212929735675792,0.22316943354165758,Iris-setosa
+22,5.938901338433048,3.0,4.514891963522975,1.4218194918005937,Iris-versicolor
+23,5.972017099108116,3.0,4.705469203540679,1.5202583863199661,Iris-versicolor
+24,6.294250079191261,3.0,5.009561893181862,1.8520982343895793,Iris-virginica
+25,6.643224959306776,3.2038827582983713,5.141881361044003,2.208373531800651,Iris-virginica
+26,4.82919501218636,3.0,1.3772207347719738,0.10000037284198922,Iris-setosa
+27,7.731025038304713,2.5411333529062787,6.9,2.251159422677507,Iris-virginica
+28,5.288937268275027,3.5216710025788607,1.467476596867534,0.29026156130975034,Iris-setosa
+29,5.993468475702626,2.200000374108051,4.879918511424203,1.493493440227987,Iris-virginica
+30,4.524698676697258,2.489708798586829,1.3190454870106771,0.26294422196749,Iris-setosa
+31,6.651120050996429,3.0,4.949461844256455,1.6699309657384607,Iris-versicolor
+32,5.97833958568473,2.2,4.95244919161411,1.4403008513694489,Iris-virginica
+33,7.086775990311837,3.0,5.809995956429506,2.2218702662062353,Iris-virginica
+34,5.180145657195089,3.736177850939554,1.4867961850270586,0.23656400618314857,Iris-setosa
+35,5.885682416598219,2.6034606534581575,5.100182411436349,1.9647271580697085,Iris-virginica
+36,6.196689977759074,3.276777194942303,4.738185557492422,1.6856990531786373,Iris-versicolor
+37,5.304331402160738,3.396927601703698,1.7411488061168412,0.29669840930807817,Iris-setosa
+38,5.447087464553521,3.402339973591165,1.7552703543891155,0.2446710223347264,Iris-setosa
+39,5.645528924106785,2.594985310791471,4.344159955968662,1.1972392367361797,Iris-versicolor
+40,5.838073192318547,2.74374142084674,4.442137373186648,1.1954291393386471,Iris-versicolor
+41,6.624165452298439,3.2822942764266436,5.669406199630785,2.1740894323507183,Iris-virginica
+42,6.391579329268542,2.731657608857444,5.005305658051181,1.6257885218643184,Iris-versicolor
+43,5.758195985300999,2.7420940033434524,5.067734902472219,2.190182341603677,Iris-virginica
+44,5.183447117191762,3.561560536891436,1.4262730185778028,0.2564627441644664,Iris-setosa
+45,6.136957985968879,2.2000004437409437,4.4105696366755796,1.4898848393485475,Iris-versicolor
+46,5.199102021555246,3.7126886105367047,1.6355489927387596,0.5271793666019399,Iris-setosa
+47,5.028231923095255,3.2464791611810053,1.2000004577815402,0.20023823399724355,Iris-setosa
+48,5.779688903805444,2.6033518008978587,4.3902823375985225,1.1309371989183719,Iris-versicolor
+49,6.1266122011563695,3.0,4.7608246775253615,1.7970096423305888,Iris-virginica
+50,5.768527493649028,2.5793638048712384,5.077099875408045,1.8938068297017705,Iris-virginica
+51,6.380073705583288,2.267591992700111,4.315737264711043,1.3421902141291193,Iris-versicolor
+52,5.455145692524873,2.9008133304549593,4.269834593733464,1.426589064902147,Iris-versicolor
+53,6.336464102837461,2.577154584761996,4.52879152959869,1.303776630219059,Iris-versicolor
+54,6.757804850315292,3.3238025980832577,5.913235662377413,2.5,Iris-virginica
+55,5.792535765117525,2.5836175421737093,5.017917208340925,1.9774441319399922,Iris-virginica
+56,6.782537401672037,3.128515084372239,5.830662698732871,2.2550706864690384,Iris-virginica
+57,5.889053079878622,3.0687953258367777,4.5097979013927985,1.5782642298138856,Iris-versicolor
+58,5.767554564515844,2.6026412801045584,5.066103851842675,2.0904942756172065,Iris-virginica
+59,7.698386111327174,2.62977849162503,6.899998831928995,2.3181655099190523,Iris-virginica
+60,6.274796160238974,2.327678543929847,4.473555698495543,1.3329314090835076,Iris-versicolor
+61,6.874718446067879,3.3166005938464465,5.956371241096327,2.5,Iris-virginica
+62,5.850278809433527,3.0,5.099295669160879,1.8016661717547184,Iris-virginica
+63,6.1966866460222345,2.903595945308874,4.6759729621349,1.788150765280037,Iris-virginica
+64,5.594592749204242,3.0442589435965766,4.671249058223627,1.5308592953364866,Iris-versicolor
+65,5.170200804252929,2.547867122319247,3.2794376726956567,1.2464714243875845,Iris-versicolor
+66,4.943265255654206,3.191720181324447,1.8010194265547017,0.10000010763015495,Iris-setosa
+67,6.036954577354234,2.5740647426270993,4.883837289307254,1.438844919666693,Iris-versicolor
+68,5.084448515216327,3.3528995195758795,1.6792129652789922,0.28852358212455576,Iris-setosa
+69,6.824084261726295,3.0,5.371914431108762,2.120786666500388,Iris-virginica
+70,7.245589385741717,2.698425140366604,6.649900948976697,1.9161001154052653,Iris-virginica
+71,5.973709962346236,3.0,4.423706920866063,1.4187105211578799,Iris-versicolor
+72,6.643981977485352,2.820061497588361,5.839019305353094,1.9557609531507498,Iris-virginica
+73,5.44574465668785,2.9010121254405714,3.884282991055971,1.321323056492875,Iris-versicolor
+74,4.825239118974706,3.388613521532621,1.4376066663347875,0.21786310315417917,Iris-setosa
+75,4.752283102987599,2.973714358421131,1.4043373090961246,0.3280337714550611,Iris-setosa
+76,5.292417878475815,3.4536434099926376,1.5590277553318912,0.2021978840924003,Iris-setosa
+77,4.852696441593651,3.12856554205065,1.8835603182052758,0.1,Iris-setosa
+78,6.5409924290729755,2.8569797638925136,4.798715838147798,1.443730693731332,Iris-versicolor
+79,4.492351576818407,2.292071525347139,1.2848061546833285,0.2964965888149074,Iris-setosa
+80,5.008815254927927,3.3773134574126527,1.5794518245425426,0.48146049329587637,Iris-setosa
+81,5.831625003650389,2.9647567999856435,3.2933562778423457,1.2988048197411852,Iris-versicolor
+82,6.251817688655996,2.76363314971556,5.1328925297516435,1.7018762920822876,Iris-versicolor
+83,4.977238704676416,3.2283644496118296,1.2000007912489314,0.2171526303564498,Iris-setosa
+84,4.897153867363167,3.0,1.3913614986754512,0.23052510140762383,Iris-setosa
+85,4.947501697226536,3.39071824423073,1.3775655036997225,0.23350174861460296,Iris-setosa
+86,6.906019081194888,3.0,5.0391568788286305,2.2780741910729643,Iris-virginica
+87,6.394774605326062,3.3807937085134245,5.670245298131322,2.394079097462072,Iris-virginica
+88,6.295434878794402,2.8465198936653078,4.9738854331000395,1.7917184923581202,Iris-virginica
+89,5.071099718731477,3.5085153889602094,1.457352490650261,0.5319815383375639,Iris-setosa
+90,4.98371527134661,3.2290583658966527,1.2000004283665187,0.21898238523193175,Iris-setosa
+91,6.176689369830602,2.327626481636643,4.433261551824681,1.2738331628647643,Iris-versicolor
+92,6.082017942620737,2.7053996677419145,5.094042283306777,1.7265408701651623,Iris-versicolor
+93,5.1438110530276555,2.6986202056842497,3.7106991940555725,1.377315247370963,Iris-versicolor
+94,7.707581863615488,2.5623351826291643,6.9,2.3084826252572155,Iris-virginica
+95,7.772142261936217,2.557495613616912,6.9,2.3553037743985756,Iris-virginica
+96,5.142620769730196,3.4028865791463576,1.6105887506402412,0.1833995940732742,Iris-setosa
+97,7.9,3.9566978102542727,6.445903018735254,2.0536628602687386,Iris-virginica
+98,6.8636405254756285,3.0072644091643124,5.641249817053257,2.1953264278352185,Iris-virginica
+99,5.4640287707077135,2.4922272925550333,3.7344333089350177,1.1235433358378197,Iris-versicolor
+100,5.1829855797290545,3.516020764670468,1.4441755371691756,0.2876805782862074,Iris-setosa
+101,6.962606607865289,3.0,5.706437926244133,2.1161834795561454,Iris-virginica
+102,6.1971242414682175,3.310288923731477,4.602888335877446,1.5800193574138415,Iris-versicolor
+103,6.394214855874197,3.0,4.751630471854615,1.7263497892447877,Iris-versicolor
+104,6.132102322937455,2.200000270720117,4.58775980972951,1.5161093114491355,Iris-versicolor
+105,6.802099307582227,2.768396001007185,6.410083891255242,1.936379742246711,Iris-virginica
+106,4.400002910760575,2.913586475098998,1.3971488778710375,0.2070831620256403,Iris-setosa
+107,6.996923109267475,3.3682089182040555,5.898031017301518,2.5,Iris-virginica
+108,4.965824344759924,3.2096290832672034,1.2,0.19916508695702095,Iris-setosa
+109,5.342080173426365,2.4375689941239367,3.8060566598733554,1.0860406652463852,Iris-versicolor
+110,6.910142453121463,3.3813661117064533,6.082057478630028,2.5,Iris-virginica
+111,4.979701554643038,3.40394315189968,1.4239598887388798,0.2779047695532737,Iris-setosa
+112,5.5486709286142135,4.2,1.3992463258161865,0.2023077717713162,Iris-setosa
+113,4.891776472235429,3.0,1.4144933100651143,0.22739935015717344,Iris-setosa
+114,6.6985866113482295,2.999422033388215,4.963485944473716,1.6249052041430792,Iris-versicolor
+115,5.818648419509769,2.771194640291215,5.056906369041412,1.851137050528487,Iris-virginica
+116,5.331432036560946,3.370897362994777,1.8319327093544264,0.19022211794265687,Iris-setosa
+117,6.739366565578637,3.0125208277684288,4.9952223668446285,1.7467507798500022,Iris-versicolor
+118,5.021027163623499,3.3124876654509077,1.4114746305829977,0.2161796856276384,Iris-setosa
+119,4.979893476585863,3.1744041798734837,1.4225611792982435,0.277854266215679,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/10/test.csv b/iris/tab_ddpm/0_2/10/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/10/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/10/train.csv b/iris/tab_ddpm/0_2/10/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/10/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/10/val.csv b/iris/tab_ddpm/0_2/10/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/10/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/11/synth.csv b/iris/tab_ddpm/0_2/11/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3aea1889b0a24b6e56e03703db7b34b25c9d1d19
--- /dev/null
+++ b/iris/tab_ddpm/0_2/11/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.22109147859707,3.374646304346142,1.4987170704891097,0.610589729592796,Iris-setosa
+1,6.8613275215666425,3.3435495213416324,5.668052777303089,2.5,Iris-virginica
+2,6.737322611055033,3.3045357780980527,5.881115812431958,2.5,Iris-virginica
+3,6.781905565264809,3.1642980800364056,5.760109852367941,2.247839611032336,Iris-virginica
+4,5.06202440373917,2.449098461992291,2.7861396199466046,1.1624417966060763,Iris-versicolor
+5,4.88117649125636,3.1296083285679432,1.6300498211684775,0.10000015498873624,Iris-setosa
+6,4.82890808088414,3.0053202363764813,1.491817929252839,0.10000013486601016,Iris-setosa
+7,4.8132141979159115,3.0,1.3838848253001355,0.1,Iris-setosa
+8,5.824118511335311,2.7392326339710578,5.115552956230407,1.9435001471873148,Iris-virginica
+9,5.441580813734505,2.8402327494590227,4.536409441662024,1.3816278516087088,Iris-versicolor
+10,7.061530500388575,3.117555887619847,5.6927215835288045,2.2696273254862245,Iris-virginica
+11,6.06615242415959,2.6091317963610283,5.317296833943374,1.5976647570797793,Iris-virginica
+12,6.403359566703505,2.847385002023086,5.603324446835949,2.01954285718081,Iris-virginica
+13,5.2187363066226435,2.53412709987521,3.861117231254561,1.139402997698925,Iris-versicolor
+14,5.395248305363539,3.7510781443979324,1.7034560568781183,0.6294250288673344,Iris-setosa
+15,5.446293058922942,3.8179055605423504,1.8303740988851456,0.22837783227923777,Iris-setosa
+16,7.899997595487712,3.7757198408820014,6.362521621539693,2.010837867219993,Iris-virginica
+17,4.8617121126543035,3.0648953938419337,1.4710836556174534,0.10000011173057312,Iris-setosa
+18,5.7084999174086954,2.542502725957364,5.037761997887703,2.077459350915481,Iris-virginica
+19,5.812979268159227,3.0,4.2503727031208305,1.4225248320401407,Iris-versicolor
+20,5.773405786971637,3.0,3.898516350482783,1.3704602514521713,Iris-versicolor
+21,6.944269354652733,3.4040890704509623,5.709669159864655,2.5,Iris-virginica
+22,6.693803275723008,3.2992847512587784,5.667503069851432,2.499999200284637,Iris-virginica
+23,6.590865121989089,3.235539051583307,5.582805921743082,2.048452845722982,Iris-virginica
+24,7.728304091552482,2.581311291869773,6.9,2.333577927135251,Iris-virginica
+25,6.76505433557559,3.0,5.998917615302775,2.260998845186924,Iris-virginica
+26,6.739032283224688,3.332306256118263,5.881194762462828,2.5,Iris-virginica
+27,7.899998800651589,3.8075289670954198,6.384563126802202,2.0126286950513705,Iris-virginica
+28,4.863804491451302,3.082495527794145,1.4681647553387658,0.10000011961082099,Iris-setosa
+29,6.558103784067901,2.9901362076265943,4.936287002575983,1.4706126765368528,Iris-versicolor
+30,5.992310466153256,2.480638165023366,4.460051238408572,1.2026192115854881,Iris-versicolor
+31,7.688252300554828,2.5763781938529613,6.9,2.335782316965752,Iris-virginica
+32,5.346148910943639,3.7939893294231672,1.4406663358778942,0.3685721513911062,Iris-setosa
+33,5.43954680406954,3.5503211406475303,1.4976441318445448,0.21176921657874387,Iris-setosa
+34,5.094925667699374,3.3585066633538165,1.6476974360934507,0.45754641151725906,Iris-setosa
+35,7.672951935946481,2.586187930452786,6.899997099811676,2.3077763888219596,Iris-virginica
+36,6.6859886166270615,3.3304196998002626,5.699682660199285,2.5,Iris-virginica
+37,6.201355426925669,2.6875299738178624,5.065243179594679,1.5961948949046263,Iris-versicolor
+38,4.663553000402593,3.4911584033867515,1.4097196409649235,0.5130289033767569,Iris-setosa
+39,5.153233827081799,3.353729680396575,1.5132854318574762,0.22634810406488806,Iris-setosa
+40,5.1426044122556505,2.666349191109161,4.1122869056348055,1.3750773717936462,Iris-versicolor
+41,6.7289453936536345,3.30995163211944,5.654492831778279,2.5,Iris-virginica
+42,5.690551938474382,2.60957270971068,4.35793647508727,1.181773744015297,Iris-versicolor
+43,5.082669341054879,3.527494283270483,1.4991884332917822,0.19090944817320704,Iris-setosa
+44,4.895134513337395,3.070695454135159,1.4870038205582985,0.1,Iris-setosa
+45,5.288586670926072,2.3539676736855446,3.6074741747001444,0.8244910996194748,Iris-versicolor
+46,5.278615999239958,3.8100949916584232,1.484382587263621,0.2554500374612758,Iris-setosa
+47,4.8747094177086305,3.122262213491931,1.6779296405166546,0.1,Iris-setosa
+48,4.410770304414803,3.3209160381337335,1.378308257045505,0.2780627702567771,Iris-setosa
+49,6.147067398920153,2.2,4.3800829485616894,1.4679303586230243,Iris-versicolor
+50,5.765112109823347,3.0596609389050387,4.598579395740612,1.5886126635757465,Iris-versicolor
+51,5.069924552772784,3.3957863790221796,1.4584636102052284,0.26083519495525587,Iris-setosa
+52,6.845245061414514,3.1155311216690778,5.162413010487573,2.2731978837886584,Iris-virginica
+53,6.0115927393213235,2.6321608361435187,4.863768413022218,1.3267720548197588,Iris-versicolor
+54,6.6395502836886084,3.276908127239578,5.722837221180474,2.499998211130984,Iris-virginica
+55,7.168674529582022,2.8839614151055266,6.235945571755703,1.8535196550876503,Iris-virginica
+56,6.26386167243879,3.347993143890107,4.8204594318766905,1.7545751509995433,Iris-versicolor
+57,4.413248682227287,2.925459631667587,1.4012232749777525,0.10000572587758381,Iris-setosa
+58,5.107075123576809,3.7991362313968526,1.8228895701370629,0.20935946391427868,Iris-setosa
+59,7.715858012057572,2.5546150921337993,6.9,2.2944449270057063,Iris-virginica
+60,6.042995381212788,3.176457697905694,4.411324070458578,1.5220262652861507,Iris-versicolor
+61,6.230451420244383,2.3562690870250758,4.643410675481363,1.397619632284796,Iris-versicolor
+62,6.934136161772854,3.31043395258632,5.519887235615416,2.5,Iris-virginica
+63,4.753521990250728,3.372930926008161,1.4199189365899456,0.22588262015895483,Iris-setosa
+64,7.011448739298975,2.8881018907133837,6.010958604791196,1.8326193888328939,Iris-virginica
+65,6.626481721939568,2.736795762004901,5.6994446352818375,1.7891790693990692,Iris-virginica
+66,6.697369828525721,3.0,5.025311116798945,1.6843384549695728,Iris-versicolor
+67,7.899998743134697,3.7889304452029258,6.341185739823582,1.9282467233231348,Iris-virginica
+68,4.997618720201294,3.3534880982116166,1.484754019412847,0.3326637763371299,Iris-setosa
+69,5.811605578845108,2.2,5.0055067124551185,1.4610034951779167,Iris-virginica
+70,6.294378423337244,2.6277766634751387,5.095688653563924,1.8793684152357288,Iris-virginica
+71,6.119071202304706,2.5874913867527405,4.8156124824227415,1.806071584672503,Iris-virginica
+72,4.740265392799373,3.0,1.3694821694043224,0.2326138879461263,Iris-setosa
+73,7.899997929654255,3.7931432646736063,6.378776288134937,1.99652413994954,Iris-virginica
+74,5.930478419422566,2.8134811171899328,4.720289536245474,1.2981123478871717,Iris-versicolor
+75,5.904772297036712,2.8743648481788497,5.109053082713581,2.480012078789132,Iris-virginica
+76,5.487183952314947,3.769827826627001,1.4827773669378772,0.287177797094082,Iris-setosa
+77,5.831210352027207,2.892769572726135,3.7092085248226674,1.2918370552828893,Iris-versicolor
+78,6.17897598551171,2.7396861675438613,5.226718043885534,1.7511109384658374,Iris-versicolor
+79,5.68661197549071,2.6756401203211526,5.057806905447885,2.2360575416409563,Iris-virginica
+80,5.157902111128445,3.2978249322567184,1.4915600209222912,0.2703225044596979,Iris-setosa
+81,6.349019323105318,3.0068578325676727,4.883613534004916,1.6303390129176687,Iris-versicolor
+82,5.390744630895508,2.670926805028263,4.1260192254757495,1.3848810085904664,Iris-versicolor
+83,6.094359725672245,2.6305841055441337,4.980465590925929,1.4604821156017778,Iris-versicolor
+84,5.7598182502595,2.6294779721218813,5.051444618536402,2.0266984364104053,Iris-virginica
+85,4.90525377643983,3.2161895585611453,1.3830607911180512,0.18520589304469842,Iris-setosa
+86,6.002497707191039,2.2000002741961695,4.907336886997348,1.472850416218264,Iris-virginica
+87,5.090467174149947,3.6504960503280017,1.7000060696614017,0.28352999710309257,Iris-setosa
+88,5.937256261694581,2.200000467911486,4.923653568766085,1.4774416752467767,Iris-virginica
+89,5.866785868595926,3.1577856988881976,4.752208823108744,1.7418758663427807,Iris-versicolor
+90,5.530261178901099,4.2,1.4001329822750306,0.21247801592496712,Iris-setosa
+91,5.615841889141386,2.9534036891154,4.4685987490967145,1.2881861186918677,Iris-versicolor
+92,5.098020465279415,3.742781019674362,1.7649876976565988,0.20024138656787172,Iris-setosa
+93,5.161910314855052,3.671824323609917,1.571897008289496,0.29188045789581973,Iris-setosa
+94,4.991182901149823,3.203255845682651,1.2000002597810635,0.19111933055346447,Iris-setosa
+95,6.504839318659188,3.2258921136295045,5.638678244713836,2.499954696911272,Iris-virginica
+96,5.054268458302455,3.35571120358608,1.7310946853601445,0.6398490241783278,Iris-setosa
+97,5.82231711230288,2.4489870557500883,4.973248486676165,1.9261047715389306,Iris-virginica
+98,5.2838689931639395,3.3526648790322295,1.4792612095657967,0.2086044793113523,Iris-setosa
+99,5.808901885413394,2.8572060794017347,5.238507439796022,2.433582644567934,Iris-virginica
+100,6.586365396423019,3.0,4.993574468983752,1.6879225982713224,Iris-versicolor
+101,5.416535642581077,2.7392836130115805,3.594935057609325,1.2466028152417994,Iris-versicolor
+102,4.975880589829526,2.5142252719152873,3.5339197252632344,1.2485045875278076,Iris-versicolor
+103,6.121835149405026,2.7015252721815184,5.491987811959426,1.6517874249861157,Iris-virginica
+104,5.59833856465735,2.6408844934665225,3.709818813543097,1.2254422230216557,Iris-versicolor
+105,4.998761126412312,3.235586069821219,1.4815175702299375,0.4825355920064258,Iris-setosa
+106,5.921498766842529,3.0,4.36795826615222,1.4148631927752986,Iris-versicolor
+107,5.379594683021514,2.8581990123346994,3.644037848047447,1.301750978874719,Iris-versicolor
+108,6.839124576731319,2.6280003809583947,6.080412675851982,1.8203544801027007,Iris-virginica
+109,6.918736404092027,2.7639036723235693,4.74473387553716,1.3974023825385198,Iris-versicolor
+110,6.311258377410728,3.053122593523285,5.514077033116628,2.499542997113162,Iris-virginica
+111,6.834118716724609,2.87360901627642,4.7884935028193345,1.4455051448953928,Iris-versicolor
+112,5.989527262070408,2.8985375310730057,4.4916994550502185,1.329754314959955,Iris-versicolor
+113,7.899997932244178,3.668285914030835,6.375674414954866,2.0129397706530927,Iris-virginica
+114,4.967493510088421,3.2169045373540444,1.2,0.19379377794967728,Iris-setosa
+115,7.71918856612324,2.5979391314819393,6.9,2.3379966117997504,Iris-virginica
+116,5.457389996955902,3.4997670627624005,1.4895782526713701,0.3062512457298131,Iris-setosa
+117,6.600742361347799,2.4838894867699453,5.653907202585758,1.7907447694507799,Iris-virginica
+118,6.437581802247871,2.734504330220428,5.257645363162186,1.9004234965292623,Iris-virginica
+119,7.9,3.839641241764497,6.361086311116412,2.0405395799458663,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/11/test.csv b/iris/tab_ddpm/0_2/11/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/11/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/11/train.csv b/iris/tab_ddpm/0_2/11/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/11/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/11/val.csv b/iris/tab_ddpm/0_2/11/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/11/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/12/synth.csv b/iris/tab_ddpm/0_2/12/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c2e8aee44b05049ed11980e28da7f14cf68d926d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/12/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.433937866649374,3.049068456862022,5.0509221976267265,1.9586354889813264,Iris-virginica
+1,6.207270800323962,2.965633309808062,4.327204488287072,1.3857966507766082,Iris-versicolor
+2,5.415820453544219,4.2,1.3832307715753727,0.19910334743267338,Iris-setosa
+3,5.003747316141066,3.196434795113281,1.2000008105264872,0.2042831510120461,Iris-setosa
+4,5.901464796299364,2.9276448073884564,5.0532432789342465,2.102722478368827,Iris-virginica
+5,5.989741083442838,2.5928146214804757,4.7886232700923745,1.3740204666882947,Iris-versicolor
+6,6.705918220360751,3.276901310316857,5.783237557440522,2.336762666181185,Iris-virginica
+7,6.050574796256476,2.783496923735946,4.4038195535041185,1.1454401614825873,Iris-versicolor
+8,6.445860624853031,3.0750748096808227,5.13628272914065,1.978628532804978,Iris-virginica
+9,4.8956640100209645,3.0881861289745274,1.4783556657427888,0.1,Iris-setosa
+10,5.0349189524362945,3.285110237415651,1.4669894520056004,0.24355175223720196,Iris-setosa
+11,5.4022028465465555,3.780427237437733,1.4834135075346937,0.29431547765544225,Iris-setosa
+12,7.354425699000948,3.0,6.291010546830377,1.926678047495119,Iris-virginica
+13,5.890469489572968,2.4853809030721847,4.364728961760749,1.2611327470154163,Iris-versicolor
+14,5.3885991613018565,2.8792922203436695,4.292476442462878,1.405907841545996,Iris-versicolor
+15,5.530779475387253,2.597099863883072,3.874407063315039,1.0953861051071137,Iris-versicolor
+16,6.158432969973684,3.0,4.9536918189136365,1.699374558470556,Iris-versicolor
+17,4.78624758364027,2.9652674107440573,1.3895088681662984,0.2919856585798064,Iris-setosa
+18,5.2719640936227625,3.684753417818439,1.5906934929466507,0.18245115921460264,Iris-setosa
+19,4.993896586771169,3.2276958559741415,1.2000002045288771,0.18542207794493934,Iris-setosa
+20,6.716651989306293,3.0953446510764535,5.841241031283323,2.2634495417301217,Iris-virginica
+21,6.318010648204786,2.7415521944960344,4.978332255284786,1.5064562118755325,Iris-versicolor
+22,5.933123841796341,2.507767424572849,5.043769217474325,2.0138781521835183,Iris-virginica
+23,4.869222060777497,3.0,1.4273264722468952,0.10000010049125431,Iris-setosa
+24,6.574577189179828,3.2765942387933142,5.637421238778592,2.499994976471277,Iris-virginica
+25,4.877839039473243,3.093370637047185,1.4637464129636437,0.10000014549434538,Iris-setosa
+26,4.5072814052349965,3.352457270627452,1.3859183235307933,0.2679897077267591,Iris-setosa
+27,6.140232532649951,2.950944790180915,4.661642239067194,1.307758807348611,Iris-versicolor
+28,5.252882379420416,3.606790538744638,1.47403026218677,0.22360725081461255,Iris-setosa
+29,5.956601693403857,2.747318511301391,4.532065573681204,1.2719368939222373,Iris-versicolor
+30,5.82330087272439,2.74674891457347,5.043100834857481,2.2913969944289874,Iris-virginica
+31,6.594906603405365,2.788319873119622,5.954215393712973,1.790056378835889,Iris-virginica
+32,5.48474841783802,3.0,4.317206416622282,1.3662614927932755,Iris-versicolor
+33,5.554775318629758,4.19999883184063,1.3810244465237815,0.21872400815817986,Iris-setosa
+34,5.032258059540814,3.337790458479341,1.4040696670191795,0.20375177188744212,Iris-setosa
+35,4.9147169989133035,3.0680218152886174,1.861573100295493,0.1,Iris-setosa
+36,6.5577839078609585,3.296709065589328,5.496785570989661,2.062492277530443,Iris-virginica
+37,6.089254047772832,2.7909521299337143,3.9537314177741183,1.292355034533146,Iris-versicolor
+38,6.3605004141763875,3.266393821155055,5.733373530737508,2.1206602316119527,Iris-virginica
+39,5.449760901399787,3.6084251438715604,1.4981848287081283,0.22026408635349626,Iris-setosa
+40,5.991090995323139,2.633748202429079,5.01483647290384,1.5726908939485607,Iris-versicolor
+41,5.320314679328421,3.408773291545437,1.8515757472695824,0.3789253067667442,Iris-setosa
+42,5.65674739451274,2.987664084721206,4.057254754903061,1.3622901061863595,Iris-versicolor
+43,5.1262319337371975,2.7611854195526653,3.7780781424456773,1.3270535825694765,Iris-versicolor
+44,6.295326809450908,2.7299911193602973,4.164956527050411,1.3582074242008861,Iris-versicolor
+45,5.013917463520235,2.456936067952521,2.5803765995062227,1.037479202493454,Iris-versicolor
+46,5.883648304414876,2.9471109078458078,4.256613755548931,1.4338504771583844,Iris-versicolor
+47,5.384561344760435,2.490596352436447,4.166495597447231,1.072691000062135,Iris-versicolor
+48,5.65873684868809,2.7310021907796194,4.669334897626777,1.1932599046084107,Iris-versicolor
+49,5.031567029741909,3.7760724335396647,1.485875301424414,0.2618360794582024,Iris-setosa
+50,5.215892749115854,2.592465715223142,3.2689023371542025,1.1649445308323265,Iris-versicolor
+51,5.002184096875384,3.240584176583437,1.4149912466843635,0.24845764376985943,Iris-setosa
+52,7.587920845352516,2.6095301304157723,6.899995449119467,2.289900836725375,Iris-virginica
+53,4.991079219411738,3.3406255705657344,1.494405198677577,0.2667189032398004,Iris-setosa
+54,5.831555330767746,2.86585955075625,5.284134238496117,1.6852243078396372,Iris-virginica
+55,5.812276068682875,3.7732776024799,1.9398567900497157,0.28942929812342516,Iris-setosa
+56,6.95352321430355,3.031007197135573,5.7782170308100556,2.172500428019562,Iris-virginica
+57,6.22590924013158,2.2000012879095836,4.495090066629026,1.4820807350818102,Iris-versicolor
+58,6.3679018575208985,3.3973830504315052,5.6506459121680965,2.378900149551393,Iris-virginica
+59,7.6616448937513,2.586943682542808,6.899998494432513,2.266504495690641,Iris-virginica
+60,4.922072502275129,3.1181587388588254,1.4911769464429492,0.10000009008868892,Iris-setosa
+61,5.140607010811454,2.564546272280373,3.354980714632608,1.1495257564370531,Iris-versicolor
+62,7.899997787015259,3.722237339137059,6.354672959522855,1.9889743689278876,Iris-virginica
+63,5.52939296544568,3.0,4.465279643855553,1.529287111074998,Iris-versicolor
+64,5.064947430043757,3.432465721664862,1.51843493960081,0.25104759975623153,Iris-setosa
+65,4.902877169503183,3.0530591906242135,1.4798845120410011,0.1000002410092381,Iris-setosa
+66,6.121833603591532,2.5535858946646965,4.975887161097955,1.463827292563213,Iris-versicolor
+67,5.1646102182368665,3.683442812912886,1.4852727514973334,0.22139501238217338,Iris-setosa
+68,5.840219797780522,2.632017906401896,4.7881851801365345,1.3089651651115917,Iris-versicolor
+69,6.251945080957492,2.2000009738451403,4.5753582575914304,1.509649627028336,Iris-versicolor
+70,6.922920652307428,3.217670537039532,5.93453638209834,2.307449418775788,Iris-virginica
+71,5.455981931001703,4.2,1.3902196252024162,0.22788683025812154,Iris-setosa
+72,5.5280623372801685,3.85385119956125,1.4907962408474333,0.27421727669636764,Iris-setosa
+73,6.254091403663342,2.2000045538782795,4.463284055351162,1.486009068204113,Iris-versicolor
+74,5.4896120970785995,3.63989270572682,1.4874871056712875,0.2831766280496847,Iris-setosa
+75,6.025185560631265,2.9253354115503276,4.753495163961288,1.332273566313201,Iris-versicolor
+76,6.179106478858844,2.200000886079954,4.391938963850793,1.4904118603906358,Iris-versicolor
+77,6.644442665878402,2.5840244127703067,5.526213822892278,1.8769730238616746,Iris-virginica
+78,5.89120835835603,2.724373235125007,5.109488750290674,2.027005170148919,Iris-virginica
+79,6.159956162043896,2.2000003358992584,4.441827977757779,1.4811779959535767,Iris-versicolor
+80,6.716343836693441,2.8069729644312043,4.8367895475106755,1.4444257981285147,Iris-versicolor
+81,5.757411254078005,2.5294695346917413,3.7395628042183517,1.122501057759794,Iris-versicolor
+82,4.939191657473705,2.42099575333361,3.3726566815198753,1.0970317241079448,Iris-versicolor
+83,5.346021129518995,2.5309451714018087,3.9059467352489703,1.1127246980121004,Iris-versicolor
+84,5.043667619774431,3.2339406504167414,1.4827357826544507,0.4562407720255514,Iris-setosa
+85,4.8037541601876566,3.0,1.3957505356685185,0.1,Iris-setosa
+86,5.998332626789965,3.0645579398375697,4.671072586518551,1.5556027137513666,Iris-versicolor
+87,6.356313890627317,2.61898172631987,5.056033008894626,1.7971078857616458,Iris-virginica
+88,5.559422273562922,4.19999926061319,1.385361995727655,0.21168771826085686,Iris-setosa
+89,6.712349373011911,3.017583876289266,5.632181189096527,2.025996368570676,Iris-virginica
+90,6.47493447990375,3.094129064669112,5.003261793241553,2.0220425593924576,Iris-virginica
+91,5.578986102285642,3.092943666845584,4.617164849437162,1.6789288140331147,Iris-versicolor
+92,5.547064650884852,2.6631496428064403,4.392320120495965,1.2506254126363479,Iris-versicolor
+93,5.0740003021234354,2.4654276120398544,3.375772491987447,1.13476641055289,Iris-versicolor
+94,7.42095738823771,2.9969047831169835,6.2856188106099085,1.8912602303770099,Iris-virginica
+95,6.781490796061431,3.1629915240967534,5.097409111061215,2.2533431566785658,Iris-virginica
+96,6.397833722470362,3.2280814902139596,4.803485794066785,1.6965048944659609,Iris-versicolor
+97,6.478386293142719,3.3194903327623,5.715573697267018,2.3620027700036497,Iris-virginica
+98,4.4817400300382415,2.257160797226311,1.296258788859061,0.40042827871445685,Iris-setosa
+99,5.876353981396812,2.2,4.826199065758762,1.3857937363227315,Iris-virginica
+100,6.603302347724259,3.237718999112782,5.590632329804044,2.0365273435630464,Iris-virginica
+101,4.872746140882968,3.2263047677226435,1.4191851068296042,0.27043670554267435,Iris-setosa
+102,6.2264946547963245,3.0,5.484372945816901,2.495796286762568,Iris-virginica
+103,5.423473364884147,3.740748407750738,1.4830602894567397,0.3232108305185434,Iris-setosa
+104,5.261771267695175,2.5469618092641446,3.6018890536226635,1.236420194018974,Iris-versicolor
+105,5.260515884040888,3.6595253650073105,1.4571154102509791,0.27564630798445294,Iris-setosa
+106,6.6729535636638015,3.0,5.098858483706154,2.118014521434312,Iris-virginica
+107,5.550374301521549,2.9338345507372963,4.21444260539218,1.3794981127933335,Iris-versicolor
+108,7.335133069716218,2.9385028412694525,6.292739958865908,1.8673078133386487,Iris-virginica
+109,6.336932210024543,2.284566609737092,4.320363370714259,1.2715172390135503,Iris-versicolor
+110,6.720779638262063,3.3231914624341714,5.68126670379588,2.5,Iris-virginica
+111,5.344069146365031,3.7235143805077655,1.4798385509554661,0.2665829672722243,Iris-setosa
+112,6.117435037822451,2.952937294107704,5.539638545473857,2.3116304741736173,Iris-virginica
+113,4.900619008720291,3.049113981275192,1.4922288116950182,0.1,Iris-setosa
+114,4.769780296864331,3.0898704126988936,1.4014206561067055,0.20265124360112052,Iris-setosa
+115,5.135457444208717,3.751869485293641,1.4760710476680106,0.20044104116058975,Iris-setosa
+116,7.259163650629088,2.8789891605971074,6.307918064343734,1.7997303426434694,Iris-virginica
+117,6.491498025083427,2.5275688737114663,5.639587581007469,1.8121036653853353,Iris-virginica
+118,5.2849361833169235,3.339400637953228,1.536013639233408,0.1902631857749642,Iris-setosa
+119,6.393274449829325,3.2862975725219172,4.754856132965364,1.5992619031668218,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/12/test.csv b/iris/tab_ddpm/0_2/12/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/12/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/12/train.csv b/iris/tab_ddpm/0_2/12/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/12/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/12/val.csv b/iris/tab_ddpm/0_2/12/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/12/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/13/synth.csv b/iris/tab_ddpm/0_2/13/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..81d1c2163622b019ec9d6531f91e926508f5c3ca
--- /dev/null
+++ b/iris/tab_ddpm/0_2/13/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.755839730099147,3.298896725387745,5.697531368246636,2.5,Iris-virginica
+1,5.721815998646646,3.0,4.130643486491657,1.3162998442195082,Iris-versicolor
+2,4.899567906163575,3.0172296020746225,1.484552092706637,0.1,Iris-setosa
+3,6.599390982256269,3.265061760468521,5.635319095597104,2.4999915080728283,Iris-virginica
+4,5.69088842438624,2.3938740725110383,5.024246511586345,2.0491434693269595,Iris-virginica
+5,6.0000372544849805,2.2000004644043187,4.956266499228753,1.4956555351212804,Iris-virginica
+6,4.959337931932022,3.495765826176839,1.394254168832759,0.30988483033043746,Iris-setosa
+7,5.546735891077157,3.7276815605250473,1.5794960940052285,0.5522559494340429,Iris-setosa
+8,4.505542138838975,2.2709858793412816,1.2862203921043154,0.28576618007645765,Iris-setosa
+9,5.998847709314043,2.2000003734787765,5.013430966808507,1.4869921665668542,Iris-virginica
+10,6.672429541378191,3.1279051560257476,5.541016107738935,1.9805482253600044,Iris-virginica
+11,4.8290971543062415,3.0,1.4092399056878249,0.10000014692728315,Iris-setosa
+12,6.650639449223547,3.015352723670481,5.6496435860625995,1.8825528681819106,Iris-virginica
+13,5.352236993173877,3.681221994855464,1.494829198320637,0.26010241210763557,Iris-setosa
+14,6.233339407900263,2.4035358041551866,4.319331388147728,1.2188185664618219,Iris-versicolor
+15,6.094664773148852,2.7699681044051556,4.610270392879718,1.210447860169075,Iris-versicolor
+16,5.651204625619806,2.515890328731,4.964951021480262,2.012339840070947,Iris-virginica
+17,5.911005325287312,3.0,4.937795859650133,1.7921620035499346,Iris-virginica
+18,4.4000010325645205,2.9171456958318625,1.3729203322228738,0.20134715061153263,Iris-setosa
+19,7.722615098601883,2.591661327286162,6.9,2.290224537399872,Iris-virginica
+20,6.630629523440647,3.2950082047377007,5.615449884199792,2.305673307697184,Iris-virginica
+21,5.446074683242419,3.6521129019662566,1.4570869813812284,0.257195944205725,Iris-setosa
+22,4.8324483843052075,3.0,1.434437107109604,0.10000009790898591,Iris-setosa
+23,6.677892339304864,3.0,4.986097291506575,1.5951070005482568,Iris-versicolor
+24,6.339689458991708,2.5787708481378515,4.529473466272872,1.383694989894276,Iris-versicolor
+25,5.42292353188364,4.19999828715224,1.3997711830071415,0.2110002823543172,Iris-setosa
+26,6.7439469534658505,3.035030778002171,5.417665356072617,2.216820300497467,Iris-virginica
+27,5.258149189335159,2.6739840053133777,3.5552632540871376,1.376125373385961,Iris-versicolor
+28,5.71940324939121,2.655254338612158,5.0304124557235985,1.9794524735222117,Iris-virginica
+29,6.108307423893525,2.2,5.007020944728141,1.5358981253428072,Iris-virginica
+30,6.611803143221788,3.0,5.062235394394904,2.123833117884155,Iris-virginica
+31,5.267024410363399,3.8651701335514055,1.4514713408885258,0.5045202385125239,Iris-setosa
+32,6.247350345234295,2.200000870578023,4.543955667941299,1.5494079055330656,Iris-versicolor
+33,7.707641627481146,2.6029536011515075,6.899998458696657,2.279640416332177,Iris-virginica
+34,5.822870795680692,3.0,5.082370148363945,1.7885294983506037,Iris-virginica
+35,4.705403727679818,2.9207038687874887,1.3642701581590007,0.2619982517778693,Iris-setosa
+36,4.914701130479597,3.1271717867217435,1.530731192735918,0.1,Iris-setosa
+37,5.973597330350588,2.797045965168154,5.103318428226484,1.735156844171747,Iris-virginica
+38,6.252620054706134,3.216963770075147,4.663555951050645,1.6156396365024257,Iris-versicolor
+39,5.874169569136931,2.973012198925047,5.212475291170789,1.7748963334006898,Iris-virginica
+40,4.84601724131689,3.008058083987736,1.3784880128771408,0.23235856339968805,Iris-setosa
+41,5.262578191449603,3.791249162148127,1.4948334713434162,0.3771783652610522,Iris-setosa
+42,4.957592939248867,3.112471951359634,1.4160884182712064,0.21874154518054495,Iris-setosa
+43,6.787837442325777,3.328243345529601,5.887829014014535,2.5,Iris-virginica
+44,4.485605774565064,2.301510348585473,1.286830642517522,0.3486392353988738,Iris-setosa
+45,4.834402156902434,3.3030351865802037,1.4044395060013208,0.2488377845315836,Iris-setosa
+46,7.720011653132067,2.550727769700937,6.9,2.3044515873886318,Iris-virginica
+47,5.106711101303261,3.386093832600707,1.4273534843192135,0.233807424799852,Iris-setosa
+48,7.713543860192998,2.62010531315962,6.9,2.317874154322689,Iris-virginica
+49,4.712129940370098,3.389810598274251,1.4087745244116439,0.2648729807622807,Iris-setosa
+50,5.494534391641503,4.2,1.4015864206019626,0.2088544110753293,Iris-setosa
+51,6.093080732864554,3.0315503022154444,5.019572358296544,1.8089060381083963,Iris-virginica
+52,6.1002445150303926,2.2,4.550969501584337,1.4725933341022173,Iris-versicolor
+53,5.546061807735739,3.8329815678707653,1.9087853744947745,0.2699864481152696,Iris-setosa
+54,6.67089122646868,2.983039953945202,5.416741881590867,2.074767117374045,Iris-virginica
+55,6.5611789122596065,3.347937649910909,5.657093630174102,2.264962771993392,Iris-virginica
+56,5.888447338620573,2.9307432917627367,4.3592507270693766,1.4290208189649034,Iris-versicolor
+57,6.731454827700341,3.308228672870956,5.819222865771755,2.5,Iris-virginica
+58,6.754854146939407,3.159984330313922,5.539346914792295,2.0105446833829173,Iris-virginica
+59,4.753139342285134,2.8857488981407045,1.3908529369709908,0.2522794615318261,Iris-setosa
+60,5.7580746765328845,2.646728743702426,5.07893458154677,1.9276351232569253,Iris-virginica
+61,6.8070700512091795,3.362608943984244,5.7535006493596965,2.5,Iris-virginica
+62,5.948849254094066,2.2000002845214777,4.908682548094661,1.5097805865879226,Iris-virginica
+63,5.024284912502183,3.7154651916129398,1.4951793274838074,0.29387215708288306,Iris-setosa
+64,7.150660791218378,2.82359697603175,6.262509419119579,1.808006913750739,Iris-virginica
+65,5.335463801373276,3.8159773575988876,1.6908798784847576,0.22818861207432178,Iris-setosa
+66,6.950541150834107,3.0736708744191117,5.826462524260593,2.289669066944602,Iris-virginica
+67,4.400019518392556,2.9345543223404267,1.3709050609066546,0.1919048010903684,Iris-setosa
+68,5.530996258717563,4.2,1.4079134944715461,0.22279686844906707,Iris-setosa
+69,5.514294106898289,2.6394913973591,4.009532443928966,1.2812327769619807,Iris-versicolor
+70,4.523349804352465,2.355370285588749,1.3084457755755297,0.48042812579481864,Iris-setosa
+71,5.656435587963357,2.446886880732438,4.990913462058535,1.9648361445282307,Iris-virginica
+72,4.917571072880589,3.3509222153507277,1.4335769881184568,0.22811797379714346,Iris-setosa
+73,6.086748710244368,3.0,4.5031996376478,1.3464978698218524,Iris-versicolor
+74,4.830223207906032,3.0,1.4496676562106068,0.10000014902642658,Iris-setosa
+75,7.2122691578491835,3.0,5.700546425819761,2.074105991972683,Iris-virginica
+76,4.460398155486088,3.2528605665706936,1.3506284505700648,0.25740500368659824,Iris-setosa
+77,4.400156834360609,3.0,1.3881402260361093,0.24859884873553761,Iris-setosa
+78,6.29523820472395,2.572011379762966,5.008874522192665,1.4770729228933364,Iris-versicolor
+79,6.298280319426305,3.529345597313235,5.607677500475247,2.3750571253403896,Iris-virginica
+80,6.0799321089869185,2.200000327541086,4.99343361017055,1.5459275927938614,Iris-virginica
+81,5.407173963890564,3.3961013334080894,1.6107351037063222,0.20455515640588026,Iris-setosa
+82,4.666375132332394,2.8369731309246964,1.3472254974737756,0.28842485680700936,Iris-setosa
+83,5.123300776917658,2.5568054664033895,3.678323012403877,1.2447226660624635,Iris-versicolor
+84,6.912745950559127,3.0392538689534594,5.691244515823943,2.161844709584703,Iris-virginica
+85,6.89971580467558,3.057004549337039,5.280442202542613,2.2631296650945867,Iris-virginica
+86,4.93724722018762,3.3261666255768243,1.418934935231393,0.2241514617073999,Iris-setosa
+87,6.912889456346481,2.963615956660497,6.1424007137030365,1.7961241539858441,Iris-virginica
+88,6.7545577111488315,3.333787226705619,5.77583456630482,2.5,Iris-virginica
+89,6.079259797546975,2.9341822016837154,5.178913072852935,2.447988491437403,Iris-virginica
+90,7.038881739149619,2.970811068911583,6.1589406348299995,1.8181044953507008,Iris-virginica
+91,6.282434154711675,2.7627930677621206,4.892839694840149,1.7931679123821143,Iris-virginica
+92,7.622858301131179,2.6274498267077284,6.899997249915563,2.296617172261376,Iris-virginica
+93,5.902448945245106,2.8363678330431976,5.101204187222209,2.247033602466446,Iris-virginica
+94,4.893663275647532,3.153002481025837,1.4770329596333727,0.1,Iris-setosa
+95,7.72574458652247,2.570201977769682,6.9,2.334985808752813,Iris-virginica
+96,7.029399156095572,3.3571773109011374,5.925815325963781,2.5,Iris-virginica
+97,7.004584714657233,3.0354118822539324,5.949197913672156,2.149679239049057,Iris-virginica
+98,4.958608987306064,2.4583004215663466,3.1365643247096573,1.0980910375783826,Iris-versicolor
+99,7.760295281115682,2.6407609328758253,6.9,2.334342039673481,Iris-virginica
+100,5.8972320539282075,2.909714259902905,5.1407199545126145,2.421542704511328,Iris-virginica
+101,5.982601556991677,3.209849439351775,4.6472824057280135,1.5386593910896547,Iris-versicolor
+102,6.69392793290334,3.2755502962841994,5.74989953902562,2.3368793465588036,Iris-virginica
+103,5.976141787876899,3.2401730676622957,4.6074111257192945,1.7297331337241046,Iris-versicolor
+104,7.002839453652717,3.3750398875464676,5.720389973300709,2.5,Iris-virginica
+105,4.85895856023501,3.0198539034481406,1.3981101004053764,0.28372020559417593,Iris-setosa
+106,6.998247154047566,3.048524626770412,5.764821022817164,2.226070843688194,Iris-virginica
+107,5.2563499648938805,2.54245524870811,3.8866136859645075,1.2498305111433554,Iris-versicolor
+108,7.744528619131936,2.519880355814881,6.9,2.300108854858764,Iris-virginica
+109,5.959801327818344,2.874596167625248,4.3402074157890125,1.456413850264228,Iris-versicolor
+110,5.776935630288674,2.7089661932713294,5.119574795527123,2.3679864585595496,Iris-virginica
+111,6.277086397854152,2.8168072414126843,5.098423861737697,2.077750272822742,Iris-virginica
+112,5.645500832196598,2.9639147853406773,3.7411659155764223,1.359792559403059,Iris-versicolor
+113,5.6173992612482255,2.815614000368706,4.0185295619591725,1.1395463263887533,Iris-versicolor
+114,5.654556919949451,2.9579277751728577,4.551680987251502,1.4201399603494593,Iris-versicolor
+115,5.194255520294984,3.589582656876878,1.4619258220547109,0.393945782924574,Iris-setosa
+116,5.392663984132231,3.489032084050578,1.9068241438928966,0.1961132347208157,Iris-setosa
+117,7.699097685717444,2.5923513752907974,6.9,2.2280761531620654,Iris-virginica
+118,5.05054236359544,3.623249060039744,1.541797510029412,0.28733883581151953,Iris-setosa
+119,6.800349209984311,3.290104875068969,5.682702935194306,2.4999994814491115,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/13/test.csv b/iris/tab_ddpm/0_2/13/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/13/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/13/train.csv b/iris/tab_ddpm/0_2/13/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/13/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/13/val.csv b/iris/tab_ddpm/0_2/13/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/13/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/14/synth.csv b/iris/tab_ddpm/0_2/14/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e458ae7b57f9d91e1546a05436193b538d80b131
--- /dev/null
+++ b/iris/tab_ddpm/0_2/14/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.456005072068243,2.4325423663412313,3.6120570025400447,1.0140240420832878,Iris-versicolor
+1,6.282676322051714,2.838147901732649,4.364999582740529,1.2090548756847523,Iris-versicolor
+2,5.845173521092685,2.7503080752211657,4.8114741350708154,1.335693266781945,Iris-versicolor
+3,6.162868662447948,2.2000003020952614,4.280614765631691,1.4716845399844767,Iris-versicolor
+4,5.34083359189065,2.8549377226819606,3.5957726569467203,1.4501807862669205,Iris-versicolor
+5,5.0441507913101,3.2136672485460984,1.2,0.1968203506592835,Iris-setosa
+6,6.539656611778612,3.0090740784749426,5.632639433107762,1.8433239199885112,Iris-virginica
+7,6.235837969078933,2.865842136674519,5.111304603657047,1.7696755250517404,Iris-virginica
+8,4.681197628803512,3.0,1.3889585864417981,0.19984642311133183,Iris-setosa
+9,4.9823360046759175,3.312838369147887,1.4453104026356336,0.2714911761418678,Iris-setosa
+10,7.899998719996549,3.7838795275121835,6.404062514709999,2.0160200514500057,Iris-virginica
+11,6.394115852731167,2.7714819664240595,5.068217112874218,1.7912398351567034,Iris-virginica
+12,5.715128145961002,2.9346108172313827,4.239830876532537,1.268979349675287,Iris-versicolor
+13,5.149633532844024,3.377586141058918,1.4987198573955651,0.21244804834778985,Iris-setosa
+14,5.363574161711332,2.5537392714043845,3.957176435957815,1.1199774560442535,Iris-versicolor
+15,4.695406398869508,2.8662598591973643,1.3611121223593616,0.20383664851412042,Iris-setosa
+16,6.789942015081245,2.9043362618865185,5.919797284988587,1.8289757506208264,Iris-virginica
+17,5.932273267497575,2.5100657388370964,4.141967808533307,1.1906699134195489,Iris-versicolor
+18,6.472373927628497,3.084559498153836,4.935192031224548,1.988163886345751,Iris-virginica
+19,6.690374147507033,3.0,5.728879605342888,1.9564130359136864,Iris-virginica
+20,6.656873592030975,3.321833630982312,5.695750775210679,2.174684951779612,Iris-virginica
+21,4.994666490708054,2.3980789161020875,3.2293555726871546,1.0559177708652012,Iris-versicolor
+22,6.19608381957844,2.2,4.477007119687085,1.4632772207662872,Iris-versicolor
+23,7.264724940575922,3.0,5.012713391323493,1.6187044750781603,Iris-versicolor
+24,5.429082824977846,3.539283715926556,1.9608278568011381,0.4651844357984578,Iris-setosa
+25,6.374526159964095,2.3294441983637664,4.577172658251139,1.3731376437585476,Iris-versicolor
+26,6.619912953628091,3.16116755453224,5.570965429406094,2.0808811345885516,Iris-virginica
+27,5.893716308657049,2.790819589036399,5.092478517517922,1.6459780573280867,Iris-versicolor
+28,6.560499348915646,3.298796158324758,5.855714793711137,2.2703202777297644,Iris-virginica
+29,6.01249337546367,2.793729223417301,4.805726405064353,1.257613569431322,Iris-versicolor
+30,6.671911334997275,3.0,5.491739242911719,2.1047434757404133,Iris-virginica
+31,7.417988955528934,3.0,6.263379203831814,1.998068031215649,Iris-virginica
+32,5.817134111932026,2.608032576629609,5.090801039086998,1.8877817640378804,Iris-virginica
+33,6.4298147299984505,2.9665574919075928,5.05799535509011,1.8359627047625153,Iris-virginica
+34,4.697364090438187,3.2396869962734867,1.4049353241519673,0.22227766818222017,Iris-setosa
+35,6.798920063250196,2.572979580012579,5.879020681005566,1.803161640778444,Iris-virginica
+36,6.256294102442963,3.2426786721975187,4.718921702384881,1.581477000302001,Iris-versicolor
+37,6.614083725615541,2.8278040400773667,4.871948380100536,1.5694734623163578,Iris-versicolor
+38,6.863103667117367,3.182025558514538,5.740804551337499,2.261048011600973,Iris-virginica
+39,6.695814841538673,3.0536212107452885,5.023368768435322,2.3266728550355946,Iris-virginica
+40,5.07290554302992,3.2010727185234416,1.2000005565488467,0.20379190048044207,Iris-setosa
+41,6.700428668497685,2.854394473184699,6.128607706119947,1.7433144955474684,Iris-virginica
+42,4.8740214719436405,3.0427660623058994,1.8197733570290908,0.10000014154633266,Iris-setosa
+43,5.888427124554003,2.2,5.003490695988642,1.4623788855512432,Iris-virginica
+44,5.332578715034292,3.7936411924981526,1.7332565394371815,0.3295214444388306,Iris-setosa
+45,5.433169633798776,2.585273710874577,4.332678560411016,1.1459043273721512,Iris-versicolor
+46,6.171958419018692,2.2892405550361468,4.421563866784346,1.2757258134806027,Iris-versicolor
+47,6.774164501936095,2.9889839703011187,5.8004569317249395,1.9187133042684883,Iris-virginica
+48,6.968698320668925,3.3501546552291557,5.7761486793800705,2.5,Iris-virginica
+49,5.976576376864713,2.200000768245761,4.918351816452195,1.5461106011480996,Iris-virginica
+50,4.995219090304378,3.406590343130626,1.3949803869965227,0.2532313627105308,Iris-setosa
+51,4.644101410831225,3.615501894294224,1.4087723094174878,0.5313920417718188,Iris-setosa
+52,4.479315526912897,2.3262480446751366,1.3188207439955064,0.28068082417308626,Iris-setosa
+53,6.280962406492792,2.8927213906152747,4.4677032840341555,1.2554703540900891,Iris-versicolor
+54,4.709454767113238,3.6034908293831074,1.4184638099193372,0.3016133272869776,Iris-setosa
+55,4.936088276623832,3.570271463487542,1.483574867248102,0.3161656825447579,Iris-setosa
+56,5.9167349551472075,2.5992241570241696,4.4905331093344785,1.1205487226353614,Iris-versicolor
+57,6.522300397162604,2.775430338114572,5.664943077781021,2.0336635618617964,Iris-virginica
+58,4.95346247822026,3.3302001094579805,1.42817030317467,0.1897653417740402,Iris-setosa
+59,5.467408091764826,3.47396254538283,1.9142698349573257,0.2863949221802719,Iris-setosa
+60,6.45114198868949,3.0,5.566476605579479,1.7795041314438156,Iris-virginica
+61,6.052801850846987,2.949297101597152,4.842467524505298,1.8088466472521494,Iris-virginica
+62,6.764008927751492,2.9375425691718333,4.932210042041623,1.5602898352449401,Iris-versicolor
+63,5.462667355912211,2.8976696122863554,4.430906091722061,1.6103014039798265,Iris-versicolor
+64,5.9656512091867295,3.219884818229219,4.724404432385615,1.7898890366518525,Iris-versicolor
+65,5.777643503861809,2.5456492240332373,4.257988844351878,1.1351077193115533,Iris-versicolor
+66,6.0100880611019685,2.82348813399714,5.330061443696009,1.7824751716833875,Iris-virginica
+67,6.777291035025729,3.200993933004702,5.6428949612738535,2.1684009575575356,Iris-virginica
+68,5.6027962261318685,2.501170803308508,4.258127795948498,1.218401523136991,Iris-versicolor
+69,6.80277380753563,3.330605541790552,5.702145328954731,2.5,Iris-virginica
+70,7.6542292090447335,2.5911292588566908,6.89999879208533,2.3006990135392926,Iris-virginica
+71,5.682595857215407,2.379363131322414,3.942271464552716,1.1568554816836567,Iris-versicolor
+72,6.1141331578248375,2.2,4.404087687975365,1.515043326005419,Iris-versicolor
+73,4.856166845363091,3.0604320558381257,1.498263299884992,0.10000009308030831,Iris-setosa
+74,7.34513200740975,3.0,6.147551371952188,2.124218933800689,Iris-virginica
+75,5.038201936786952,2.49884588989759,2.6765614691327198,1.1140885972290822,Iris-versicolor
+76,4.4684229922567225,2.261186852557059,1.3110424894741843,0.28600000749893445,Iris-setosa
+77,4.923868841988089,3.3779601776928523,1.4143632327259061,0.25511229979653943,Iris-setosa
+78,4.81190430769684,3.050064583197289,1.4683714070265839,0.10000010380033837,Iris-setosa
+79,6.8351321925076265,3.0920032514838405,5.823927199425022,2.2343539736964146,Iris-virginica
+80,5.1701452879718985,3.89909420178799,1.6371210270692058,0.22790548653579296,Iris-setosa
+81,4.981876845170249,3.2022758679858208,1.2,0.20248272968668957,Iris-setosa
+82,5.426855657381314,2.7125046044483643,3.8439256843212504,1.2823189499739458,Iris-versicolor
+83,6.135694449496741,3.0,5.201453236206318,1.7835255152611746,Iris-virginica
+84,4.908646907374361,3.1029845003133056,1.9764089233431792,0.10000010203570416,Iris-setosa
+85,6.00286701423655,3.205174147754382,4.447277793215538,1.563391453630633,Iris-versicolor
+86,6.877316480053779,2.9977144184210807,5.8422130319558665,2.032981218170945,Iris-virginica
+87,4.9213804395549205,3.0266491602189367,1.4214788248218981,0.1,Iris-setosa
+88,4.4,2.8326433598916028,1.4110514302304056,0.2151677576924697,Iris-setosa
+89,5.763424446582118,2.994738609147922,4.445946567367971,1.6206869443781815,Iris-versicolor
+90,5.853004170742205,2.531207730772726,4.889609737723821,1.9756232995909948,Iris-virginica
+91,6.205471935212069,3.5917894342147205,5.613593886570151,2.397441598742172,Iris-virginica
+92,5.498355808985725,2.552486723052585,3.6225881938158064,1.173611422228967,Iris-versicolor
+93,5.4303591008311045,4.2,1.3931701563998,0.1944899135336589,Iris-setosa
+94,5.953039419320446,3.007119113548379,4.537136559790033,1.5627851395161891,Iris-versicolor
+95,5.248585843542929,3.711514119338941,1.8095954455452752,0.23222830533395522,Iris-setosa
+96,6.307177587604203,2.3045140039263647,4.454876241577182,1.3241670610914882,Iris-versicolor
+97,7.7114464220568575,2.643259116392567,6.9,2.345341340825209,Iris-virginica
+98,6.031206515460959,2.6072903448141083,5.063671389484336,1.551863965575118,Iris-versicolor
+99,6.727910796827351,2.822183075316563,5.880650008111323,1.8074439401250342,Iris-virginica
+100,4.913306552319318,3.150517637257085,1.7918214998315314,0.1,Iris-setosa
+101,5.286085937760305,3.7681751560803343,1.5939163590335663,0.29934014848191925,Iris-setosa
+102,5.456456966360343,4.199998814729746,1.3876230894784563,0.1910713103806337,Iris-setosa
+103,5.805731076311178,3.05404320863603,4.5337882568176635,1.5162958266174564,Iris-versicolor
+104,6.478086625705557,3.115266847890558,4.942405812728883,2.0772998588893703,Iris-virginica
+105,6.671003323459977,3.0,5.425014260834779,2.080799626963236,Iris-virginica
+106,4.922489345731162,3.2265677840267126,1.3581063229747745,0.2326303777974006,Iris-setosa
+107,5.457828375502516,4.2,1.3903505313064088,0.19052679974380718,Iris-setosa
+108,5.470546185667035,2.596216859014845,3.9506934511422824,1.2344711633016467,Iris-versicolor
+109,5.777465699178981,3.094381744012475,4.661319900141198,1.6963494260754866,Iris-versicolor
+110,6.093064323250054,2.9417029654305598,4.302110359510788,1.2600872927044093,Iris-versicolor
+111,6.781204434158371,2.9057648944123082,6.162195564835549,1.981023495092743,Iris-virginica
+112,6.797249559452416,2.9582890142299565,5.51919299543524,1.9714619897280394,Iris-virginica
+113,4.9382379917392525,3.481153580115738,1.4459125485407125,0.2750625040967931,Iris-setosa
+114,5.1388485896524045,3.70459949003293,1.4763756371845742,0.2871626829531398,Iris-setosa
+115,6.022777512872879,2.2,4.399252486625853,1.4874262138611531,Iris-versicolor
+116,4.753957719826915,3.267799754589062,1.4370478925901549,0.2615462710766131,Iris-setosa
+117,4.728676560929309,3.3770432434023103,1.404824500485099,0.25621082021728786,Iris-setosa
+118,7.725636297685407,2.592258858204636,6.9,2.3317295221867402,Iris-virginica
+119,5.786915407188498,2.710699487691317,5.048568568839564,2.374532711640343,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/14/test.csv b/iris/tab_ddpm/0_2/14/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/14/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/14/train.csv b/iris/tab_ddpm/0_2/14/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/14/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/14/val.csv b/iris/tab_ddpm/0_2/14/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/14/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/15/synth.csv b/iris/tab_ddpm/0_2/15/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ad06f765ac19a1b194ed7e8c7dd45501f35d7767
--- /dev/null
+++ b/iris/tab_ddpm/0_2/15/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.655444831640738,2.7543973571365052,4.497264179827815,1.2719022445254753,Iris-versicolor
+1,5.709017714686592,2.8537055943416254,3.9179122507736133,1.3074545977411416,Iris-versicolor
+2,5.7033408588795105,2.9622244238496,4.394456806996787,1.367709738814141,Iris-versicolor
+3,6.1933515806908375,2.2,4.57987827721334,1.4422404901270318,Iris-versicolor
+4,4.773924892181872,3.0,1.3780442489499398,0.10000019744940668,Iris-setosa
+5,6.188149260094543,2.2,4.493149210133464,1.5668325935909095,Iris-versicolor
+6,5.987378675416966,3.0,4.57104177314612,1.5366733066482043,Iris-versicolor
+7,6.118558702650281,2.2,4.4727742720119865,1.4748997030071804,Iris-versicolor
+8,6.904772756810631,3.1082492074724763,5.3448816057084025,2.2362855501269485,Iris-virginica
+9,7.7116189665128125,2.5802797879824935,6.9,2.319145411145718,Iris-virginica
+10,5.082397210666068,3.6943796329217324,1.4960579920497385,0.35844443551352306,Iris-setosa
+11,7.638657109291959,2.5916314471544166,6.899997939678933,2.272267760982646,Iris-virginica
+12,4.8697325385625945,3.0509442450285196,1.4707618400464983,0.1000000917413229,Iris-setosa
+13,6.813834758867773,3.1584044766420316,5.853842322668795,2.23260025491797,Iris-virginica
+14,6.709931365464815,3.2815587982881853,5.833497341464527,2.499999283591878,Iris-virginica
+15,5.017539011389618,3.5714921829653914,1.4011279782623562,0.271561206806742,Iris-setosa
+16,6.190508172236762,2.2000003016286374,4.4936540372031555,1.435027466774872,Iris-versicolor
+17,5.995251898581048,2.2,4.841789970194574,1.4825785451157578,Iris-virginica
+18,6.260987267108387,2.674373650210168,5.435500118965125,1.7870726268400399,Iris-virginica
+19,4.886156573453487,3.025384917136108,1.4594326640619821,0.10000011074705574,Iris-setosa
+20,5.593130711607366,3.7989622553391356,1.8786325137820385,0.6215140735841862,Iris-setosa
+21,5.917525432198363,2.7584120410823743,5.084658744739843,1.637840657311966,Iris-versicolor
+22,6.277248564790337,2.200001153909408,4.34715929985004,1.5181516757118096,Iris-versicolor
+23,7.8999986858803,3.765294206660127,6.401104434929057,2.03483213563206,Iris-virginica
+24,6.101588862934367,2.712458522083101,5.022495474046521,1.7794769464927374,Iris-virginica
+25,5.933075890985645,2.322826582554789,3.8887334715629196,1.1954061099092808,Iris-versicolor
+26,4.9053106651672564,3.3130991328003865,1.445819833781736,0.19449568290138086,Iris-setosa
+27,5.833684068133166,3.0573168267997226,4.719141170121389,1.6642191215371334,Iris-versicolor
+28,6.919452162745893,3.0834519209113407,5.568354812040426,2.2505818913357705,Iris-virginica
+29,5.588749868834099,3.0850664418231037,4.509353925738553,1.7924271265380403,Iris-versicolor
+30,6.749260509887691,2.9052250872205683,4.907756729987449,1.4795955034796462,Iris-versicolor
+31,4.514597933282243,2.3317932262591556,1.3110209606811891,0.5103646234442503,Iris-setosa
+32,5.249964338999445,3.9435816179248,1.479810824613995,0.33213249180314164,Iris-setosa
+33,4.888409008551452,3.1110433686335823,1.4753337133101032,0.10000030457345056,Iris-setosa
+34,6.475308234404218,2.5166797826418623,5.589390954143552,1.8264213408346188,Iris-virginica
+35,4.9967568514211775,3.1874308902298853,1.2000003801669987,0.19485112424413728,Iris-setosa
+36,5.057248995637703,3.3715832931980674,1.403873473490765,0.23231947234627226,Iris-setosa
+37,7.761317182004984,2.5921561808745053,6.9,2.261716179522976,Iris-virginica
+38,5.041428012522238,2.566516085993523,3.8107564982142903,1.364868753636775,Iris-versicolor
+39,6.453945347274498,3.0,5.274783201237461,1.8692213700315774,Iris-virginica
+40,4.859833034929521,3.0,1.3807569514666553,0.22915954095416274,Iris-setosa
+41,4.865057321504815,2.3931567631774393,3.6752709635559286,1.0318959574826958,Iris-versicolor
+42,5.802668540319961,3.0,4.523319620049996,1.349326411871502,Iris-versicolor
+43,7.744735775796209,2.587028593312372,6.9,2.2991373611363124,Iris-virginica
+44,6.659465861857351,2.6193087939001796,5.96930621210827,1.8067847274437452,Iris-virginica
+45,6.678865510401575,3.2243207169024513,5.39451578053944,2.228612177310465,Iris-virginica
+46,6.160231374272862,2.892947008555885,4.059367581661961,1.3011771352390755,Iris-versicolor
+47,5.845806452058139,2.930278982780411,5.182943906615062,2.436258621173722,Iris-virginica
+48,6.753827354195622,3.184252829356315,5.265013406033743,2.1600265470924453,Iris-virginica
+49,5.119175444734747,2.4018922642474263,3.3190454741993967,1.0018316055666612,Iris-versicolor
+50,7.646556586010375,2.6174056421337304,6.8999986933477855,2.3079133331974524,Iris-virginica
+51,5.077407855385592,2.4404908835168313,3.518009260552196,1.1278187478135346,Iris-versicolor
+52,5.53676661757202,3.499495924451004,1.4991007859779113,0.23618803054317872,Iris-setosa
+53,7.656525923480844,2.626427029678025,6.899998366625541,2.3098317817570844,Iris-virginica
+54,5.476141356989309,4.2,1.3556252598204064,0.19161346529889958,Iris-setosa
+55,4.974390174690833,3.3884990872830647,1.4170764579747257,0.27143546921759554,Iris-setosa
+56,6.3030714907100815,3.020378425728337,4.6916114041844565,1.5196436440516041,Iris-versicolor
+57,5.465651542892186,3.41004981453273,1.7766062289588511,0.2095538931183567,Iris-setosa
+58,5.741466953267935,2.612624933069389,4.27923893166472,1.2114588868496599,Iris-versicolor
+59,6.798041237028373,3.0443178985114874,5.1423195368634955,2.3103870406149927,Iris-virginica
+60,5.8950255255663535,2.4973687289830186,4.349285516776919,1.197074741792144,Iris-versicolor
+61,4.898364689251901,3.102439458295714,1.5726452386893335,0.1,Iris-setosa
+62,5.8538874576304805,2.9101426768049823,5.107153597392667,1.9577080560058522,Iris-virginica
+63,6.73081109840176,3.2440762395197877,5.700022028623775,2.2357160874208772,Iris-virginica
+64,5.749700442696124,2.499065480491404,5.043968370965759,1.9589970047569845,Iris-virginica
+65,5.9246668986034425,2.8079586709452684,4.940357846992451,1.7838870708254027,Iris-virginica
+66,7.133982734349209,3.088536302176514,5.947199926179764,2.2080988657078313,Iris-virginica
+67,6.6982893646301,3.316807067310455,5.686388603325263,2.5,Iris-virginica
+68,5.484812128033214,3.3917230583892692,1.9661994793210962,0.1873097318338123,Iris-setosa
+69,5.799351489482698,2.9783425808156316,4.330247955199308,1.3949315689644806,Iris-versicolor
+70,6.012402839799138,3.0,4.364261335971762,1.3237425122354232,Iris-versicolor
+71,6.046024843463017,2.62793542382878,5.091096494556122,1.552842235574195,Iris-versicolor
+72,7.752647256213982,2.5736549426110007,6.9,2.315043067284248,Iris-virginica
+73,5.955176165989334,2.4583012368407413,4.526574429322576,1.324000333376436,Iris-versicolor
+74,6.317319570414253,3.416754324674926,5.56412042759825,2.441345510458531,Iris-virginica
+75,7.2112442081206956,3.4019420819648984,5.797377179842785,2.5,Iris-virginica
+76,4.434724565073603,3.3490071355492312,1.3785144538348795,0.2732561539094441,Iris-setosa
+77,6.217696144769456,2.200001100418537,4.496643847450809,1.5036980860670004,Iris-versicolor
+78,6.964498714842344,2.865045935351354,6.155542908023932,1.8920789489292977,Iris-virginica
+79,6.656166268787477,2.9027330651165406,4.773369765365799,1.578597960884843,Iris-versicolor
+80,4.896727359216952,3.135609036747302,1.4965850998572916,0.1,Iris-setosa
+81,6.376883030870424,2.611675226839968,5.572070569952682,1.8065073957330955,Iris-virginica
+82,7.69659086394344,2.5960134426437573,6.9,2.3018201269713443,Iris-virginica
+83,6.214026478662884,2.2,4.35740307812445,1.4743780903201753,Iris-versicolor
+84,5.548699746311366,3.0,4.504084266615793,1.4516133848807706,Iris-versicolor
+85,6.397207182730728,3.3850927835965425,5.680679942442052,2.4951860885038286,Iris-virginica
+86,6.699882848268622,3.266958779873827,5.6244376388122,2.1987810871297007,Iris-virginica
+87,5.453673545265516,4.2,1.3546809031266522,0.18384911572645443,Iris-setosa
+88,6.06487219706782,2.200000295085978,5.007122405723446,1.5288881083159191,Iris-virginica
+89,6.175938016254236,2.7332233910874364,5.114788020164181,1.719823267641761,Iris-versicolor
+90,6.391648834873935,3.0,4.798741383235402,1.633918601773329,Iris-versicolor
+91,6.671446070169808,3.077121960735394,5.720423862568683,2.057773759112312,Iris-virginica
+92,5.484377937932217,3.8635282904000023,1.5061070718730893,0.2916894290361754,Iris-setosa
+93,6.065617767752939,3.0,5.1091498893470035,1.8267776300038232,Iris-virginica
+94,4.991928011449221,3.229604854553112,1.200000393583138,0.19341873162176804,Iris-setosa
+95,5.5194142352218085,4.2,1.4023476942679873,0.1952793742503452,Iris-setosa
+96,4.84609407869755,3.3367488070863303,1.3886645802556077,0.2570656050512954,Iris-setosa
+97,6.05753448555102,2.4683777003063962,4.560866486165873,1.4198114844663499,Iris-versicolor
+98,5.526651136177699,4.2,1.3923655283101863,0.2146420544868873,Iris-setosa
+99,4.638355329456147,3.0,1.4073396079470668,0.22676986894052,Iris-setosa
+100,6.539998463558792,2.8338486397470315,5.106045782910063,1.887891463256858,Iris-virginica
+101,5.7407846130913125,2.659246513542555,4.0272458125452815,1.1992130145181636,Iris-versicolor
+102,6.342410295053778,2.354219471846654,4.793622120887178,1.4280923476351615,Iris-versicolor
+103,5.555556184856639,2.86291472682197,4.496059272573805,1.3942070451926152,Iris-versicolor
+104,5.482955681110061,4.2,1.3999381402237372,0.1851945495366898,Iris-setosa
+105,6.404390724150045,2.7638179030382473,5.033897358673732,1.6008401317774077,Iris-versicolor
+106,6.582051175585749,3.3059935050761418,5.692525364425424,2.3229198333046814,Iris-virginica
+107,4.9766273854356236,3.2277103629271666,1.2,0.19976423056773324,Iris-setosa
+108,4.892523185651105,3.106134481005685,1.4892772437754571,0.10000014081326801,Iris-setosa
+109,6.757490867060397,3.1915896844966753,5.832652818220766,2.3029001594756355,Iris-virginica
+110,6.299907350007786,2.630873124742039,4.378356951498165,1.2087162053299232,Iris-versicolor
+111,5.931899034494569,2.9539099499604893,5.142112720406824,2.4714816189272577,Iris-virginica
+112,6.65413285351109,2.8331418558016597,5.75441558463373,1.9996343983055245,Iris-virginica
+113,6.284961187457159,3.3424592995604536,4.805188719064018,1.7203693716543205,Iris-versicolor
+114,5.508934349086145,2.4868059033314407,4.345994635263464,1.0759249428460096,Iris-versicolor
+115,5.485297055675272,2.3134138974971687,3.6253938489781437,1.0449975878839963,Iris-versicolor
+116,7.728542851202617,2.5363665533870443,6.9,2.3413849602268093,Iris-virginica
+117,6.136513350680035,2.5772787536093533,5.64422990868576,1.4174759336077263,Iris-virginica
+118,5.217739986544049,3.5232039650194897,1.8833660615510972,0.7693544185403689,Iris-setosa
+119,4.52266122477936,2.401866278965891,1.3208299993236845,0.3413424860686524,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/15/test.csv b/iris/tab_ddpm/0_2/15/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/15/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/15/train.csv b/iris/tab_ddpm/0_2/15/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/15/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/15/val.csv b/iris/tab_ddpm/0_2/15/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/15/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/16/synth.csv b/iris/tab_ddpm/0_2/16/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..94f8db5715d2069ae7750a21c3f0f6c5d6711204
--- /dev/null
+++ b/iris/tab_ddpm/0_2/16/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.817247260532464,3.0,1.376521689941142,0.18865749362608086,Iris-setosa
+1,5.716419866456794,3.015400623949452,4.661796092882881,1.6436268538246557,Iris-versicolor
+2,6.799554938772389,3.1147560259722846,5.712178001488567,2.292715149176528,Iris-virginica
+3,6.280240680113794,3.0,4.461378724188007,1.4955988936569617,Iris-versicolor
+4,6.689513583250089,3.1857346488637104,5.579078326342968,2.1062186726175014,Iris-virginica
+5,6.030844221185134,2.814273201658911,5.282058681183646,1.741293238168814,Iris-virginica
+6,6.461174936080106,3.0365289799011346,4.876559606903847,1.6574919800867791,Iris-versicolor
+7,5.657141220202668,2.3288635715402504,4.087661687839464,1.176610365929653,Iris-versicolor
+8,5.005014857484446,3.3747971537457375,1.4700766653617672,0.7845916792639178,Iris-setosa
+9,4.871546890066402,3.0511229271321407,1.4631848867863975,0.10000010972504411,Iris-setosa
+10,5.085264684215303,2.466804306258074,3.163111114902471,1.0727059921263091,Iris-versicolor
+11,6.323415303721151,2.9342223530354654,4.935669287697736,1.8150075767354183,Iris-virginica
+12,5.977995628504893,2.2000006209841825,4.897580913367912,1.5057735035079274,Iris-virginica
+13,5.482102469767125,2.9798082878203878,4.360281949954775,1.430945431798813,Iris-versicolor
+14,5.039437404969262,2.355315033041281,3.305735802595749,0.897492307058068,Iris-versicolor
+15,4.965861446445925,3.342643581586386,1.4372009882734007,0.23699912739698983,Iris-setosa
+16,5.943006466819074,3.0,4.831000616493879,1.8034821274775656,Iris-virginica
+17,7.666229212131767,2.567548051453555,6.9,2.279676988126974,Iris-virginica
+18,5.404467351182912,2.6092979016406965,3.7129556949076026,1.24625028916269,Iris-versicolor
+19,4.4003671899800905,3.0761066045339165,1.379015295978625,0.21401394154787384,Iris-setosa
+20,5.655276376337835,2.496713708612514,3.5935787822703835,1.1493668447620682,Iris-versicolor
+21,5.07510856906874,2.424869799616697,3.5977693324960973,1.0204713455957264,Iris-versicolor
+22,5.183326321550312,3.6403816284574497,1.4981661755398967,0.5363456534446462,Iris-setosa
+23,5.976927497660016,2.7069655890185595,5.213731841419164,1.8116161894331002,Iris-virginica
+24,5.571218196668606,3.6223858302408294,1.6221878422843483,0.2070926733918173,Iris-setosa
+25,5.765111108855742,2.884298081280577,3.929450583689857,1.369632279764283,Iris-versicolor
+26,4.4,2.965406582331049,1.3753618914058623,0.1968575947774624,Iris-setosa
+27,6.676688083204078,2.8199665729503636,4.658051938216606,1.3501335651188817,Iris-versicolor
+28,5.013967644106659,3.2169197795413367,1.41327142887182,0.18503878786207772,Iris-setosa
+29,7.685819887049609,2.5690415500422645,6.9,2.3146709454381194,Iris-virginica
+30,6.04686051416138,2.963724389732159,5.079111116792168,1.8154006202192674,Iris-virginica
+31,4.864575597305665,3.1088972416280116,1.4961087236958974,0.10000032841028733,Iris-setosa
+32,4.4,2.955127956683012,1.3881615037600439,0.200945676752323,Iris-setosa
+33,7.69126766761731,2.583132177027081,6.9,2.2929858840591137,Iris-virginica
+34,6.16560850352178,3.0,5.238198184313744,1.8103860961419511,Iris-virginica
+35,5.3592880215103005,2.5963049728320144,4.058954731489271,1.1412762401299925,Iris-versicolor
+36,6.095261530990115,2.762488236273005,5.123545972524331,1.6904325882592146,Iris-virginica
+37,5.290656999299086,3.8810117965611632,1.557532594930904,0.38511958599378016,Iris-setosa
+38,4.783819795943252,3.0728798779296858,1.4413997392447124,0.10000009147898396,Iris-setosa
+39,5.134291467548427,2.489170177070288,3.940223833813557,1.2634609177139402,Iris-versicolor
+40,6.192984764924259,2.2,4.556702921778582,1.5143516613991637,Iris-versicolor
+41,5.748021338122272,2.850586742399357,3.751721215135702,1.3633348813333324,Iris-versicolor
+42,6.746349953939502,2.971306986569571,5.568417632847518,2.0393828512262315,Iris-virginica
+43,6.647115719807459,3.1035755659124256,5.882027183577608,2.275684060441052,Iris-virginica
+44,7.9,3.658173302749732,6.4384519336152035,2.076665043647898,Iris-virginica
+45,6.05255524868973,3.237006805518439,4.767724545884857,1.7171062899761078,Iris-versicolor
+46,6.693341063593757,3.3244132638312904,6.064313413788018,2.5,Iris-virginica
+47,4.880958354498532,3.509879257764679,1.4611621626296083,0.42135237137564213,Iris-setosa
+48,5.464024158523625,2.4980078317551113,4.284431729861135,1.1995011454684437,Iris-versicolor
+49,5.366051565783855,3.364840332744813,1.7641977579417798,0.5476629969730914,Iris-setosa
+50,6.342513000671327,2.8010721522161197,5.846204314717034,1.7937465923234057,Iris-virginica
+51,6.00948943226928,2.2000008683559447,4.958226524549292,1.4626907183966242,Iris-virginica
+52,4.94660459784057,3.2509572148016597,1.4002682883518769,0.18834624165082575,Iris-setosa
+53,6.157748492231323,2.824793968681611,4.9473203056805275,1.8171936851430643,Iris-virginica
+54,5.354949461368664,2.5536082596333323,3.610269797995879,1.1303352949441292,Iris-versicolor
+55,6.379993287643115,3.115576157825866,5.026439239236616,1.7867725151727816,Iris-versicolor
+56,5.919212587892688,2.797123659502899,4.498048531006421,1.2843444035169176,Iris-versicolor
+57,6.0031103359633375,3.3007583023632585,4.787921533825211,1.655938290825811,Iris-versicolor
+58,6.006313845832421,2.2,5.000037911610954,1.5315937608564416,Iris-virginica
+59,5.846058668507068,2.997921248433616,5.031104770176155,1.7892442982293522,Iris-virginica
+60,6.71505928944239,3.0,5.269407085539416,2.0343209028878713,Iris-virginica
+61,5.145928870168787,2.444863728018128,3.520951355230423,1.0784627499808694,Iris-versicolor
+62,6.777753144803073,3.3206017352174526,5.676943468955412,2.5,Iris-virginica
+63,5.771466648831906,2.6220003899292585,5.083891083826101,1.9305639464999655,Iris-virginica
+64,7.678628585456644,2.5862174909839832,6.9,2.3616115748204476,Iris-virginica
+65,4.976436343762469,3.169745703511829,1.2000001834476304,0.180018346174055,Iris-setosa
+66,5.060440772331563,3.368286021997647,1.4141638347140484,0.23324245701358667,Iris-setosa
+67,6.2425738377318245,3.3178925048674714,4.789714842464701,1.6933969394857487,Iris-versicolor
+68,6.000640345971625,2.2000004816175323,4.855236914410034,1.4281555385103708,Iris-virginica
+69,6.601596510396196,2.8221569234154065,6.01962069134959,1.7064844252048252,Iris-virginica
+70,4.992747461726328,3.377793079653415,1.472817868736595,0.25702397074128724,Iris-setosa
+71,6.26745010364005,3.391174518682719,5.733669210092395,2.4212983770344305,Iris-virginica
+72,5.102852576759897,3.611532549337512,1.6926217198929965,0.23705624749975002,Iris-setosa
+73,5.551072042268893,2.3753236345847877,3.7803479980152477,1.164432592130488,Iris-versicolor
+74,5.64465265275922,2.5570427898232286,4.219660889828653,1.186923238276866,Iris-versicolor
+75,5.112403902218701,3.387879635768977,1.6000544374218562,0.23255839709669796,Iris-setosa
+76,6.423897564968882,3.010983330311109,5.534942124562395,2.4692424769856873,Iris-virginica
+77,5.631582978702202,3.4972628006956046,1.7696190865519006,0.2639845254002613,Iris-setosa
+78,6.076835776036066,2.2000006071820355,5.005779626561928,1.483460811030933,Iris-virginica
+79,5.769072714287684,2.634674746554241,5.013242410869347,1.8703706258499704,Iris-virginica
+80,5.018276548109164,2.503665748475456,3.342517918704239,1.1175337614061551,Iris-versicolor
+81,6.638612524685417,2.9177062796321596,4.726813302305551,1.5582476956544882,Iris-versicolor
+82,7.9,3.8960085536771754,6.3453624732491924,2.046284138355375,Iris-virginica
+83,4.963971688388988,3.290666548984588,1.4183180659497268,0.24768036891450834,Iris-setosa
+84,5.4754211205425944,3.8276718386664283,1.474547412488268,0.4475704076888022,Iris-setosa
+85,6.219211123277421,2.8962666366413594,4.700570492231203,1.2806904815941162,Iris-versicolor
+86,5.931387272138139,2.973635859162868,4.538754507021988,1.381594213083606,Iris-versicolor
+87,5.626256148352336,3.7712488392968795,1.6320645603093773,0.3758173139188692,Iris-setosa
+88,7.679063792218173,2.6177683493068327,6.9,2.34339146001219,Iris-virginica
+89,5.5716319447683205,3.7126382926990216,1.5905256580507316,0.34218347382549197,Iris-setosa
+90,6.292011896647729,3.133663501232701,4.385193236030406,1.4156143829550338,Iris-versicolor
+91,4.7223365291392945,3.2208453090033977,1.403532461553348,0.21743846293136482,Iris-setosa
+92,5.414752310687817,4.2,1.3954117379673487,0.1809802041390408,Iris-setosa
+93,5.554559311782131,2.9749079581294113,4.318222156460645,1.323745794773468,Iris-versicolor
+94,6.046677542185785,2.2000004368064476,5.005833428037268,1.5684772511714673,Iris-virginica
+95,6.058332551162322,3.3026090361507294,4.831299472657302,1.7838252268541532,Iris-versicolor
+96,6.380539880703856,2.591542336496637,5.5923705827484955,1.7751760510705625,Iris-virginica
+97,5.598672962460993,2.663504388377614,4.258539663864694,1.30957053214114,Iris-versicolor
+98,4.954206305658987,3.019157258702149,1.4073943594106717,0.17265786799220612,Iris-setosa
+99,4.876351778428342,3.051937297844216,1.451819074144093,0.1,Iris-setosa
+100,5.7603854506236205,2.584180801899182,5.036056953133146,1.986619848317785,Iris-virginica
+101,4.907655614550805,3.0120995887078172,1.453313216570921,0.1,Iris-setosa
+102,6.186461126205822,2.2,4.480479341184199,1.4045542381191414,Iris-versicolor
+103,5.171252181817288,3.329037803472078,1.5934139616138463,0.2626287626793059,Iris-setosa
+104,4.9348121074217355,3.1172087220552713,1.4759815603609414,0.1,Iris-setosa
+105,6.498616657016271,3.0,4.858052491079237,1.6658960198178343,Iris-versicolor
+106,5.883893738182355,2.8696053713542327,4.63359032335312,1.2114454707259878,Iris-versicolor
+107,5.66702363918526,3.0,4.401721429997934,1.468478795485152,Iris-versicolor
+108,6.173799159150997,2.2,4.410063073563161,1.4898076916347822,Iris-versicolor
+109,6.237764946277663,2.9433873750160435,4.665191946720908,1.3224209807459681,Iris-versicolor
+110,6.225454017985408,2.865462155466909,5.612989472644232,1.7642177611195606,Iris-virginica
+111,5.34244807798435,2.64670723245981,4.168090510919174,1.2636060318014783,Iris-versicolor
+112,7.612924834043163,2.6145936439455664,6.899998096063957,2.2931754592379447,Iris-virginica
+113,6.202021538740688,3.5015800276714164,5.68522712006342,2.4121377210351733,Iris-virginica
+114,4.400000452214881,2.9021715021684957,1.4027878479820453,0.19373906967302262,Iris-setosa
+115,5.359366725070051,3.5287124401007377,2.0154615847012556,0.3993980135815783,Iris-setosa
+116,4.737802873232269,3.3040557521253615,1.4252837597737331,0.2099314282258023,Iris-setosa
+117,6.936908956767093,3.222390133063511,5.889724359885268,2.3276252964108757,Iris-virginica
+118,6.119088681804491,2.2000004306824166,4.3942007715049005,1.5031174910967393,Iris-versicolor
+119,6.380485211051775,3.0,4.453979337944662,1.4983040661206881,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/16/test.csv b/iris/tab_ddpm/0_2/16/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/16/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/16/train.csv b/iris/tab_ddpm/0_2/16/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/16/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/16/val.csv b/iris/tab_ddpm/0_2/16/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/16/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/17/synth.csv b/iris/tab_ddpm/0_2/17/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4f587e3591ee2bffcd449bf998954844b813a8f
--- /dev/null
+++ b/iris/tab_ddpm/0_2/17/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.094353636301901,2.5323826806655285,3.539426558549124,1.1973648475482628,Iris-versicolor
+1,6.2895511877326165,3.0,4.802416603146327,1.4632734616108505,Iris-versicolor
+2,5.399933576256018,3.6550464506248903,1.4969160456512902,0.2946572303907449,Iris-setosa
+3,5.442967642376654,3.541212301183653,1.4997743647440807,0.2679873526263046,Iris-setosa
+4,6.905879396564874,3.1932434624797335,5.720204510755888,2.2395684692970743,Iris-virginica
+5,4.984900341197,3.201506198024661,1.200001504245724,0.2031348955525981,Iris-setosa
+6,5.225854296486768,2.4628782021064994,3.003943477519245,1.051348710676601,Iris-versicolor
+7,6.038124064119125,2.8801132615778595,5.430611993741449,1.8134420532510211,Iris-virginica
+8,5.157078257390975,3.4307282683544926,1.7736708977485502,0.5428270162267774,Iris-setosa
+9,6.564544161098067,2.791112300875897,5.976510514623277,1.7599576673885728,Iris-virginica
+10,6.099909314056343,2.6336419835318865,5.5208565547051665,1.4612551639970197,Iris-virginica
+11,6.736680066927202,2.925151115765494,5.977989305924527,1.8199168145619076,Iris-virginica
+12,6.3691111543691346,2.306999720765531,4.490299040922214,1.3199055714100294,Iris-versicolor
+13,6.119078138485221,3.0,5.087508673310435,1.7629109964401286,Iris-virginica
+14,7.679948779753112,2.597446612185027,6.9,2.2985986576895145,Iris-virginica
+15,4.904686775473637,3.2163197159197465,1.418303970137161,0.23461202590350413,Iris-setosa
+16,5.9784385362209145,2.702697125829783,5.005082870254032,1.807594080139155,Iris-virginica
+17,5.683820903455521,2.728277731134073,5.066894971895458,2.4148633646142796,Iris-virginica
+18,5.493647751075246,4.2,1.4035672040291443,0.20320110974289882,Iris-setosa
+19,5.199580055391797,2.6866066962813813,3.7376643255241024,1.4043068734707587,Iris-versicolor
+20,6.8344845601121955,3.333230444809706,5.6247867095428985,2.5,Iris-virginica
+21,6.622846931284183,3.2866338625011267,5.637743749045636,2.4999833036512733,Iris-virginica
+22,5.521817021216844,4.2,1.3922820556492257,0.21664687666013974,Iris-setosa
+23,4.984046318169953,3.2229691726480407,1.2000004407763938,0.20340538131694955,Iris-setosa
+24,5.554733195213535,3.739835807281254,1.5923969312872641,0.26249169575065295,Iris-setosa
+25,6.553100469322047,3.020970619367164,5.699642508028088,2.1302280074063566,Iris-virginica
+26,4.973178834228977,3.4060124900270545,1.4916055388525928,0.3606863119328063,Iris-setosa
+27,5.430547345258941,3.469660000735885,1.8875662335858285,0.19784293773185946,Iris-setosa
+28,5.825618392252034,3.0841082579899886,4.451154492452832,1.3851368331486467,Iris-versicolor
+29,7.713061386492435,2.5628952103423566,6.9,2.333883459632246,Iris-virginica
+30,5.628596447435433,3.788771393983443,1.7386383510453423,0.33065880165352457,Iris-setosa
+31,5.890485817548002,3.0,4.91106317789173,1.6399191248660003,Iris-versicolor
+32,5.510601973371133,3.5947866508912085,1.7856949190999094,0.26238940704309416,Iris-setosa
+33,5.767694457385092,2.9720288076142447,3.9300211449561617,1.4468393976591185,Iris-versicolor
+34,5.040303934286253,3.378425134207441,1.440274375999042,0.204780757382841,Iris-setosa
+35,5.600679711947619,3.0,4.487046139067174,1.4078129943255508,Iris-versicolor
+36,5.522616593989449,3.7611842589347866,1.4948821305485145,0.24286135307616813,Iris-setosa
+37,6.728458884528058,3.053783617885862,4.950410406302132,1.735100924483381,Iris-versicolor
+38,6.060527783206422,3.0,3.913721421320374,1.3327124786941456,Iris-versicolor
+39,6.235136266364336,2.2000004634892334,4.534957073372594,1.4892853885451214,Iris-versicolor
+40,6.940584229469451,3.3503842371482344,5.692820633831122,2.5,Iris-virginica
+41,5.125912596772991,3.305163787736422,1.5252397924256038,0.26688440707998845,Iris-setosa
+42,7.758234101385934,2.5696157937811392,6.9,2.3510241169939308,Iris-virginica
+43,5.236977154376215,3.659003759610015,1.4902089681546025,0.20756715723085406,Iris-setosa
+44,5.15881473744655,3.3905910349061505,1.491625052525619,0.33301898975538785,Iris-setosa
+45,7.729034534844254,2.528802917258981,6.9,2.290918778790239,Iris-virginica
+46,4.9773221813333075,3.64960035794519,1.4506310117177514,0.24199633505323032,Iris-setosa
+47,6.01159829503485,2.6446115580788865,4.561276456132921,1.2710052597522978,Iris-versicolor
+48,4.870879417045421,3.0760026725641096,1.4873763542418128,0.1,Iris-setosa
+49,5.013462574246684,3.1714599070090537,1.2,0.20088414507786928,Iris-setosa
+50,6.439675095298884,3.0,4.721470661380905,1.5889580916158406,Iris-versicolor
+51,5.934837644202018,2.2,4.925647399731803,1.5268429848512535,Iris-virginica
+52,5.027410064769085,2.4526944171322937,3.211649042931419,1.0439034038713424,Iris-versicolor
+53,5.849316488703563,2.539909750330065,3.8855939965274597,1.0508909905392942,Iris-versicolor
+54,5.498954252830648,4.199997169331578,1.4165224078037748,0.20441264277699392,Iris-setosa
+55,5.900515403324996,2.9317907901299005,4.43356671293302,1.4047669553620434,Iris-versicolor
+56,5.260584500443374,3.6839647119692116,1.5490950028998574,0.3474801412204558,Iris-setosa
+57,5.251036049428151,3.7800520442774226,1.6798264944531247,0.2392174740466523,Iris-setosa
+58,5.550613405728499,3.0,4.190480656308088,1.301197383671677,Iris-versicolor
+59,6.188031837483812,2.7042923319446004,5.041190311903499,1.6298721091921364,Iris-versicolor
+60,6.197800351740209,3.06650810360771,4.523389964129988,1.6144604343212452,Iris-versicolor
+61,6.146987592799323,2.854591459985724,4.478350852392542,1.2953151071654276,Iris-versicolor
+62,5.32535648701626,2.725890698326142,3.629684549418254,1.2476170470231556,Iris-versicolor
+63,6.36655659683068,3.0,4.792163121770399,1.5732315650199231,Iris-versicolor
+64,5.1423461394477545,3.8485846193936215,1.5549285602723293,0.6558136960614623,Iris-setosa
+65,5.662612900868059,3.503526993904811,1.6560496043338422,0.2697239944415567,Iris-setosa
+66,5.833081722045519,2.3840494801557512,4.270591730764613,1.2743703403125712,Iris-versicolor
+67,5.011911815743583,3.235966727714561,1.2000006813649964,0.20026747357549474,Iris-setosa
+68,6.78832591756351,3.3880978647086413,5.607975095887067,2.5,Iris-virginica
+69,4.8379460314133995,3.3899605681423,1.4047857369493413,0.5698209756572362,Iris-setosa
+70,6.472895889592355,3.0,5.032261342022637,2.069724681019596,Iris-virginica
+71,5.459061683988132,3.7805587302744494,1.4960979254295435,0.30627053133373594,Iris-setosa
+72,6.525813163234364,3.247274837284725,5.867131808615151,2.1789291207397326,Iris-virginica
+73,5.649809099013101,3.0137820333076606,4.509084314281556,1.4494962475561186,Iris-versicolor
+74,6.240762307096284,2.2,4.4776389720986725,1.5044722828136141,Iris-versicolor
+75,6.26363852024788,2.285430838973468,4.355132166223235,1.214388506928941,Iris-versicolor
+76,4.966931413427644,3.006291117646604,1.416515565853663,0.22882440401725573,Iris-setosa
+77,4.690038106621197,2.6969417394141946,1.3491613365431232,0.2518949621459689,Iris-setosa
+78,6.196930772992677,2.7647259119156775,5.561426420819226,1.578991983030554,Iris-virginica
+79,5.503154670061714,2.8767069630322055,3.7306305904231465,1.3418138941984294,Iris-versicolor
+80,6.67868890465786,2.9060626763414024,5.755680230007509,1.7821101380206397,Iris-virginica
+81,5.333010886407025,2.9636915303469404,4.391444278037644,1.4884220408020656,Iris-versicolor
+82,5.909518100476268,2.538408185263621,4.916110968623037,1.8632370370390325,Iris-virginica
+83,5.880247579137854,3.0,4.4481550255128965,1.5747486015602028,Iris-versicolor
+84,4.903599280646903,3.0,1.4061557148485602,0.2278592330700575,Iris-setosa
+85,5.930582812098406,2.5528821145222547,5.426576144151181,1.7719699921384753,Iris-virginica
+86,6.119962814939424,2.2,4.367665835519684,1.5182657412680842,Iris-versicolor
+87,6.082814420258119,2.723027240932311,5.090977432661909,1.5807648714091214,Iris-versicolor
+88,6.790338165027723,3.2989392632682106,5.900626245908488,2.5,Iris-virginica
+89,7.1680393447083,3.0,5.947518741575479,2.1129703090660477,Iris-virginica
+90,4.583176333932985,3.2569938067756694,1.407364860048607,0.2083633161141455,Iris-setosa
+91,4.943908798608603,3.4026328983022003,1.4642675900607363,0.27624784798017277,Iris-setosa
+92,5.628437503014188,2.7501819696904253,3.998480826503084,1.2785921779107978,Iris-versicolor
+93,6.756451645241933,3.0,5.121014129509279,2.1685439369288493,Iris-virginica
+94,5.281064761969457,3.407344904295411,1.5189927777020238,0.2518158141577022,Iris-setosa
+95,5.15702160769617,3.6946221638666277,1.4861702362480393,0.1880007449352497,Iris-setosa
+96,6.4858039554176035,2.7604700346189013,5.460724010944329,1.7904690532906375,Iris-virginica
+97,6.1615026675883255,2.6961563311547834,4.492010974225685,1.2097911346223569,Iris-versicolor
+98,5.814887530328001,2.2488067035483112,4.16691501731515,1.2255872809785051,Iris-versicolor
+99,6.7828436300617785,3.301166047845627,5.697102692750579,2.5,Iris-virginica
+100,5.785594859021343,2.8318291608352446,5.134028027595455,2.3508497929760788,Iris-virginica
+101,6.78510570924196,3.3102127976814972,5.752500421841192,2.5,Iris-virginica
+102,5.484217166653834,4.199990764795825,1.3983461857776134,0.2164071414492954,Iris-setosa
+103,7.349047540619818,2.869946713871707,6.3848559463854695,1.8096756365827673,Iris-virginica
+104,6.878890235155518,3.1005398667418227,5.166401030384692,2.2684275398064218,Iris-virginica
+105,6.264330152698332,3.066459901032073,5.279680901444007,2.4973160528273404,Iris-virginica
+106,5.484053137513223,2.9428887604759315,4.455034710030933,1.5728120901578537,Iris-versicolor
+107,7.8999006938385445,3.520520918424682,6.263664530552315,2.044371768538137,Iris-virginica
+108,5.500258691310541,2.910850487129672,4.362353906431428,1.3355723146130303,Iris-versicolor
+109,4.950002562910804,2.4217788366057187,3.4985820085331367,1.1506418258161015,Iris-versicolor
+110,5.700944849013173,2.475760294851076,5.030248312194001,1.9641404604587973,Iris-virginica
+111,4.692250381978039,3.4436287353264743,1.4236298832355843,0.2688568701292505,Iris-setosa
+112,6.692343654406469,3.268101344209702,5.724220636075826,2.2402799972103167,Iris-virginica
+113,5.462993940212045,3.0,4.4384173300730945,1.4616121019187844,Iris-versicolor
+114,6.108840567560077,3.1420012700171136,4.693436621301439,1.63552782916555,Iris-versicolor
+115,5.432151716382893,3.4587085688001387,1.9006533336343394,0.36217926949411844,Iris-setosa
+116,5.767342041015112,2.7592519347162487,5.091608668884143,1.8474313865959546,Iris-virginica
+117,6.257909683971214,2.2000003591582336,4.477521944087927,1.5197158452499253,Iris-versicolor
+118,6.902163945354931,3.1638012229379195,5.82617423596627,2.319724514928044,Iris-virginica
+119,6.719880597502343,3.2769917727607605,5.703729032807446,2.1927422423926335,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/17/test.csv b/iris/tab_ddpm/0_2/17/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/17/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/17/train.csv b/iris/tab_ddpm/0_2/17/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/17/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/17/val.csv b/iris/tab_ddpm/0_2/17/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/17/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/18/synth.csv b/iris/tab_ddpm/0_2/18/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..75f54887ae6281b7bf4e46641cb1a2c521a6d6e6
--- /dev/null
+++ b/iris/tab_ddpm/0_2/18/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.9,3.7794651190673627,6.348517821506063,2.0189641842548336,Iris-virginica
+1,5.024600700972876,3.3598067626273624,1.4411833025519152,0.19019444723932605,Iris-setosa
+2,5.380203584086547,2.678163615177848,4.2596207710367455,1.2501496941670303,Iris-versicolor
+3,6.60339956083199,3.0,4.734786969045555,1.463316962785586,Iris-versicolor
+4,5.043391779524552,2.47135473299479,3.3351106402668624,1.1165794205256259,Iris-versicolor
+5,4.983753549783358,3.2423834129392777,1.3617290216240454,0.20892004187468816,Iris-setosa
+6,5.5842476516743815,3.8387353144653034,1.4980422238657325,0.289906968898757,Iris-setosa
+7,5.076974735372499,3.3380145708701683,1.4553975542079531,0.200431167968026,Iris-setosa
+8,5.010569249019276,3.2045885378263606,1.2000003900097445,0.19330442474866236,Iris-setosa
+9,6.6791328167364306,3.204032189978621,5.356613229309842,2.0396252386614493,Iris-virginica
+10,7.1545632706391435,3.1795246241260298,5.813179339066079,2.2910045555950678,Iris-virginica
+11,5.393400147827696,3.399966629409805,1.6129642582481047,0.2541460662875945,Iris-setosa
+12,7.8999881867135056,3.659082324774851,6.259411122830067,1.9914962814356012,Iris-virginica
+13,5.529186842971477,2.9876913918530073,4.146138997276533,1.3226149326104242,Iris-versicolor
+14,6.012377591752515,2.3905555533972143,4.5138297642537974,1.3343393647872805,Iris-versicolor
+15,6.284322440852006,3.0,5.575192225131955,2.048382259383429,Iris-virginica
+16,7.326478738104182,2.912909476244352,6.341828348719623,1.794955386065478,Iris-virginica
+17,6.226047657928002,2.746398621617113,4.457048594607647,1.4106685651111714,Iris-versicolor
+18,6.602293308235262,3.3062295754221966,5.680414421478882,2.309327860393264,Iris-virginica
+19,7.117286704705696,3.0,5.757340667696398,2.26817253622867,Iris-virginica
+20,5.839256197727572,2.4800774955196783,4.969892065909963,1.9334795989940219,Iris-virginica
+21,6.931852004938741,3.3672539350345625,5.752221430508923,2.5,Iris-virginica
+22,6.707422653566973,3.2879782020705948,5.674103742957492,2.499999269814323,Iris-virginica
+23,5.3815298262812306,3.8484231086459797,1.4861428349749846,0.3470724506206486,Iris-setosa
+24,4.877872084329336,3.101149633830949,1.4008109642406272,0.194811137852008,Iris-setosa
+25,6.317762128951683,2.921724232590962,4.657454885350263,1.320236995612502,Iris-versicolor
+26,5.28709408916824,3.4075845394407254,1.4740409895312419,0.26174379170103523,Iris-setosa
+27,5.216047900407243,3.561644810638672,1.4923574358652607,0.21787520115341846,Iris-setosa
+28,7.640614315846604,2.570686157365678,6.9,2.305851432102552,Iris-virginica
+29,7.76636108390219,2.6091175811094223,6.9,2.3481906996123953,Iris-virginica
+30,6.75896301740013,3.2690809794155387,5.422976626986304,2.3009354355525824,Iris-virginica
+31,6.663420818244079,3.3054735487773526,5.777765082927353,2.5,Iris-virginica
+32,5.922055447505217,3.2106191962035595,4.728465833347495,1.7149547212887406,Iris-versicolor
+33,6.331323323252897,2.5078360847712835,5.031600558757371,1.5859107524645677,Iris-versicolor
+34,5.708914866422156,3.0,4.039280638616285,1.3484897538744396,Iris-versicolor
+35,5.257234640162089,2.550639991220803,4.23238697064695,1.1369605277655968,Iris-versicolor
+36,6.604641789363023,3.293455982566171,5.2997109239671385,2.2450958318213217,Iris-virginica
+37,6.280927845801463,2.2,4.519474655513169,1.4931556163342539,Iris-versicolor
+38,4.994271169555457,3.377455620396563,1.5613511077752407,0.4086618782699778,Iris-setosa
+39,5.256893768841348,2.885951538492174,4.295478183800373,1.406879516984535,Iris-versicolor
+40,5.057244736263475,3.3906123065151146,1.4994158895679892,0.25537067485308346,Iris-setosa
+41,6.127857583036009,2.8921830078549373,5.1626422642920184,1.854207044821711,Iris-virginica
+42,6.393907976153952,3.3781775965339853,5.5867721638870265,2.362396776861707,Iris-virginica
+43,4.975390526779208,3.3813749176439996,1.4119275283891524,0.22334233959867328,Iris-setosa
+44,6.622716037515934,3.0,5.688432790235966,1.88062138183834,Iris-virginica
+45,5.171171795251583,3.7742479947538556,1.5980571463590967,0.2976839056286119,Iris-setosa
+46,5.609191304056287,2.7652741336734046,4.326749254693969,1.1580399395051586,Iris-versicolor
+47,4.754957579696932,2.969643952936661,1.3730449132818086,0.2294086013722531,Iris-setosa
+48,4.8247346242012,3.27270650973827,1.4429050399677832,0.242823767254703,Iris-setosa
+49,6.3156962366927605,3.089445625935186,4.7440017755012525,1.5277847185742877,Iris-versicolor
+50,5.89983304971206,2.3230717456506453,5.028057146962251,1.8567231693659747,Iris-virginica
+51,4.958119357887291,3.1398989028700304,1.431083922539068,0.2034656925360932,Iris-setosa
+52,5.271899430165342,3.727234183230901,1.9308820363900854,0.32802262331671883,Iris-setosa
+53,5.0607596699586175,3.1908313902165126,1.2,0.21133202456190536,Iris-setosa
+54,6.067313189480867,2.2,4.444926785282578,1.5247965173294573,Iris-versicolor
+55,5.37681342688406,2.840336226280922,3.5824852525998914,1.3577911409150587,Iris-versicolor
+56,6.815656689291984,2.7014291158102077,4.728043229780341,1.4352948605263363,Iris-versicolor
+57,5.718374796726293,2.90468803590591,3.716387058995389,1.348749817591113,Iris-versicolor
+58,5.0038403512897744,3.230288476262308,1.2,0.20109333784588873,Iris-setosa
+59,5.159245784334244,3.8721227562301723,1.7717257392045098,0.2716089365479403,Iris-setosa
+60,6.958832250972296,2.9853441033589867,5.002331655441413,1.599742440497533,Iris-versicolor
+61,6.023712354540347,2.944332916900649,4.641955266422202,1.3586201037020262,Iris-versicolor
+62,5.614546225885166,3.542215999772716,1.8119412901598395,0.21836834941822994,Iris-setosa
+63,7.6952851264468976,2.616788534647953,6.899998038490387,2.3161077726365846,Iris-virginica
+64,4.9489660422347725,3.1102889458262806,1.4104730130953662,0.23093031732522698,Iris-setosa
+65,4.815355607990859,3.0,1.41576579520883,0.10000009804916042,Iris-setosa
+66,4.4,2.897455481947813,1.3940696627528197,0.20599011769467404,Iris-setosa
+67,6.434159651054428,2.803097981253369,4.643522316124456,1.4932509469805115,Iris-versicolor
+68,6.93934871585669,3.0558899883720483,5.855333150660633,2.279174950770337,Iris-virginica
+69,5.170767855785171,3.736494975341985,1.4621232462090872,0.34592415510086033,Iris-setosa
+70,6.490065100577363,2.768799189734499,5.608937553105367,1.783629850944407,Iris-virginica
+71,6.684762246331955,2.910475396728262,5.017246847300081,1.67804667456618,Iris-versicolor
+72,5.948004031720022,2.2,5.01561814864889,1.4571840327822965,Iris-virginica
+73,6.342698519948748,2.884144385555705,4.719518439915286,1.312037369741688,Iris-versicolor
+74,7.709043035240107,2.601629051084801,6.9,2.3502429696137828,Iris-virginica
+75,6.4712919870441405,2.3581994199402807,5.664103874377775,1.7570982850221748,Iris-virginica
+76,7.73435008570385,2.579410990987658,6.9,2.313293824589489,Iris-virginica
+77,7.283458850870767,2.94337893058918,6.239503513029686,1.8687149667044618,Iris-virginica
+78,5.080606341656525,3.385446915428994,1.370122714811893,0.27793496348418023,Iris-setosa
+79,5.876657112896913,2.9573845421571905,4.9463997100364505,1.7797529671349825,Iris-virginica
+80,6.343770707729348,2.5325680470417846,4.5976675172017325,1.240616207758819,Iris-versicolor
+81,4.400001472783963,2.906819277603682,1.34983631860725,0.20425043168698767,Iris-setosa
+82,5.947813503409662,3.0,4.880287151397546,1.8109374660547628,Iris-virginica
+83,6.739263384452029,2.811025509798967,6.449231408586845,1.9823091183625483,Iris-virginica
+84,5.256302980897271,2.573965194759605,4.1536231044191165,1.1978431070997373,Iris-versicolor
+85,6.050714872278251,2.2,4.548157725755002,1.4847827925413608,Iris-versicolor
+86,5.307168061625891,3.802643851786918,1.4661630308693132,0.2301140498098282,Iris-setosa
+87,5.830542524652379,3.0,5.011735156288818,1.8124211943547386,Iris-virginica
+88,7.742385688450453,2.58279899409015,6.9,2.299809491513656,Iris-virginica
+89,4.847364353985652,3.0772471548960647,1.4946585380615187,0.1000001175783778,Iris-setosa
+90,5.5254936949892075,2.5548502145633307,4.170185958581816,1.1887551317138951,Iris-versicolor
+91,5.994089073817951,2.70012761189752,4.456965571155837,1.31007250233446,Iris-versicolor
+92,5.154948597716228,3.3897072727163793,1.4808200773881952,0.20161948761828327,Iris-setosa
+93,4.400022955420064,2.9550152185268965,1.3797722008709021,0.19655580676905599,Iris-setosa
+94,5.147613894618113,3.5209678929954933,1.4468834925387726,0.3881278249845175,Iris-setosa
+95,5.012443517113348,2.4321513272949815,3.31820054293132,1.0356836140252679,Iris-versicolor
+96,5.828506203513201,2.7510018980850046,4.272812565308408,1.169258691218953,Iris-versicolor
+97,4.872862365657976,3.0,1.42391675803601,0.10000013048958058,Iris-setosa
+98,5.4945885363937474,2.8637102289708665,3.856030876468109,1.258522751819161,Iris-versicolor
+99,4.46666562401277,2.2626172941054645,1.2902814694344815,0.2892244584785912,Iris-setosa
+100,4.897075471027421,3.1454389097062125,1.482539234047905,0.10000010837242285,Iris-setosa
+101,7.66584731921966,2.611942379102218,6.8999968143220425,2.2846834410081542,Iris-virginica
+102,5.734163048498761,2.709697666860541,5.046527076043083,2.2695983997889737,Iris-virginica
+103,6.723906167206306,3.350077809444498,5.791397890552542,2.5,Iris-virginica
+104,6.055508701112756,2.9857838010296627,5.364811029997522,1.8330615877056757,Iris-virginica
+105,5.6379754026151145,2.614801367258563,4.407407264040231,1.1583134114811084,Iris-versicolor
+106,5.65914262510474,2.894315434383752,4.151126330912408,1.2713432502810837,Iris-versicolor
+107,5.977954765728144,2.8798686070898754,5.091173522415801,1.8954219619610981,Iris-virginica
+108,5.486079302608114,3.7799148719264473,1.5863648991426995,0.4029871716070728,Iris-setosa
+109,6.951806639232296,3.1940916620574966,5.715616857182755,2.3191069692473234,Iris-virginica
+110,4.78836065172262,3.0,1.4127886020742302,0.10000113587584601,Iris-setosa
+111,5.871526806729567,2.636658441742924,5.130411520913265,1.8491396474188475,Iris-virginica
+112,4.903506058666616,3.0,1.457438075326478,0.1,Iris-setosa
+113,5.944018255490537,3.0,4.8181343234421155,1.8053720483287292,Iris-virginica
+114,7.6736516571444735,2.5636246504062457,6.899998664557495,2.266120693585043,Iris-virginica
+115,6.117539134359601,2.7704299226499662,5.367201982747585,1.7988976484312318,Iris-virginica
+116,5.8440304345528595,2.620354994614118,4.460539373157539,1.1853451054391346,Iris-versicolor
+117,4.400000901939709,2.8957976352454935,1.407138955280814,0.21113061578671155,Iris-setosa
+118,6.028823829860148,2.655566330661181,5.447917698819314,1.7754723005511583,Iris-virginica
+119,4.888231558824361,3.034373701438355,1.4650757855677914,0.10000025186126378,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/18/test.csv b/iris/tab_ddpm/0_2/18/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/18/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/18/train.csv b/iris/tab_ddpm/0_2/18/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/18/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/18/val.csv b/iris/tab_ddpm/0_2/18/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/18/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/19/synth.csv b/iris/tab_ddpm/0_2/19/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..392cd4c8c1b2850bf81a5d26f279028e99a8bbb9
--- /dev/null
+++ b/iris/tab_ddpm/0_2/19/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.756029049505414,3.316231136443956,5.737833762433073,2.4999993524383655,Iris-virginica
+1,5.268243422590696,3.6459565811883414,1.4056765209639586,0.4153111493060141,Iris-setosa
+2,7.6851524154583615,2.5896969733173374,6.899993312015965,2.2357312506329317,Iris-virginica
+3,5.9827400818181475,3.0,5.115861792952355,1.8039752951332424,Iris-virginica
+4,7.66223965835127,2.5793566815582674,6.9,2.34513813175159,Iris-virginica
+5,6.583881197409876,2.8599259521813662,5.5905558470550645,1.8789838935770804,Iris-virginica
+6,4.985278623709721,3.298405380871768,1.482752350855808,0.2640454271807132,Iris-setosa
+7,6.445055579750469,2.845744685920714,5.719281342243103,1.7548723757917704,Iris-virginica
+8,7.153715786595247,3.0,6.089694200102972,2.007905670240395,Iris-virginica
+9,6.782474103456742,3.298747456789216,5.919021290342556,2.5,Iris-virginica
+10,4.905169854803373,3.084186402836101,1.6901660898178745,0.10000009574753041,Iris-setosa
+11,6.055992585489136,3.193254728393963,4.3278763910205535,1.4882704657974295,Iris-versicolor
+12,4.895253294253391,3.005008409598807,1.4550978452825427,0.1000001707079506,Iris-setosa
+13,6.333085628272981,2.672853944943842,5.283423518295315,1.7215337759480818,Iris-versicolor
+14,7.733439116287575,2.585994261503083,6.9,2.335036861331455,Iris-virginica
+15,5.387605213137045,3.7143960732596386,1.4760901775983641,0.2872332584898906,Iris-setosa
+16,6.163060068274331,2.9757557585808705,4.587285226555198,1.3888935815054713,Iris-versicolor
+17,5.641927279489259,2.5906842430023778,5.008307303991943,2.1259805871701856,Iris-virginica
+18,5.988833791006905,2.907333666309041,4.299988075873149,1.35813651225236,Iris-versicolor
+19,6.665759521224381,3.26330477680873,5.652722183723117,2.499997914359522,Iris-virginica
+20,6.763769078415882,3.3448119840038912,5.8349229023375795,2.5,Iris-virginica
+21,5.974517638384421,2.6769939103971905,5.55905908419981,1.5317282785332607,Iris-virginica
+22,5.516505022681665,4.1999980544310676,1.409072099814876,0.20506127684707465,Iris-setosa
+23,4.969231122162724,3.2617537105904355,1.3997648229951523,0.19187833986619496,Iris-setosa
+24,7.633647228278769,2.624259120056651,6.89999693532186,2.2386923488650092,Iris-virginica
+25,6.02003531572945,2.2000003622335638,4.850223750402044,1.513472250101237,Iris-virginica
+26,5.751825079015251,2.7632081305152814,5.067198416197451,2.379405755151881,Iris-virginica
+27,5.331492130749604,2.572491061602492,3.904727641219316,1.1377613243996636,Iris-versicolor
+28,5.522246988952012,2.635143291045759,3.857321811419257,1.2279864207263693,Iris-versicolor
+29,6.727674896442161,3.3267368710330953,5.702401471186636,2.5,Iris-virginica
+30,6.49641039742695,3.2976530278718252,5.552832706736151,2.273572795726932,Iris-virginica
+31,7.615912203307842,2.592426432103375,6.9,2.271198175309991,Iris-virginica
+32,5.908732675056709,2.564742534673692,5.001508110414495,1.9148687763459746,Iris-virginica
+33,5.03823680672701,3.4866553061476835,1.4401278024289077,0.2501281068446761,Iris-setosa
+34,6.965009122249245,3.1695612330357896,5.388934258427978,2.2897933102613113,Iris-virginica
+35,5.084484830691674,2.464507625574874,2.7972290644688407,1.0715271879162824,Iris-versicolor
+36,6.817854955369373,3.06733382825757,5.534837418965343,2.258381045349207,Iris-virginica
+37,5.025071649458001,3.4014508351276826,1.3753116372425533,0.2788303025161534,Iris-setosa
+38,6.15625307176387,2.9702924772820096,5.118270819539043,1.804370332615347,Iris-virginica
+39,5.4549797850826,3.9393137425507048,1.5824376611105098,0.3291129142353452,Iris-setosa
+40,5.588719091717471,2.6036868247549094,4.663520159268163,1.380962136164719,Iris-versicolor
+41,6.382055595469301,3.3522813606881727,5.770976000842528,2.366694951839219,Iris-virginica
+42,4.9506454184065865,3.3435782682869033,1.408378645611439,0.27048128145559514,Iris-setosa
+43,5.839375325981918,3.08644715188542,4.522829150980812,1.6155583274196572,Iris-versicolor
+44,6.665140837105317,3.269401756225627,5.601852976371516,2.1916793221184534,Iris-virginica
+45,5.188856327984487,3.3685150915829056,1.570524346583713,0.22346202380955452,Iris-setosa
+46,5.489719365048899,4.199982483030483,1.4293628162825376,0.21373933298883163,Iris-setosa
+47,5.414949488328143,3.4102300222876503,1.4887036381354213,0.22477848163943975,Iris-setosa
+48,4.612577183200976,3.3132921546963336,1.4119326625273034,0.2712409738352477,Iris-setosa
+49,5.912076675797239,2.7191195487847493,4.2902873979580844,1.2142957973341233,Iris-versicolor
+50,6.580206981823106,2.951554326820547,5.1384945209275905,2.2068672873791346,Iris-virginica
+51,6.927296154525623,3.2891981764135143,5.651094367897817,2.5,Iris-virginica
+52,5.409312256420702,3.377921525534005,1.7424180636375757,0.28429645728604636,Iris-setosa
+53,5.682241319510523,2.967072086976048,4.5328963491089285,1.4195437993167623,Iris-versicolor
+54,6.766108303427854,2.8443797508149427,5.011532405177971,1.5068479427243524,Iris-versicolor
+55,5.998975725714682,2.2,4.992213956332172,1.4607889582722824,Iris-virginica
+56,4.525173886311949,2.4213421731478917,1.307560596902693,0.32412046321973703,Iris-setosa
+57,5.965474325303783,2.9374509999907334,4.5879031901246154,1.379926746855074,Iris-versicolor
+58,5.502834702832484,2.615022019377863,4.337408560440533,1.3063560536904733,Iris-versicolor
+59,5.01993155066743,3.329320407775132,1.5290906113862386,0.24209218005258099,Iris-setosa
+60,6.068807776461874,2.7771577737492623,4.201512273925292,1.1909681807657735,Iris-versicolor
+61,7.9,3.893665458806805,6.462512195804317,2.0805963728898593,Iris-virginica
+62,6.2983676741921935,3.3306233055736536,4.806595209314651,1.7145678494087127,Iris-versicolor
+63,5.205259786598857,3.4393778409943927,1.4872335325406694,0.2891019109123882,Iris-setosa
+64,7.112439958411189,2.956555510621326,5.937825518026149,2.003270643823162,Iris-virginica
+65,6.995914678260268,3.304497408014683,5.707640526087217,2.5,Iris-virginica
+66,5.019316876956496,2.4439626706239452,3.2606958103373653,1.0822553823221428,Iris-versicolor
+67,4.988628061875832,3.3447344835290305,1.3946856381533865,0.25939271167951294,Iris-setosa
+68,6.092339845611911,3.0,4.964772154509859,1.7629136923682003,Iris-versicolor
+69,6.199936788517126,2.2000025956731055,4.556537108903576,1.5248383066117173,Iris-versicolor
+70,7.716413896800688,2.594357464641818,6.899996985915089,2.2999469137890727,Iris-virginica
+71,6.12735182228085,2.513035039299744,5.095277272034504,1.8202002668437944,Iris-virginica
+72,5.449372454929947,4.2,1.3907294378120185,0.19951438023188023,Iris-setosa
+73,7.3382758760026165,3.0,6.193654693624248,2.0329287052284712,Iris-virginica
+74,6.761908228795805,2.6012303704126447,5.74092547703967,1.8220841626411215,Iris-virginica
+75,5.056798729711318,2.485893234174323,3.333900841341591,1.0940762113013107,Iris-versicolor
+76,5.745208064121438,3.0,4.2768846212173175,1.3806615257462105,Iris-versicolor
+77,6.923316842236209,2.775307093439735,6.083290270364814,1.7646972074009326,Iris-virginica
+78,5.504055743540426,3.0,4.359791731646474,1.4037909125837462,Iris-versicolor
+79,5.630873915342016,2.8418361557956175,4.016576658724954,1.2771475517339057,Iris-versicolor
+80,5.9127138505070285,2.856378489273104,5.10988523136085,2.4097219079447743,Iris-virginica
+81,6.069122863194805,3.0456509692822444,4.538588247979596,1.4267647303540916,Iris-versicolor
+82,4.893766037708836,3.052285822797703,1.4806819937352844,0.10000016265167154,Iris-setosa
+83,6.005466890572368,2.2,4.360070530657725,1.4530950712348107,Iris-versicolor
+84,5.71705877628274,2.844307579020515,4.4067402037328245,1.3279956693393362,Iris-versicolor
+85,5.385802849572258,3.9322220466918174,1.6571885171694347,0.2949641283504478,Iris-setosa
+86,5.359949386333065,3.7259361946854175,1.6991334360067574,0.22956764252386622,Iris-setosa
+87,5.82175960876378,2.814765759579716,5.097142002771109,2.4051242752864783,Iris-virginica
+88,5.940636558057234,3.0,4.593911157705957,1.7122309082487728,Iris-versicolor
+89,5.580367389425954,2.4916022965441957,3.844626108044589,1.1253625981162647,Iris-versicolor
+90,6.308169962943627,3.410348433131409,5.619485020130512,2.446014852387619,Iris-virginica
+91,5.069169495825954,3.6252159923846397,1.5366292483948982,0.49142470955133544,Iris-setosa
+92,6.190715946312315,2.2,4.506638386977077,1.4619150853196727,Iris-versicolor
+93,5.665231435919108,2.6182714267194953,4.265348455232338,1.2480960770815503,Iris-versicolor
+94,6.449538033414204,3.3810560614165643,5.5922319704786885,2.3637837161503894,Iris-virginica
+95,6.338838528935623,3.2060775611300025,4.6768046820698945,1.5603553411390731,Iris-versicolor
+96,6.637141735586032,3.3443718901184587,5.765611047763169,2.5,Iris-virginica
+97,4.764365392495577,3.0,1.3932117220007068,0.1,Iris-setosa
+98,5.875412325155568,2.365550395276262,4.079064919660132,1.1652338477663822,Iris-versicolor
+99,4.872359361924068,3.061460878676958,1.4848323651527116,0.1,Iris-setosa
+100,5.040248976368191,3.407538514569993,1.3816386347208063,0.2591031371749508,Iris-setosa
+101,5.6218591213175175,2.7857567132854477,4.705958635315892,1.5707312405533858,Iris-versicolor
+102,5.273970342178361,3.847383524723252,1.8584169504169399,0.20885924347617052,Iris-setosa
+103,6.236894758340278,2.5334895530961727,5.469901932759112,1.61057566076056,Iris-virginica
+104,5.600221116393539,4.199999213574458,1.398268873335982,0.21359228285303122,Iris-setosa
+105,5.758247210123746,3.042203595256346,4.169627384290038,1.5549015049725758,Iris-versicolor
+106,5.230004655249034,3.809239329346891,1.5228937261456745,0.36345837486361227,Iris-setosa
+107,7.067991500649437,3.128931561624444,6.049843857205158,2.1341955906646968,Iris-virginica
+108,6.863597228967849,3.3259108251583225,5.888527205088542,2.5,Iris-virginica
+109,5.4443607681479484,2.498252773176239,3.697644189324732,1.0862528838820238,Iris-versicolor
+110,4.930283470001722,3.111405294099205,1.4770257387645536,0.10000011231668363,Iris-setosa
+111,5.118088366343749,3.4055578546976046,1.4984154585491378,0.2098558733471335,Iris-setosa
+112,6.9602012967608475,3.0,5.970850803483879,2.0920408195674813,Iris-virginica
+113,6.326901209968848,2.2163370513738583,4.299723172467994,1.3196298901329953,Iris-versicolor
+114,5.157936803007195,3.743370786469633,1.562795873524626,0.19856671917513616,Iris-setosa
+115,7.738579422124727,2.553866159846462,6.9,2.337686764601148,Iris-virginica
+116,6.661058692493973,3.0,5.865753348350248,2.1801793848826567,Iris-virginica
+117,6.727114501926785,2.5794732010314787,5.906474022132383,1.7977707976323343,Iris-virginica
+118,4.599301523445966,3.2579865482839523,1.4010882759847885,0.23396909770377614,Iris-setosa
+119,4.734535220084938,2.940628603377398,1.3734441423525874,0.2616026936827093,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/19/test.csv b/iris/tab_ddpm/0_2/19/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/19/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/19/train.csv b/iris/tab_ddpm/0_2/19/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/19/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/19/val.csv b/iris/tab_ddpm/0_2/19/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/19/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/2/synth.csv b/iris/tab_ddpm/0_2/2/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1bb738baca2fb1309659fbfcb009384772982f88
--- /dev/null
+++ b/iris/tab_ddpm/0_2/2/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.002085237001384,2.2000013640678513,4.912936925940686,1.5472064319506296,Iris-virginica
+1,5.0084667419876245,3.235240543598729,1.2000002025308043,0.197652827401069,Iris-setosa
+2,6.320736695869967,2.9257452956137957,5.40203636825602,1.7432483285100469,Iris-virginica
+3,6.8210421284151845,2.784966489378515,4.913001719468779,1.4605111788463194,Iris-versicolor
+4,6.276079014755637,3.4107650185282985,5.667930382796336,2.379610151337066,Iris-virginica
+5,6.243782727042589,2.2000008709240526,4.557725151490125,1.5138379364384993,Iris-versicolor
+6,4.972483552507957,3.179080368861684,1.4284093998331462,0.22862972247928157,Iris-setosa
+7,5.099633725619713,3.3481224391885305,1.4672734539202732,0.22926878297135245,Iris-setosa
+8,6.7211030823568985,3.286080012197245,5.661055124323561,2.5,Iris-virginica
+9,5.721639203721254,2.8957624863927114,4.601317157746228,1.4443797242276575,Iris-versicolor
+10,5.545900163326358,4.199984045170716,1.4126023451182208,0.2228792007524727,Iris-setosa
+11,6.434897406608407,2.9010291247565676,5.490597769634253,1.7735872487132471,Iris-virginica
+12,5.877798823693705,3.0,3.661091028865551,1.4029270650598753,Iris-versicolor
+13,6.1428604260341055,2.8964382970409717,5.122506001563587,1.7589363107718583,Iris-virginica
+14,5.722488024638574,2.623300571869184,5.045280613006716,1.9944513667187618,Iris-virginica
+15,5.575095384269673,2.7106653505011753,4.200488770933177,1.3166344183195073,Iris-versicolor
+16,6.722400519205717,3.2996949626271697,5.738421856547433,2.5,Iris-virginica
+17,4.91238638983464,3.0473363877679933,1.474724070793961,0.10000010013442319,Iris-setosa
+18,7.74095932262551,2.6278958471901612,6.9,2.3139282646651944,Iris-virginica
+19,5.081423336465573,3.378852950282819,1.4951255799230647,0.34580701359213534,Iris-setosa
+20,7.759580836842077,2.593443585623116,6.9,2.3275484280080594,Iris-virginica
+21,6.064453762355882,2.8194322074379405,5.12747378822846,1.7584781749605778,Iris-virginica
+22,5.969449156925142,2.2,4.955327902271687,1.578845514392344,Iris-virginica
+23,6.209435728087152,3.258651086704823,5.462222648617179,2.4066091672011667,Iris-virginica
+24,5.412175675682053,2.6664849611717036,3.823346617295618,1.2242221036553271,Iris-versicolor
+25,5.120498511204408,3.8831517092394385,1.723192723472112,0.2852613045617035,Iris-setosa
+26,7.211426005838616,2.960044033489344,6.083667872146594,1.981105685714175,Iris-virginica
+27,5.048164017410455,3.362968500088884,1.4981714070968652,0.1951612384513971,Iris-setosa
+28,5.0988423390480575,3.545946250019509,1.7242082977801354,0.22719905530713197,Iris-setosa
+29,5.513348324439292,3.0,4.346330875104819,1.4470009231723693,Iris-versicolor
+30,4.400002070705792,2.968341157501941,1.3666938893428509,0.18311536524067468,Iris-setosa
+31,4.524038356911251,3.292666513786993,1.363189125853045,0.26410213168592045,Iris-setosa
+32,5.880974763125755,2.3912675775255314,4.322989841868729,1.1337368546829472,Iris-versicolor
+33,4.972403507386321,2.5123852110702583,3.451901844881116,1.2155809886225666,Iris-versicolor
+34,6.9593439522432075,2.4841537635488495,6.742343745445368,1.8099669315573776,Iris-virginica
+35,5.681812169321987,2.965402635614695,3.7475813322196974,1.3448565985594652,Iris-versicolor
+36,4.941960007388656,2.4179020578498287,3.4113846173970224,1.0158359968819888,Iris-versicolor
+37,6.606427418731679,3.154533612705098,5.074988999594965,2.0730606082798473,Iris-virginica
+38,6.43728838740355,3.0,4.751917062574289,1.5080991002564221,Iris-versicolor
+39,5.378473473040176,3.587355724674866,1.4895249612023487,0.2926783222258732,Iris-setosa
+40,5.477295165498153,2.8875936656849723,4.262585394839836,1.448221992380863,Iris-versicolor
+41,5.447402178839407,4.199997490194188,1.40930569717778,0.2066025373179117,Iris-setosa
+42,7.0188900826466885,3.0,5.662696157321266,2.1294113672424344,Iris-virginica
+43,6.197654255430477,2.200000601020411,4.530429851885013,1.457872009670097,Iris-versicolor
+44,5.572515915914608,2.779433600508154,3.7737593497035027,1.2944921381057783,Iris-versicolor
+45,5.042791945624096,2.4961249407714132,3.3252722053223693,1.1758326227399385,Iris-versicolor
+46,6.102579809076311,2.5820737161357936,5.128163438323513,1.6456218092578052,Iris-versicolor
+47,6.13145682077411,3.268166721152214,4.815592923767677,1.810261300051837,Iris-versicolor
+48,6.698256169236511,3.2073352500973282,5.373603084696414,2.268283322338232,Iris-virginica
+49,4.986471590918904,3.1907929781499047,1.2000013328664239,0.21205491920468994,Iris-setosa
+50,5.685445217978742,2.55346244866198,3.7648133562917145,1.223656629464894,Iris-versicolor
+51,5.548785990888134,3.766494551246919,1.4752868732756599,0.29266723305878806,Iris-setosa
+52,5.042554131624023,3.509597909028822,1.4961213228004722,0.28323417326571637,Iris-setosa
+53,5.859300424071172,2.7984743790674687,4.795656756784091,1.4769601521040885,Iris-versicolor
+54,5.0609397451624005,3.264644271149092,1.4563306966266603,0.2162832339454857,Iris-setosa
+55,6.64166368733208,3.0,5.671117749726468,2.203431226728047,Iris-virginica
+56,5.446711736430044,3.383818001057513,1.5663175944849426,0.2041664541490084,Iris-setosa
+57,5.415784048126665,2.5749152594230695,4.264974921382442,1.1995916516342875,Iris-versicolor
+58,5.147567474144362,2.7000320984656323,3.6841703832014847,1.321083765149977,Iris-versicolor
+59,6.557363014520312,3.334279402098714,5.734956841333011,2.371634430466977,Iris-virginica
+60,6.784390470812613,3.3330614342895584,5.956635583102354,2.5,Iris-virginica
+61,5.887854648489876,3.0,4.4644485298523096,1.575318980347745,Iris-versicolor
+62,6.241942785099368,3.0,4.654452388566325,1.484936526775017,Iris-versicolor
+63,6.283910345968377,2.7579860030016223,5.105542008039893,1.6182229456808428,Iris-versicolor
+64,5.596541546570897,4.199999266038716,1.4078824993937735,0.22062680478803257,Iris-setosa
+65,4.4,2.922839318649514,1.4055681044360033,0.19788791371872705,Iris-setosa
+66,5.6057810870326215,2.9613772762307096,4.698220239457036,1.518850057538345,Iris-versicolor
+67,5.50196929840412,2.818772814256204,4.531641227310419,1.5316924065425657,Iris-versicolor
+68,5.9518635102732755,3.0766725841301326,4.7111051615846185,1.6362574071650022,Iris-versicolor
+69,6.811997619958397,3.2044205872019442,5.60733145340784,2.3135430432005792,Iris-virginica
+70,4.956341551715545,3.1133940421031054,1.405326587627321,0.18281411046832236,Iris-setosa
+71,6.290432789303453,3.3024768158957105,4.648170116448002,1.6551682328405064,Iris-versicolor
+72,5.753422228229927,2.5279502625878876,4.994653874292254,2.070239392024011,Iris-virginica
+73,5.4105259685370966,2.6777074219111765,3.577855613645494,1.3041199059552622,Iris-versicolor
+74,6.969054624272753,3.3615097422372076,5.626482815945362,2.5,Iris-virginica
+75,6.004236235059782,2.800322123379424,5.142523417316679,1.808181062079424,Iris-virginica
+76,4.994368176385319,2.480229170632716,3.2361685525060695,1.1276142078518336,Iris-versicolor
+77,6.101683485431171,2.9089562528042467,4.840186388213309,1.7927357835146123,Iris-virginica
+78,4.543816653635443,2.4907121900083697,1.31789870754051,0.28454764537945415,Iris-setosa
+79,6.139104151495196,2.655518036725661,5.121823999819151,1.8198998603223453,Iris-virginica
+80,4.8192422947036535,2.4369367150629295,3.299603731443364,1.0789244899778143,Iris-versicolor
+81,6.738574673657811,2.9215003271680033,4.984322895920388,1.609680265962825,Iris-versicolor
+82,4.819254608077176,3.082557579770826,1.4043992739160598,0.2763022198254244,Iris-setosa
+83,5.737377240783023,2.439591632512997,4.062823059966007,1.191362694598704,Iris-versicolor
+84,4.835217242656741,3.312905899460067,1.3464168977690718,0.2367346746368765,Iris-setosa
+85,6.2637945699012665,3.0,5.1208026752303715,1.9149058328398585,Iris-virginica
+86,5.310576695022773,2.9846064770857708,4.385208973157029,1.3825824267272946,Iris-versicolor
+87,5.249163345816166,2.6567414092649506,3.9735249523137246,1.312621848185203,Iris-versicolor
+88,6.534385055065893,2.4979143286017105,4.6096950873950915,1.378450151153998,Iris-versicolor
+89,6.680612283033606,3.23858247776535,5.501661034224966,2.1049711396220343,Iris-virginica
+90,5.284020517600516,2.6739702724235115,3.364317975431222,1.2061597882260984,Iris-versicolor
+91,4.926887301192297,2.404964283028143,3.513769947513278,1.0917505245633128,Iris-versicolor
+92,5.07045210410162,3.2878977002394283,1.4176959183108542,0.2176732900499802,Iris-setosa
+93,5.6705330662674625,2.6440927849482256,5.010036932147333,1.4329235478080111,Iris-versicolor
+94,6.457959217816003,2.7145107844015426,4.680813016423452,1.3593177122816682,Iris-versicolor
+95,6.288167301397599,2.7286965214293972,5.012168296862626,1.5359257862953946,Iris-versicolor
+96,6.259673435608048,2.973594173759065,4.766245954823291,1.5861026862432217,Iris-versicolor
+97,6.198253700769259,2.5425886470063714,5.426523960460301,1.6990244417976044,Iris-virginica
+98,4.976831870404613,3.1916778906922803,1.2,0.1715237127238988,Iris-setosa
+99,5.266468891594915,2.4437184962800487,3.6068544299670453,1.096855396415517,Iris-versicolor
+100,5.720818350811629,2.862711722124261,4.3356265053305405,1.3332957982007787,Iris-versicolor
+101,5.374435645343901,2.50471921853466,3.9213759882435397,1.1396185412844058,Iris-versicolor
+102,5.482223894539701,2.9995769542881656,4.440827333462875,1.497396793063404,Iris-versicolor
+103,6.76851839727426,2.9764026626573825,4.892439263030122,1.5525152960391062,Iris-versicolor
+104,5.787327794024028,2.82385498295696,4.419220349819744,1.237123077400968,Iris-versicolor
+105,5.701501729611927,2.7849911690991407,5.077266676501352,2.3708081565545926,Iris-virginica
+106,4.400000697652153,2.9428746001748594,1.4013416755546273,0.19524155700320492,Iris-setosa
+107,5.039187606627084,3.7613864826055097,1.4937546391265675,0.29683193940941033,Iris-setosa
+108,5.841845967893778,2.6082494798134355,3.924992222600052,1.2858415528907379,Iris-versicolor
+109,5.390714635392822,3.397873357521414,1.689234973158514,0.2880864670598264,Iris-setosa
+110,5.598944968885744,3.825380471121535,1.520577359636075,0.33367758266568204,Iris-setosa
+111,7.110740009230273,3.3968438526309486,6.016672194135731,2.5,Iris-virginica
+112,5.950450738125927,2.914383137752844,4.606338736360515,1.4338411968455524,Iris-versicolor
+113,4.8103622707083,3.282867554677685,1.4466047320993576,0.24570111977678852,Iris-setosa
+114,4.504432455318382,2.32310398911558,1.306580214848235,0.3627517682507569,Iris-setosa
+115,4.4,2.823126635043036,1.409118981682462,0.19841920430108434,Iris-setosa
+116,5.345517588580854,3.559111445413263,1.459332331554385,0.24932950178088392,Iris-setosa
+117,6.598943588036631,2.527636136686849,5.473671518728939,1.7775310779864137,Iris-virginica
+118,6.328647366506077,2.7358207573502837,5.626485831854063,1.683083945280426,Iris-virginica
+119,5.3653712475500805,3.664939837701418,1.4949869636602418,0.21669793370175955,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/2/test.csv b/iris/tab_ddpm/0_2/2/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/2/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/2/train.csv b/iris/tab_ddpm/0_2/2/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/2/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/2/val.csv b/iris/tab_ddpm/0_2/2/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/2/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/20/synth.csv b/iris/tab_ddpm/0_2/20/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ddb6344afc40cb2fb9f3a0227bd39877bf970441
--- /dev/null
+++ b/iris/tab_ddpm/0_2/20/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.029515360824583,3.1956434190686256,4.818868628944986,1.8146196254736655,Iris-versicolor
+1,5.387812347162798,2.9242003511503802,4.311888260093986,1.4350580902280223,Iris-versicolor
+2,5.979557943099227,3.0,5.303492202244202,1.7955429955427673,Iris-virginica
+3,6.793325839632464,3.0254536220402044,5.598148925699988,2.1573860081459477,Iris-virginica
+4,5.452801718697066,2.6336814444928804,4.257863207828972,1.2327942966440906,Iris-versicolor
+5,7.896487661902754,3.3246161047700116,6.337961936616892,2.060714728459239,Iris-virginica
+6,5.84714288284407,3.0672080818335954,4.377054828552334,1.4520776325208251,Iris-versicolor
+7,6.688749027158883,3.3084480017892868,5.69918073698513,2.5,Iris-virginica
+8,5.591197856254061,2.9714304433731034,3.818459131748353,1.3170513060227877,Iris-versicolor
+9,5.181479790935466,3.3452558889060313,1.755418286244966,0.6201000034262236,Iris-setosa
+10,6.61502280598985,3.261929844794276,5.362268315989684,2.161059308986185,Iris-virginica
+11,6.533296187457697,3.2035386284359224,5.125244509649792,1.9298402361909432,Iris-virginica
+12,6.170351040548802,2.2,4.389511476321522,1.5654340579473436,Iris-versicolor
+13,5.737423550408068,2.8439492794259125,4.455594593411383,1.3315400833459492,Iris-versicolor
+14,5.983218085730014,3.02998332655252,5.037624277886178,1.808791524230005,Iris-virginica
+15,4.501014880868766,2.333359297818728,1.2923054799117821,0.2996506107688999,Iris-setosa
+16,5.903744172422304,2.521574543055479,5.004084450788936,1.9735412531837069,Iris-virginica
+17,5.556015510304404,2.996439213071827,4.696166052473786,1.641185906055709,Iris-versicolor
+18,6.7655125756937196,3.3312151885064742,5.803725580421494,2.5,Iris-virginica
+19,6.366440353037631,3.3336372181695646,5.669101144336943,2.3791524656185072,Iris-virginica
+20,5.569613486040039,2.7515680462909105,3.944120069282002,1.35391477449296,Iris-versicolor
+21,5.5831808839916786,3.8289631837854,1.6145459099460184,0.4638639304526461,Iris-setosa
+22,6.128716681221904,2.3718150554683315,4.296801358621129,1.1447335598761932,Iris-versicolor
+23,4.906672141144117,3.0604643624005865,1.4730138537597857,0.1,Iris-setosa
+24,4.994915448846821,2.4755049000171203,3.1396708731829435,0.9930925755068376,Iris-versicolor
+25,6.333989292303717,2.603800452649912,4.708031453732609,1.4063727779412378,Iris-versicolor
+26,6.5462904633448575,3.0,5.100605952477427,2.1065078427463324,Iris-virginica
+27,5.20884762977455,3.775697767070169,1.4944638317225467,0.20622419685206322,Iris-setosa
+28,4.886099748775441,3.05166895973794,1.4665497464440829,0.10000009074144339,Iris-setosa
+29,6.1573200539820405,3.020497532988408,5.142998682158554,1.8996919812385658,Iris-virginica
+30,6.016791740714119,3.0487644652325985,4.5710258524144916,1.5568561528166167,Iris-versicolor
+31,6.238506056004789,3.0,4.6232111951681185,1.8119022893265,Iris-virginica
+32,6.312431252026362,2.2877922512614344,4.445805237841267,1.349844109477281,Iris-versicolor
+33,6.223609514302424,3.2662770610910954,5.126596013264508,1.9497694765021405,Iris-virginica
+34,7.10236312522688,3.028895109913429,5.805495718532193,2.251383712744275,Iris-virginica
+35,5.112096435498672,3.8231642265818753,1.5028934203806292,0.28330080806397007,Iris-setosa
+36,5.51086191135443,4.2,1.3648459039056315,0.18590241059464213,Iris-setosa
+37,7.634020329009488,2.5807586534282194,6.8999953879846085,2.306033237072088,Iris-virginica
+38,7.730832393637214,2.6139995419561406,6.899996242250135,2.22527041245801,Iris-virginica
+39,6.5257747597617515,3.326661927412139,5.5685254289591395,2.3512291111487893,Iris-virginica
+40,6.745559780165564,3.3209445919470557,5.863754720827303,2.5,Iris-virginica
+41,6.251461535877356,2.734359542275069,5.185586862186964,1.7429883529530583,Iris-virginica
+42,6.150880245910017,2.2,4.423374632496482,1.4785113890032289,Iris-versicolor
+43,5.912203829770274,3.0246553455983127,4.190612730809966,1.4266024690624053,Iris-versicolor
+44,6.49460528275393,2.556674807541426,4.566782708487926,1.370965806682621,Iris-versicolor
+45,6.044305887553545,3.2853891109371856,4.820829042370477,1.7699178859381028,Iris-versicolor
+46,4.96415022879643,3.525452910852549,1.4346977546774489,0.25006823592686384,Iris-setosa
+47,7.693252776173589,2.590878792384573,6.899997671909876,2.292200722822534,Iris-virginica
+48,4.400007934355193,3.0,1.3755016321709062,0.20008107896402497,Iris-setosa
+49,5.044607585942176,3.267472847965629,1.469430316409924,0.39713999061572064,Iris-setosa
+50,6.27566178972765,3.0,5.379987216367838,1.8105940628500625,Iris-virginica
+51,7.727784841156845,2.557588325165019,6.9,2.344741113090366,Iris-virginica
+52,6.483588352403184,3.0,5.133234191479671,2.131934855006785,Iris-virginica
+53,6.163310007484956,2.720195499519866,5.1029691394538865,1.6854592767128713,Iris-versicolor
+54,5.890755285652105,2.8957204697344365,5.200793845839017,2.277270075920807,Iris-virginica
+55,4.885847488025244,3.380946711063785,1.4464531276187171,0.22947237754559777,Iris-setosa
+56,6.093041351416719,2.6345791131173746,5.632082860408961,1.412432325338592,Iris-virginica
+57,5.542411178317334,3.4082716647908695,1.630083566643389,0.19839324096350014,Iris-setosa
+58,7.49362303581044,2.9329858319623505,6.282425335778605,1.7876109360536494,Iris-virginica
+59,6.57733939854361,3.3258772821590683,5.769148993250027,2.301629361340546,Iris-virginica
+60,6.415227007089145,2.830986862094896,4.691043829212069,1.310340887991347,Iris-versicolor
+61,6.653928348154119,3.2991910061602434,5.754241383029314,2.499999412530773,Iris-virginica
+62,5.065714474030158,3.378137838473656,1.4942922330413975,0.47893542270541456,Iris-setosa
+63,6.206814545675478,3.252575072826738,4.901153857333859,1.7628893366547245,Iris-versicolor
+64,6.78377922587862,3.328531016063558,5.6962157535593825,2.5,Iris-virginica
+65,6.0454556383102,2.727186807124583,5.593414128630354,1.5333708767540932,Iris-virginica
+66,6.793557179371577,3.0485292815146505,5.500621568095265,2.1515897432733206,Iris-virginica
+67,6.78366834478518,3.0,5.587014316793134,2.138771305174672,Iris-virginica
+68,4.850008813367773,3.0,1.4310549986605918,0.10000018305525916,Iris-setosa
+69,5.272266411551433,2.384969797187272,3.6206505993832288,1.085825420288627,Iris-versicolor
+70,7.668542018525705,2.5308226382413714,6.9,2.3180664942203633,Iris-virginica
+71,5.639422515048317,2.7935434292319776,3.690898920447252,1.2569903437401697,Iris-versicolor
+72,4.887603115603149,3.109547430727971,1.4696064879168111,0.1,Iris-setosa
+73,6.122035326670141,2.9650203377273416,4.559491518630472,1.2980544514600443,Iris-versicolor
+74,5.0701708065392275,3.246491487056846,1.482703977691648,0.30611708019270273,Iris-setosa
+75,5.97672417346698,2.873543007451155,5.470634664309541,1.8389640246906735,Iris-virginica
+76,6.900595748425166,3.0,5.999629029662149,2.18056847655647,Iris-virginica
+77,4.741927806049037,3.0,1.3113274699889923,0.1,Iris-setosa
+78,5.5229345871244035,2.546206625494177,4.149016856547805,1.2026318635775113,Iris-versicolor
+79,6.961589707876872,3.366263680340333,5.669071531893388,2.5,Iris-virginica
+80,6.410181055324733,3.1278385766314707,4.79125004821555,1.6270518814705184,Iris-versicolor
+81,5.733031179874481,3.0,3.8672945757173967,1.40955348679962,Iris-versicolor
+82,5.977217874031212,2.5254054814867217,5.043942332210393,2.017705088757271,Iris-virginica
+83,5.560620955065943,3.601075900827424,1.4923874508539428,0.29433076381005036,Iris-setosa
+84,5.783840846021676,2.614273874437365,4.647948944940141,1.2124415797551944,Iris-versicolor
+85,6.7083648639330065,2.692532948652758,5.84695331583583,1.8166814431844525,Iris-virginica
+86,4.900721210634718,3.073948718539362,1.4761963062369614,0.1000001356346488,Iris-setosa
+87,7.66486657193467,2.633700184211626,6.899996701632248,2.302485696494317,Iris-virginica
+88,4.954609275638545,2.516059314307894,3.486211860227649,1.1358474044063205,Iris-versicolor
+89,5.462840310865944,2.557172311067674,3.522194615061899,1.144983883837173,Iris-versicolor
+90,5.183692723309878,3.376992407907246,1.4432308273718724,0.27963306102193103,Iris-setosa
+91,5.569279632949754,3.6325043439919504,1.8148207175004514,0.2088336454261376,Iris-setosa
+92,6.420070241342689,3.1815361578082295,5.670048514808265,2.4999846939753247,Iris-virginica
+93,6.89841152132337,2.9195369228301775,5.931153006468295,1.8076390998900043,Iris-virginica
+94,7.185933236081179,3.173441523952198,5.4075383331164755,2.31354790915172,Iris-virginica
+95,6.826134651078233,3.2042059000261065,5.178166059084112,2.261997519617632,Iris-virginica
+96,4.69334035854617,3.295848743307137,1.3724008990602434,0.20541705302893376,Iris-setosa
+97,6.06239144232835,3.220474993422973,4.680329111791587,1.6748905744400702,Iris-versicolor
+98,5.887774193133479,2.681618512354587,4.36611518351441,1.2787174739432148,Iris-versicolor
+99,5.906399387662112,3.0,4.328669082948067,1.573725827811405,Iris-versicolor
+100,5.657142661118247,3.0,3.706594237653497,1.3814745593822506,Iris-versicolor
+101,5.092403099112199,3.562104594724353,1.7387656659440323,0.4926378183198064,Iris-setosa
+102,6.345627772402608,2.8070201815398677,5.519171159548227,1.9115655448185598,Iris-virginica
+103,6.31912049747946,2.607921840414675,5.5547277079173405,1.642647317751826,Iris-virginica
+104,5.014587520191952,3.252882800114357,1.4770931787373238,0.29671298600278473,Iris-setosa
+105,6.379974235270065,2.5782799472727573,5.689673997495477,1.5884659715671587,Iris-virginica
+106,6.144555113372131,2.2,4.543988325461912,1.4947145511119189,Iris-versicolor
+107,6.48437652213831,2.7363134237186775,5.664717676559811,1.8426611517192562,Iris-virginica
+108,5.9056974296999085,3.098089414897524,4.923923452767991,1.8094413229130892,Iris-virginica
+109,5.3965148797942835,2.351965704937208,3.127413885039255,0.8467040331634526,Iris-versicolor
+110,5.973378117950941,3.0,4.746385780587753,1.59843893132388,Iris-versicolor
+111,5.781743868871969,2.5795018462330503,5.035071510945277,2.0373038310568674,Iris-virginica
+112,5.28143900831667,2.6578776932571744,4.031186378671619,1.283689022555142,Iris-versicolor
+113,5.394295342492105,2.799855805406381,4.111718593860634,1.3317844356956758,Iris-versicolor
+114,5.472879225228845,2.6318957427981573,3.6518151797885765,1.3223623413951535,Iris-versicolor
+115,6.37378677234345,3.5516101196295153,5.558703369424756,2.194857214833398,Iris-virginica
+116,5.223165195980823,2.359632040601094,3.264269405995644,0.9580771116990456,Iris-versicolor
+117,5.318673551554458,3.734021843384163,1.8788706547046619,0.42776716330035813,Iris-setosa
+118,5.882676413649315,2.6736022329559517,4.967803414528672,1.3488857033418495,Iris-versicolor
+119,5.711177066704225,3.0,4.023346821057586,1.33648329106008,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/20/test.csv b/iris/tab_ddpm/0_2/20/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/20/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/20/train.csv b/iris/tab_ddpm/0_2/20/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/20/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/20/val.csv b/iris/tab_ddpm/0_2/20/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/20/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/21/synth.csv b/iris/tab_ddpm/0_2/21/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b925d271ed44386c8f5e594d69f6dc9272deda8d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/21/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.450129739100528,3.038551036982692,5.023087339381349,2.043879349006732,Iris-virginica
+1,5.830419177585476,3.724769514371223,1.544978233780143,0.2870791521701077,Iris-setosa
+2,6.135383567366781,2.75061791734633,4.976751005938425,1.4546566659868212,Iris-versicolor
+3,4.4,2.893230283809736,1.4017023189887166,0.19799333099850358,Iris-setosa
+4,6.758870754132855,3.315462630971633,6.0630839424807625,2.5,Iris-virginica
+5,6.885455932985015,2.862938557140416,6.061993336766734,1.8161379250031895,Iris-virginica
+6,4.811648140683498,3.0,1.393304935464006,0.18873010026876946,Iris-setosa
+7,7.714377486752079,2.5442578039628794,6.9,2.3540562303183887,Iris-virginica
+8,4.963286363811869,3.175293495951378,1.36554277177953,0.2044933094548185,Iris-setosa
+9,5.2392088969218005,3.403896442597338,1.9642362773915567,0.4328092931644236,Iris-setosa
+10,5.790603963511131,2.7308448737354785,4.5143090415335925,1.2543848471185044,Iris-versicolor
+11,5.860222254548729,2.9003268058570684,4.538362915015474,1.330208298638104,Iris-versicolor
+12,6.768079343472521,3.1995232313476265,5.381750041025974,2.251554333251853,Iris-virginica
+13,5.939323497416246,3.0,4.966374469632228,1.7939794361775863,Iris-virginica
+14,6.706398934398515,2.9606169546404346,5.276243924879246,2.08072175000219,Iris-virginica
+15,7.72257642593014,2.5802164550368984,6.899998816641807,2.276713935292602,Iris-virginica
+16,5.513119773539585,3.6991220120515846,1.5798826874338083,0.20821673358787568,Iris-setosa
+17,4.974598665995001,2.420011967136093,3.5068207600784294,0.9469864048949834,Iris-versicolor
+18,4.778404766548145,3.0,1.401750668248717,0.1,Iris-setosa
+19,7.7302973755912445,2.6123641614731192,6.9,2.268387190008192,Iris-virginica
+20,4.883145231329547,3.1158010090363293,1.564187589547458,0.10000018146684601,Iris-setosa
+21,6.608595962400483,3.1243579140651008,5.076532735267102,2.118352126539071,Iris-virginica
+22,5.639542112877744,2.984332176990333,4.357968873628003,1.4877028262493677,Iris-versicolor
+23,4.824206914976444,3.0,1.3760501800985756,0.24568135187318535,Iris-setosa
+24,5.551570385682984,4.2,1.390734695268724,0.19641162632133063,Iris-setosa
+25,5.127768410351065,3.619598470549322,1.879594434267009,0.6254692005857085,Iris-setosa
+26,4.886447332941195,3.1305129170718633,1.4777679233225036,0.1,Iris-setosa
+27,7.686175573420664,2.608799166556972,6.899998381016303,2.2565049996672406,Iris-virginica
+28,6.3583153364188805,3.3003806757313283,5.520804480873892,2.090636394723636,Iris-virginica
+29,5.899468356875332,3.198369284462543,4.747398570097276,1.8026157938633867,Iris-versicolor
+30,4.400000647453199,2.9255573956833913,1.38117867208263,0.20045778251066462,Iris-setosa
+31,5.339164672242533,2.907343359355257,4.356162780768826,1.4667813532738625,Iris-versicolor
+32,7.637640588833446,2.635121950171218,6.9,2.3466992868807326,Iris-virginica
+33,4.956457962731544,3.3589916985494814,1.4876435114835438,0.18171434216588084,Iris-setosa
+34,5.085008889576197,3.390062276864025,1.469400145095981,0.2833082720635748,Iris-setosa
+35,4.970214305355836,3.2771823256162316,1.400901572567261,0.22464052986331443,Iris-setosa
+36,6.093267321469666,2.6200649900971684,4.5520550023453294,1.1290792021563487,Iris-versicolor
+37,5.8340562137289025,2.891564502863872,5.066091581262992,1.816790220110881,Iris-virginica
+38,5.5243064593171285,4.2,1.4001450484985547,0.2002031858743371,Iris-setosa
+39,7.02962509643208,3.0450490511010653,5.8188039421028614,2.15399883326947,Iris-virginica
+40,4.868714959120575,3.0509692206742423,1.4764011207771492,0.10000013420582027,Iris-setosa
+41,6.2707258249851,2.6144274655631787,4.608911812885265,1.2708535657656892,Iris-versicolor
+42,5.550760116055946,3.7968449650394183,1.5910149478426756,0.27244675641283417,Iris-setosa
+43,5.478683985261821,2.5018685571415955,3.801373415094588,1.1387146618220987,Iris-versicolor
+44,6.004081869703689,2.2,5.001237331140329,1.4754284574952226,Iris-virginica
+45,6.1419874639915335,2.876232068760601,4.488029092540746,1.2748457807713665,Iris-versicolor
+46,5.229542297212786,2.410761385560747,3.4110003572691605,1.003028448111939,Iris-versicolor
+47,5.247072490338235,3.7588094403383607,1.7289258056646906,0.19972617229845835,Iris-setosa
+48,5.989175387808586,2.2,5.014606856710109,1.5512024126076673,Iris-virginica
+49,5.688958554459352,2.6599318238749317,5.054060015540927,2.3335752125685074,Iris-virginica
+50,4.7386035238726265,3.0,1.3834440209511378,0.18628557265103157,Iris-setosa
+51,5.605556040710528,2.8871161806516836,4.316878303646266,1.3582297511779888,Iris-versicolor
+52,5.487831409364303,2.81362113592752,4.374479359980619,1.3141479681124817,Iris-versicolor
+53,6.316391200276821,3.2506502428678705,4.671826625369002,1.5477181475399149,Iris-versicolor
+54,5.003795672864111,3.1000901323833294,1.2000007524200522,0.2131010138386838,Iris-setosa
+55,7.710410030175343,2.6140031563869686,6.899998581633835,2.2605967558958655,Iris-virginica
+56,4.954359498714723,2.398534578280947,3.266524423193153,1.0667962735646177,Iris-versicolor
+57,4.507921850532922,2.2773759010108363,1.3094049377484573,0.4894940242032967,Iris-setosa
+58,4.483681719847348,2.3329626806188064,1.2964342406854554,0.3557930208985727,Iris-setosa
+59,5.102962654345647,3.7943128758257294,1.4804957821627274,0.47480441250304883,Iris-setosa
+60,5.767039573752353,2.7184869387605355,5.065337183137687,2.3344549004471533,Iris-virginica
+61,4.819129826138386,3.0,1.3993684917966065,0.20989385349012274,Iris-setosa
+62,5.074024685493475,2.5988095465886505,3.8763357261744336,1.236680859235092,Iris-versicolor
+63,6.414118139422358,2.776164511146702,5.034474897107082,1.8306630525126322,Iris-virginica
+64,5.311755220610768,3.468006691834447,1.7232212418635013,0.5422948987383276,Iris-setosa
+65,5.402974109851735,2.392506147350535,3.495755032894406,1.0776513757211674,Iris-versicolor
+66,6.841325168831478,3.174973297749062,5.661867827530396,2.3178343194871953,Iris-virginica
+67,5.947824804868509,3.186331582305645,4.733318467363961,1.7603465217990928,Iris-versicolor
+68,5.968537341396301,3.208602026431501,4.788815353260516,1.7989955882587731,Iris-versicolor
+69,4.888972755340872,3.037187773559273,1.4802431285439082,0.10000009441396736,Iris-setosa
+70,5.047457654649475,3.4084735050104236,1.4262212110667263,0.29959242156379884,Iris-setosa
+71,5.070185005747974,3.3952411365383433,2.1447588277913283,0.3646766467246446,Iris-setosa
+72,6.3599554065320865,2.4343678301771523,4.731260862952065,1.467067494495955,Iris-versicolor
+73,6.162237558947395,3.134949592420127,5.1466632906517935,1.8721238342674837,Iris-virginica
+74,6.249347164844905,3.259747364389621,4.74396981573921,1.696288572460697,Iris-versicolor
+75,5.6948768910176,3.0,4.464669581598052,1.3388445513377871,Iris-versicolor
+76,7.678524885657967,2.5741278869641104,6.9,2.290484630614181,Iris-virginica
+77,7.060733176781301,3.219614725720462,5.6226756760113075,2.2806638437702516,Iris-virginica
+78,6.474670552506507,2.9583431528986526,5.457733485737888,1.7844803128283329,Iris-virginica
+79,6.716774631519167,3.2242303269835437,5.078146534768991,2.2395315945097147,Iris-virginica
+80,6.7875866458292435,3.3270202624649925,5.714435783607012,2.5,Iris-virginica
+81,6.806962412864602,3.340714851548467,5.700012173657795,2.5,Iris-virginica
+82,6.676208096694534,3.043601476062107,5.102102666374203,2.1008559361177603,Iris-virginica
+83,7.697207770683839,2.613047183162533,6.9,2.3142686191841566,Iris-virginica
+84,7.899993153464818,3.722035765478162,6.2325605387132335,2.000352232497557,Iris-virginica
+85,5.7226259583010215,2.7259321785798254,5.070477757218942,2.399908857516847,Iris-virginica
+86,5.624314285645962,3.0,4.102102417974228,1.295966038187081,Iris-versicolor
+87,6.043548358649941,2.4479246717138587,4.337821109185266,1.174459762258868,Iris-versicolor
+88,5.767784320268078,2.921449392071791,3.859499145201035,1.3256825107654657,Iris-versicolor
+89,6.741333059973803,3.0,5.530992135494115,2.118262858890059,Iris-virginica
+90,6.411532985675427,2.821283304315491,4.41774630518699,1.2441297523216805,Iris-versicolor
+91,5.00715929487925,3.183942969969439,1.4557006300504491,0.34645828366767756,Iris-setosa
+92,6.213155974382037,2.2,4.5334539718513245,1.4890457868805882,Iris-versicolor
+93,4.892893628129138,3.1238411121653265,1.4785797196146448,0.1,Iris-setosa
+94,5.223340438541998,2.571149003123052,3.417669420027038,1.1338356636503153,Iris-versicolor
+95,4.907293201792115,3.1280460577610905,1.714682554858625,0.10000014661243246,Iris-setosa
+96,5.06343920552353,3.5310331250756595,1.4883221903042025,0.30727580828948264,Iris-setosa
+97,6.699388441197843,3.1587817547801067,5.985972511492087,2.3218770060086844,Iris-virginica
+98,5.545037356850027,2.3366560224816904,3.972052414369153,1.106384877281892,Iris-versicolor
+99,6.036488299363274,3.0,4.590442954623462,1.382613588292297,Iris-versicolor
+100,5.002780559131911,3.2823996560920117,1.4047873958590908,0.29884226410981296,Iris-setosa
+101,6.6559914483308695,2.4866262896960967,5.937592620928939,1.7765613909123703,Iris-virginica
+102,6.674719513654716,3.2827693950940544,5.666635976924052,2.5,Iris-virginica
+103,6.304043650093578,3.5083965086485946,5.515785218223528,2.3792347537941803,Iris-virginica
+104,7.718075442278084,2.5502109073508454,6.9,2.3016903639468573,Iris-virginica
+105,6.242749168793158,2.7516769949910693,5.091765749427302,1.7431205672628272,Iris-virginica
+106,7.02376744546296,3.0,5.978434354582316,2.043474864208124,Iris-virginica
+107,5.475535745787672,4.2,1.4005210931905026,0.1932865737826347,Iris-setosa
+108,6.797576247799433,3.3305709439492754,5.732955915115439,2.5,Iris-virginica
+109,6.243438136808595,2.2,4.559149341910288,1.5307059434866688,Iris-versicolor
+110,6.319388389303399,2.7470256852116655,5.014299106820216,1.5348536861156423,Iris-versicolor
+111,6.305065977940381,2.435167441790423,5.055389325666258,1.5771576485852252,Iris-versicolor
+112,5.465962024065819,4.2,1.4019938066211182,0.2034566884085765,Iris-setosa
+113,6.06210890325357,2.746229073367819,5.011576175693561,1.807141241943314,Iris-virginica
+114,5.761788262689812,2.9339313651812637,4.185703970584143,1.359127093571675,Iris-versicolor
+115,5.4169767009249945,3.4076583244214094,1.5106801623399593,0.20764300198140306,Iris-setosa
+116,4.744184897727374,2.890368785808816,1.3618952242102418,0.273154347423232,Iris-setosa
+117,5.539310767752077,3.565960533911219,1.5662311318310218,0.27809400644873244,Iris-setosa
+118,4.775181104084282,3.0717864212998216,1.366327206223715,0.27942407912558404,Iris-setosa
+119,4.890454752253411,3.0297618989634882,1.3858951867451657,0.22586843110036775,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/21/test.csv b/iris/tab_ddpm/0_2/21/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/21/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/21/train.csv b/iris/tab_ddpm/0_2/21/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/21/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/21/val.csv b/iris/tab_ddpm/0_2/21/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/21/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/22/synth.csv b/iris/tab_ddpm/0_2/22/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ccf7bc09c1e4fa4b68becacddc0f147c0f899664
--- /dev/null
+++ b/iris/tab_ddpm/0_2/22/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.228950312652071,2.8285091790487846,4.797478649210486,1.8011578303098041,Iris-virginica
+1,5.799511443581521,2.8085655856098763,4.67495503285404,1.336990502536223,Iris-versicolor
+2,5.186986951842598,3.335270182239276,1.610269614717521,0.7801608771253536,Iris-setosa
+3,5.660833833245259,3.084359837509589,4.791629420189659,1.7504016505792948,Iris-versicolor
+4,6.101978958689407,2.2,4.3646144309538695,1.4591566997250596,Iris-versicolor
+5,6.416177728682783,2.7808378549486985,5.722980321134046,1.7657430459293335,Iris-virginica
+6,5.3331697905682,3.8987877812449683,1.5889941158284042,0.487500910828905,Iris-setosa
+7,5.5345180003241,3.7936106648222316,1.8349539510771777,0.26584290922757897,Iris-setosa
+8,6.341606117516873,2.67865727754174,4.608297755989351,1.3017415091830877,Iris-versicolor
+9,7.689251643444919,2.5787721593997803,6.9,2.3173633823825144,Iris-virginica
+10,5.96162356970595,2.7452304184881866,4.750491163736963,1.3907937586939523,Iris-versicolor
+11,5.974272824285528,3.0357293910472127,4.682253999018457,1.7313706945797318,Iris-versicolor
+12,5.515746054845306,2.9681088793705785,4.4467513335214,1.4090375920753837,Iris-versicolor
+13,7.7409461751267665,2.54886582274735,6.9,2.3077643119329014,Iris-virginica
+14,5.121159018901473,3.5200661482904523,1.4100039772636195,0.45055410998281675,Iris-setosa
+15,6.024485567887614,2.6554468367529673,5.327849099218143,1.5684510152806619,Iris-versicolor
+16,4.854202202774438,3.0492783386447906,1.4731124980450805,0.1,Iris-setosa
+17,6.4194329942631345,3.11446754503213,4.709845886669009,1.6087016743031983,Iris-versicolor
+18,6.571099361495715,2.881078267931831,4.60897818374655,1.5044662357465302,Iris-versicolor
+19,5.905090874291966,2.648823684204869,4.416495600776343,1.2409966670036399,Iris-versicolor
+20,6.565624604860895,3.0,5.452989249901792,1.8245855021796884,Iris-virginica
+21,5.216151145312143,2.662319556254993,4.2622695227597625,1.3430303599861009,Iris-versicolor
+22,6.7912287422025495,3.096244301464012,5.820740152605806,2.2962361874941273,Iris-virginica
+23,6.595847102721668,3.2067422503855134,5.226263585350444,2.0954133710453426,Iris-virginica
+24,5.379562970825367,2.422435341110387,3.303954812340626,1.1087577682778498,Iris-versicolor
+25,5.873405467563562,2.8512328816006898,4.711941616013001,1.2688193479316574,Iris-versicolor
+26,7.032810013920823,2.8399751476702915,6.140140393823691,1.8993215856677306,Iris-virginica
+27,4.810695189760843,3.0,1.412034762327057,0.10000026935235734,Iris-setosa
+28,6.758275622148652,3.3171675608955122,5.98325745055076,2.5,Iris-virginica
+29,4.474039788823337,3.2896371615228586,1.3540996347143435,0.23686773438649364,Iris-setosa
+30,6.473392233861143,3.092350297092893,4.838059638471661,1.7240948998757462,Iris-versicolor
+31,5.549680102439787,2.9309433316017346,4.4954682175786855,1.5510879287171528,Iris-versicolor
+32,6.073558135068715,2.6051606910286917,5.123402041184009,1.7081043371745324,Iris-versicolor
+33,5.147551672317799,3.3174986650742273,1.4899913164451732,0.2386607931956609,Iris-setosa
+34,6.896735147581004,3.23065689778335,5.939715933072406,2.073479894798213,Iris-virginica
+35,5.556200296037931,3.0,3.964499417632959,1.2635749946263535,Iris-versicolor
+36,5.643650575791211,2.9079527183081657,3.606111055874801,1.4231023047904876,Iris-versicolor
+37,6.6006753913191565,2.7902264934657515,5.508791721064052,1.9977675073277603,Iris-virginica
+38,6.8909770957667185,3.0459041788112793,5.110457175389619,2.2385850165342855,Iris-virginica
+39,5.005584287823932,3.23129571122452,1.2000018075179553,0.19524737632598158,Iris-setosa
+40,5.438796492641675,2.5333351607610997,3.881440875184537,1.1451245660122469,Iris-versicolor
+41,5.5733517251272495,2.923500708667989,4.380247345407844,1.423275471645036,Iris-versicolor
+42,6.4996469178736,3.1719425349738697,4.922394488315746,1.7501938864999833,Iris-versicolor
+43,5.992252956925911,3.0,4.518802205301233,1.4314638009040168,Iris-versicolor
+44,5.789527876401914,2.6752278421284994,4.892670508812412,1.3634683281287732,Iris-versicolor
+45,5.538730502094186,2.916551706041854,4.098926528529166,1.3779683792725435,Iris-versicolor
+46,5.303079363044476,3.57018678223925,1.4995804626275642,0.2151173848236616,Iris-setosa
+47,5.546655908367426,2.4630580852169803,3.8226190168040968,1.0768688354875373,Iris-versicolor
+48,6.4768025768145305,2.5091648585258324,4.835741349914756,1.486408214414952,Iris-versicolor
+49,6.888484733782204,3.0,5.801932276586233,1.9215347954350361,Iris-virginica
+50,6.058273630959152,3.2681038574069166,4.805946567887532,1.7507277193219257,Iris-versicolor
+51,6.3151124315123095,3.352073811267995,5.696476768135938,2.2947436203019373,Iris-virginica
+52,5.673310583786336,2.4323823857814135,5.005966923274338,1.9268624402115866,Iris-virginica
+53,4.901735707438644,3.364771920201184,1.8458846718541118,0.35429143223849446,Iris-setosa
+54,4.927337327792725,3.0817807913867243,1.3921733914443317,0.10001223582190019,Iris-setosa
+55,5.846612453600643,2.602685227513621,5.03427997358705,1.9460270093140544,Iris-virginica
+56,6.046974516521019,3.102698561594309,5.092334466670347,1.8346614870487536,Iris-virginica
+57,4.901512365331982,3.0,1.4019910532994353,0.19013003313177973,Iris-setosa
+58,6.016397169452333,2.7891081649728457,4.3380293012384605,1.2779347346529524,Iris-versicolor
+59,6.665134152698571,3.335269521061727,5.652878693135544,2.5,Iris-virginica
+60,6.142474761303893,2.8505347748833767,5.028421249862216,1.8119696626825585,Iris-virginica
+61,5.688593489563073,3.0,3.8631571574686365,1.4235662811295227,Iris-versicolor
+62,5.153024103166368,3.644734916861317,1.4850827195398988,0.19307122300604013,Iris-setosa
+63,7.647439093648103,2.576090338548133,6.9,2.29300664043752,Iris-virginica
+64,6.7576609362644815,3.2426309483627964,5.661482964460276,2.0367475408628644,Iris-virginica
+65,6.746555627860238,3.315749472002841,5.642941032771604,2.5,Iris-virginica
+66,6.663525120604702,2.4622942915106987,5.746911124766823,1.7771554563431669,Iris-virginica
+67,5.823548164427878,2.7240128936737866,4.954174159302706,1.500972174306667,Iris-versicolor
+68,5.263191817239846,3.7656874932308897,1.8151762559125488,0.35636874431220383,Iris-setosa
+69,5.486295601608307,3.753539070727762,1.5900466016161765,0.24331007316305936,Iris-setosa
+70,6.0343416882886425,2.658986153126628,5.039018997593081,1.4630949785124772,Iris-versicolor
+71,4.526167238666839,2.326265407137611,1.3001712065349211,0.3415707507361928,Iris-setosa
+72,5.758383641932471,2.828948271166498,5.174734055195904,2.333590393777111,Iris-virginica
+73,4.659285986507245,3.2258987454031836,1.3635248819959302,0.21098645648022896,Iris-setosa
+74,5.3887110135841985,2.5076146828058294,3.5279564199791285,1.1187465202776439,Iris-versicolor
+75,4.880375936498359,3.0,1.4392826028314316,0.10000009593261838,Iris-setosa
+76,6.505315787986862,2.7870954555012126,4.983888540991078,1.4812545270939896,Iris-versicolor
+77,7.080223216024658,3.381765371120312,5.814482998057832,2.5,Iris-virginica
+78,4.836224005912812,3.089529326756741,1.639492673768155,0.1,Iris-setosa
+79,4.4,2.8790637241487835,1.360638815195463,0.19321130115008134,Iris-setosa
+80,5.462465098571249,4.199998551174907,1.392196501717561,0.20520121248446463,Iris-setosa
+81,5.268718445607602,2.7909529198892007,4.187084275353967,1.3739929659360757,Iris-versicolor
+82,6.833869410676674,3.0940128368165625,5.889484476848112,2.309992531599689,Iris-virginica
+83,4.758796578737042,3.0,1.4015337985888756,0.1,Iris-setosa
+84,6.7863620756197,2.788597872713323,4.764831444643231,1.3881823560151638,Iris-versicolor
+85,7.8999967841130765,3.6957608492117937,6.413091437418972,1.976292711113638,Iris-virginica
+86,5.856077576505047,2.8526814400674314,4.344192205660077,1.2694791427670027,Iris-versicolor
+87,6.96016644412156,3.1793402220370988,5.6480255615383586,2.2410709378970557,Iris-virginica
+88,6.0906846391287015,2.2,5.017337125673122,1.4533906427154637,Iris-virginica
+89,5.362313159025018,2.677580176991034,3.980262689524128,1.291084643349714,Iris-versicolor
+90,4.863081245006632,3.0,1.4002103911625512,0.10000009603952502,Iris-setosa
+91,6.3428554146100655,3.3317768012287527,4.708542766196451,1.5522175472917652,Iris-versicolor
+92,5.807676998622842,2.982253334963863,4.000608238325794,1.4013367742446998,Iris-versicolor
+93,4.7615823103509225,2.9851365306323836,1.3825230328263598,0.41259468859444137,Iris-setosa
+94,6.09276697476241,3.0022784075665627,5.045863506989765,1.8070421218466683,Iris-virginica
+95,6.3267277895033045,2.8754710952786358,4.848373379515302,1.815183945850071,Iris-virginica
+96,4.804052086023627,3.0,1.400332437159043,0.1998569803999506,Iris-setosa
+97,4.917372143659291,3.47495641684346,1.4070392293441616,0.2946073780626368,Iris-setosa
+98,5.9678863260827395,2.2,4.988665431473496,1.4839844154280424,Iris-virginica
+99,5.989961549352231,2.9482096111596134,4.475246151320776,1.3188638119508183,Iris-versicolor
+100,6.973946352701731,3.0,5.380862064552233,2.162430674890858,Iris-virginica
+101,4.849775030097684,3.0,1.4232434414872885,0.1,Iris-setosa
+102,4.895610266921059,3.0,1.200040044224074,0.20342051515393544,Iris-setosa
+103,5.724612697224802,3.0,4.369752735594434,1.4792851177271547,Iris-versicolor
+104,5.46590457093464,4.2,1.400469127705866,0.18519013007751792,Iris-setosa
+105,5.815049985744687,2.976058709951595,4.584630665983477,1.3605248757331245,Iris-versicolor
+106,6.383417373566152,2.504941550281419,5.017937745286237,1.583400395025217,Iris-versicolor
+107,6.7037498011482635,2.4464224630271088,5.873898021440462,1.8219968610710078,Iris-virginica
+108,5.432853969302659,2.986760272883119,3.792728822823272,1.3407135743920249,Iris-versicolor
+109,6.1176915540420715,2.2,4.447493283260319,1.4850545429153195,Iris-versicolor
+110,6.7174536083522804,3.029567593313065,5.8126387249347,2.2539830255974644,Iris-virginica
+111,5.463386355212288,4.199998427489433,1.3872355772719882,0.20307522994181132,Iris-setosa
+112,7.68593974591128,2.6062994432267783,6.9,2.3134426104105934,Iris-virginica
+113,6.799567604285722,3.2190799379054713,5.735756302970802,2.2727316490462606,Iris-virginica
+114,7.651959977800556,2.6210677354506164,6.9,2.3509235517134957,Iris-virginica
+115,6.882553110912426,3.3372517493035327,5.65269932605228,2.5,Iris-virginica
+116,6.389585190067113,3.381765592535132,5.652594735604096,2.250675576661292,Iris-virginica
+117,5.533058902907269,2.640966604128701,4.3520806812681725,1.2427229396777764,Iris-versicolor
+118,5.846958395465199,2.876345770872681,5.169217285748162,1.8500101593117293,Iris-virginica
+119,4.868597604296831,3.066412900258294,1.4741011265344846,0.10000011424035617,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/22/test.csv b/iris/tab_ddpm/0_2/22/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/22/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/22/train.csv b/iris/tab_ddpm/0_2/22/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/22/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/22/val.csv b/iris/tab_ddpm/0_2/22/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/22/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/23/synth.csv b/iris/tab_ddpm/0_2/23/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..748ea5707cee439efeab6a29b4b76e4812449390
--- /dev/null
+++ b/iris/tab_ddpm/0_2/23/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.0264628223651835,2.5886633048795225,4.8982657460069605,1.4220124004345391,Iris-versicolor
+1,6.2026401540677645,3.0,4.414294147910024,1.500656165187845,Iris-versicolor
+2,6.889886133630993,3.3523297606046714,5.657299313863838,2.5,Iris-virginica
+3,5.29979231505293,2.5606568926231588,3.8675934016818894,1.264498515268486,Iris-versicolor
+4,7.2786079039811336,2.9858313789226907,6.217516222450169,1.8791941321454753,Iris-virginica
+5,6.244183454100172,2.200000416666113,4.431122955261636,1.5631402208741987,Iris-versicolor
+6,5.49293969268207,3.8963578507661594,1.5532117862477965,0.28813175401980917,Iris-setosa
+7,6.406729328720452,3.0922861303107227,5.100623091093429,1.9473376315873963,Iris-virginica
+8,5.632412839493666,2.422785005445104,5.02310907374526,2.0057656422469643,Iris-virginica
+9,6.117596697860364,2.2,4.56711149500879,1.4417891937095888,Iris-versicolor
+10,5.273753397350654,3.381184275956094,1.496033139644667,0.5064069524274089,Iris-setosa
+11,5.526339118594306,3.0133310676010816,4.573235457637301,1.5045622611788034,Iris-versicolor
+12,5.9491690243563395,2.530180997829586,4.348947084989321,1.1653937887734178,Iris-versicolor
+13,5.231461963060017,3.4975614251340685,1.8638741763245612,0.216975887869594,Iris-setosa
+14,6.769254266429264,2.8156616125726615,4.864372387081842,1.4538872001705587,Iris-versicolor
+15,6.085069439703999,2.2,4.966397976852089,1.5210491696591475,Iris-virginica
+16,6.683807349053867,3.2385928024516852,5.640542373637644,2.0572294620011427,Iris-virginica
+17,4.848609016273889,3.346923771661872,1.379939188610507,0.20966623902299647,Iris-setosa
+18,6.767996217531759,2.9876114228733215,5.009834980340121,1.69348675559276,Iris-versicolor
+19,6.409694321454295,2.6693832572725285,5.036377005042706,1.8222185455847582,Iris-virginica
+20,6.540576817038727,2.6664601335377105,4.825159371352514,1.4446913311688898,Iris-versicolor
+21,5.754011068649146,2.753779848380751,4.409513737169191,1.3912689379902499,Iris-versicolor
+22,4.764125689251621,2.9113055136834425,1.3820011695520087,0.23721864050153643,Iris-setosa
+23,5.242795706115586,3.563224451562495,1.4568188697991398,0.20395279942524358,Iris-setosa
+24,5.118485938930068,2.5385242051637213,3.374706103207262,1.1914727575127826,Iris-versicolor
+25,6.60310994243165,3.29962230942509,5.6796451767983065,2.1653582424617257,Iris-virginica
+26,6.416878011384258,3.0536413708907277,4.715593206331298,1.6086432092551728,Iris-versicolor
+27,6.1687060092596795,2.2,4.460794512886851,1.4520429316335928,Iris-versicolor
+28,6.282049941706042,2.7201522107533327,4.665007725987646,1.3497333650402035,Iris-versicolor
+29,7.899995483174447,3.7100185811407265,6.398157045317868,1.9403587204442847,Iris-virginica
+30,4.4,2.871293300811683,1.3834234495394104,0.20938698151893487,Iris-setosa
+31,5.21840575344316,3.5612214465193603,1.4173507677801298,0.29330188055081685,Iris-setosa
+32,4.611453301134473,3.388463967590445,1.4315576504802012,0.31784101093406597,Iris-setosa
+33,6.381431286125424,3.094452557827925,4.56111255012191,1.4116958111014235,Iris-versicolor
+34,6.608745242198479,3.25075822936029,5.516187046460423,2.4992187346695354,Iris-virginica
+35,6.817825306644434,3.0929485721402417,5.099025845994442,2.266860041616823,Iris-virginica
+36,4.978034857838002,3.661829877589607,1.4777907135543285,0.5176498245497266,Iris-setosa
+37,4.9777537911822725,3.1651892235257417,1.2000006773590146,0.19472195364922845,Iris-setosa
+38,7.096972573618326,3.150130525423052,5.653006446332513,2.286198098424082,Iris-virginica
+39,4.864463909197225,3.054050473816346,1.482837592169854,0.1,Iris-setosa
+40,5.466421162353373,4.2,1.3683469758846036,0.1835657290821136,Iris-setosa
+41,5.636884740555997,2.6850207097701975,4.336771249029254,1.2672828651217296,Iris-versicolor
+42,5.312561040399326,3.772487728882925,1.4809481062928966,0.43486027416944883,Iris-setosa
+43,5.04707140220537,3.481904768199536,1.4830983114799587,0.23085364452861112,Iris-setosa
+44,4.817972937122325,3.4052779411076717,1.4549452526944786,0.32493818834197163,Iris-setosa
+45,6.0551153514591105,2.826644289464427,4.973956629095062,1.780845326239712,Iris-virginica
+46,5.8551970428904765,3.06131284986557,4.84485438311731,1.8061906798675185,Iris-versicolor
+47,5.444358366560873,2.6731299779458944,3.3390443201011935,1.1974387317870325,Iris-versicolor
+48,4.515104045434861,2.35879429722275,1.304517403134734,0.2908156208621966,Iris-setosa
+49,6.682057268385577,3.0,4.774161406569709,1.555674468182826,Iris-versicolor
+50,5.913755975110653,2.7694812668600326,4.295654322598952,1.3282455357427978,Iris-versicolor
+51,6.894904876788052,3.330473406402782,5.69378215420863,2.5,Iris-virginica
+52,6.289236304442796,2.6809000059422528,5.3801824473669315,1.796221225597735,Iris-virginica
+53,4.48588463041226,2.269393124145762,1.286772469855011,0.32636369851996877,Iris-setosa
+54,6.781563404325329,3.2924030388668224,5.9696306650375215,2.5,Iris-virginica
+55,5.746341555316322,3.0,4.957551191987317,1.7951034171025297,Iris-virginica
+56,5.9218209267991275,2.6084736962768087,5.139906978509847,1.7674556656964795,Iris-virginica
+57,4.562537539520338,3.3541691753406835,1.3675050549681893,0.2775880064972063,Iris-setosa
+58,4.508128566323837,2.3187891261158513,1.2943429779747422,0.277704655043134,Iris-setosa
+59,5.799609061681966,2.574799354507114,4.738528432592635,1.4904966030006987,Iris-versicolor
+60,5.926298854775369,2.2,4.813132756742411,1.4888256351468663,Iris-virginica
+61,6.391140003132616,2.8842562598657193,5.04124521951952,1.6594926817854703,Iris-versicolor
+62,6.615705691557691,2.924586160651987,5.506009116841481,1.7631429303477786,Iris-virginica
+63,7.899998895521521,3.749748037076527,6.277118449987727,2.015071822866066,Iris-virginica
+64,6.501127104873292,2.6902547802790586,5.004804549636299,1.6677898851337845,Iris-versicolor
+65,6.218757027857743,3.0,4.747483513153882,1.8073535012886333,Iris-virginica
+66,5.110121410630674,2.45149020073219,2.8669311681275182,1.0593332066501613,Iris-versicolor
+67,5.136392339868184,3.743566092966468,1.5599355946118667,0.19922443405119267,Iris-setosa
+68,7.584495207920801,2.854867040873008,6.898557387129538,2.0801702883713316,Iris-virginica
+69,4.882536289314438,3.0997726445582927,1.4586569879967275,0.10000033160082382,Iris-setosa
+70,7.780252992508429,2.544818844730391,6.9,2.329650978365038,Iris-virginica
+71,5.635242354594965,2.504290625555755,5.006249532332954,1.9866300294357164,Iris-virginica
+72,6.121209795530164,2.886121209046316,4.715141989988299,1.4600315570347135,Iris-versicolor
+73,6.059471907362887,3.0,4.406595960738356,1.4279536263057109,Iris-versicolor
+74,4.831898229195134,2.3580421813319696,3.2974920943657433,1.112084767805583,Iris-versicolor
+75,5.905397945577451,2.708040058658578,4.607177206930974,1.3598503869985754,Iris-versicolor
+76,6.7954253911998945,3.103343557154078,5.915532535666097,2.3167091926487458,Iris-virginica
+77,4.568947300131205,2.4621569884751584,1.305805096997973,0.37655158009995415,Iris-setosa
+78,6.298523721312196,2.8856778113737573,4.32064618204136,1.2870705762011454,Iris-versicolor
+79,5.508166675711595,2.843866663439468,4.417696251014991,1.3947471432823204,Iris-versicolor
+80,6.3039549028039605,3.0,4.84985888681686,1.6223631208786826,Iris-versicolor
+81,6.091037598490206,2.6370674441752127,5.575735497790531,1.483329935790941,Iris-virginica
+82,6.593219063816435,3.0,5.79218131618508,1.9865780712417318,Iris-virginica
+83,5.469483012888549,2.597530426049952,4.15110025008855,1.2586432400693954,Iris-versicolor
+84,5.520796395272185,3.0,4.28368196887056,1.3475039867079137,Iris-versicolor
+85,6.603477820649125,3.307623321358752,5.54205194825327,2.274313914366335,Iris-virginica
+86,4.7164873850720905,2.959947486689509,1.387403838630985,0.2662030638051813,Iris-setosa
+87,4.894906120550397,3.284815029016819,1.4252230084436195,0.20841913293186473,Iris-setosa
+88,5.945209865806249,3.1637601001172806,4.910497665410517,1.8622307843893453,Iris-versicolor
+89,7.058069261481979,3.048480782057755,5.916724878354728,2.1943762639318387,Iris-virginica
+90,6.439148818423929,2.3874586890522624,5.443488528018149,1.7762934010847962,Iris-virginica
+91,6.770714228870034,3.0,5.695754849747904,1.997525697713256,Iris-virginica
+92,5.760269889617225,2.8935651246782768,4.30589504484928,1.4313125960415474,Iris-versicolor
+93,6.144012702502629,2.32342884452506,5.41933545877997,1.5711478577284468,Iris-virginica
+94,5.125611850976328,3.79965111941412,1.5950360993185242,0.7330826532131383,Iris-setosa
+95,4.779715573998846,3.0,1.4029885740932584,0.10000014103299434,Iris-setosa
+96,5.839614478054673,2.9543434579048746,4.2693154890798315,1.2578521370328744,Iris-versicolor
+97,5.673889302781104,2.569777599705476,4.33732975499428,1.193801881581202,Iris-versicolor
+98,6.023391604103112,3.0,4.74711034384366,1.8127208915415514,Iris-virginica
+99,6.326553851064521,2.7684286541421033,5.090798715902343,1.7731652245998608,Iris-virginica
+100,6.744073576131662,3.277093792063823,5.577788279652221,2.0456535321420852,Iris-virginica
+101,7.075870411173867,3.0,5.666936431100806,2.11641545467691,Iris-virginica
+102,7.686193179055921,2.5836701240625697,6.899998469320376,2.315824748592539,Iris-virginica
+103,6.066679632960429,2.9267154409440828,4.996052631004097,1.596670062606038,Iris-versicolor
+104,5.524369743854397,3.8727964058668367,1.5022593036958618,0.2748995074609063,Iris-setosa
+105,6.653121359622164,3.2728777895654013,5.791438790197681,2.24541867868561,Iris-virginica
+106,6.85466753116201,3.355134335639166,5.732968452293769,2.5,Iris-virginica
+107,5.338626521439339,3.8600069869386893,1.6722592622565868,0.26739926367930394,Iris-setosa
+108,7.257167515258929,2.7519273586161486,6.203526768331595,1.8198108277370681,Iris-virginica
+109,6.397147801004825,2.852033236937596,4.9914840195756085,1.825982208990849,Iris-virginica
+110,5.034968553612255,3.310955352803286,1.4098152165365556,0.25730242136097375,Iris-setosa
+111,6.26179119481831,3.327106977705356,4.858844288314287,1.7584255538813864,Iris-versicolor
+112,5.2026830661133765,3.3881849723856488,1.442427168260724,0.24724414069001432,Iris-setosa
+113,6.224686600190877,2.8647450201471374,5.025455611214354,1.4759189716845176,Iris-versicolor
+114,6.7590564109011595,3.3638717452391007,5.722426571048566,2.5,Iris-virginica
+115,5.3500284257945525,4.199955712472256,1.4246195498615883,0.21348878279640934,Iris-setosa
+116,5.6586333770316735,2.603086117253544,4.956578148345728,2.2081727955742156,Iris-virginica
+117,5.569826565921493,3.753063847179139,1.7612993698486679,0.27620006493633265,Iris-setosa
+118,5.1140256807979485,2.7439028998622694,4.000557822152641,1.4815069018137506,Iris-versicolor
+119,6.228734735971647,2.2,4.472790098973174,1.4900791586616675,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/23/test.csv b/iris/tab_ddpm/0_2/23/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/23/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/23/train.csv b/iris/tab_ddpm/0_2/23/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/23/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/23/val.csv b/iris/tab_ddpm/0_2/23/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/23/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/24/synth.csv b/iris/tab_ddpm/0_2/24/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1b3fd50d8c1d475ce0581281194bcb6c35859301
--- /dev/null
+++ b/iris/tab_ddpm/0_2/24/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.7882182753193785,3.5265801516439534,1.4297584017496792,0.3035186439570914,Iris-setosa
+1,5.431794943320225,2.879615239619362,4.356704403643595,1.3278861005245113,Iris-versicolor
+2,6.767793287701444,3.0615214051276087,5.591769027888309,2.2382391045437857,Iris-virginica
+3,5.715918504890992,2.443785234207942,4.935291216098761,1.9635138079826502,Iris-virginica
+4,5.34569401285713,3.0,4.538475790103043,1.6771830328943256,Iris-versicolor
+5,4.980844256046256,3.356603971637424,1.4310128370376967,0.22148514794574017,Iris-setosa
+6,5.756764463917124,2.4932703442705377,5.009505978407099,1.9339762610802231,Iris-virginica
+7,7.705268009734236,2.616181271341258,6.9,2.3269487441625265,Iris-virginica
+8,6.77548078370505,2.8707485681925213,4.775961170583209,1.5280898527923603,Iris-versicolor
+9,5.861583691142566,2.948357898989061,4.380135566855994,1.379582363137237,Iris-versicolor
+10,5.351768036761199,2.552649108452485,3.4460705829080736,1.146288143501111,Iris-versicolor
+11,5.385599663283332,2.7864265893356785,3.6942252905790913,1.2526867517610627,Iris-versicolor
+12,6.344803252144548,2.622073279530909,5.032440424619183,1.5136298556446126,Iris-versicolor
+13,6.241204097751946,2.200001613005003,4.435355245710686,1.5025534756962498,Iris-versicolor
+14,7.67978046761805,2.6010056971772513,6.9,2.2927907296550587,Iris-virginica
+15,5.769917781031699,2.9899591805560446,4.310214635285442,1.3480555667404488,Iris-versicolor
+16,6.707390467761818,3.0,5.722249516484605,1.8952197522523875,Iris-virginica
+17,5.485106121453544,2.719103458033669,3.6817047688754494,1.2259640401356957,Iris-versicolor
+18,4.992548296252794,3.3128858472379084,1.4552978225674107,0.191214711931474,Iris-setosa
+19,5.9811925777114165,2.9242410183631,4.999845088794289,1.7729997365970258,Iris-virginica
+20,4.988490573495451,3.203320661147379,1.2,0.1950948298318196,Iris-setosa
+21,5.97667899610948,2.200000308970267,4.906700859190756,1.49903614191472,Iris-virginica
+22,6.202567186202268,3.1200507281158893,4.5567645074195795,1.4805535710505846,Iris-versicolor
+23,4.400002590562868,2.853029646256788,1.4069698167899176,0.21257127448889504,Iris-setosa
+24,5.1996745529525485,2.3649378789134086,3.4759032385452624,1.0846551385786385,Iris-versicolor
+25,5.467016212157908,3.743757187912335,1.4812232963704537,0.2665574550189633,Iris-setosa
+26,4.910924497342705,3.0,1.3671592845462444,0.23534341639829975,Iris-setosa
+27,5.3508223674912285,3.537081630492172,1.7048851325889551,0.25535379934479424,Iris-setosa
+28,6.733180955472901,3.252879873142547,5.8094926599227374,2.2691042058302764,Iris-virginica
+29,4.4,2.941165155556257,1.3740207386767984,0.2120642947208481,Iris-setosa
+30,5.093591544542566,2.625281580014572,3.1788203618022317,1.2594624808763728,Iris-versicolor
+31,4.8938640663154676,3.0847529269295473,1.4709515249270089,0.1,Iris-setosa
+32,6.41934837017227,2.997735956699902,5.569800033914164,1.8213701403813725,Iris-virginica
+33,4.984382165109134,3.7294892102595734,1.4768783156223886,0.26365092335453133,Iris-setosa
+34,6.714250173772008,3.289767607181216,5.7843944481417955,2.499996873530634,Iris-virginica
+35,5.489439479297829,2.9554517333772528,3.94690630652293,1.3305607613101282,Iris-versicolor
+36,5.366276202928291,2.541712660091627,3.6248015419858284,1.1625314142476497,Iris-versicolor
+37,5.405243590342937,4.1999981415203065,1.3930564946924238,0.21069343840349242,Iris-setosa
+38,6.017421642696214,3.0,4.476294624611682,1.7045206763117076,Iris-versicolor
+39,6.034041974942297,2.686676946277521,5.119113101569497,1.7340640027937517,Iris-versicolor
+40,6.891268101921255,3.0,5.847638568272158,1.9555860573224146,Iris-virginica
+41,6.050256997297608,2.833945911160592,5.115784625290526,1.7984985406038092,Iris-virginica
+42,6.009380288295532,2.960807007614646,4.841610845417276,1.7959368993847875,Iris-virginica
+43,5.364139611583837,2.4337961217287503,3.555695743560373,0.9733570273639485,Iris-versicolor
+44,6.017181466404287,2.200000302086689,4.966963331316749,1.5609057003263183,Iris-virginica
+45,5.8680726388936675,2.8861756829342062,3.964054072369583,1.40489521446382,Iris-versicolor
+46,4.903027560773536,3.111155382534068,1.494735746348324,0.10000023512607353,Iris-setosa
+47,4.7115801993389015,2.8114152994008754,1.3639956919545708,0.2486411736334829,Iris-setosa
+48,6.282934122138434,2.9193783607739987,5.468901467492434,1.8053908087574606,Iris-virginica
+49,7.656758890959837,2.6076206966524973,6.899998362375811,2.272428115143265,Iris-virginica
+50,6.366703090619816,2.6673412570569353,4.90913502554058,1.4497300131288209,Iris-versicolor
+51,5.10632823053055,3.3610910430877863,1.4358770852413572,0.4440322731279118,Iris-setosa
+52,5.142993035950294,3.5752961560380383,1.4411217262050304,0.28012817897292314,Iris-setosa
+53,6.8000553384234825,3.161820460560558,5.126392681176105,2.2521400178342983,Iris-virginica
+54,6.011450667198727,3.0,4.617416833288235,1.6873614135002364,Iris-versicolor
+55,6.55596673768472,3.0,5.441402436371787,1.9807809162216363,Iris-virginica
+56,5.430724071181127,2.448128296063552,3.7760868349465913,1.0847680376068674,Iris-versicolor
+57,5.61124222707298,2.9310215225497482,4.337718005471446,1.2456289486068375,Iris-versicolor
+58,6.0110655251615235,2.20000073844143,4.942977691599538,1.4923567748897968,Iris-virginica
+59,5.964371959116868,2.742895849767939,5.113264663887712,1.653097306879936,Iris-versicolor
+60,5.03783931148104,3.378961190498491,1.3885982641899413,0.2796915355634514,Iris-setosa
+61,6.271320891487466,3.24393552562263,4.650988345386896,1.6809854535278346,Iris-versicolor
+62,6.019007240113366,2.705599641269997,4.908563541800983,1.8130261605198195,Iris-virginica
+63,6.378723815258742,3.254662267181849,4.862780563611197,1.7184043195958387,Iris-versicolor
+64,4.901941236262803,2.47806646605929,2.9623860712505925,1.0921755476367254,Iris-versicolor
+65,6.071267293870087,2.9333332144007778,4.304648459320731,1.3737264884584344,Iris-versicolor
+66,4.901631578708651,3.094121227517446,1.4819445294781664,0.1000001150130188,Iris-setosa
+67,5.568777996026447,2.5160652515047417,3.8340017937701787,1.2161507814139094,Iris-versicolor
+68,6.414822433053998,3.0311255434856967,4.8228364984030225,1.6498735289150572,Iris-versicolor
+69,4.8973075173062695,3.0762522275067106,1.3837009377427476,0.1869523047184308,Iris-setosa
+70,5.6467939739554724,2.493723661828727,4.263885991921973,1.0584713271457291,Iris-versicolor
+71,4.906639979585695,3.0422756675098213,1.4267982458966508,0.3029261164486004,Iris-setosa
+72,5.4698962490495155,3.735529864207918,1.5037924690306317,0.5836089260871355,Iris-setosa
+73,6.761095191960672,3.310402200426481,5.638566291675129,2.5,Iris-virginica
+74,7.9,3.7783864300175187,6.455431820963177,2.025149061807451,Iris-virginica
+75,6.677307732856277,3.3164880978090405,5.849556623538562,2.5,Iris-virginica
+76,6.204373327620536,3.223751379041761,5.366576537990297,2.0647673818873225,Iris-virginica
+77,6.106825769772167,3.2816100940369224,4.8026918347223075,1.776391167412677,Iris-versicolor
+78,5.334261202423738,3.4096332149576085,1.679988977545411,0.3746797872781486,Iris-setosa
+79,6.256579256176054,3.0,5.4559165905724605,1.8396489079034588,Iris-virginica
+80,4.400000699593252,2.9084148662529032,1.403190479085409,0.19112704069819514,Iris-setosa
+81,6.690137445431957,3.273394979157606,5.759614556518401,2.3252310920267742,Iris-virginica
+82,5.061072860671277,3.6144238125803074,1.6998231849201546,0.3337953949180059,Iris-setosa
+83,5.4786745637411665,2.5389429475324232,3.3662185776600686,1.2017086344929742,Iris-versicolor
+84,7.672339631290352,2.575000521093197,6.9,2.3035460304471895,Iris-virginica
+85,5.701912290447203,2.616871946433849,4.259237006539578,1.234560854973376,Iris-versicolor
+86,4.807641474423617,3.3441662880685867,1.4151683855186392,0.18941351119855343,Iris-setosa
+87,5.234203820130705,2.6425551898642183,4.045836207514744,1.3107368141605107,Iris-versicolor
+88,5.474255725194789,3.0,4.313240771530396,1.4477022096381247,Iris-versicolor
+89,6.276076679656173,2.227799522369414,4.264079387977123,1.2671409675221859,Iris-versicolor
+90,6.278545960688249,2.656909775325812,5.1380254455669165,1.6517231875453129,Iris-versicolor
+91,5.492342823731464,3.410376214713434,1.664439712660891,0.2632266267968178,Iris-setosa
+92,6.633179758157001,3.047365845760559,5.072766092747307,1.9969954881588436,Iris-virginica
+93,5.142119578490336,3.3033227384383106,1.5825611903811423,0.3268227870066397,Iris-setosa
+94,6.04205659483108,3.0,5.185542102637228,1.795066828467973,Iris-virginica
+95,5.3897791627172795,2.7043419244191536,3.079852133171347,1.2942600178413326,Iris-versicolor
+96,6.615660928929558,3.0315820253059362,5.07443892440594,2.106065315728062,Iris-virginica
+97,5.194988238935173,3.3120243571999195,1.4995008819558522,0.2939571803370461,Iris-setosa
+98,5.523496976090055,2.9550926902510204,3.9800676511666606,1.3263788944288122,Iris-versicolor
+99,6.62021239657933,3.2566201795919296,5.624544933343875,2.4999975767380747,Iris-virginica
+100,4.901542358970848,3.107007806726814,1.5941316909391974,0.10000010922171705,Iris-setosa
+101,6.696010380495267,2.627853572469089,6.140147125422448,1.7889841502513895,Iris-virginica
+102,4.907829878084094,3.258800859162353,1.444218479963242,0.2367705509369293,Iris-setosa
+103,5.811497275208123,2.503929135373848,5.012328144731806,2.014288906563013,Iris-virginica
+104,6.69371287172144,3.2745643570822294,5.713395783945173,2.499996561304634,Iris-virginica
+105,6.3968629512547475,2.9245407248526676,4.337052330993788,1.278361450057723,Iris-versicolor
+106,5.854246803159737,2.9029905843549098,5.132715868409255,2.451693569038824,Iris-virginica
+107,5.842008244310162,2.3184696205323854,4.007349689143988,1.1286238824055563,Iris-versicolor
+108,7.762970984480564,2.559576581579545,6.9,2.375501516449898,Iris-virginica
+109,4.938138269444175,3.4444923406920065,1.4701292499429028,0.29550745002690043,Iris-setosa
+110,5.295920856617302,2.589886068342395,3.5404242261620653,1.1281942601629913,Iris-versicolor
+111,5.6233881654910824,2.9464530301978424,4.12007894766132,1.3630415483660845,Iris-versicolor
+112,7.667853221930251,2.5985893010910646,6.8999986552985195,2.2954039313291164,Iris-virginica
+113,4.924646408262273,2.391164921352741,3.263248450757787,1.0784416277665652,Iris-versicolor
+114,4.4,2.9124177645432026,1.4153195467153163,0.2094821635729697,Iris-setosa
+115,5.699546640787929,2.6026414677220835,4.499220835267118,1.2490804287041652,Iris-versicolor
+116,6.279765501796366,3.341186182796111,4.73911126468072,1.6125875334659696,Iris-versicolor
+117,4.4,2.8870954486319995,1.415832189938221,0.209318056264259,Iris-setosa
+118,5.105577093773757,2.3745971273549022,3.1315922740299476,1.090178694563928,Iris-versicolor
+119,5.627051067435311,2.6630574395268707,4.32096759240069,1.199035135177986,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/24/test.csv b/iris/tab_ddpm/0_2/24/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/24/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/24/train.csv b/iris/tab_ddpm/0_2/24/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/24/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/24/val.csv b/iris/tab_ddpm/0_2/24/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/24/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/25/synth.csv b/iris/tab_ddpm/0_2/25/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6bda6e3552ad245cd14e3e215bcf7dbf8a35dd5e
--- /dev/null
+++ b/iris/tab_ddpm/0_2/25/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.051153914883089,3.2046964019584916,1.2000003028058481,0.17468681384396295,Iris-setosa
+1,6.287916534157544,2.2025422826226237,4.3962204233708295,1.3365698562518626,Iris-versicolor
+2,4.96554175128373,3.2020575375792757,1.2,0.1961662714414641,Iris-setosa
+3,7.124305508963275,3.3621265754660112,5.782836919128965,2.5,Iris-virginica
+4,6.680754007522646,3.0,5.164001541879477,2.052618389918207,Iris-virginica
+5,6.172390623965164,2.790051259957709,4.730091139565243,1.3155622660903865,Iris-versicolor
+6,7.600146897120876,2.647174737979099,6.899991064221834,2.25920506487725,Iris-virginica
+7,5.046640777826338,3.289616088981804,1.404882196742545,0.19444641158083947,Iris-setosa
+8,5.272533544174045,3.816335968208417,1.719671175177583,0.3273647883899412,Iris-setosa
+9,5.822833124504588,2.7966925232860165,5.081365320475265,2.4274369737477364,Iris-virginica
+10,5.507733317673349,3.6153554169209627,1.6395913882724795,0.2444870867102341,Iris-setosa
+11,6.239204456718421,2.2000046479241595,4.466354752470495,1.4333499106202816,Iris-versicolor
+12,6.695197367770872,2.8841859179496714,4.479514535762858,1.3229126909423041,Iris-versicolor
+13,6.780436872312798,3.309197551265184,5.846798995931097,2.5,Iris-virginica
+14,6.715971402675063,3.2247544677639093,5.856406103323886,2.3182995761553102,Iris-virginica
+15,6.580856104093535,3.0,4.888534501918969,1.6998162274210804,Iris-versicolor
+16,6.779851494712662,3.239720758945875,5.748519394018185,2.318025985519945,Iris-virginica
+17,7.0567752468679625,3.1160147816877495,5.770625951978804,2.304028711966481,Iris-virginica
+18,6.793798610568792,2.789421718100151,4.731907491216844,1.305204846203624,Iris-versicolor
+19,6.918048526096718,3.1275229773787725,5.1400862036550805,2.2581782217718764,Iris-virginica
+20,7.899869848626622,3.3897590197351715,6.403570814775443,1.9549675997341684,Iris-virginica
+21,6.786942246547228,3.233882012515266,5.717222020118159,2.2217929990451113,Iris-virginica
+22,5.576613234067797,2.7785410673608735,4.317552757647203,1.2889210942116822,Iris-versicolor
+23,5.838008800536193,2.788414056067345,5.114869919552602,1.8701667185303532,Iris-virginica
+24,4.431567189239518,3.291232144640318,1.3648667496453846,0.2787915113168899,Iris-setosa
+25,7.705978666962066,2.6698613890269485,6.899992780342641,2.2717414517024173,Iris-virginica
+26,5.33282258193551,3.0,4.561923138443673,1.6091333673183732,Iris-versicolor
+27,5.344512062069138,2.4027693107530097,3.6580285617225288,1.0824885909116495,Iris-versicolor
+28,5.041273784544493,3.580977606669203,1.4730031277171034,0.21621931971856423,Iris-setosa
+29,7.6985401844433134,2.6456315935566668,6.899996750857468,2.2879281260742617,Iris-virginica
+30,7.193240424413034,2.772028180343367,6.124537725128617,1.8030439692884026,Iris-virginica
+31,6.278281114720921,2.9882113562074117,5.210731475505203,1.811422840483889,Iris-virginica
+32,6.356680089352118,2.84694507566484,4.6982518666729565,1.4637602446141247,Iris-versicolor
+33,5.107470598846364,3.383182357390834,1.4910807801386945,0.21616767841593698,Iris-setosa
+34,5.930630591401612,2.3335703638152725,4.3467019257382224,1.2447611906581084,Iris-versicolor
+35,6.794803378372185,3.088347894420514,5.822048387147585,2.203912002633007,Iris-virginica
+36,6.285634647802438,3.0,4.57983572282077,1.392416655016199,Iris-versicolor
+37,6.294797032894409,2.457506832160036,4.936220825817358,1.469090491664189,Iris-versicolor
+38,6.264292980421765,2.2,4.468645536163328,1.4955211323827293,Iris-versicolor
+39,5.915183562162375,2.9220822374336057,4.93613761395525,1.7775688808270638,Iris-virginica
+40,7.652930568032835,2.555827433405045,6.9,2.3289848476738144,Iris-virginica
+41,6.621342609821794,3.181208201784999,5.093888398023945,2.0724133912205653,Iris-virginica
+42,5.750502399904256,2.8412251986704073,4.519251829120928,1.28235722569761,Iris-versicolor
+43,7.3125419496095265,2.877110962501548,6.289583895448878,1.817350175500211,Iris-virginica
+44,5.342330417216067,3.6255634713592797,1.5337660336244436,0.18730319642348697,Iris-setosa
+45,5.986783256809456,2.6197952372077036,5.511527974219431,1.3817904355777564,Iris-virginica
+46,4.825560576255256,3.098516576576386,1.8680576434104132,0.10000020162855906,Iris-setosa
+47,5.728867819213798,2.541716092760906,4.331012593235002,1.1578834374161355,Iris-versicolor
+48,7.899991899058576,3.755633292551883,6.349863268591999,2.010028404596389,Iris-virginica
+49,5.606528859726535,3.6177894871786016,1.7240426019006425,0.2826010777020081,Iris-setosa
+50,5.008912367467179,3.4008273797168664,1.497515193111875,0.2847552616883542,Iris-setosa
+51,6.26851269052089,2.6238418057412103,5.1424346783260715,1.8165728945386403,Iris-virginica
+52,4.868801870576084,3.0866665072034287,1.4921140983488246,0.10000009024791158,Iris-setosa
+53,6.64962620089366,3.235101344669413,5.601535721830361,2.203483272460555,Iris-virginica
+54,5.46362561108499,2.5969789959001366,4.266017005725967,1.178632891976365,Iris-versicolor
+55,6.879589567738006,3.063778071485432,5.139642793942497,2.260469143302411,Iris-virginica
+56,6.843743177494787,2.9686994838750214,5.877319731700401,1.9748397347311983,Iris-virginica
+57,5.359861813041584,3.903363100877727,1.487692570072599,0.2460610505302086,Iris-setosa
+58,6.287046788169409,2.974904915768971,4.5912349284387295,1.4226504054099616,Iris-versicolor
+59,6.49696288768929,3.0,4.72159080345865,1.5809421355568989,Iris-versicolor
+60,5.062239573366319,3.4083989148148515,1.476563787192704,0.4453235968318908,Iris-setosa
+61,6.636060208042665,3.153383112972201,5.455896669973172,1.9486485128624162,Iris-virginica
+62,5.493105004866975,4.2,1.3687214675035244,0.19752750768931931,Iris-setosa
+63,6.183813490344199,3.0495279970954066,4.729613201532728,1.7119051731757584,Iris-versicolor
+64,6.421671143286769,2.8484278968413443,5.60714546143771,1.7894390226327686,Iris-virginica
+65,6.638261406411032,3.2904095203508996,5.748349882793646,2.499990974367938,Iris-virginica
+66,6.459957066025613,3.2372273874696154,5.175047249600426,2.013812052081026,Iris-virginica
+67,4.849692352167741,3.0,1.3531078077282317,0.10000011677412472,Iris-setosa
+68,6.688778321770719,3.2251356092050822,5.589422488841689,2.499617119122312,Iris-virginica
+69,6.5897732371897035,2.7594244351481554,5.585580336784396,1.8218915109001295,Iris-virginica
+70,5.345127887894933,3.9503205193155413,1.511163578925499,0.2429902055457405,Iris-setosa
+71,6.5990219181231184,3.1241271581877523,4.831524628202652,1.6177060019512275,Iris-versicolor
+72,4.917113343789162,3.069400120149426,1.499852171813316,0.10000024494118542,Iris-setosa
+73,5.529469510833783,3.528178145556798,1.6925197309706328,0.3532914112911326,Iris-setosa
+74,4.846762444106198,3.0,1.441834397277174,0.10000016190680995,Iris-setosa
+75,6.314714267104255,2.5832549875637785,5.001317480492998,1.5481088036428279,Iris-versicolor
+76,5.37540425283281,3.6224912413436683,1.4492120803610162,0.2523195636652182,Iris-setosa
+77,6.754331407434426,3.329804757038008,5.776494714259125,2.5,Iris-virginica
+78,6.398488346580175,3.0,5.255736233489141,1.8061397763882991,Iris-virginica
+79,5.969103820784077,2.888264023194859,4.586520815075075,1.2641624149753692,Iris-versicolor
+80,6.288183159615739,2.4923182438813307,4.969110256105907,1.5514784697453066,Iris-versicolor
+81,6.805845364400839,3.356659592957005,5.82695640038989,2.5,Iris-virginica
+82,7.703146309693829,2.5985518799949165,6.8999968035680235,2.32825113300434,Iris-virginica
+83,5.061918044131043,2.3972169494842723,3.2894095390173166,0.980889631846863,Iris-versicolor
+84,6.0368864086036576,2.5965867294439384,5.631228408719062,1.3213221359295764,Iris-virginica
+85,6.356515296119655,2.8762221572997717,4.683440276859335,1.3917090745074852,Iris-versicolor
+86,5.885021227320957,3.0,4.4238324142319865,1.4218617214080294,Iris-versicolor
+87,4.976447831438961,3.1638816906433926,1.4270194349073164,0.2632725968779037,Iris-setosa
+88,6.5221689347199305,3.0469949075270466,5.429443292945615,2.0153083386914066,Iris-virginica
+89,7.04667790701609,3.14609915006665,5.11534253031394,2.3206058601019017,Iris-virginica
+90,6.1235151751149965,3.200644611419067,4.824891290757552,1.7406930863186216,Iris-versicolor
+91,4.926125233611876,3.4057894706157295,1.4718200566767048,0.5681566910209123,Iris-setosa
+92,6.70882091146749,3.292358048680296,5.799348709304359,2.5,Iris-virginica
+93,5.642280266776847,3.514779679431218,1.9110716458022399,0.24748698298543884,Iris-setosa
+94,7.693907025069235,2.6196404666851456,6.899997747403579,2.2849798077650094,Iris-virginica
+95,5.556627285734312,4.2,1.3613257364279856,0.1785318665827481,Iris-setosa
+96,6.256430974867149,2.7556766246902185,5.223626319343726,1.66738127622775,Iris-versicolor
+97,4.529447114438417,2.3957934824434535,1.3041146955173437,0.29618547397031403,Iris-setosa
+98,5.7722377870653885,2.9309223461221996,5.053389154385375,1.8200085440215132,Iris-virginica
+99,5.313028886694669,3.42129443886362,1.537499338700398,0.2329212308157645,Iris-setosa
+100,6.792505456866645,3.0705021986092857,5.102039222910313,2.1560627163018617,Iris-virginica
+101,5.450097810771287,2.973450581111735,4.120155883157085,1.478061077068674,Iris-versicolor
+102,5.520672283484817,2.6669684093788977,3.8410962696371573,1.2364835631350954,Iris-versicolor
+103,6.127168447178478,2.800518317394936,5.199439590940794,1.6447225654787303,Iris-versicolor
+104,5.314429297551916,3.841416210587157,1.483648380186275,0.27428413514173394,Iris-setosa
+105,7.656345705803437,2.6133171453973603,6.9,2.299353483076144,Iris-virginica
+106,4.873843928236131,3.0768421100429144,1.4945468349258855,0.1,Iris-setosa
+107,4.963398315017755,3.178353440628584,1.4531066115279934,0.3458858331987732,Iris-setosa
+108,4.8652141405782565,2.9708734795184863,1.3807106610304969,0.19501812215548728,Iris-setosa
+109,5.325606795850584,3.8626645800819395,1.4915576183869903,0.21628652767319592,Iris-setosa
+110,6.272499886825083,2.4673550795437382,4.461077626050182,1.3338127790071874,Iris-versicolor
+111,5.347410394353827,3.510267987801703,1.44622640922512,0.2911600477688525,Iris-setosa
+112,5.626529267153181,3.0,4.530420887771297,1.5596230861408718,Iris-versicolor
+113,5.9450774729591265,2.6011786060346545,5.080513604475746,2.0329466028113146,Iris-virginica
+114,6.612394626801835,2.8023963087245773,5.9134548398171995,1.7757746107947592,Iris-virginica
+115,6.6004845688211935,2.6642492209290976,4.965170494076033,1.5823605340611748,Iris-versicolor
+116,5.9725376438155235,3.0,5.0748883860600085,1.7917713614954578,Iris-virginica
+117,5.564289135783927,2.7162628440050476,4.2915698510469875,1.2706559801793333,Iris-versicolor
+118,5.646017929867449,2.978659641138073,4.369697410895712,1.3538891228709542,Iris-versicolor
+119,5.953907494093883,2.993774994919435,5.020708889423136,1.79325262984772,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/25/test.csv b/iris/tab_ddpm/0_2/25/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/25/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/25/train.csv b/iris/tab_ddpm/0_2/25/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/25/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/25/val.csv b/iris/tab_ddpm/0_2/25/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/25/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/26/synth.csv b/iris/tab_ddpm/0_2/26/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d9161066ec25190e49eb46775bcaf3eb370084bd
--- /dev/null
+++ b/iris/tab_ddpm/0_2/26/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.202157487773853,2.4058664594401096,2.8068056479029195,1.0722680392437498,Iris-versicolor
+1,7.690157197006837,2.6022366750880406,6.9,2.31324224085385,Iris-virginica
+2,5.467579978543501,2.9273699358726772,4.436943230621991,1.4639853200621644,Iris-versicolor
+3,5.102433702170575,2.430156791032446,3.5836367464772962,1.1258477600530412,Iris-versicolor
+4,6.706794476256092,3.301636508744987,5.719512712763595,2.2985601026339904,Iris-virginica
+5,6.766533717520627,3.119547349699702,5.142299087970653,2.2157646692963398,Iris-virginica
+6,6.730040509447034,3.260911436242373,5.756892305103609,2.3351269864721123,Iris-virginica
+7,5.291670907628249,3.7806750431570015,1.8948833564846757,0.23622995954539444,Iris-setosa
+8,6.404958152662003,3.37078923095977,5.7696555064008495,2.3204285275269116,Iris-virginica
+9,5.084682509401179,3.4094230419285383,1.6872080585708946,0.39218355053804954,Iris-setosa
+10,4.817794086887438,3.0397942976183923,1.4068998366384446,0.273998730126288,Iris-setosa
+11,6.192238424510851,2.2861036822167984,4.288576999659865,1.316372936376443,Iris-versicolor
+12,5.0293165869008725,3.3921665792593365,1.5954774953588078,0.387378405098383,Iris-setosa
+13,5.027457887444352,2.4485959872936025,3.261853236877503,1.1031829996199871,Iris-versicolor
+14,6.14956645094288,2.7586043758311396,4.311660798934885,1.306779959785777,Iris-versicolor
+15,5.58513769051835,3.655711943473897,1.4926462953974746,0.22372982783124915,Iris-setosa
+16,5.164207544578093,3.3387999742475127,1.4891448980365154,0.5436439987211268,Iris-setosa
+17,4.971392395599924,3.3397552741953778,1.4898161582766472,0.5636004269781278,Iris-setosa
+18,5.409025859338804,2.9000242524027,3.4587280552962314,1.3603683352675802,Iris-versicolor
+19,4.82504721484516,3.2232210228849114,1.4330993383827362,0.20530996292454942,Iris-setosa
+20,6.236915650496524,3.0390101256945075,4.685274562543694,1.8229748595028716,Iris-virginica
+21,5.055479498946343,3.60861396846318,1.5770620515699774,0.27504932756048117,Iris-setosa
+22,5.082395700169975,3.3873593355568596,1.3532440088263702,0.28721144849183233,Iris-setosa
+23,6.588107539840047,3.330110403628329,5.525318113755949,2.1578337437794195,Iris-virginica
+24,5.971012946141292,3.0,4.474149299721037,1.3013229202576924,Iris-versicolor
+25,7.430059101181902,3.2346931621820425,5.357277756675231,2.3446108442235456,Iris-virginica
+26,6.128720630655879,2.2,4.392211345767512,1.5559404136435553,Iris-versicolor
+27,4.6221508981498225,2.760169106413858,1.3633177152451117,0.2458369813178589,Iris-setosa
+28,5.72705292367191,3.655347304789478,1.4880101369859637,0.26848345432431975,Iris-setosa
+29,5.00628187384775,3.1798380411484892,1.2,0.2006038521649079,Iris-setosa
+30,6.368600575196639,2.6637889812404834,4.955214730103093,1.4777138849298495,Iris-versicolor
+31,6.402456937304569,2.720639247847238,5.450201269327177,1.821842875772596,Iris-virginica
+32,5.550472284015951,4.199998831126566,1.4038700267913096,0.23346813440673692,Iris-setosa
+33,4.909752649628762,3.0,1.391513532624605,0.2341404259241789,Iris-setosa
+34,6.206734211885179,2.929084210075244,4.635451543006334,1.3389775379210973,Iris-versicolor
+35,6.1571615006274385,2.5628821688280587,5.565883282570765,1.5861097785173994,Iris-virginica
+36,4.797308546262854,3.123613491951,1.3954044963580603,0.24771515009533815,Iris-setosa
+37,5.9047208363586385,2.814149493519827,5.115288478476963,2.3342052971471494,Iris-virginica
+38,5.437409569859591,3.63554147004355,1.4374994051842884,0.2881435009796868,Iris-setosa
+39,6.613487490419342,3.3335851746254384,5.523436993953898,2.209270232710339,Iris-virginica
+40,6.791901992720423,3.223709307898465,5.6439672548413435,2.2859357686018646,Iris-virginica
+41,5.910335943299005,2.2,4.932392752714121,1.4684945931709583,Iris-virginica
+42,4.68818132447484,3.4086317990374684,1.4007344010534917,0.46004816038549423,Iris-setosa
+43,7.667930874404618,2.5540948085874833,6.899997250785082,2.232702490418717,Iris-virginica
+44,6.32130719229475,2.9506311068642925,5.122322836381998,1.7962071192166311,Iris-virginica
+45,4.833166367474237,3.0839482834415457,1.4729755179254014,0.1,Iris-setosa
+46,6.751835592447415,3.3148426959045314,5.819460812636757,2.5,Iris-virginica
+47,6.212706027389997,2.2,4.456742574064223,1.4985353756966846,Iris-versicolor
+48,6.263991813459159,3.2926022284047614,4.759782736592483,1.7380193556393493,Iris-versicolor
+49,5.889617109269364,3.0,5.112775564041802,1.810390651873404,Iris-virginica
+50,6.770792113602652,3.3198837775013037,5.819801648891721,2.5,Iris-virginica
+51,5.0729313968488805,2.4508306957301986,3.2625487260894075,1.112407465418963,Iris-versicolor
+52,6.158211607407503,2.2000004280904646,4.47296352004059,1.4936900374004058,Iris-versicolor
+53,6.747315133516291,2.7529084109874837,4.674942894632538,1.2894295045322006,Iris-versicolor
+54,4.965606007334423,2.3942923191058094,3.3747063894536242,1.1123114796122846,Iris-versicolor
+55,4.555210449335044,3.37218201216428,1.4041356403736243,0.2708389010284436,Iris-setosa
+56,4.788728133726859,3.0401642892236627,1.4839292529603276,0.10000013286212608,Iris-setosa
+57,6.385270773128299,2.832811789846164,5.549321890928934,1.8122766786491382,Iris-virginica
+58,5.990658594137287,2.2,5.001455130813401,1.5676420567954026,Iris-virginica
+59,5.385948595280719,2.3448744540503146,3.4688986521531864,0.9239092702608194,Iris-versicolor
+60,4.798348903482056,3.0395012184938253,1.4265502737470763,0.1,Iris-setosa
+61,6.819231119075578,3.3166174669758313,5.684960110017832,2.5,Iris-virginica
+62,6.099751622903878,3.0,4.650766092946714,1.5819983438018745,Iris-versicolor
+63,7.019739852368844,2.905850956108666,5.730498394144748,1.975345263974483,Iris-virginica
+64,4.904107233639536,2.4265360654731376,3.2281660415298075,0.851165690954875,Iris-versicolor
+65,6.755516701722195,2.82798849430012,5.815505828640699,1.878298354642039,Iris-virginica
+66,6.752123392487404,3.359105439257249,5.591792537153433,2.5,Iris-virginica
+67,4.4968422208093015,2.360438333679698,1.3080348842381762,0.3242090367380358,Iris-setosa
+68,4.749904879417621,2.4065291454582347,3.3874201473752996,0.9508090035569519,Iris-versicolor
+69,6.692932271639505,3.357004594981622,5.7475485540526225,2.5,Iris-virginica
+70,7.065473350186485,2.9994667662155154,5.966454495929944,1.9792218111216533,Iris-virginica
+71,5.066214649770664,3.3535520598852764,1.4880456935819097,0.8444307552332,Iris-setosa
+72,6.6846217058920345,2.8949857417238034,4.957927726045555,1.634030793306919,Iris-versicolor
+73,6.144344340407063,3.224052829724818,4.67606654640239,1.5180706923174645,Iris-versicolor
+74,5.530008156952342,4.2,1.4051717336434206,0.19402835400011872,Iris-setosa
+75,4.971087572294752,3.17812076882539,1.4015340545453308,0.18768520998975374,Iris-setosa
+76,5.0743493417174195,3.3425799315376246,1.7760320009969512,0.37419833399180696,Iris-setosa
+77,5.649608857642526,2.961239345903396,3.9299038983187953,1.4051082691314292,Iris-versicolor
+78,4.541660799353581,2.602976936358925,1.3355244374481243,0.27383682765628103,Iris-setosa
+79,4.890187236084201,3.1297556680100076,1.5176170893459835,0.10000010437797907,Iris-setosa
+80,7.003105719362787,3.122842293544971,5.925739986019406,2.284475350275432,Iris-virginica
+81,5.139986845620807,3.6180584322245033,1.746044259484765,0.23733052063592058,Iris-setosa
+82,4.884267387108154,3.061716564783036,1.4640413005052495,0.10000020131313667,Iris-setosa
+83,6.240726028150177,3.0,4.750899706797422,1.6853591498731728,Iris-versicolor
+84,5.549947350258634,3.6015441280408598,1.5120679568732809,0.2333031863565398,Iris-setosa
+85,6.193096934014926,2.700698856011267,5.602173570105218,1.5449898646003115,Iris-virginica
+86,6.265518799345533,2.7725505204788616,4.876201943594785,1.7883784514284502,Iris-virginica
+87,6.225706839578014,2.200000417894657,4.545980707731073,1.4823894678587504,Iris-versicolor
+88,5.535181789725339,3.0,4.678731523250168,1.590397450623423,Iris-versicolor
+89,7.624620344075911,2.606653337837318,6.899998631702919,2.2822127704905304,Iris-virginica
+90,7.686492456399996,2.5391376925052325,6.9,2.3640174445218527,Iris-virginica
+91,4.813417025673077,3.0,1.3930075772436123,0.1,Iris-setosa
+92,7.743109336525128,2.5509850951080995,6.899998647091762,2.318582665173363,Iris-virginica
+93,5.055689267574194,2.4517469882570015,2.7521113684444587,1.0823811762758477,Iris-versicolor
+94,6.758251805523666,3.0,5.784464278784186,2.1017296543175177,Iris-virginica
+95,7.074436204870083,3.1330793958487653,5.5239695379495535,2.334911663497877,Iris-virginica
+96,6.070784737323189,2.991784299808784,5.021009803699212,1.8075342385881465,Iris-virginica
+97,5.820105063242581,3.0,4.489269016549024,1.3327817295260163,Iris-versicolor
+98,5.293182473828947,2.6727220622624652,3.4702186101130748,1.2034522271157624,Iris-versicolor
+99,6.081682050932199,2.7232283255451573,5.5657168628029705,1.7529202845834075,Iris-virginica
+100,7.026892313426785,2.9822528046807992,6.030502796891754,1.8355171557944059,Iris-virginica
+101,5.8077682234520775,2.420660535837172,4.16747316009068,1.1682404630319523,Iris-versicolor
+102,7.594096492260197,2.5738702430944844,6.9,2.2965383972003375,Iris-virginica
+103,6.945656342714247,3.335849871455206,5.650278440936026,2.5,Iris-virginica
+104,6.23335809754796,2.2,4.522602119607987,1.4588453793427245,Iris-versicolor
+105,6.323192621595028,2.771885081623481,5.62777935042134,1.7161776166319052,Iris-virginica
+106,6.293073926255172,2.2,4.559119896772849,1.4614381715744005,Iris-versicolor
+107,5.777222853996903,2.688171350900401,4.518815266551691,1.19179793388059,Iris-versicolor
+108,6.755428491487627,3.331482473072446,5.650618178504133,2.5,Iris-virginica
+109,5.501440926282385,3.4277121149777505,1.9550175885448828,0.2260340551293184,Iris-setosa
+110,4.908239220294257,3.059664477134353,1.4992311011955342,0.10000010867237047,Iris-setosa
+111,6.270706093359683,3.1583263420763394,4.47598189766678,1.4821736670493304,Iris-versicolor
+112,6.177263799753255,2.250355189987434,4.348617988199637,1.2506911856142975,Iris-versicolor
+113,6.250784302703263,3.3161730537011294,4.711959228124573,1.739406935891926,Iris-versicolor
+114,7.731951352088917,2.569687000241028,6.9,2.3398902688693863,Iris-virginica
+115,5.466070090272214,2.4525536429639208,3.669948534750575,1.12819841546865,Iris-versicolor
+116,6.30747495232658,2.8744968832629274,5.539933506585937,1.8497989788241793,Iris-virginica
+117,5.168117440339077,2.418678507797873,3.4289110108659586,1.112045323902763,Iris-versicolor
+118,6.71591926710756,3.3295962224264195,5.649571427185146,2.5,Iris-virginica
+119,5.070576427812282,3.4060604165366852,1.6168919965826052,0.21739192897103998,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/26/test.csv b/iris/tab_ddpm/0_2/26/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/26/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/26/train.csv b/iris/tab_ddpm/0_2/26/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/26/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/26/val.csv b/iris/tab_ddpm/0_2/26/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/26/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/27/synth.csv b/iris/tab_ddpm/0_2/27/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b97a26064b19c16abf733e97197925381a19e523
--- /dev/null
+++ b/iris/tab_ddpm/0_2/27/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,7.899996725476541,3.820996006538693,6.449848524194844,1.9685788955555878,Iris-virginica
+1,4.844482538419827,3.0608760031579703,1.4996313796305396,0.1,Iris-setosa
+2,4.8835865954693,3.101096876276945,1.505168585175341,0.1,Iris-setosa
+3,6.217626753553239,2.9859489357328424,5.13847450134394,1.8110424431305772,Iris-virginica
+4,4.920753997182781,3.0811940578617976,1.4967823862493383,0.1,Iris-setosa
+5,7.297622954816373,2.9790413033555025,6.372444849171783,1.9181599309271546,Iris-virginica
+6,4.6535729440882205,2.820499417510597,1.341873571989637,0.28595840148610085,Iris-setosa
+7,6.397522739996814,2.3913518877370885,4.645436225149541,1.3743678423153922,Iris-versicolor
+8,4.9739449782779435,3.3938339982021644,1.7200844370630155,0.2728803084937807,Iris-setosa
+9,4.874080783564312,3.0836619519546766,1.4955107875259381,0.10000009293607813,Iris-setosa
+10,4.781218668214671,3.2766888771767815,1.4109171935664122,0.23187089057231156,Iris-setosa
+11,5.002956138552973,3.2197653161174924,1.2000005435810377,0.19282716470898997,Iris-setosa
+12,5.587562844762608,3.0,4.5568341321274,1.5094656270790916,Iris-versicolor
+13,4.738023987753067,3.257381676425716,1.4082814365563852,0.20803157202296757,Iris-setosa
+14,6.501252995165579,2.597262317968296,4.562838471984085,1.3374205753329198,Iris-versicolor
+15,6.189932143494932,2.9911293421555314,5.594365947733992,1.849143162512879,Iris-virginica
+16,6.361950239879984,2.6852049113487944,4.842656634286789,1.8654712396262503,Iris-virginica
+17,5.807087047717497,3.0,4.313245023548328,1.4848203952199854,Iris-versicolor
+18,4.847065426866874,2.392481688100287,3.4464016978905017,1.0209842795472726,Iris-versicolor
+19,5.036698446507219,3.338339612577288,1.4704485368474665,0.31469050611469257,Iris-setosa
+20,5.147064537269587,3.8376150922295875,1.8145991728597624,0.21758618691646447,Iris-setosa
+21,6.754425303155704,2.5677996868926343,5.85177471981296,1.842846552392211,Iris-virginica
+22,5.236861328391532,3.4826228413437064,1.721076572036559,0.20363980551008046,Iris-setosa
+23,5.968505183986881,3.094877243603571,4.447057837883249,1.6716426689396557,Iris-versicolor
+24,6.390451036257234,3.3731765518825667,5.577982393956357,2.364209225530556,Iris-virginica
+25,5.836622686088223,2.430788500847298,5.019343796023776,1.8660130851358598,Iris-virginica
+26,5.8934549569363055,2.959632765749674,4.1262308758905295,1.3516345108653898,Iris-versicolor
+27,4.8197394322796905,2.466047634158019,3.4292582731185983,1.1103787314306424,Iris-versicolor
+28,5.560751588731213,3.0,4.084013525973068,1.2701500119287175,Iris-versicolor
+29,6.738830456984189,3.299305908452065,5.75687238641952,2.5,Iris-virginica
+30,6.3277382960389845,3.384925268224498,5.554733152621514,2.377847246249138,Iris-virginica
+31,6.855148945329947,3.0367861066296427,5.43429762189156,2.2539532480062516,Iris-virginica
+32,5.513242880076577,2.7883771318139052,3.260081728796802,1.2800578700125678,Iris-versicolor
+33,5.237069114307437,2.900533515354432,4.3136404407090385,1.437080018652144,Iris-versicolor
+34,5.133919568292894,3.750684231660342,1.5823129186964104,0.19809043933543358,Iris-setosa
+35,5.477545744379815,3.729153891490386,1.486825351815774,0.2689630231991326,Iris-setosa
+36,5.389302411624123,2.776532315858673,3.8789807760016917,1.3705510459091252,Iris-versicolor
+37,5.674920852659675,2.5273023886009653,4.376141353563324,1.1339605632511203,Iris-versicolor
+38,7.108889810146427,3.532812921684385,5.687162063859714,2.5,Iris-virginica
+39,6.573003328503324,2.783853156155005,4.707792404663712,1.4319194126616193,Iris-versicolor
+40,5.919806961168276,2.5893970572996037,4.595181457894237,1.296880632445164,Iris-versicolor
+41,5.952193175444948,3.0993162413374833,4.699320604697126,1.5760997112299875,Iris-versicolor
+42,4.9522385401179125,3.4889898062217823,1.4463348098391509,0.29883213771273903,Iris-setosa
+43,6.0770361431586375,2.710923168847036,4.954256624091725,1.8047595398371572,Iris-virginica
+44,4.400526746001626,3.0143920302373655,1.334754026540356,0.22594786682673842,Iris-setosa
+45,6.112736266429619,3.246898905946839,4.490506430675905,1.541025706611899,Iris-versicolor
+46,6.721402423109869,3.2404722902992336,5.6948339398995484,2.2772878637068796,Iris-virginica
+47,6.282981800824346,2.638100334530946,5.028640951487458,1.5982044798968766,Iris-versicolor
+48,4.830834546548251,3.005205074326515,1.4388618180927089,0.10000018757971416,Iris-setosa
+49,7.671794457538475,2.5792838998960863,6.8999986462089655,2.299986126313577,Iris-virginica
+50,5.580613883516326,4.2,1.3689610014697988,0.17829280549696722,Iris-setosa
+51,7.0464065338296455,3.0951819012453203,5.879515809803331,2.2446763740965436,Iris-virginica
+52,5.068845059506892,2.564797704069868,3.33165932349839,1.2628187072776296,Iris-versicolor
+53,7.192024302169525,2.864369845298324,6.290322938191805,1.831182696065123,Iris-virginica
+54,4.6298972816210355,3.3206924016409767,1.4117088389106769,0.28608790646839727,Iris-setosa
+55,5.629648205918582,2.544625461649306,5.007661385894991,2.0966138562162926,Iris-virginica
+56,4.8722384722363445,3.0023962325424463,1.4608814397236398,0.10000010525619621,Iris-setosa
+57,4.904792770827549,3.0,1.4085140121022592,0.1000022161669437,Iris-setosa
+58,4.9820125398586885,3.21446175751733,1.2000002212457725,0.20179034238707444,Iris-setosa
+59,6.4323215371635545,3.0833651333796017,5.404870223038291,1.8632108004633126,Iris-virginica
+60,6.767463523332643,3.1817529266298585,5.857757837055148,2.270633274909211,Iris-virginica
+61,6.679001356662157,2.4824456599737927,5.933201758864338,1.7924794383871236,Iris-virginica
+62,6.767639281312258,3.3584149525950333,5.681435558982823,2.5,Iris-virginica
+63,5.415773682015515,4.199999187741092,1.3866571829932228,0.1925113587038807,Iris-setosa
+64,5.284890413468452,3.3018455180079767,1.692931726955411,0.21571313460387198,Iris-setosa
+65,5.943189013772759,2.853532966146356,4.9910508711500094,1.9075260143648163,Iris-virginica
+66,6.6773241504212315,2.7346296415084965,5.566664943198909,1.9334745364063577,Iris-virginica
+67,7.697435777324805,2.5785060068652337,6.9,2.3151560284573467,Iris-virginica
+68,5.465657509300266,4.1999981601595,1.3866809184219147,0.2089463390932858,Iris-setosa
+69,5.131935838369128,3.717461603150771,1.4350110301667645,0.2956467442381927,Iris-setosa
+70,6.39143460458006,3.0,4.858241129805567,1.625436219871182,Iris-versicolor
+71,5.8882813777459075,3.125401740898708,4.653297056317692,1.7017608183453246,Iris-versicolor
+72,5.237097834269876,2.56075694967446,3.5953500664938924,1.2447204664533182,Iris-versicolor
+73,6.68222532737873,3.31412108479339,5.683672308713709,2.5,Iris-virginica
+74,5.874446426449177,2.6522984439113095,5.453427153706095,1.6655181129963716,Iris-virginica
+75,6.360516819723973,3.3811028739376683,5.683750389416578,2.313285990335877,Iris-virginica
+76,6.716162561692731,3.0,5.949945767471671,1.9009221072012634,Iris-virginica
+77,5.646943429877265,3.9118584259097178,2.022268798690033,0.4782501398755318,Iris-setosa
+78,6.626317358871158,3.0,5.179591231171952,1.961970987929171,Iris-virginica
+79,4.400002222958651,2.899919707264013,1.4060049638559882,0.21962692150206448,Iris-setosa
+80,5.552406258705269,3.395756860445176,1.7621748297760793,0.2870411753073332,Iris-setosa
+81,5.645537464889723,2.8561743514040283,4.461775013269065,1.1789921849610954,Iris-versicolor
+82,5.497630130471256,2.4740565969036976,4.001833467033254,1.158564758450823,Iris-versicolor
+83,5.008616742542333,3.668073560423374,1.4677583206127551,0.2859979697224228,Iris-setosa
+84,6.576596809287571,2.915366604071403,4.517457175384476,1.410708695039697,Iris-versicolor
+85,6.0067961307734175,2.8604040798295207,4.524252804469558,1.2627815033414649,Iris-versicolor
+86,5.946460996524787,2.9167427912326325,5.5466035089668715,1.745815145121698,Iris-virginica
+87,4.803339605543515,3.0,1.3735515121144004,0.2561400758174939,Iris-setosa
+88,4.402186605983772,3.1289438448770057,1.4011244620118268,0.2003679575722042,Iris-setosa
+89,6.464415354976537,2.756653636437631,4.578758468778655,1.304308048588966,Iris-versicolor
+90,6.991787312533336,3.1651442963314254,5.83022315417286,2.3145622879297534,Iris-virginica
+91,6.541774639071709,3.268685753101468,5.6416654168032245,2.499676023856027,Iris-virginica
+92,6.17138080011071,2.515402366995099,5.045510651508394,1.5325167080799211,Iris-versicolor
+93,7.628762179289504,2.6230826211987512,6.899998060565414,2.2913803019645034,Iris-virginica
+94,4.974890254278299,3.1001133732129924,1.2000005654866308,0.2002265596213492,Iris-setosa
+95,4.5397437829240195,2.405987098558018,1.3127070631709596,0.3487680456662626,Iris-setosa
+96,6.291521450253153,2.2656699234895004,4.379264333866484,1.3268568610673335,Iris-versicolor
+97,6.702539249870333,3.2967553966664225,5.631516801364064,2.5,Iris-virginica
+98,6.143569536643365,2.387168075566287,4.691853206443325,1.4438906384678147,Iris-versicolor
+99,5.522645694516486,3.7050960926699212,1.6419390933011324,0.23315005696387625,Iris-setosa
+100,7.717846242063951,2.5901166674729414,6.899998089247599,2.284011443337519,Iris-virginica
+101,5.791741068585313,2.967020285351227,3.5182294966886123,1.305830961844754,Iris-versicolor
+102,6.3769009535485415,2.6960741315151164,4.7793179347897565,1.4629671521762262,Iris-versicolor
+103,5.197926928280277,3.656162682403543,1.4806377984338648,0.2511268210582322,Iris-setosa
+104,7.004111198875162,2.997336230094469,5.585361785704165,2.0760245122651964,Iris-virginica
+105,5.755063637934729,2.6656367479802876,5.064867419855329,2.277488633999004,Iris-virginica
+106,5.261949809025806,3.883986063111043,1.8129612658712844,0.28853595114607083,Iris-setosa
+107,6.319661287047687,2.9345884903190163,4.3259781971127484,1.363904954030636,Iris-versicolor
+108,6.3129097994094465,2.5455369506455896,5.01748459413438,1.5475361859138954,Iris-versicolor
+109,6.204232372703707,2.514119880938759,5.050977711135765,1.5824213773777949,Iris-versicolor
+110,6.790473087761432,3.0,5.883030604776634,2.1747194505426792,Iris-virginica
+111,6.465980891279017,3.248456558698445,4.810686217247566,1.7198739102519887,Iris-versicolor
+112,6.827592486411812,3.1912150734224163,5.87838307356685,2.262509010116483,Iris-virginica
+113,5.486571992292783,4.2,1.4026093456242819,0.20385244715687909,Iris-setosa
+114,4.4143145839570055,3.018455374582942,1.4047249009549352,0.19994332380414692,Iris-setosa
+115,6.197372870016329,2.2000015036780547,4.4717300268782205,1.486706951803064,Iris-versicolor
+116,6.181101819159432,2.2,4.500871207666677,1.4874742962714873,Iris-versicolor
+117,5.229332597951539,3.334873833327856,1.6739187914212343,0.2962090981688078,Iris-setosa
+118,6.401018404090603,2.564252162512213,4.860926840673994,1.5624155774770925,Iris-versicolor
+119,5.478062438860421,3.0,4.534140854242707,1.5640544285921767,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/27/test.csv b/iris/tab_ddpm/0_2/27/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/27/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/27/train.csv b/iris/tab_ddpm/0_2/27/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/27/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/27/val.csv b/iris/tab_ddpm/0_2/27/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/27/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/28/synth.csv b/iris/tab_ddpm/0_2/28/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8bc2f1fccb43eea48659f1e6a238914be5ef8b8
--- /dev/null
+++ b/iris/tab_ddpm/0_2/28/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.488483241640737,3.818034323877967,1.4965430648947788,0.28470647652476916,Iris-setosa
+1,6.258696065620541,2.980363587833194,4.652211964543925,1.4650475349795076,Iris-versicolor
+2,5.98518927314909,3.0,4.930499141038406,1.7865189997578668,Iris-virginica
+3,5.065982328502732,3.3312063832896674,1.4904096917641676,0.25606174758381045,Iris-setosa
+4,5.439387291308484,3.5392425875102638,1.4840400996255345,0.2764031728342524,Iris-setosa
+5,6.301068014753664,2.4218326906083707,4.274487181007376,1.260484209674392,Iris-versicolor
+6,5.300468462671629,3.367230906061309,1.7099031630092685,0.19400258766377074,Iris-setosa
+7,6.079701254641061,2.2000006741082947,5.009243381322689,1.4975134852944678,Iris-virginica
+8,6.165743312554959,3.180372105732002,4.688885873656563,1.6740542387000497,Iris-versicolor
+9,6.068472466236479,2.8568987926937552,5.035951687255576,1.7834324635870822,Iris-virginica
+10,5.881450346240698,3.1130998292999594,4.919204451066684,1.7929209036179354,Iris-versicolor
+11,5.382852552777394,3.841463644150785,1.5311461551122243,0.23889277290974245,Iris-setosa
+12,7.748412907359732,2.6042424944496974,6.899998767961745,2.30424298750962,Iris-virginica
+13,6.723088895142796,3.3193781301443677,5.676004398913101,2.4999994437465456,Iris-virginica
+14,5.995306483655214,3.086895927206527,4.525702243870415,1.4697481682427125,Iris-versicolor
+15,6.160985977744876,3.0,4.691572399285292,1.7917151184646816,Iris-virginica
+16,4.915937954286297,3.144711999758057,1.5351975814387817,0.1,Iris-setosa
+17,5.164942870459838,2.4867885331408495,3.710498969121076,1.154572680515063,Iris-versicolor
+18,6.712727061206101,3.3107859554228467,5.643780508156254,2.499999494606782,Iris-virginica
+19,6.772910716628395,3.0,5.6513738171192,2.0035874432138834,Iris-virginica
+20,7.751820900008819,2.5507827547344224,6.9,2.2671030765851867,Iris-virginica
+21,7.203914932041023,2.8229175725798723,6.220200116460207,1.769203612453682,Iris-virginica
+22,7.118796939090174,2.9878193201361123,5.930709104200169,2.0372765759318487,Iris-virginica
+23,7.899994373643694,3.609067800336297,6.416753995226319,1.9968118049311414,Iris-virginica
+24,6.614247203384194,3.0,5.978368255251568,1.8657985699585353,Iris-virginica
+25,6.031213426506137,2.8100315806276988,5.043577479509111,1.8846092802228382,Iris-virginica
+26,5.080766178628345,3.39985263371267,1.4656385647090746,0.23095106521269754,Iris-setosa
+27,5.183857390712103,2.446388227207157,3.412555402001944,0.9566549493815073,Iris-versicolor
+28,5.82287786219291,2.517228304832923,5.011109167881658,2.009472830877413,Iris-virginica
+29,6.388811282203362,3.358601340384883,5.695365399500911,2.367621584565138,Iris-virginica
+30,6.436259614800407,2.589074361721377,4.924091529935212,1.4549096124907193,Iris-versicolor
+31,4.580092034946775,3.3267990390744226,1.4431798777631593,0.2893769699147529,Iris-setosa
+32,7.2668644042602635,2.9205291029439606,6.251207945503587,1.9081381438483542,Iris-virginica
+33,6.517456818202388,2.974026985245727,5.552657765810341,1.7493444573050378,Iris-virginica
+34,6.111298121165379,2.4902472916316247,4.312178695170312,1.2000843947204887,Iris-versicolor
+35,5.095595187433183,3.734468457999577,1.495475519993656,0.40151681891021374,Iris-setosa
+36,5.101007150303048,3.6908207407542664,1.4999236058124656,0.323600188983372,Iris-setosa
+37,5.443698224630123,3.6191529895533563,1.5176090637695572,0.2423306134530358,Iris-setosa
+38,5.528081144027825,2.8494692060130675,4.384133013066996,1.3301832401789622,Iris-versicolor
+39,6.2765222489439285,3.0,4.954530914664419,1.8169796395678963,Iris-virginica
+40,6.155908829487056,2.3907801013040673,4.944363975881684,1.566505292108558,Iris-versicolor
+41,5.665702433601813,2.9092105459740876,4.182085588133545,1.4442890444497802,Iris-versicolor
+42,5.858487527599332,2.861647174471568,3.779123029391338,1.4173731512989662,Iris-versicolor
+43,5.405547385818438,3.843693106987642,1.4810739422262902,0.5110471102923686,Iris-setosa
+44,5.725009588923162,2.655742727705712,4.064734092065725,1.0859622837905554,Iris-versicolor
+45,5.0571045799798595,3.208594844927181,1.2000005038190547,0.18512860441870793,Iris-setosa
+46,4.721169327504358,3.399617897970605,1.4075830206992497,0.433431007397162,Iris-setosa
+47,5.311913094712615,2.535562262530127,3.4574084141548287,1.1423434189344799,Iris-versicolor
+48,5.7348138447443056,2.972552181810483,4.954773542557001,1.6698874119347427,Iris-versicolor
+49,5.761341098644386,3.1498221326415416,4.597375069544278,1.7819766969018649,Iris-versicolor
+50,5.308874070104637,3.378331452122257,1.4938211532557615,0.20851295343626197,Iris-setosa
+51,4.4,2.8933279818056654,1.408906464623814,0.19216178994432292,Iris-setosa
+52,4.902517236725266,3.0415665382705646,1.4850344715999488,0.1,Iris-setosa
+53,4.493709237678292,2.3043415130549527,1.3049814224065766,0.5108856532424693,Iris-setosa
+54,6.3086359777533865,2.200017436457193,4.498860953803423,1.4504658568749216,Iris-versicolor
+55,6.40230675090883,2.9229227280308816,4.531800545683358,1.3130509839531914,Iris-versicolor
+56,5.3927232358047545,2.7291898541782094,4.275985083871428,1.4008389177022311,Iris-versicolor
+57,6.909461553169134,3.1618281042497407,5.77908132600553,2.295524204507407,Iris-virginica
+58,5.750557361323885,2.539381722246877,5.008708985684201,1.9519765965601759,Iris-virginica
+59,6.725702206315144,3.2549468362562943,5.51892087805798,2.1429806233540405,Iris-virginica
+60,6.352550570219506,3.4070221325158045,5.6406344287624,2.3925254405341136,Iris-virginica
+61,6.763264113251247,3.3102138936782035,5.750374167417911,2.5,Iris-virginica
+62,5.07084867466765,3.5746385941827246,1.4655100323193744,0.27822676321085815,Iris-setosa
+63,6.209609875467254,2.925320828850949,5.470395710680887,1.7839786439192395,Iris-virginica
+64,6.749600466427606,3.349276022940424,5.690105716959018,2.5,Iris-virginica
+65,5.588667039160384,4.2,1.3682114450562333,0.20397469785307,Iris-setosa
+66,6.222898318960754,2.2000112864181958,4.456195741386432,1.5107626063213278,Iris-versicolor
+67,6.802984019233746,3.336272831779798,5.649688812520747,2.5,Iris-virginica
+68,7.025682442173312,2.914158615925256,6.126713326043906,1.8881986280420144,Iris-virginica
+69,4.900744182016508,3.013105265592105,1.4302537837886737,0.1,Iris-setosa
+70,4.4,2.891420591066481,1.3960436479068674,0.19402528690000664,Iris-setosa
+71,5.39151240241068,4.194050684161752,1.4651865642004425,0.2477516347571097,Iris-setosa
+72,6.279220662048806,3.518368852667675,5.687322599649866,2.3855115171677737,Iris-virginica
+73,5.152369919825727,3.5092215368221473,1.4285034741226315,0.49970735720269965,Iris-setosa
+74,5.371761242163013,3.402839243729589,1.4708804823624346,0.2589290317647736,Iris-setosa
+75,4.540514799173388,2.5219792385807813,1.3312302909808393,0.4544638338190078,Iris-setosa
+76,5.359523732042987,3.580155606791028,1.4909624734408613,0.18284371399276278,Iris-setosa
+77,5.590857691653282,2.9334735810399697,4.2387386658705015,1.3103584765254794,Iris-versicolor
+78,6.073635156479167,3.0,4.27890577983264,1.4552502631956838,Iris-versicolor
+79,5.155824314314106,3.408607750974236,1.4744334315328422,0.26850155238599327,Iris-setosa
+80,4.9249727007927,2.491018382604544,3.4789196667365,1.1011707360102474,Iris-versicolor
+81,4.655535044675069,3.144094500519316,1.4052222404278534,0.21687452734604873,Iris-setosa
+82,5.77241686694691,2.5820318290655027,5.054463705191591,1.8787550014609953,Iris-virginica
+83,5.63435800635676,3.0,4.251161139430113,1.2587362915676337,Iris-versicolor
+84,4.973926767554932,2.3660451489443792,3.2925901061345466,0.863288166493573,Iris-versicolor
+85,5.585344026887252,2.753309448837091,4.204178591512781,1.1835307152494405,Iris-versicolor
+86,5.485375926898983,3.437692341370104,1.6514673692376218,0.22448252670038724,Iris-setosa
+87,5.446838977872534,3.5020931782467044,1.4876026488771454,0.21971352600555333,Iris-setosa
+88,5.381778078739953,3.434495643600753,1.5659750562059593,0.25462390554210995,Iris-setosa
+89,5.095254899223619,3.3750746058862937,1.6758225356931447,0.18814962552275336,Iris-setosa
+90,6.22427748927759,3.220394070433371,4.694964914917647,1.601919396884872,Iris-versicolor
+91,6.814706734654512,3.355843340481169,5.884132500925533,2.5,Iris-virginica
+92,5.6619671723214395,2.5964077931779603,4.275878298693114,1.1926292960815346,Iris-versicolor
+93,4.400000671997952,2.8636115918681435,1.404104932456073,0.19551850600377846,Iris-setosa
+94,6.679785312593943,3.283383163768966,5.607331097230713,2.5,Iris-virginica
+95,7.621983298515156,2.555589503236021,6.9,2.2862233806203123,Iris-virginica
+96,5.277367911600341,2.741824504067761,4.03667610863273,1.4448746959075063,Iris-versicolor
+97,4.7034091200546495,3.073129290288013,1.3751518351775114,0.2136154510033495,Iris-setosa
+98,5.977337677462992,3.0,4.954785230474175,1.8145253750907153,Iris-virginica
+99,6.681561228060621,3.2569618337239463,5.61274684856197,2.5,Iris-virginica
+100,4.942041582066742,3.4058698199668935,1.447935059524861,0.2852547274143623,Iris-setosa
+101,6.124002475471562,2.963462683161787,4.65494434219993,1.3043971125983531,Iris-versicolor
+102,6.460275298927674,3.3737918925970978,5.6290238771492325,2.2853702233639845,Iris-virginica
+103,4.4000022906470715,2.940628922786552,1.4094026476155104,0.20563211629740374,Iris-setosa
+104,6.242667353883351,2.5438859324281844,5.055043076471361,1.687847562261367,Iris-versicolor
+105,5.587316525812627,2.4825084511108058,4.919960116488524,2.002719746730353,Iris-virginica
+106,4.972489134949648,3.1429897410299756,1.2001244047870843,0.18635203341798307,Iris-setosa
+107,5.236341563599064,3.330068432625948,1.4937468220135435,0.20152985715447694,Iris-setosa
+108,5.023963272442182,3.2137864982792093,1.2000001985204487,0.18275583620814323,Iris-setosa
+109,6.7498851681003,2.8275318849164166,4.590185439049394,1.4001782356280315,Iris-versicolor
+110,5.010575551462996,3.3891263029735126,1.4137443202459095,0.2715985267136928,Iris-setosa
+111,5.095031223857199,2.405230531368296,2.965033371738497,1.0159097579125573,Iris-versicolor
+112,4.857382189958957,3.021399101705734,1.4444779881534031,0.1,Iris-setosa
+113,6.386605102403133,3.2580323732241236,5.308521562516544,2.167817819054058,Iris-virginica
+114,5.788460805611738,2.798510156051201,5.13386735470068,2.441849522642738,Iris-virginica
+115,7.899957431929112,3.5955533228075605,6.280078902469589,2.0115075556075257,Iris-virginica
+116,6.873812058492632,3.2042705720549174,5.8568743681115,2.2661252518173227,Iris-virginica
+117,5.343320765745708,2.4341600124757163,3.592984753807309,1.0294116964378108,Iris-versicolor
+118,6.760500518149018,2.9288661865251484,5.84302092789815,2.0392010947146604,Iris-virginica
+119,6.1679006247454335,3.116230865024344,5.225440255714356,1.8104934401828185,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/28/test.csv b/iris/tab_ddpm/0_2/28/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/28/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/28/train.csv b/iris/tab_ddpm/0_2/28/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/28/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/28/val.csv b/iris/tab_ddpm/0_2/28/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/28/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/29/synth.csv b/iris/tab_ddpm/0_2/29/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e736817bae155d93c053384ed79dbe538c5a5e4a
--- /dev/null
+++ b/iris/tab_ddpm/0_2/29/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.416993056294789,3.0,4.964699858715452,1.950084026739739,Iris-virginica
+1,5.592364171263252,2.5754677985662653,4.447391148475376,1.2386939029335686,Iris-versicolor
+2,4.91438525859723,3.015273832601993,1.3788993512991075,0.24564978361351383,Iris-setosa
+3,5.032361160675625,3.3291938127014493,1.4032682619976036,0.21440699473138428,Iris-setosa
+4,5.5778667264181045,4.2,1.3946892458510594,0.20946109325541348,Iris-setosa
+5,5.652292138003518,2.5834924085032136,4.341396379346789,1.147252239225002,Iris-versicolor
+6,4.504743189535894,2.328063050468792,1.2975891113975955,0.27827382001075385,Iris-setosa
+7,6.326447962611224,2.589315702270847,5.03760490236001,1.629313852152117,Iris-versicolor
+8,4.792066180295505,3.0,1.4095749656264585,0.1,Iris-setosa
+9,6.523581970285527,2.5586410106210002,4.668460290053696,1.3536276576563666,Iris-versicolor
+10,5.85085916679771,3.0,3.9392830678529074,1.2704699545277194,Iris-versicolor
+11,5.047012697409308,3.605596884865729,1.8488810088728453,0.24964971089396076,Iris-setosa
+12,5.420410354602713,2.752944050182981,4.276432285691381,1.3166912136992706,Iris-versicolor
+13,5.639521381328161,4.2,1.4186604418482935,0.19582778391315014,Iris-setosa
+14,6.884037615888236,3.3322050628066395,5.9152601297065335,2.5,Iris-virginica
+15,5.0397669206575735,3.570261723606984,1.4927901208577994,0.44479880659229476,Iris-setosa
+16,4.85023276966105,3.0,1.385449900269887,0.1,Iris-setosa
+17,6.970904680774553,3.114502822318176,5.547189113885645,2.2986150230675593,Iris-virginica
+18,5.163412379752967,3.3657538467956365,1.4976836740017614,0.20797925327688194,Iris-setosa
+19,4.400000824045568,2.8794234873297193,1.4102124652809518,0.20418639392680757,Iris-setosa
+20,5.229076539137414,3.4539941895239483,1.4770859975355004,0.2002311081554536,Iris-setosa
+21,5.831098506359725,3.206025261271848,4.851724378872243,1.8401559422246108,Iris-versicolor
+22,6.800967053151255,3.1190680884269772,5.557944141765588,2.265015065738378,Iris-virginica
+23,6.410348418726931,3.3663482595115206,5.626664072644023,2.315075078622162,Iris-virginica
+24,6.627970194892917,3.011945407607526,5.108768632026947,2.280494190010614,Iris-virginica
+25,6.78268061428259,2.9949768890487123,5.701399534264201,2.051061905615293,Iris-virginica
+26,6.72387784803883,3.2812043770921355,5.536776271103747,2.4999993302546955,Iris-virginica
+27,5.587356597937714,2.8154208094907425,4.569549804942398,1.4031721541921043,Iris-versicolor
+28,6.403477311320004,2.4525925124241064,4.72168903196165,1.3982949588716278,Iris-versicolor
+29,6.808824331731165,3.08236601285841,5.700031120598741,2.239315640696618,Iris-virginica
+30,5.0552491815263405,3.3665759208546304,1.4485159033951494,0.19229694687130916,Iris-setosa
+31,5.634237091767067,3.9625722332360773,1.7470007171650963,0.35774435451672587,Iris-setosa
+32,5.202807993576353,3.433505919344965,1.4377720356988728,0.2120123488640688,Iris-setosa
+33,6.821010770114046,2.8098453035652615,6.072864384024789,1.8179556953722196,Iris-virginica
+34,6.891285937906131,3.36861854559637,5.824158936497991,2.5,Iris-virginica
+35,4.8595394654618,3.08207317847941,1.4920296026162372,0.1,Iris-setosa
+36,5.998579329795655,3.2307884495888906,4.817237812707296,1.7973150867039132,Iris-versicolor
+37,6.724221859335954,3.0,5.761544016221585,2.1290610621628323,Iris-virginica
+38,4.5704886731734415,2.6124198185205243,1.337269478823678,0.26882637019766376,Iris-setosa
+39,6.183502691335526,2.2,4.413117918685449,1.495375589526664,Iris-versicolor
+40,5.868819158058552,3.0,3.973929157334169,1.3788275759033362,Iris-versicolor
+41,4.829039615562624,3.0,1.433625969753915,0.10000014602386482,Iris-setosa
+42,6.978283591291991,3.3668736943543145,5.680367729150056,2.5,Iris-virginica
+43,5.088610622344522,3.6734510700870486,1.4451806239184675,0.39861724608119053,Iris-setosa
+44,6.288741291869082,2.927507285639708,5.58911416822588,1.783900105789217,Iris-virginica
+45,6.242562412008173,3.0,4.560577322121494,1.4942729282617324,Iris-versicolor
+46,5.590278919564061,2.8639111203377197,4.292990040331748,1.4835256980564275,Iris-versicolor
+47,7.2828840638349295,2.9699527259878193,6.211442873602881,1.8216921179758676,Iris-virginica
+48,5.350469568350446,2.885017190907608,3.493048377703339,1.2513627990091256,Iris-versicolor
+49,5.645012255363516,4.2,1.3844887699887811,0.19752146567763873,Iris-setosa
+50,6.107118066426529,3.1328468777117378,4.613768841893467,1.6282423128321923,Iris-versicolor
+51,5.933486850139803,2.8902096411975586,5.292256257702216,1.7632076535051697,Iris-virginica
+52,4.996499877505051,3.5560691409112497,1.4821474728928672,0.2292734481293378,Iris-setosa
+53,6.450483521719979,2.892869014247476,4.537387045096238,1.3014756228902191,Iris-versicolor
+54,5.800954403545011,2.8606453298023378,5.140871051555039,1.7762408063081543,Iris-virginica
+55,5.713114357456028,2.256109017363063,3.8794695289791203,1.1575463312161465,Iris-versicolor
+56,6.327330910013299,2.299797805772993,4.497217139793541,1.3670926732657525,Iris-versicolor
+57,6.400345563008019,2.850285450268451,5.093161386599868,1.654356236776714,Iris-versicolor
+58,6.3050947117840215,2.5027823525748865,5.6711559265654685,1.7594621301133129,Iris-virginica
+59,5.381476564948943,3.7287658278447315,1.485399373377481,0.2919117127967772,Iris-setosa
+60,6.870440633945675,3.3636232662597267,5.736829881679052,2.5,Iris-virginica
+61,5.142693953273591,3.4907596343621883,1.4822324514377283,0.24942552739285664,Iris-setosa
+62,4.7293235387280035,3.0,1.3759907946327377,0.1,Iris-setosa
+63,4.992014133457666,2.404338777925487,3.438062301855159,1.0370564550381824,Iris-versicolor
+64,6.515584239468198,2.5592041298191184,4.722961254072641,1.4091815355178074,Iris-versicolor
+65,6.347668289338219,3.1124695318002704,5.423171778998753,2.434865834727849,Iris-virginica
+66,6.3662484162089275,2.974283016419712,5.109586901324932,1.8121660744622956,Iris-virginica
+67,5.371486339073311,3.3615833515768645,1.7652683766255568,0.491112225889642,Iris-setosa
+68,4.964463732756226,3.1905207862634866,1.4762823104715928,0.584692846067959,Iris-setosa
+69,6.166995098879823,2.712501565652782,5.128039625920419,1.6165336740892058,Iris-versicolor
+70,6.45859799489449,3.0,4.512473927204584,1.4267883413086246,Iris-versicolor
+71,5.637449441447129,3.720479867107223,1.932925922896118,0.34052749938970406,Iris-setosa
+72,7.70049975817951,2.6236678839623244,6.9,2.3295817725631967,Iris-virginica
+73,6.2983879648355545,2.624533699177812,4.9554839872197896,1.5212484937338782,Iris-versicolor
+74,6.702038888302589,3.069225055967406,5.166214511480042,2.1646745954168467,Iris-virginica
+75,6.234124152494342,3.0,5.474170815710555,1.8034139586664921,Iris-virginica
+76,5.946582727041291,3.0,4.81780962462103,1.6311896518601374,Iris-versicolor
+77,5.54532245974291,3.8916827136842547,1.6236877073197902,0.28588945594715426,Iris-setosa
+78,5.9827055449874225,3.220667811239561,4.6989493113351,1.7375378257256782,Iris-versicolor
+79,5.751975140482687,2.882463904835423,4.121098735139077,1.2451310836237601,Iris-versicolor
+80,5.911864063132637,3.0,4.197431555451778,1.4088074415191645,Iris-versicolor
+81,6.341687712804384,2.2626012575382863,4.374563858678326,1.334284630915045,Iris-versicolor
+82,6.952731442998958,3.094054130181483,5.484560159839016,2.229702530951627,Iris-virginica
+83,5.01382762676104,3.352322084935735,1.5171585933589637,0.28110450828483863,Iris-setosa
+84,5.069939703350496,2.495378513824626,3.5482926835279476,1.098789308175711,Iris-versicolor
+85,6.277185086306864,3.0,4.146292588576819,1.3948478462164626,Iris-versicolor
+86,6.073523825601108,2.63636407407902,4.371369093403978,1.2178102180715638,Iris-versicolor
+87,6.191872129522225,2.2,4.387501849094553,1.491621676525089,Iris-versicolor
+88,5.599305666588984,3.0497704589216172,4.6526890426246945,1.6333716056343712,Iris-versicolor
+89,6.031083924972914,2.2000003559907535,4.9889134585633865,1.5014119947383338,Iris-virginica
+90,6.340013805838056,2.2795077994728308,4.472848337493199,1.3021911357685907,Iris-versicolor
+91,7.753389115557312,2.539697531920785,6.9,2.315213572273853,Iris-virginica
+92,5.60660993655785,2.4722079515404385,5.007986595101913,2.0226825962841426,Iris-virginica
+93,5.520369151663045,4.2,1.3959751993339267,0.20020001951563862,Iris-setosa
+94,6.5917110606320355,2.7677527417417327,5.631218028438029,1.8091373225613694,Iris-virginica
+95,6.796982229242782,3.2992357193866706,5.745179071847808,2.0519146396865846,Iris-virginica
+96,5.538139500347511,3.8358455894935144,1.8545026512330844,0.3021482456762529,Iris-setosa
+97,6.673998174538368,3.3236613659863465,5.7428596281397395,2.5,Iris-virginica
+98,5.259214141749651,2.600422314095521,3.7002270822445213,1.2403741962024029,Iris-versicolor
+99,7.899998225691904,3.8397103164393913,6.370101761266927,2.0157131131429193,Iris-virginica
+100,4.761221400252897,3.20729828157091,1.374510988296396,0.18553480102614417,Iris-setosa
+101,4.618433283888493,2.5637071936334754,1.3150729485528692,0.25488928086605134,Iris-setosa
+102,5.682140336286831,2.8486619541273197,4.3876434329944205,1.330207946014889,Iris-versicolor
+103,6.394059078105944,3.024225996274475,5.056955844924817,1.9923250525157263,Iris-virginica
+104,5.75936575186733,3.0,3.6416069506381885,1.3762276033089873,Iris-versicolor
+105,6.76665885622662,3.323737383696607,5.744837927710113,2.5,Iris-virginica
+106,6.242763043799491,2.200000839022346,4.625540778711206,1.5388172803246654,Iris-versicolor
+107,6.775933544409424,3.0084480031676994,5.906944193349645,2.218584817539747,Iris-virginica
+108,5.179202889976688,2.518668823903388,3.6468567487150647,1.1736084137052096,Iris-versicolor
+109,5.8789757465270265,2.7740605050980456,5.145882003089134,2.384119001329481,Iris-virginica
+110,4.864753339817241,3.04364684107089,1.4757856828079778,0.10000009328188568,Iris-setosa
+111,6.840452465501837,2.5378080584395803,5.972146879641324,1.8094238799409308,Iris-virginica
+112,5.441476801118206,2.9119584473362297,4.106572351887065,1.364821005773594,Iris-versicolor
+113,4.9416275887488155,3.319245181101405,1.401841726320626,0.24374091731401448,Iris-setosa
+114,6.773910046019006,3.310958869853919,5.673000352409519,2.5,Iris-virginica
+115,5.576335251820193,2.419477358663718,3.5358389012298757,1.0703173408218742,Iris-versicolor
+116,7.005903845653282,3.011697451789426,6.009329275041712,2.1653896267539188,Iris-virginica
+117,6.2163769511818945,2.999518095243151,4.754731965613121,1.7969069597272302,Iris-virginica
+118,5.879265378848655,2.9248379493036167,4.125153307117682,1.4616077983371834,Iris-versicolor
+119,4.884050112251291,3.0,1.4257479507351611,0.10000011317790948,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/29/test.csv b/iris/tab_ddpm/0_2/29/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/29/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/29/train.csv b/iris/tab_ddpm/0_2/29/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/29/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/29/val.csv b/iris/tab_ddpm/0_2/29/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/29/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/3/synth.csv b/iris/tab_ddpm/0_2/3/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c4019dc6ba7de13157a34af9dc95880b0a8b221a
--- /dev/null
+++ b/iris/tab_ddpm/0_2/3/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.899732554352523,3.222136507380304,1.4113455972150772,0.18054473396387502,Iris-setosa
+1,4.510817520713615,2.3263867155448876,1.3041842626240727,0.2864341642840582,Iris-setosa
+2,6.823110318498478,3.222287990850252,5.488939736215794,2.1867844084088017,Iris-virginica
+3,4.400000605343514,2.8933036605325615,1.3814580162464067,0.19493559124647433,Iris-setosa
+4,6.74629937787672,3.3106326343179453,5.934263537691794,2.5,Iris-virginica
+5,5.633389995722148,2.550025170087345,4.0557943569493045,1.1714327075221418,Iris-versicolor
+6,4.4,2.9386744375068665,1.3849237846320408,0.2101796540289166,Iris-setosa
+7,6.307269942237952,3.0,4.781236721114821,1.6073185263634278,Iris-versicolor
+8,6.203688667933805,2.2,4.582019610655921,1.4787255558757946,Iris-versicolor
+9,7.899996139620882,3.708587864145084,6.340806993386539,1.9697065736604253,Iris-virginica
+10,5.473192457165373,4.199994830173977,1.400419204466683,0.21525182149291455,Iris-setosa
+11,6.191178441471139,2.6917423875005593,5.019907605702214,1.5501595567784794,Iris-versicolor
+12,5.727496208005726,2.525241232259266,4.094481142252393,1.12424061098442,Iris-versicolor
+13,5.303783315799798,2.9918686323911046,4.307947944019653,1.4971933500344423,Iris-versicolor
+14,6.0997605295718005,2.611387968463774,5.6137235355607125,1.5450454023247038,Iris-virginica
+15,5.032303568165396,3.326588077592078,1.2001988310621676,0.24723462980968636,Iris-setosa
+16,4.431628762592339,3.0098853622514787,1.367547877900226,0.20977419442476528,Iris-setosa
+17,5.561336621469572,2.813920196256069,3.6547617729068933,1.3189770444787803,Iris-versicolor
+18,6.563237707879502,3.1494448534483355,5.147224212610923,2.1985073994593907,Iris-virginica
+19,5.185962545494768,3.8970058532730354,1.996822983991217,0.19728184189613163,Iris-setosa
+20,6.967981920413049,3.0486638144931284,5.731492370896811,2.0567885235257015,Iris-virginica
+21,6.343328578653639,2.497045574400119,4.95554052571317,1.5856750244274376,Iris-versicolor
+22,5.534530531987583,3.7676230211932236,1.4761293270109657,0.38491144467831667,Iris-setosa
+23,5.6093486133088275,3.5002860000204574,1.7871737075240226,0.21616154639045226,Iris-setosa
+24,5.314653377574448,2.6564373507041155,3.758062373542784,1.3057786913403966,Iris-versicolor
+25,5.482360745130644,3.710727497717403,2.007537082069886,0.510050092723995,Iris-setosa
+26,6.7168805554984985,2.736534263428284,4.619119138389891,1.3436534374548483,Iris-versicolor
+27,5.5377890095906706,3.0263365075183852,4.36136423310724,1.501696188812986,Iris-versicolor
+28,5.448722882893145,2.9755762235280767,4.578230176388981,1.596815968074278,Iris-versicolor
+29,6.752757834920149,3.2277182270941673,5.296900527926154,2.3315012034951565,Iris-virginica
+30,7.680643708360771,2.6211390434463087,6.8999987698844585,2.3439569352139658,Iris-virginica
+31,4.855944824288954,3.083531881205169,1.4792747795323409,0.100000106123336,Iris-setosa
+32,5.122756181258587,3.512229236943396,1.4346786469140513,0.3189788414642881,Iris-setosa
+33,5.090195257989594,3.3177459703249363,1.4476425232414087,0.20601928015665416,Iris-setosa
+34,5.2534509756785495,3.4740884231597446,1.4792964519939036,0.4536077464315963,Iris-setosa
+35,6.676603243601818,2.663874465674513,5.829869819888148,1.822215773359818,Iris-virginica
+36,5.045997591889118,3.2026321296576126,1.200000193271862,0.19343816630328137,Iris-setosa
+37,6.045433678409869,2.834426435116738,4.378674439987111,1.32592068608196,Iris-versicolor
+38,5.953459960360384,2.4937861132666237,4.555513465094233,1.3016253635781316,Iris-versicolor
+39,6.703365965949068,3.2833904558667095,5.873177236579984,2.3608604155257553,Iris-virginica
+40,5.739445802798976,3.0,4.572432763034959,1.6941950020903707,Iris-versicolor
+41,5.966627571240854,2.865017897120766,4.719606199075162,1.4211715395377689,Iris-versicolor
+42,5.516261024311755,2.910574548199963,3.8309006471237685,1.387045794100795,Iris-versicolor
+43,5.7762445893078125,3.0,4.04643505242877,1.3545396982137163,Iris-versicolor
+44,6.193587994499794,2.20000044898213,4.446386316537679,1.5373545985752788,Iris-versicolor
+45,5.621701297192214,2.6704199487260283,4.266187024306107,1.313186017945131,Iris-versicolor
+46,5.872797377841183,2.655331607063663,4.449656895301652,1.1785993061145996,Iris-versicolor
+47,5.477525222388593,3.1186270994538,4.6695366553776445,1.637941919886543,Iris-versicolor
+48,5.364773361452418,3.453903677326554,1.4820790837705748,0.2767421990196428,Iris-setosa
+49,4.400000678221985,2.895769306007243,1.3682793304606387,0.19724535945807925,Iris-setosa
+50,6.755810053692622,3.327756024703109,5.705802221236564,2.5,Iris-virginica
+51,5.895446914072955,2.7235908407110765,4.7506082179274935,1.276735331421092,Iris-versicolor
+52,6.932444019855791,2.9083998645283478,6.08408636725684,1.8401014337297834,Iris-virginica
+53,6.635451595324079,3.0,4.818252763474698,1.5568722403188944,Iris-versicolor
+54,6.044874920295634,2.694369636977367,4.627884340569624,1.24223775289291,Iris-versicolor
+55,6.476311025956755,2.7663065222669387,5.471307898999431,1.867912150781978,Iris-virginica
+56,6.152974860696212,3.0774077184229243,4.627296177507161,1.6331378752098233,Iris-versicolor
+57,6.167139443551957,2.2,4.451440385672389,1.4203675776188984,Iris-versicolor
+58,5.592392926876299,3.0,4.331325316251523,1.4489709300030285,Iris-versicolor
+59,6.356387926526835,2.986159655353753,4.66991436960045,1.3012124129308058,Iris-versicolor
+60,5.340095739338848,3.4067738866890207,1.49660719516195,0.2074790222144584,Iris-setosa
+61,6.600560058401701,2.6175749376913986,4.797726224716354,1.5249783670119106,Iris-versicolor
+62,5.073864328744321,3.4575148756247875,1.4869808386842556,0.19599390633661773,Iris-setosa
+63,5.141892129990372,3.704898206979812,1.494311990881981,0.47683805977368665,Iris-setosa
+64,5.228502294977379,3.851979235717395,1.7493511488289681,0.21596591673524923,Iris-setosa
+65,6.394639422251374,2.989650277131983,5.577545899083162,1.8160648554884982,Iris-virginica
+66,5.435672547025865,3.4433137879691,1.4952817455634688,0.24036715975154221,Iris-setosa
+67,6.574250396165128,3.3295979700488125,5.594335806334673,2.196473784904853,Iris-virginica
+68,6.8327570512247675,3.0,5.429673261923061,2.1096869563008513,Iris-virginica
+69,5.501599805354412,4.2,1.4032051814861541,0.19349739988820586,Iris-setosa
+70,4.918115258871465,3.1270876001301526,1.2000001801096365,0.2078330897332425,Iris-setosa
+71,5.017651314845539,3.413461582220368,1.4995183739498907,0.47388809995624415,Iris-setosa
+72,6.386750954363661,2.510099005456542,4.527903336824711,1.4124343860677837,Iris-versicolor
+73,6.3058487115141375,3.0,5.10789555165907,1.9567547461385402,Iris-virginica
+74,6.608723975686629,2.5401519912005464,5.893783257885256,1.7741448311308998,Iris-virginica
+75,5.4415323188163045,4.199997981325685,1.389070632717228,0.2195008009007955,Iris-setosa
+76,5.826130904969327,2.8173126432216815,4.6180548328442566,1.2809399095594762,Iris-versicolor
+77,6.242399660774734,3.2416150411327065,4.6502686751601505,1.7443067008983066,Iris-versicolor
+78,4.619040146493127,3.4097035984210065,1.38533775963716,0.3977540537741998,Iris-setosa
+79,4.911397777763245,3.397594838198641,1.398823818619615,0.2677137579441614,Iris-setosa
+80,6.884831528131898,3.035429497000642,5.618073350886408,2.1235065864518865,Iris-virginica
+81,4.497888836821801,2.268388194830851,1.293602295093827,0.29573763201195014,Iris-setosa
+82,6.26964798477847,3.268595918933243,4.6651010966555715,1.6006476313235412,Iris-versicolor
+83,6.777392637570777,3.0,5.698845328117759,2.017291156592271,Iris-virginica
+84,7.054404552146909,2.8383473850277436,5.934444756370704,1.9074888581470235,Iris-virginica
+85,4.891653174820865,3.0644212269223976,1.4541876119085768,0.10000018969075815,Iris-setosa
+86,5.271767367100043,3.4562000553974097,1.4953302168738176,0.5824156670563246,Iris-setosa
+87,6.096485151725467,2.2,4.474567494820425,1.443376949125284,Iris-versicolor
+88,6.693912827100769,2.8462219285529575,5.531648091827416,1.973192167891444,Iris-virginica
+89,6.395975742937651,2.4863769996884804,5.647964401614687,1.707332425273127,Iris-virginica
+90,5.89033629402379,2.3357127275388354,4.166480200645261,1.1415809568109747,Iris-versicolor
+91,5.678313646251744,2.6462938095841158,4.50373613461828,1.2515253206350554,Iris-versicolor
+92,5.410365980032443,2.568840138765252,3.8566543950560357,1.2584859021671233,Iris-versicolor
+93,4.81985278263883,3.0,1.412344334885584,0.1,Iris-setosa
+94,6.610584599501665,3.0,4.8244526918461785,1.576544281607562,Iris-versicolor
+95,6.710737047259807,3.2854946534651908,5.697894452619671,2.4999993059085703,Iris-virginica
+96,6.914990095161278,3.2355991830854456,5.407617341867544,2.3173954050994294,Iris-virginica
+97,6.258247680757737,2.2000003627097104,4.4676758251284845,1.456839727355021,Iris-versicolor
+98,4.922182348102501,3.0449721061302095,1.4039438843989185,0.22984571415228414,Iris-setosa
+99,5.0734021157542335,3.2644836337763206,1.4526532492293558,0.20959784476407678,Iris-setosa
+100,5.7913872842280085,3.073380170788311,4.574833757592701,1.4180381473445627,Iris-versicolor
+101,5.372345781218693,3.5022444386686784,1.6347036058367341,0.2907926450827269,Iris-setosa
+102,6.133486536065367,2.452183421696544,5.007756426864308,1.5481651928112588,Iris-versicolor
+103,7.161642547515341,3.081716937666422,5.924802771067211,2.0638212586248867,Iris-virginica
+104,6.965748913069989,3.049307988389091,5.107214713967232,2.2656610361558833,Iris-virginica
+105,4.667856014775069,2.8248453964523006,1.363733454754214,0.29480326013850333,Iris-setosa
+106,6.04002128513027,2.8775720380243515,5.43959959410842,1.741756222063367,Iris-virginica
+107,4.9117872462633745,3.0,1.4033147672326498,0.2771604469516892,Iris-setosa
+108,5.575881530279349,2.6594820569236974,3.6920778117385136,1.305898900955009,Iris-versicolor
+109,4.845709777797862,3.0537463257739548,1.492568092358979,0.10000010143857942,Iris-setosa
+110,5.3433318999550465,2.571340267103843,4.292471032228244,1.1385270598490727,Iris-versicolor
+111,6.248443828340458,2.2740675845318976,4.600768886930331,1.3782664688010269,Iris-versicolor
+112,6.298581513891955,2.9931571248310695,4.601239322322767,1.3893185689564673,Iris-versicolor
+113,6.330744859942692,3.1909457555490497,5.017565089952295,2.02111149660653,Iris-virginica
+114,6.988585388061153,3.1430097371116883,5.911462379042101,2.2427023409438944,Iris-virginica
+115,6.01972430124652,2.9200285616101884,3.7974009325144857,1.2209242066624535,Iris-versicolor
+116,4.8775852710324,3.0610456351284214,1.4754715437946821,0.1,Iris-setosa
+117,5.167933228394664,2.6015224737594616,3.3015498923583566,1.1761438893585132,Iris-versicolor
+118,4.4,2.9455942421945656,1.3814540716930852,0.2189145496404839,Iris-setosa
+119,5.9073601473511435,2.3474053224708333,4.233471425741947,1.1599795767429901,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/3/test.csv b/iris/tab_ddpm/0_2/3/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/3/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/3/train.csv b/iris/tab_ddpm/0_2/3/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/3/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/3/val.csv b/iris/tab_ddpm/0_2/3/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/3/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/4/synth.csv b/iris/tab_ddpm/0_2/4/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d71c51d98a643fec39477bf96f33ef2ae44c8331
--- /dev/null
+++ b/iris/tab_ddpm/0_2/4/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.752520379858099,3.013473550822332,4.648058240577162,1.520982579587405,Iris-versicolor
+1,7.759355004634963,2.5837783007009327,6.9,2.2543893470998904,Iris-virginica
+2,5.753517075243008,4.199561995966098,1.451122033716596,0.24549278480693365,Iris-setosa
+3,6.785436226117118,3.0537740312171784,5.463773259026018,2.2245282378778435,Iris-virginica
+4,6.1048634882080925,3.0,5.418002898913249,1.75996861212196,Iris-virginica
+5,6.150550980320995,2.6056039830959614,5.019213079430584,1.5511186196184032,Iris-versicolor
+6,6.6533496648985855,2.67288270823561,4.825380776158555,1.5174902769517622,Iris-versicolor
+7,7.620610852557525,2.5785637554175875,6.899998713579321,2.3394010250767963,Iris-virginica
+8,4.653779124489168,3.3778390136997842,1.3385533869570458,0.3315448800624178,Iris-setosa
+9,5.8642547378570296,2.902355229749375,4.37504088004816,1.3429904250636961,Iris-versicolor
+10,5.07202101539081,3.6483296030147825,1.449267323626141,0.25497329968413734,Iris-setosa
+11,7.736378197957359,2.570156345252618,6.9,2.244508267857567,Iris-virginica
+12,6.498155745928093,3.2526887793167503,4.843182556686926,1.6118034380619934,Iris-versicolor
+13,4.6621475766439575,2.7234839333510754,1.3523774636153287,0.27451642393359066,Iris-setosa
+14,5.599592674359303,2.9490908089280135,3.7338747133941546,1.2873232441546496,Iris-versicolor
+15,5.4529732851515,2.7197533229291633,3.963675143354031,1.3748571325866095,Iris-versicolor
+16,5.701259287576323,2.678618738723366,4.914706885691775,1.4765901419596363,Iris-versicolor
+17,6.7829502513743245,3.14830305101878,5.877876010656662,2.2005676831733405,Iris-virginica
+18,5.677738092831789,2.6860839535006122,4.024775615454441,1.2731551885319277,Iris-versicolor
+19,5.476635091343651,4.199999235038978,1.392095944091825,0.196676718791792,Iris-setosa
+20,4.844343217824025,3.0650652906648723,1.4346721944395522,0.1,Iris-setosa
+21,6.201831800775629,2.2000004945606135,4.504210547583175,1.4874874575436086,Iris-versicolor
+22,6.348232462172316,2.538725124124087,4.881060856861229,1.5372121311612483,Iris-versicolor
+23,5.2713529103170895,3.3570607314373677,1.6488260670388162,0.4069869799527072,Iris-setosa
+24,6.096229994804182,2.2000004451898936,4.525864149082459,1.5914022434123856,Iris-versicolor
+25,5.857716227095537,3.114241252603927,4.432643394131835,1.6606937132872928,Iris-versicolor
+26,5.918486871845559,2.5219541540514436,4.512628332847533,1.2415738378128527,Iris-versicolor
+27,4.982711708956538,3.2133220288667608,1.2,0.19456294731233728,Iris-setosa
+28,6.710444150147677,2.758308402525829,5.832637634858477,1.9576738237510403,Iris-virginica
+29,6.334698352409889,2.4778028067293048,4.876080484404013,1.4441932802709443,Iris-versicolor
+30,4.826467159759222,3.0194117428458993,1.4227152460715768,0.1,Iris-setosa
+31,4.497902361122472,2.2902868508434264,1.3191953734667685,0.29924189703398535,Iris-setosa
+32,6.272798803310381,2.8749800618428356,4.666480032976149,1.472610122949964,Iris-versicolor
+33,6.268989762113927,2.4458465393437625,4.586763624386858,1.3182172614474208,Iris-versicolor
+34,4.939296788257494,3.2178413392909277,1.4125489863283123,0.2120860294437356,Iris-setosa
+35,5.881859378751877,2.715044605881062,4.385986559392653,1.2855421609384883,Iris-versicolor
+36,6.737084671559841,3.278829448507794,5.662716281877576,2.4999994255917612,Iris-virginica
+37,7.733332108894526,2.637204725125658,6.9,2.324359548290172,Iris-virginica
+38,4.701046498772936,3.2972350012336933,1.4090996548142676,0.1911561850684762,Iris-setosa
+39,6.314612714959598,2.7048589637481517,5.444495298113161,1.7388198538036261,Iris-virginica
+40,6.74669441551105,2.5104033567715844,5.926337725710707,1.7999007036276948,Iris-virginica
+41,6.481656026678662,2.9770983941484075,5.523820087931678,1.8227547652969869,Iris-virginica
+42,5.55346569126769,2.447811764433518,3.853131987793656,1.109088550918368,Iris-versicolor
+43,5.540142442855844,2.861703535619453,4.104874988720835,1.3403574769278126,Iris-versicolor
+44,5.153227590740953,3.8635444196350077,1.494855856126069,0.2724901447107146,Iris-setosa
+45,5.108182882023832,3.6303194481464534,1.482084568787886,0.26373211665120777,Iris-setosa
+46,4.466562994447375,2.567326512904805,1.3296382025786047,0.27929881780279486,Iris-setosa
+47,6.148440073499417,3.0524526875270364,4.349623153832141,1.3320512042054256,Iris-versicolor
+48,5.273998619697245,3.406142910468263,1.4953349003762886,0.22332178938661942,Iris-setosa
+49,7.113578427204111,3.0,6.144732247206408,2.0295625821482317,Iris-virginica
+50,6.333082993373027,2.873088019341613,4.942094293524346,1.9119445893469453,Iris-virginica
+51,5.604660188363666,3.8671873014734786,1.7058846928883842,0.4485402093328627,Iris-setosa
+52,6.09578400446985,3.0,4.839693137712119,1.8133800619051605,Iris-virginica
+53,4.910207132067255,3.074895148654949,1.4990651636774015,0.10000013423607036,Iris-setosa
+54,6.3569911062706925,2.391874409491317,4.6770034132925735,1.386848212292006,Iris-versicolor
+55,5.965993586092827,3.0124026879803973,4.388630173056286,1.5686061065596502,Iris-versicolor
+56,6.660134810785881,3.243435304417004,5.470584085140506,2.0818437781808785,Iris-virginica
+57,5.3116831603915236,2.735329327827273,3.8793845006266467,1.3851163064287966,Iris-versicolor
+58,4.906795876374891,3.020274618398583,1.462252648426487,0.10000014005790103,Iris-setosa
+59,5.902926694125314,2.34444232861716,3.6079098006383834,1.180696808971783,Iris-versicolor
+60,7.70301732223165,2.5846962653585046,6.9,2.3399816127773416,Iris-virginica
+61,5.5891307962774635,3.7739174170863845,1.499748475621609,0.2837694709884971,Iris-setosa
+62,4.7496393952555,3.3683385597620608,1.403040736654186,0.2625361427779135,Iris-setosa
+63,6.774333766118037,3.2940371354988214,5.906729532218378,2.5,Iris-virginica
+64,5.490601354148627,2.5429357978677634,3.9621838740997477,1.1756807573185961,Iris-versicolor
+65,6.719381101022414,2.6490996403124965,5.010714492451287,1.5145354695999491,Iris-versicolor
+66,7.582692124974786,2.6120024831528004,6.89999447223584,2.2531980607099196,Iris-virginica
+67,6.367269469581751,2.483027484865673,4.697068108427416,1.410202084687877,Iris-versicolor
+68,4.927861172244507,3.149678248781588,1.8296729368291702,0.10000047564007163,Iris-setosa
+69,7.711252528498557,2.619210717397746,6.9,2.3029762041649073,Iris-virginica
+70,6.341271208077004,3.0721233877972955,4.850922470094416,1.5590197956548797,Iris-versicolor
+71,5.701824284766128,3.7640006872622354,1.5723179191399033,0.2708201775731358,Iris-setosa
+72,4.95903457588086,3.338561306223953,1.3962874582112546,0.2506396610764418,Iris-setosa
+73,4.733306568740151,3.0,1.370068188332004,0.21476233626883928,Iris-setosa
+74,5.356699623413536,3.389346388335907,1.498371777131937,0.2597321734850323,Iris-setosa
+75,5.291339371955952,3.614452884466179,1.8359454043247394,0.47795562212231596,Iris-setosa
+76,6.521348258982542,2.905256239320412,4.490135926346159,1.375784085187705,Iris-versicolor
+77,5.173362278628413,2.53584826594357,3.679530505251001,1.1838965469022447,Iris-versicolor
+78,6.756348696616939,3.2686674789450016,5.69910437826204,2.07035167317852,Iris-virginica
+79,6.275300075365608,2.490929275251238,4.569864040037193,1.3996418937241981,Iris-versicolor
+80,5.802964186723353,2.731074283010477,4.591109352882625,1.2560952412417021,Iris-versicolor
+81,7.733484526545632,2.5754030150371747,6.9,2.328584025683581,Iris-virginica
+82,6.3628444596510185,3.3731117616339623,5.580793963918086,2.374996364178303,Iris-virginica
+83,5.468784448551974,3.4010683548318967,1.4913805157389668,0.22842948793807635,Iris-setosa
+84,6.928720805328897,3.197709784736176,5.9319620894728,2.2794040876034427,Iris-virginica
+85,6.3741510342860614,2.718649202203039,5.099215018630065,1.8050536640823254,Iris-virginica
+86,7.709286100291713,2.572779504738927,6.9,2.3049209128908523,Iris-virginica
+87,5.476172022974404,4.2,1.3771347380620393,0.17024198166109059,Iris-setosa
+88,6.723273264869073,3.3032637144036605,5.847632815994836,2.5,Iris-virginica
+89,6.264801735053077,2.6596534282983955,5.429059289766803,1.7863108892916386,Iris-virginica
+90,5.750826600908918,2.6975001833510466,5.107664597755263,1.9028953789724934,Iris-virginica
+91,5.39847269139583,2.354792146403894,3.943127706856858,1.120461066533712,Iris-versicolor
+92,5.861529745728704,2.8614549358253387,4.424272674041326,1.139439159482583,Iris-versicolor
+93,5.529832261467852,3.9148983571591,1.6480325345771392,0.2550884801005794,Iris-setosa
+94,6.2174697775147285,2.2,4.474245757744138,1.5297044854140673,Iris-versicolor
+95,5.0782650976310375,3.3489569027259583,1.4632453116043276,0.2979281329404012,Iris-setosa
+96,7.081138150512271,3.1014369480239545,5.9051959580404345,2.2134455749364577,Iris-virginica
+97,5.7615677255921325,3.0,4.553626688807024,1.678205947032097,Iris-versicolor
+98,5.1009785491303505,2.5589575830245175,3.853433630683479,1.2096374020335463,Iris-versicolor
+99,5.529765430035492,2.5777555462545823,4.025850427816426,1.1684885424615172,Iris-versicolor
+100,5.3423579964486665,2.6142093264350708,4.183806947890712,1.2083943168283644,Iris-versicolor
+101,6.281394961714838,2.6473717859923123,5.66069683880718,1.682728807146943,Iris-virginica
+102,4.4047598298581,3.1995150739176017,1.3775341634928606,0.23571556945752414,Iris-setosa
+103,5.444683154703862,3.672687432193895,1.6949621043058296,0.26502610425203343,Iris-setosa
+104,5.363488835875772,3.8742593210885934,1.489947088704706,0.273431936343953,Iris-setosa
+105,4.4,2.8474071495315876,1.411583773548227,0.19130169147176643,Iris-setosa
+106,5.876038226074172,2.870643197482051,4.114067651370428,1.4326433566350747,Iris-versicolor
+107,4.814007748740821,3.0652229484987963,1.4721138209829345,0.10000014316315176,Iris-setosa
+108,5.677345042936539,2.5084002526292797,5.01119893387739,2.017338952039282,Iris-virginica
+109,6.542019659480571,3.3574494577865903,5.6570640770939375,2.2650464379423734,Iris-virginica
+110,6.242974682747284,2.454702054040193,4.5994059530187945,1.3295951553137382,Iris-versicolor
+111,6.393157544573038,2.734309966010911,5.02667062250831,1.6254884310902695,Iris-versicolor
+112,4.812876533989346,3.0813003020877026,1.4165200666037594,0.1901855575290593,Iris-setosa
+113,6.0019250476983705,2.700759033538519,5.109054305693451,1.802327906904589,Iris-virginica
+114,6.171665714456432,2.2000005727014007,4.433910602193903,1.5646614104172571,Iris-versicolor
+115,6.190486504178626,2.5744121811515868,5.680025294519914,1.5041950058033555,Iris-virginica
+116,6.450512147140701,2.6564549128559416,5.679167137898407,1.780829499463339,Iris-virginica
+117,5.980856530488492,2.2,4.9549010972632965,1.5051058168392901,Iris-virginica
+118,5.979620332246401,2.9812199775933217,5.239242798994114,2.469222096887979,Iris-virginica
+119,5.363273811410094,2.5418520140465213,3.767208610348206,1.1640231837330228,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/4/test.csv b/iris/tab_ddpm/0_2/4/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/4/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/4/train.csv b/iris/tab_ddpm/0_2/4/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/4/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/4/val.csv b/iris/tab_ddpm/0_2/4/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/4/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/5/synth.csv b/iris/tab_ddpm/0_2/5/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3a0b99f20e569cccfbde1f13246da8e950c9b229
--- /dev/null
+++ b/iris/tab_ddpm/0_2/5/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.463682642633744,2.924977344142681,3.4338953877077008,1.3903806720958016,Iris-versicolor
+1,4.8949946702679386,3.0323045846555914,1.4867466968564815,0.10000017891215764,Iris-setosa
+2,6.345321476131298,2.4619035161312572,4.907123956089776,1.5045865808556464,Iris-versicolor
+3,4.873982340706134,3.3319753642782715,1.4540762313775961,0.28513808346630864,Iris-setosa
+4,4.935371308281856,3.3081939365658766,1.4617184726115595,0.23283838247440813,Iris-setosa
+5,7.136660250812247,2.9040676837148633,6.06789160760074,1.9540264714111406,Iris-virginica
+6,5.603819046464222,2.714107652339228,4.405969108746901,1.2649439901511954,Iris-versicolor
+7,6.84361647991608,3.1512763234061896,5.348486619093597,2.329265863257048,Iris-virginica
+8,6.784122986299354,3.030356268161421,5.756119786661679,2.2264614338518687,Iris-virginica
+9,5.952090433038511,3.342077368907239,4.816501355642399,1.7933857753847937,Iris-versicolor
+10,5.828013501375164,2.3953263152196795,4.270840424436677,1.192023555921556,Iris-versicolor
+11,4.930121534007721,2.4704097872071102,3.274025703480685,1.1830091052393013,Iris-versicolor
+12,6.478004111952047,2.311029299499375,5.527281359843348,1.7675778690696544,Iris-virginica
+13,5.13636979185791,3.6713078396173686,1.5981156106694092,0.17960355062734915,Iris-setosa
+14,5.384982765527808,3.720645061639165,1.6250239944663547,0.23350106540058335,Iris-setosa
+15,5.539392114358893,2.9253043015125333,4.484387099099255,1.4843451990242658,Iris-versicolor
+16,6.316741441150558,3.3427782753036728,4.656624883076527,1.5817355414611787,Iris-versicolor
+17,5.856568349365478,2.9034430425804767,4.7834333201614845,1.42243512900912,Iris-versicolor
+18,6.775413072486963,2.965783606442607,5.909103057323332,1.8580910328213063,Iris-virginica
+19,6.447063116969448,3.234911673355044,4.841596250604793,1.578468348055492,Iris-versicolor
+20,7.9,3.812923134290383,6.389314585753373,2.011108651004838,Iris-virginica
+21,5.965141282862903,2.718923778752698,4.365656207921222,1.2369819745182042,Iris-versicolor
+22,4.401391804378512,3.137825203233398,1.3891443537658694,0.23808091863283712,Iris-setosa
+23,6.213539327687548,2.6306521007453236,4.792559336679477,1.4403826739237198,Iris-versicolor
+24,6.249082891530643,3.0,4.758782349481372,1.801556147424532,Iris-virginica
+25,4.996266894613865,3.418050018146665,1.3824907113252531,0.4480816433728956,Iris-setosa
+26,5.332647570932999,3.7499265342140795,1.5934311280638973,0.25621259738508695,Iris-setosa
+27,4.727605947596311,3.377440230998918,1.4204204573466481,0.19436475520233926,Iris-setosa
+28,6.1454788784415895,3.2228129415936126,4.591662813049572,1.6615233173533204,Iris-versicolor
+29,5.927688140038418,2.853274051925314,5.1053976537853325,2.3292690276011503,Iris-virginica
+30,5.981594235203261,2.9956070949613256,5.106430425143665,1.751848743133852,Iris-virginica
+31,6.368862206257341,2.7971522348952065,4.9582533893184975,1.854866020945452,Iris-virginica
+32,4.971749700071233,3.408734406947692,1.3803916971108825,0.29779956497133,Iris-setosa
+33,6.007561707914716,3.099090461736916,4.169354829670266,1.4790747342007033,Iris-versicolor
+34,7.731103950351181,2.543158227233131,6.9,2.291000975054659,Iris-virginica
+35,4.400000496186879,2.8917585884862738,1.4223747265710662,0.2090687228574349,Iris-setosa
+36,5.075302419618212,2.5367847211464425,3.729774898691426,1.2567690513186895,Iris-versicolor
+37,6.657260806934027,3.2319198487653686,5.818833733106573,2.2866205219480547,Iris-virginica
+38,5.507367735027292,4.19999896442965,1.4127092545438635,0.19840858927668975,Iris-setosa
+39,5.488302694097628,2.4188846498560452,3.781318728158018,1.1305594030142059,Iris-versicolor
+40,5.463711920594571,2.610026142436194,3.954920901463426,1.148296925490416,Iris-versicolor
+41,6.210184640293531,2.2,4.5378859515162695,1.5077852938326992,Iris-versicolor
+42,6.569858220459345,2.720732130647153,5.6467521793992494,1.8642569443824557,Iris-virginica
+43,6.378723889098907,3.3275471747642844,5.720504475825619,2.3362855241845097,Iris-virginica
+44,6.691014263447532,2.9156909370059507,5.0168515211374505,1.6018533056512991,Iris-versicolor
+45,6.4071783976855485,2.8148775403261164,4.942328007548687,1.6012218983246054,Iris-versicolor
+46,4.906435140389793,3.0819914330162725,1.672941765985963,0.1,Iris-setosa
+47,5.182368441768587,3.3549279753126533,1.4467913499695066,0.1861190811351417,Iris-setosa
+48,5.1032831422758855,2.4751061927190157,3.312594590471375,1.1166335889233499,Iris-versicolor
+49,4.957326759411587,3.15491162533581,1.2000002370639076,0.19607970854593415,Iris-setosa
+50,5.857782236595451,2.5584316807870175,5.078565964929957,1.805022049515183,Iris-virginica
+51,5.645106532443909,3.8129765695072217,1.6405935904406221,0.2892407295804725,Iris-setosa
+52,5.613170534694156,2.8603980982315482,4.470893558533198,1.5435140713650835,Iris-versicolor
+53,5.424890896598442,3.8278965235902502,1.4830826079972326,0.6338786045955686,Iris-setosa
+54,5.638366224116771,3.7106530441730055,1.5802606958924987,0.22617684465243776,Iris-setosa
+55,6.330420209066118,2.7671645278593795,5.1413496153034295,1.7470986384667893,Iris-versicolor
+56,4.99896703299956,3.3942424421764112,1.4987467462501012,0.2786931364608055,Iris-setosa
+57,7.009170544050845,3.189174749138995,5.223818131628453,2.3449221444063726,Iris-virginica
+58,6.3880420247558725,2.696067854101352,5.040212648053924,1.6440163300160966,Iris-versicolor
+59,5.293721078900386,2.4300660632632614,3.1848980500958413,1.0459516718742925,Iris-versicolor
+60,4.751417803747026,2.9041912321116707,1.3782979542282372,0.2667687681815765,Iris-setosa
+61,7.899998816095376,3.8424584961063135,6.420836256511622,1.9892975485063236,Iris-virginica
+62,7.731015605555445,2.5860107950146243,6.9,2.352741672030449,Iris-virginica
+63,4.919918875622802,3.137554598031479,1.603965587590463,0.10000015174270924,Iris-setosa
+64,5.00750259603077,3.080955321465742,1.2000002147197952,0.20080184508650153,Iris-setosa
+65,6.170115465355148,2.745441563398555,5.048100572139824,1.7768536617945336,Iris-virginica
+66,6.299088837862741,2.7668767478104117,5.0806931159651345,1.6191929779237386,Iris-versicolor
+67,6.171990393817091,3.046791434779893,5.448080621400178,1.898054334380568,Iris-virginica
+68,7.709578668062372,2.605689860076279,6.9,2.331575630566126,Iris-virginica
+69,6.279789617000699,2.7690907650266476,4.4783424180196985,1.2069215745743402,Iris-versicolor
+70,5.833140363937538,2.869313849494622,5.122844497794579,2.405532431697232,Iris-virginica
+71,5.608076540773179,3.1173446769462045,4.7378561987185295,1.777601454120077,Iris-versicolor
+72,6.214247894463816,2.2435820195788647,4.374928201743181,1.3424326667768465,Iris-versicolor
+73,4.8237061169402775,3.0,1.3838903033314809,0.10000010062008093,Iris-setosa
+74,6.301233830754914,2.8073837924612333,4.366726383491919,1.2500548236994593,Iris-versicolor
+75,4.4000028671441775,2.9171829107424454,1.3766418651153125,0.1988303595315332,Iris-setosa
+76,5.604252226569869,2.850821506869254,4.432259012365683,1.355523728297229,Iris-versicolor
+77,6.720508836593961,3.0,4.912509915003334,1.620371624166209,Iris-versicolor
+78,5.016370279576236,3.661030045906333,1.515415563245268,0.23338891265592124,Iris-setosa
+79,6.274984241282132,2.6970660176165717,5.486491492228077,1.7734009704721378,Iris-virginica
+80,6.0999533456648685,2.5828251033385126,3.675965687439124,1.1190719830888902,Iris-versicolor
+81,7.3853047093499375,2.5880199031967916,6.899964495062282,2.212723857860154,Iris-virginica
+82,5.847914991718908,2.596181781139718,4.646157049716709,1.295388338194036,Iris-versicolor
+83,6.339592615724256,3.3052448693303917,5.136512767426769,2.102941503292298,Iris-virginica
+84,5.654877094652564,2.9081849452820774,4.302277562634723,1.2704146284788274,Iris-versicolor
+85,5.046902344556373,3.3279099540174517,1.482381981834686,0.17361316930304743,Iris-setosa
+86,5.121518999661257,3.306637734554307,1.6778243160251887,0.5685772108578488,Iris-setosa
+87,5.6923402114348045,2.9071085482783423,4.047680882782396,1.3518333952453558,Iris-versicolor
+88,6.926443795643513,3.140262583336056,5.7458917107321295,2.2543182218195956,Iris-virginica
+89,5.392628228461403,2.5950777181754594,3.4845397942701255,1.1555630208005425,Iris-versicolor
+90,6.827609953428628,3.3380328985660737,5.764384311390494,2.5,Iris-virginica
+91,6.341657437797129,2.949774391772294,4.494269451673102,1.5072687409942696,Iris-versicolor
+92,6.372128887253228,2.713582870376923,4.717979719159122,1.3085475228872954,Iris-versicolor
+93,5.783966947366744,2.718451997237122,5.0772432467474795,1.8139648319276545,Iris-virginica
+94,4.796506509501508,3.0,1.4050003347196038,0.5408401187836381,Iris-setosa
+95,5.863210263336317,2.6672175501646445,5.061140008416426,2.167503719603015,Iris-virginica
+96,5.800966038080923,2.7956970246534554,4.4244459834629675,1.3443631768184197,Iris-versicolor
+97,5.912987890005835,2.755658258830866,5.090314136576882,2.1511861155259564,Iris-virginica
+98,6.6515201167744875,3.0989044612008856,5.2861656275093205,1.9260548506762434,Iris-virginica
+99,6.0206024143726085,2.93533267070048,4.625559358899082,1.2491409155067053,Iris-versicolor
+100,5.569420622539083,2.8356481592990965,3.8167558518530558,1.3125007383921423,Iris-versicolor
+101,5.40359452061372,3.7659653982232353,1.4640096050807836,0.28616869897072256,Iris-setosa
+102,5.501679691862789,2.5617938059220466,4.311705774589978,1.1460033004976857,Iris-versicolor
+103,5.09630030716269,3.390666687201082,2.1002174951148014,0.24728110654602808,Iris-setosa
+104,6.368686981004641,2.3438111208853742,4.584839938943498,1.3928653768125812,Iris-versicolor
+105,6.640357512843135,2.722644562661991,4.810835278194364,1.4277133547200433,Iris-versicolor
+106,4.924710989352776,3.1181665265818537,1.4938209281601396,0.1,Iris-setosa
+107,5.571641313099584,4.199999173366871,1.3545428072568995,0.18589683213771852,Iris-setosa
+108,4.400004551893033,2.9354243911365456,1.3989687638453443,0.21281971635544292,Iris-setosa
+109,4.976567418965309,3.1834402831556208,1.4394652277189803,0.23390023985077266,Iris-setosa
+110,6.303030906190434,3.0796336344567954,4.89711427752925,1.9305654024657068,Iris-virginica
+111,5.179913607393944,3.3744998121781657,1.7539206962970213,0.5329338617387354,Iris-setosa
+112,6.712817269304499,2.81699282324425,4.682051448039303,1.359162949934507,Iris-versicolor
+113,5.783058702256313,2.529670252069215,4.323728644036107,1.2236280480956592,Iris-versicolor
+114,5.958995658616561,2.9323177425561258,5.3358491561116255,1.8345250398130397,Iris-virginica
+115,6.176046416362135,2.200141561566243,4.375155647023538,1.4459425667163355,Iris-versicolor
+116,6.455876451790373,2.6038324161193116,5.76195760356174,1.717249388017748,Iris-virginica
+117,6.35551159877156,3.3274469114149703,4.657074011586609,1.533928226054903,Iris-versicolor
+118,7.064383876759867,2.9617408048917926,5.840776810556646,1.9925051080470566,Iris-virginica
+119,6.174067459596287,2.200000502105409,4.3396004608016705,1.5071951636775647,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/5/test.csv b/iris/tab_ddpm/0_2/5/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/5/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/5/train.csv b/iris/tab_ddpm/0_2/5/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/5/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/5/val.csv b/iris/tab_ddpm/0_2/5/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/5/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/6/synth.csv b/iris/tab_ddpm/0_2/6/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eec43698880b5ee026bffaff3ef1a705cf8f5521
--- /dev/null
+++ b/iris/tab_ddpm/0_2/6/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.664685857904342,2.598460107705346,4.272816919699236,1.2288670184159098,Iris-versicolor
+1,6.738834140131579,3.22715137965816,5.649422527858846,2.319282516967713,Iris-virginica
+2,6.0170097039997446,2.7021562723727977,4.927275249501947,1.7794361479395377,Iris-virginica
+3,5.569264778357108,3.0,4.438245723317813,1.5267140851954963,Iris-versicolor
+4,5.860310328890268,2.385217630068097,4.1879044223635224,1.1172956310576305,Iris-versicolor
+5,7.728315846825216,2.577262719273887,6.9,2.3325794748093065,Iris-virginica
+6,5.093040500119446,3.6169745062376504,1.4621114648703342,0.2727064340532053,Iris-setosa
+7,7.713339599732121,2.581988122908716,6.9,2.3167670642828284,Iris-virginica
+8,6.33560534618215,2.709449687430469,5.6883917590012665,1.6328633754915105,Iris-virginica
+9,6.644555564202549,3.329596723862948,5.629480154940822,2.2180298381996524,Iris-virginica
+10,5.418602742922148,3.817803701067306,1.4954478633322812,0.2976681086224089,Iris-setosa
+11,4.7584219753729435,3.0,1.369026640521859,0.1,Iris-setosa
+12,6.792989008643908,3.0959878538813865,5.088138989679561,2.278525746119065,Iris-virginica
+13,6.307589133323046,3.0,4.817108828540229,1.462762058607233,Iris-versicolor
+14,7.899998804542344,3.836582274119663,6.42307337615681,2.001065926675095,Iris-virginica
+15,6.227960364358409,2.8219182085664185,5.409908760239619,1.7746443560443155,Iris-virginica
+16,5.248346982193524,3.3966841261964817,1.4896786303581024,0.47410242119907586,Iris-setosa
+17,4.919147844265553,3.1160914208341572,1.4969776079503267,0.10000011828398916,Iris-setosa
+18,6.334865215074735,2.6249909216017904,4.639390120550998,1.390308495648874,Iris-versicolor
+19,5.539389478890161,3.8942542122336437,1.8295216824108456,0.3679455814686709,Iris-setosa
+20,6.574772908681349,3.0,4.9358456312718415,1.652949366753548,Iris-versicolor
+21,5.798157103341557,2.795145264457852,5.107261088031289,2.40607997543573,Iris-virginica
+22,6.72722530676897,3.1235732230515216,5.9390773707366655,2.285019298379222,Iris-virginica
+23,4.908846358754822,3.227558054504635,1.457559768415841,0.2838999704992554,Iris-setosa
+24,4.820237131723464,3.0,1.401636006924506,0.2976624690933449,Iris-setosa
+25,7.5330122270220325,2.9671779965949954,6.384446428789707,1.7540170550507477,Iris-virginica
+26,6.354830674603368,2.5303692467182053,5.0012020543609434,1.5560016753185697,Iris-versicolor
+27,4.8304238205776535,3.0,1.4143377501905974,0.10000014757106979,Iris-setosa
+28,6.36106346949937,3.0,4.939731913561936,1.8333935815425766,Iris-virginica
+29,5.047693020599611,3.328456627166781,1.6873929079674066,0.587842027943603,Iris-setosa
+30,6.030859993842577,2.626594770076942,5.699333963574565,1.4032535880441463,Iris-virginica
+31,5.061244410079645,3.3687759417873457,1.5952526231571054,0.4250026118573878,Iris-setosa
+32,5.7892966023277115,3.0,4.653338887612927,1.7638743063009588,Iris-versicolor
+33,6.346758923991552,2.5768331724839393,5.125587726728782,1.833524390625132,Iris-virginica
+34,5.901483239871608,2.9244066310216352,5.154809476973721,2.4698415973456487,Iris-virginica
+35,4.977466364487165,3.331594117245541,1.409365343856876,0.2583231553709636,Iris-setosa
+36,6.484669384447482,3.307259442286594,5.532797134465192,2.2480417669277237,Iris-virginica
+37,6.383210184337231,2.759913208633056,5.020947148172241,1.510315151680251,Iris-versicolor
+38,6.431482678301372,2.8746711722479006,4.58974437051804,1.3336272024778297,Iris-versicolor
+39,4.8311206386769046,3.004319545509509,1.3921112587147448,0.26396854460840485,Iris-setosa
+40,6.6003319843881725,3.041166091848544,5.210768764379017,1.9234483522971257,Iris-virginica
+41,6.85539755176562,3.347022562351288,5.747854449323851,2.5,Iris-virginica
+42,6.201697161932328,2.6817741040416943,5.56173732863063,1.6892568645910517,Iris-virginica
+43,4.8904670250559965,3.1339301123209595,1.4764863975920406,0.1,Iris-setosa
+44,6.684175362940423,2.8665972063676874,4.775314499221241,1.5432859198521747,Iris-versicolor
+45,5.676099258146493,2.829599934986448,4.391795978195938,1.345415656065909,Iris-versicolor
+46,5.238554485933362,3.403111453508013,1.5828494154746697,0.23872798747651203,Iris-setosa
+47,6.252286839157406,2.699839697381134,4.805810426917233,1.882853198547863,Iris-virginica
+48,7.9,3.8782808773180757,6.424985282558829,1.960580409146373,Iris-virginica
+49,6.370108032086879,3.3703718877773157,5.65562187195839,2.362013533259657,Iris-virginica
+50,4.4,2.9435939518881424,1.4008538195726625,0.2049011516101838,Iris-setosa
+51,5.8788658299968946,3.008899270967317,4.374148388278714,1.4513077501198324,Iris-versicolor
+52,5.300030496813925,3.6340852394431713,1.7246398230618534,0.27459305846180804,Iris-setosa
+53,5.287581683926302,3.7191340218012043,1.496396544272071,0.2203794610282288,Iris-setosa
+54,5.706701380027465,2.750422223856369,5.112238545372664,2.343797548355308,Iris-virginica
+55,6.7864285186060425,3.3072637383149206,5.673619094625298,2.5,Iris-virginica
+56,5.513275648298864,4.2,1.3782038743781615,0.20875293993649938,Iris-setosa
+57,5.069149212964176,3.833683719262725,1.4867315824305214,0.3072338710886949,Iris-setosa
+58,6.747022009059987,3.3067297408148817,5.686987436768664,2.5,Iris-virginica
+59,5.457930862295445,2.629801154916403,4.047293142718173,1.3018927004034861,Iris-versicolor
+60,5.383153534367347,3.3520505115585797,1.915134927571816,0.2947489648543073,Iris-setosa
+61,5.912512449006061,2.6183420965126687,5.055453302282841,2.014410307383246,Iris-virginica
+62,6.7812832563975896,3.20373986725793,5.767931971680984,2.2436387438765966,Iris-virginica
+63,5.986803779590248,2.6928840428232643,4.620604752074359,1.287706723473138,Iris-versicolor
+64,5.975644631504992,3.2416123732222633,4.84138893200302,1.806304668169155,Iris-versicolor
+65,4.4,2.8767829723646567,1.418302979473206,0.1891076114699088,Iris-setosa
+66,6.267786216776025,3.1662413005696024,5.207493189769345,1.8053645540383332,Iris-virginica
+67,5.5196253707005996,3.0,3.8084522968951897,1.2876094492049102,Iris-versicolor
+68,5.393474766779514,2.4810056024978846,3.701874603836168,1.1002538343376553,Iris-versicolor
+69,5.53405204709575,3.687576445722499,1.7751305596594364,0.4852311321568984,Iris-setosa
+70,4.9501835683529025,3.181775567446432,1.3861257657317472,0.17931216267839084,Iris-setosa
+71,6.291123785602339,3.0,4.7509008523641425,1.685995834602596,Iris-versicolor
+72,5.5273947597023945,3.0,4.565718511892779,1.4811264257031818,Iris-versicolor
+73,6.2279377796571636,2.2000015870427636,4.448680309936916,1.455135221395976,Iris-versicolor
+74,7.067877751107885,3.0,5.917089233258692,2.0930483865556426,Iris-virginica
+75,4.898767847840344,2.381302277969468,3.012357500322341,0.9826061328323772,Iris-versicolor
+76,7.733768482268923,2.6168860446791555,6.9,2.33348707411456,Iris-virginica
+77,5.980215112078318,3.257621173496907,4.9263471726974,1.861430692658034,Iris-versicolor
+78,6.242475703211032,3.0,4.846866180578137,1.8184474684506704,Iris-virginica
+79,6.37540436283038,3.0,4.697776676613257,1.6269599205284195,Iris-versicolor
+80,5.0637654761188475,3.277464851742323,1.8100319945889292,0.5295080943326667,Iris-setosa
+81,6.562679323637248,2.9088360322472977,5.643295890599497,2.109866937879951,Iris-virginica
+82,5.315318049146512,2.807513367200174,3.930948645235131,1.4481915782950523,Iris-versicolor
+83,6.11170178222098,3.197870669240204,4.5106394837247095,1.5716297582266858,Iris-versicolor
+84,5.1426987545891505,2.568765790502162,3.7116397275479547,1.2323093332069754,Iris-versicolor
+85,5.7715374471886145,2.7375149157090304,5.115657733546994,2.0725456145684586,Iris-virginica
+86,7.159939301073873,3.0,6.019621011545319,2.081544759283547,Iris-virginica
+87,5.478324507760843,2.631601131182963,4.200099767955831,1.2454355655597777,Iris-versicolor
+88,6.905207439957911,3.0,5.77503991654465,2.0839472302505078,Iris-virginica
+89,6.100882880227002,2.9577273160188615,4.6281441014079086,1.4334726319276294,Iris-versicolor
+90,6.898812631211225,3.351809530233385,5.684161361545719,2.5,Iris-virginica
+91,5.612524116693536,3.6027039776068,1.8422647946987385,0.2735056098424672,Iris-setosa
+92,6.376416610674842,3.1367773869649107,5.612079557309089,2.497890311321307,Iris-virginica
+93,4.809257273732775,3.0,1.4241202014163656,0.10000009410219651,Iris-setosa
+94,7.0193532240124785,3.1043848106176206,5.976995564068563,1.9621960618223038,Iris-virginica
+95,6.029153838095719,2.2,5.032148811407561,1.5677723435373632,Iris-virginica
+96,6.029805965298525,3.0,4.579251322969254,1.4471210868170044,Iris-versicolor
+97,6.309497901501778,2.2484067210001673,5.228348433059869,1.7771648400108038,Iris-virginica
+98,6.592856357257541,2.477347351524209,5.667167075724826,1.7735494171288537,Iris-virginica
+99,4.9860499664401505,3.16380899622406,1.4539405959422727,0.2007340323551121,Iris-setosa
+100,5.030560895794337,3.2106884510115026,1.4594214213963141,0.2966683253077601,Iris-setosa
+101,6.690535377322504,2.5737219301842167,6.025043868619764,1.790969373560562,Iris-virginica
+102,6.046773223841564,2.4920624536046323,4.778747136966214,1.4505974051077626,Iris-versicolor
+103,6.128520658902814,2.922745471511722,4.592939325990759,1.3144164282013346,Iris-versicolor
+104,5.812557358007604,3.0,4.27264279959259,1.549879860470452,Iris-versicolor
+105,5.485780675925388,4.2,1.3720037009433406,0.19108592190633764,Iris-setosa
+106,5.266714703922454,2.5310391967010037,3.5180874766768304,1.095732020933408,Iris-versicolor
+107,5.1335985722799204,3.3516548031238522,1.8768336960741334,0.29871656473139874,Iris-setosa
+108,5.4334255284184305,3.757351853993529,1.6292274129257747,0.23279876668175012,Iris-setosa
+109,6.260810526245324,2.211875410598857,4.269782601093013,1.3116739352812474,Iris-versicolor
+110,5.403638321176127,2.8737746414114276,4.033621683994338,1.3476878180845164,Iris-versicolor
+111,6.525660809888876,2.7291921791231593,5.01049328053709,1.5842466248715734,Iris-versicolor
+112,7.700784265744659,2.573377591158943,6.9,2.3053748345843807,Iris-virginica
+113,7.719516376637856,2.5571033268327144,6.9,2.330051956395993,Iris-virginica
+114,7.165217115361458,2.960916068854616,6.039065543921948,1.901656864024228,Iris-virginica
+115,6.6439684267874295,3.132521596971642,5.096775202664279,2.074925494935378,Iris-virginica
+116,6.271163474656224,2.20000042617722,4.5263380092682945,1.5360159185097586,Iris-versicolor
+117,6.79188542645037,3.0288194605459866,5.401591529195583,2.117334937396689,Iris-virginica
+118,6.64329018615972,3.0846186351629346,5.751868942238756,2.0158050116583275,Iris-virginica
+119,6.181365710618097,2.8642593462507335,4.989810461451734,1.6523599711981938,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/6/test.csv b/iris/tab_ddpm/0_2/6/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/6/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/6/train.csv b/iris/tab_ddpm/0_2/6/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/6/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/6/val.csv b/iris/tab_ddpm/0_2/6/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/6/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/7/synth.csv b/iris/tab_ddpm/0_2/7/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..856cbd4d4e3b59adf10f78e67a49b56b6a559794
--- /dev/null
+++ b/iris/tab_ddpm/0_2/7/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,4.496886339685664,2.273879255891884,1.2946674982206634,0.2858381936062044,Iris-setosa
+1,4.875906729567281,3.0375864644129997,1.4205863787146953,0.26423241474299675,Iris-setosa
+2,7.025375856025517,3.0565500336161686,5.081471683452018,2.2819526916959423,Iris-virginica
+3,6.262060035251507,3.0,4.919406112819517,2.0107129127487315,Iris-virginica
+4,5.975119080312917,2.20000045302005,5.01017993116254,1.5619772423453133,Iris-virginica
+5,6.626296686893512,3.2976265458261795,5.710384825390882,2.3447122579286797,Iris-virginica
+6,5.079260477190703,3.3934637856117678,1.4795200406359945,0.5390575276706253,Iris-setosa
+7,5.60380703207147,2.7092603042791166,4.137752288138466,1.2575254888632097,Iris-versicolor
+8,6.194518510595816,3.69748306466663,5.538712998494258,2.41757846099728,Iris-virginica
+9,5.920010603903901,3.0,5.092089333197956,1.7759305120152573,Iris-virginica
+10,4.400001386031487,2.9656926771072833,1.4105359564692395,0.23167635801834274,Iris-setosa
+11,4.878765863009824,3.1163583104435193,1.457234775084434,0.1,Iris-setosa
+12,5.050337703739839,3.559465594648719,1.4938913962784202,0.29129816521286417,Iris-setosa
+13,5.03938569942031,3.215076239312698,1.2,0.18992135281466901,Iris-setosa
+14,5.029129182231029,3.335040200164423,1.4900035213176404,0.4341892390193046,Iris-setosa
+15,6.109154533953149,2.5840860048212804,5.637844441759086,1.4639035500725142,Iris-virginica
+16,4.517423001661335,2.325044898265999,1.3092889790925066,0.3321522762859518,Iris-setosa
+17,6.708488706907164,3.2769734095031127,5.737495960430782,2.5,Iris-virginica
+18,5.589501231857721,4.2,1.3700770296112663,0.1887795892322418,Iris-setosa
+19,6.025164074124714,2.9280110299725566,5.422922250086615,1.7910819710000891,Iris-virginica
+20,6.939753651506238,3.0352925028199174,5.602737112044158,2.1037505001026924,Iris-virginica
+21,7.028785742548784,3.1056828902739273,5.167462129807455,2.3602042540921864,Iris-virginica
+22,6.982275275729376,3.0438592976904637,6.023316899451704,2.052459249309186,Iris-virginica
+23,4.805019743502931,3.0,1.4262790455937342,0.10000009596221159,Iris-setosa
+24,6.454213677569402,2.6978572462976085,5.388758090823124,1.8193552211099604,Iris-virginica
+25,6.769183763899983,3.343057353377878,5.809511369393329,2.5,Iris-virginica
+26,7.0153227900208,2.794279117419859,6.352493759436808,1.8027392566701044,Iris-virginica
+27,6.964377507307738,2.691843418729131,6.100572339213152,1.804004532494652,Iris-virginica
+28,4.988273664979571,3.3726761088358113,1.477645763751413,0.5738869244918525,Iris-setosa
+29,5.952956296673077,2.7381932496166566,5.087377448422486,1.937208862667177,Iris-virginica
+30,6.179008526973279,3.0,4.55301927158664,1.32646847233074,Iris-versicolor
+31,5.3285707322339055,3.7374765536198615,1.489226926796336,0.20465748100984815,Iris-setosa
+32,6.253971126525304,2.200012928748123,4.392408826796121,1.4508569937556501,Iris-versicolor
+33,5.92341843655037,2.634053624042091,5.129062781863885,1.7564149508922107,Iris-virginica
+34,6.089424072314786,3.084605845360891,4.282139639007595,1.4733814285707645,Iris-versicolor
+35,4.400005196997941,3.0,1.3961912005817698,0.21034880586243204,Iris-setosa
+36,4.802301550640125,3.0,1.3910527337907612,0.23156078374726416,Iris-setosa
+37,5.189849648512502,3.397002270501708,1.665214092439122,0.20359329581162977,Iris-setosa
+38,5.924186549604456,2.2000006927622704,4.980450041324288,1.516894236004938,Iris-virginica
+39,5.806900614131296,2.451351414773289,4.157169893756949,1.1492118220398966,Iris-versicolor
+40,6.751320911354536,2.9793524317046782,4.911574329650212,1.611327246832434,Iris-versicolor
+41,6.974948045392038,3.3560601401824295,5.730972142772534,2.5,Iris-virginica
+42,6.3605837173271755,2.6739515952564514,4.359817574678031,1.2166216868116986,Iris-versicolor
+43,5.750380401573267,3.0,4.310720721732624,1.3373195763568895,Iris-versicolor
+44,5.230389453996898,3.3806774729983977,1.4686392549961114,0.39646695322148373,Iris-setosa
+45,4.9269292182831705,3.1709965107896534,1.5511415963370827,0.10000009038861546,Iris-setosa
+46,5.977815503146429,2.5429384142873626,4.975569086070606,1.976591879868207,Iris-virginica
+47,6.6316401179240865,2.7877388279669386,4.622800864207241,1.4262919155911764,Iris-versicolor
+48,6.1469696648700785,2.200001378578358,4.4938793557811385,1.470827786223083,Iris-versicolor
+49,5.982106161921542,2.2,4.973386422603165,1.5683059976388227,Iris-virginica
+50,5.401247730832147,4.2,1.392908914395395,0.2179290937572121,Iris-setosa
+51,6.258081628323265,2.8351893862488438,4.755485143321147,1.2082578079749602,Iris-versicolor
+52,4.628997338747215,3.3923214742240697,1.4105810764783058,0.36425146656883844,Iris-setosa
+53,7.737985435809935,2.5661083916234038,6.9,2.3193669957790344,Iris-virginica
+54,7.254732515443262,2.8791672888316593,6.224810283820246,1.7645900015991869,Iris-virginica
+55,5.767828234463279,2.88965095929439,5.090720852752767,2.2081532413057827,Iris-virginica
+56,6.681559113435103,3.293418141606826,5.63728500971544,2.499999480919959,Iris-virginica
+57,5.972732289279337,2.630337276789525,5.5038372611502515,1.3877761160535806,Iris-virginica
+58,6.14324729468434,2.542681532076678,5.145422211796474,1.952347069712455,Iris-virginica
+59,5.777124314687223,2.794297615245642,5.192444636568282,1.8169638997013562,Iris-virginica
+60,7.716136677268064,2.7035290491652018,6.899996432460999,2.3009554511002865,Iris-virginica
+61,5.598900003678105,2.5316691000495264,4.238559857416309,1.173456239276871,Iris-versicolor
+62,6.190414678597616,2.9061438877890073,5.066841820784036,1.8063716680671984,Iris-virginica
+63,5.668648263264604,2.388329113416817,4.153520548472769,1.104888336083233,Iris-versicolor
+64,5.595645757691414,2.6710809545016265,3.874182775505064,1.2113994527587755,Iris-versicolor
+65,5.0784351594591195,2.554703830351559,2.786945642513868,1.1917306306309987,Iris-versicolor
+66,4.910212604073781,3.0820208475396695,1.4992585468133073,0.10000010430795139,Iris-setosa
+67,6.262960879262189,2.588090649679154,5.134493680263467,1.683815268612142,Iris-versicolor
+68,5.41122184779988,2.7648312778275765,4.381424234106501,1.3417668214719856,Iris-versicolor
+69,5.467999440325768,2.9493865684908696,3.9980884354779564,1.2831340947878205,Iris-versicolor
+70,5.916262178322644,3.0718748169553622,4.35174612521712,1.4406966144927393,Iris-versicolor
+71,5.990903816359624,3.0347940243765352,4.513215292599137,1.5832933287898054,Iris-versicolor
+72,5.3877871665713934,3.8077988295779317,2.1158254437629096,0.30074851062904867,Iris-setosa
+73,5.564589793390693,4.1999981050421,1.4163876413877583,0.23920227617737339,Iris-setosa
+74,5.693761108628523,3.7445360733673483,1.4965780897259606,0.3830179259377088,Iris-setosa
+75,5.900015538497268,2.5069862629574704,5.000049512237158,1.8131946376505996,Iris-virginica
+76,5.153526533125547,2.4170929301053627,3.3706110417196244,0.9596667634828879,Iris-versicolor
+77,6.310495391904725,2.3679505371582534,4.448895519724469,1.2947866218242248,Iris-versicolor
+78,6.322165871802624,3.2457144094913275,4.817197504494004,1.7153472280173774,Iris-versicolor
+79,4.869037719173255,3.0649741927950944,1.4853795391737,0.1,Iris-setosa
+80,6.269344127275437,2.8809907179782335,4.848102531855327,1.8027451893178974,Iris-virginica
+81,6.291042476749539,3.0,5.360028477706481,1.8204306310738319,Iris-virginica
+82,5.868675554876719,2.727273148951535,5.113544084114047,2.0153348344192294,Iris-virginica
+83,7.899991322791953,3.531442565462364,6.421556144229733,1.904544586161134,Iris-virginica
+84,5.839938348286961,3.590336185874502,1.8903338058685248,0.2689624889394399,Iris-setosa
+85,5.7754488447370464,2.683560080810846,5.095436060037019,1.8694545664461366,Iris-virginica
+86,5.550341872381484,2.9970909759946474,4.588156176993306,1.485407240359425,Iris-versicolor
+87,7.247073076145777,2.9242947837932256,6.065345303207509,2.009741794099957,Iris-virginica
+88,5.2212751024580095,3.8396229665246917,1.491699241036879,0.22378193638092392,Iris-setosa
+89,5.105400062331734,3.9159551116399083,1.8905483392616576,0.37755967275497576,Iris-setosa
+90,5.902505006661733,3.059727758820687,4.81506373086234,1.778438050376244,Iris-versicolor
+91,5.028316028413079,3.300086165569065,1.4147232267162382,0.2535312716124425,Iris-setosa
+92,5.112836566371171,3.59622749355954,1.4233442636843918,0.42612993603774374,Iris-setosa
+93,6.115586010379306,2.8413751293292973,4.702652062658256,1.2657972866259737,Iris-versicolor
+94,5.657606299286672,2.8270032312368336,4.219477256720002,1.3459929728062021,Iris-versicolor
+95,6.037665153944292,3.1335701043413473,4.489487069012577,1.5137087480497033,Iris-versicolor
+96,5.7200247879599875,2.8249349882633283,5.090453530810392,2.1819037207563534,Iris-virginica
+97,6.752929401713936,3.330393374067641,5.683117251978315,2.5,Iris-virginica
+98,6.137312212956202,2.6092506378027984,4.986341406399799,1.5847632540655179,Iris-versicolor
+99,5.309215990010251,3.7722564395738654,1.4992584231415813,0.4209944694344224,Iris-setosa
+100,7.8999987619288525,3.5921285967368233,6.302636127248711,1.9432882187936686,Iris-virginica
+101,4.900164296219002,3.0,1.4165242644854366,0.26545906867804164,Iris-setosa
+102,6.3429591662012985,3.2657601118619826,5.3933833225832055,2.3607292754706837,Iris-virginica
+103,7.359631289728678,2.8867015557005917,6.24566246972846,1.8168473780154515,Iris-virginica
+104,6.151496899455605,2.436555969110105,4.78630679575773,1.4047871575443969,Iris-versicolor
+105,4.722273762149835,3.4918846084576165,1.4093265652186335,0.29583793566175587,Iris-setosa
+106,6.7628504147562465,3.3352790727685604,5.8832876777414445,2.5,Iris-virginica
+107,5.915508714757238,3.26765286831684,4.701182566193996,1.7525554952896192,Iris-versicolor
+108,5.73196345348163,2.4544215268667924,4.3153589057667245,1.2504606891018173,Iris-versicolor
+109,7.041062943133413,2.948358305098508,6.140449534726658,1.816082903737852,Iris-virginica
+110,5.801739302793325,3.140027010549046,4.685339069856818,1.7178411278534,Iris-versicolor
+111,6.031236762748246,2.8293462290733102,5.129241023537631,1.8084747226538052,Iris-virginica
+112,6.697800243821329,3.288490190038528,5.686618591010938,2.095507915391304,Iris-virginica
+113,6.799865645329026,3.090509195081356,5.221554619328923,2.147312719292885,Iris-virginica
+114,6.6748683672919435,3.313193118613472,5.641916713391037,2.5,Iris-virginica
+115,7.754667601994077,2.5360964046509014,6.9,2.351964251037207,Iris-virginica
+116,5.9413123228455635,3.2070620923951325,4.43568872550454,1.5384343254415873,Iris-versicolor
+117,6.292316708462653,3.1769773683930658,5.160706416404026,1.8854711467234644,Iris-virginica
+118,6.812284615977101,3.346656886659845,5.642941573262756,2.5,Iris-virginica
+119,5.103313961571821,3.3506479758044105,1.4455516904696275,0.23897507513833724,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/7/test.csv b/iris/tab_ddpm/0_2/7/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/7/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/7/train.csv b/iris/tab_ddpm/0_2/7/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/7/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/7/val.csv b/iris/tab_ddpm/0_2/7/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/7/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/8/synth.csv b/iris/tab_ddpm/0_2/8/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8098c0ef1e1ea3c5aeff285621958829f574e15e
--- /dev/null
+++ b/iris/tab_ddpm/0_2/8/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,6.478178235481861,2.910372542174058,5.136645943792372,1.8413126796159165,Iris-virginica
+1,5.512392020493027,2.89230356387215,4.5813654784358455,1.4159813923033338,Iris-versicolor
+2,5.3758591492714976,3.474275898421672,1.6623004700173463,0.2691369192708825,Iris-setosa
+3,5.207417529503437,3.801398583705292,1.623938961344854,0.21069481955833214,Iris-setosa
+4,6.129036064581462,2.702880289958839,4.683691327110729,1.2761960689411638,Iris-versicolor
+5,6.042876879522599,2.5457430866745008,4.5596726789301645,1.2721265437630174,Iris-versicolor
+6,5.781491463238859,2.5002419800550046,4.5545950986485995,1.2652043282722563,Iris-versicolor
+7,5.632451038039865,3.8142271434581354,1.8283108560229342,0.4591073682535598,Iris-setosa
+8,5.9391337488969445,2.626140304722163,4.636293156756474,1.312761418057028,Iris-versicolor
+9,6.889359411503168,3.0,5.763661716224859,1.9210867921103383,Iris-virginica
+10,6.077275685485391,2.200000292418937,4.454778576732332,1.4551222475907135,Iris-versicolor
+11,7.317895022390202,2.9976265090309644,6.22228341362541,2.0136503805231794,Iris-virginica
+12,4.519623562283268,2.2906105117838025,1.3031914141295182,0.31742629260832184,Iris-setosa
+13,6.636988056778055,3.312392507507044,5.660998179596939,2.4999993454089453,Iris-virginica
+14,4.991726845674281,3.3706919890305076,1.4112435295101753,0.24729056582361647,Iris-setosa
+15,6.312431709455594,2.271255127581961,4.401100433702938,1.2805995888482644,Iris-versicolor
+16,4.9035706895655835,3.3416861199084176,1.3510748342349337,0.25944069629717864,Iris-setosa
+17,5.082836769363449,2.4525007538994843,3.5686131151120053,0.9983052051831247,Iris-versicolor
+18,5.711323883133586,3.0524564505261105,4.424721843335017,1.6130223898090152,Iris-versicolor
+19,4.9872376636734135,3.232585112880408,1.2,0.1915052251116503,Iris-setosa
+20,6.016965113342652,2.6247475792831136,5.040036637907545,1.9592455202447323,Iris-virginica
+21,6.847875274940697,3.3299564304676355,5.86254965936867,2.5,Iris-virginica
+22,5.615711212832743,2.4923035996995258,5.0043237043925295,1.9974436298553504,Iris-virginica
+23,7.649161622562243,2.563970383843219,6.9,2.2968482386192113,Iris-virginica
+24,5.006412832194307,3.2408112529205293,1.2000003722759651,0.19101125011951153,Iris-setosa
+25,5.411488727490733,2.6406270634338154,4.327261156205342,1.223573589487591,Iris-versicolor
+26,5.427819246450659,3.5556553488342226,1.7490577916012815,0.24207800547923336,Iris-setosa
+27,4.875510852921083,3.3434710367129026,1.442533595380675,0.2579370117233725,Iris-setosa
+28,6.707967800300793,2.853238298396559,4.807644247526808,1.506675281478592,Iris-versicolor
+29,5.985313614563732,2.2,4.9474844957319695,1.5080552687441409,Iris-virginica
+30,7.705642693891169,2.608090057079469,6.9,2.3313215799238454,Iris-virginica
+31,4.573788512053758,2.6025019349605656,1.3195185248862045,0.26168997127371485,Iris-setosa
+32,4.911622198215525,3.0811972324149974,1.5427000493264038,0.1,Iris-setosa
+33,5.813758274590629,2.672622562781539,5.0639541997213975,1.9353086298186701,Iris-virginica
+34,5.960408733309705,2.8745872300755746,5.031689949325298,1.8209000546018794,Iris-virginica
+35,6.087668473897037,2.884563123135229,5.440561603323217,1.7717048299298137,Iris-virginica
+36,7.031010494817513,2.9031215723390686,6.079534883275931,2.00509428008021,Iris-virginica
+37,5.240473617363153,3.4104779289083815,1.4774923748430897,0.18201104710465735,Iris-setosa
+38,6.471531496058795,2.5520547891111507,4.826337879209714,1.4493062294673098,Iris-versicolor
+39,4.9882322965684915,3.233694203541405,1.4360537892062764,0.22888736232791607,Iris-setosa
+40,7.019234895287826,3.389023663038003,5.889608525030981,2.5,Iris-virginica
+41,5.446719841593866,3.769766141055221,1.6507824917558211,0.36092195822801854,Iris-setosa
+42,5.277871044404236,3.0,4.485323113724519,1.6413136377049211,Iris-versicolor
+43,6.0051649904139,2.7436659272481267,5.103977481936718,1.5899327455384362,Iris-versicolor
+44,6.232363953463754,3.121303963641671,5.142134142999779,1.9296986102229081,Iris-virginica
+45,5.423180352272597,3.6378244156863975,1.6565396375460362,0.20744410283129489,Iris-setosa
+46,4.9842780394207225,2.4426421748147265,3.6715859156889596,1.1127533746426619,Iris-versicolor
+47,7.690832656259948,2.5631759866244495,6.9,2.280127696561813,Iris-virginica
+48,7.667129815007061,2.6385283656524403,6.899998391128461,2.2999683040041985,Iris-virginica
+49,4.400002230070052,2.947421567124777,1.421404313940406,0.22062417699008266,Iris-setosa
+50,5.63737984025326,3.1374222888815035,4.7423623082678406,1.7941057689025162,Iris-versicolor
+51,4.865330746653683,3.0444184548482447,1.4494603451883692,0.10000013353099511,Iris-setosa
+52,6.794612461584671,3.362516688983953,5.9346890743518115,2.5,Iris-virginica
+53,5.128136306516632,3.5613738676127613,1.4840222016854585,0.1909874125786648,Iris-setosa
+54,5.337306016633811,3.727637168297462,1.8659130658655674,0.2689752797791496,Iris-setosa
+55,6.242735817849649,2.200000500579282,4.507633621004896,1.4511033751061793,Iris-versicolor
+56,6.1701236814485565,2.6901634809755133,5.095880644345904,1.6520760750009789,Iris-versicolor
+57,5.331219944265379,2.574318901584148,3.8375921569886597,1.1996512470537581,Iris-versicolor
+58,6.769965678415141,3.350374471357032,5.716195853345467,2.5,Iris-virginica
+59,6.016468576904829,3.2565079170628497,4.840598887832246,1.8112463816688946,Iris-versicolor
+60,5.122906988074994,3.2680658639152464,1.4822752781497242,0.24995713671738362,Iris-setosa
+61,6.671179259818012,3.0172213133481676,5.913994297652468,2.218418140416917,Iris-virginica
+62,6.680123309527547,3.207799058006978,5.038498608356024,2.171005395094945,Iris-virginica
+63,7.012491359717053,2.8747577990054074,4.9096980521552895,1.4742093377840326,Iris-versicolor
+64,5.043696943121983,3.3953487852624384,1.4040468684418048,0.31074113184388197,Iris-setosa
+65,5.314110086453596,3.355863095430291,1.8340742770252634,0.2866642094106256,Iris-setosa
+66,5.494515531123384,2.8689470994515522,3.988168510912655,1.4237182954856709,Iris-versicolor
+67,5.886811016744378,3.0,4.697282661870526,1.7916536358969788,Iris-virginica
+68,7.020682306253005,3.306987659656793,5.7236756998407134,2.5,Iris-virginica
+69,7.7146516118558734,2.5457111606194687,6.9,2.2856974586369847,Iris-virginica
+70,6.638718378830538,3.132485880309044,4.9531106599757315,2.0470461745447364,Iris-virginica
+71,5.817634473533105,3.0,4.538939892245315,1.643202554355203,Iris-versicolor
+72,6.031004597051843,3.057552355889855,4.452889713861627,1.3506623144853611,Iris-versicolor
+73,4.865532629253767,3.0,1.4706726048365528,0.10000012809545177,Iris-setosa
+74,5.018819151164111,3.2413587931946664,1.4424682968146496,0.2157139844955818,Iris-setosa
+75,5.6117177353040155,2.491195172733925,4.287194803612675,1.2020472553961115,Iris-versicolor
+76,6.750691680986881,3.3425857179540217,5.696454397484245,2.5,Iris-virginica
+77,5.724051706128758,2.605465164707047,5.071542345506889,2.121794186981773,Iris-virginica
+78,5.951282949379751,2.2000005401817178,4.999112511906743,1.4781545074180138,Iris-virginica
+79,6.797031680334953,3.3544717982274195,5.706114282883675,2.5,Iris-virginica
+80,4.783055200758771,3.001110778166619,1.40322800776346,0.2359171257769301,Iris-setosa
+81,5.808944386742556,2.655587413558969,4.669547736907136,1.1407703930810587,Iris-versicolor
+82,5.697962363593865,3.0829416863673065,4.627101569008202,1.5493568138399354,Iris-versicolor
+83,5.496467404466019,2.924745432852548,4.183839529791319,1.3106672015451803,Iris-versicolor
+84,6.7567112561720215,3.2486733971200974,5.898161621845147,2.3580408233736407,Iris-virginica
+85,6.217603410500266,3.2997767150770887,4.700760371981326,1.529588608897002,Iris-versicolor
+86,4.788119404398104,3.2141283210918505,1.4168526024013999,0.19017511331228537,Iris-setosa
+87,7.043806413215595,2.7526217736118648,6.158337917578281,1.8338318365295707,Iris-virginica
+88,5.790342420472604,2.930433059305993,4.350862493336199,1.4459547061123592,Iris-versicolor
+89,6.1650902200466575,2.200000518894973,4.551122248330284,1.4602076809262778,Iris-versicolor
+90,5.351764180793983,3.3878440295710956,1.650211314146502,0.32044138768125546,Iris-setosa
+91,4.915994646418971,3.3592188479667753,1.3622833732662996,0.37549022603514903,Iris-setosa
+92,6.259761206628617,2.944453155768201,4.783984559582021,1.5777673659510325,Iris-versicolor
+93,6.257756341390352,3.092960874814217,4.428016051015614,1.4126017013173506,Iris-versicolor
+94,4.588308441335986,2.5798937947525657,1.314284262743421,0.2646063117384528,Iris-setosa
+95,5.891621308912327,2.440138465699393,4.079060164460248,1.1442039984173522,Iris-versicolor
+96,6.121088047167297,3.2132191945640205,4.678926185209516,1.6807054339007415,Iris-versicolor
+97,4.895991669921156,3.108168981144487,1.4922632464961754,0.10000012117537081,Iris-setosa
+98,4.851681872316696,3.120130530510834,1.8205177297328334,0.10000009287811752,Iris-setosa
+99,5.09271672300955,3.3999286129866317,1.4986975314911994,0.21530346386646854,Iris-setosa
+100,4.678595167276795,2.821391270726835,1.3411043696376272,0.2630809693300522,Iris-setosa
+101,5.454343902604243,3.745615387430801,1.8372089398024205,0.519724362153066,Iris-setosa
+102,4.716203162823426,2.9902924876125843,1.3874254804681447,0.284562123839169,Iris-setosa
+103,5.1031071275877125,3.8466926508944757,1.6344398147198067,0.19881840382654462,Iris-setosa
+104,5.747005388336132,2.798913400934718,5.030293824739097,2.03303651949445,Iris-virginica
+105,6.3358266945371104,3.1691270993886227,4.762924674479954,1.6503326403294858,Iris-versicolor
+106,6.604324176144334,2.9742318023669516,4.944137841145851,1.6873534798007235,Iris-versicolor
+107,4.8508104884984675,3.1210040902701897,1.4915620825308777,0.1,Iris-setosa
+108,4.720723321236453,3.3591604113093245,1.4217793699507584,0.20007332848669798,Iris-setosa
+109,4.818816870528893,3.0,1.417119017540669,0.10000009267634884,Iris-setosa
+110,6.2122341379306825,2.9060980227655766,5.401426386351135,1.8239529148774385,Iris-virginica
+111,4.877868620319483,3.0507031662968576,1.4626274663523033,0.1,Iris-setosa
+112,7.427531834735015,2.944027806985389,6.343115148666076,1.7881229722139824,Iris-virginica
+113,6.420753528504476,2.886128376496404,4.679314627481879,1.2776674444663698,Iris-versicolor
+114,5.655826160884545,2.7771695013331814,4.2692562560956615,1.3883431997451854,Iris-versicolor
+115,6.352723029615083,2.2801538874882827,4.546407401090258,1.337124804670535,Iris-versicolor
+116,6.746830353268859,3.0,5.824192377695562,1.9084940646051418,Iris-virginica
+117,6.74530774534926,3.0,5.0661088015734395,2.2080036073454234,Iris-virginica
+118,6.382673810475306,2.4253904016041115,4.698653189415673,1.443905018309751,Iris-versicolor
+119,6.166072551688546,2.706024590995542,4.66838854307248,1.2877283116588525,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/8/test.csv b/iris/tab_ddpm/0_2/8/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/8/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/8/train.csv b/iris/tab_ddpm/0_2/8/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/8/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/8/val.csv b/iris/tab_ddpm/0_2/8/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/8/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/9/synth.csv b/iris/tab_ddpm/0_2/9/synth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd6c6b7fc73a94e444e43e3ed6966e1f37e7f08f
--- /dev/null
+++ b/iris/tab_ddpm/0_2/9/synth.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+0,5.309891933040538,3.3731452734305543,1.4905374423233937,0.20833003084821186,Iris-setosa
+1,6.744374280210241,3.0,5.091072024117696,2.1092850979678817,Iris-virginica
+2,5.057299819127997,2.4611337636872075,3.6250190274461667,1.0993027583855892,Iris-versicolor
+3,5.083164750287021,3.3074094944573504,1.4794189915924942,0.24805369859791707,Iris-setosa
+4,5.438504514698241,3.506370064314859,1.7697765655786708,0.2034481343067396,Iris-setosa
+5,5.496480427291218,2.861916231513712,4.050304938483125,1.2195798714661097,Iris-versicolor
+6,4.907080362492432,3.115141068312022,1.4923976709738285,0.10000009965858858,Iris-setosa
+7,5.088479626746853,3.5882790837103955,1.6180495576062845,0.2250288991278113,Iris-setosa
+8,5.612552968112064,4.2,1.4038439847449533,0.19136648200829215,Iris-setosa
+9,5.211798240117945,2.8006705366974245,4.223149759254241,1.4560276878976108,Iris-versicolor
+10,5.933036913765761,2.4364324391494456,4.331307661647146,1.159784783338626,Iris-versicolor
+11,5.243278304296216,3.398671542668481,1.4709044405121627,0.21356940816800668,Iris-setosa
+12,5.901218702330215,3.094447002386766,4.767370649147276,1.7093073802935934,Iris-versicolor
+13,6.049603615765536,3.2290564701049127,4.429253186023757,1.4576024637729352,Iris-versicolor
+14,7.7146863697592085,2.583498506966521,6.9,2.2482290659435797,Iris-virginica
+15,5.3444770079007204,3.861237594198241,1.4935893389979278,0.4601600192838689,Iris-setosa
+16,5.004706225574299,3.5018064298223286,1.4542796356296823,0.1900563444536053,Iris-setosa
+17,6.622290367601966,3.214093388767833,5.771724150948971,2.2910710739946527,Iris-virginica
+18,6.490946788924449,3.333519982413232,5.5975764304743745,2.2216228377091616,Iris-virginica
+19,5.935944887734955,2.9294043398925456,4.326493993325743,1.378591445009215,Iris-versicolor
+20,5.7451768068739035,2.8337504314407385,4.602819933864154,1.3564120780738789,Iris-versicolor
+21,5.017137495446058,3.4686129809561392,1.668518878463056,0.34508712209874715,Iris-setosa
+22,6.31485715204365,2.693196434600513,4.69689254799876,1.4280493450939968,Iris-versicolor
+23,5.804878358554628,2.7323133326242495,5.064057821972976,2.2150521911118797,Iris-virginica
+24,4.834924898912955,3.062220523711315,1.4619159772102968,0.10000011625685042,Iris-setosa
+25,4.899410949826947,3.0976981119075386,1.4971591675572244,0.10000013710217917,Iris-setosa
+26,7.154303677625024,2.930087600650323,6.161463888133031,1.8843238706909209,Iris-virginica
+27,6.307215667278837,2.8809190770541124,5.094389979164888,1.679854847073143,Iris-versicolor
+28,4.400000733479584,2.918712126161849,1.4062975046965074,0.2099222021261723,Iris-setosa
+29,6.219570412238142,2.67131618519049,4.547170673675527,1.3675493199171613,Iris-versicolor
+30,4.98875107244418,3.129671229620192,1.2000005320952005,0.2005789464329386,Iris-setosa
+31,7.731415335347044,2.5973059905576092,6.89999807148965,2.3471351753865104,Iris-virginica
+32,4.830844581636752,3.0,1.4254955819148434,0.10000010505201747,Iris-setosa
+33,6.753367354383991,3.3380963217778854,5.849315221150751,2.5,Iris-virginica
+34,7.899998524206617,3.8382571669419048,6.349843685937847,2.03905636406238,Iris-virginica
+35,6.1750744124574055,3.2004740620839893,5.023947299388198,1.847939760973943,Iris-virginica
+36,5.460045826997977,4.199986641110993,1.3889602969685444,0.1976392143235524,Iris-setosa
+37,6.249102318680779,2.9444682344733515,4.776061797706223,1.80831345280431,Iris-virginica
+38,5.622299320216418,2.695103214418336,4.2737391886717875,1.2895890174463602,Iris-versicolor
+39,5.087072960907232,3.6963532398441314,1.4955966096849065,0.2862894070969579,Iris-setosa
+40,6.387886112031273,2.633953308950667,4.770280946469335,1.2212681249421413,Iris-versicolor
+41,6.2510326777051155,2.2000004950263894,4.576544090400813,1.4772286497028333,Iris-versicolor
+42,6.203305219331081,2.755173607786448,5.144912751091676,1.7531272384730585,Iris-virginica
+43,4.522306827033637,2.3649502545967525,1.3165990778417036,0.4076611454605178,Iris-setosa
+44,5.44933576103313,2.8797461873619166,4.058528185201311,1.3473498920735536,Iris-versicolor
+45,7.689409054446568,2.6375935535362323,6.899993258903114,2.289040490459415,Iris-virginica
+46,6.268686273189636,3.129252606101712,4.88979849644655,1.7756894309949154,Iris-versicolor
+47,7.700879730260068,2.567617718279013,6.9,2.347427599294824,Iris-virginica
+48,6.485733940984683,3.2502931939371806,5.0996137788881075,2.074158043749347,Iris-virginica
+49,7.0766581336037495,2.9727973960480254,6.102566731212846,1.9913454729085251,Iris-virginica
+50,4.8814551682220735,3.168970054539047,1.5516453041373017,0.1,Iris-setosa
+51,6.7699552271684,3.2665267833246467,5.667488591429922,2.3339667580102343,Iris-virginica
+52,6.368648208958159,2.420918009057936,4.5945009793126275,1.4111225383576556,Iris-versicolor
+53,7.200532600710137,2.8882919191790797,6.163083435812225,1.7996328563861703,Iris-virginica
+54,6.2624326065254845,3.0917616428515164,4.88632846425991,1.9002911251921857,Iris-virginica
+55,5.258699071146817,3.376483545308144,1.8870951864418564,0.254749066456208,Iris-setosa
+56,5.615390539440375,3.7088791349232846,1.481043063239763,0.24364729695546306,Iris-setosa
+57,4.691882269148841,3.17589706562716,1.415340301513975,0.1987060669748557,Iris-setosa
+58,5.013395621348617,3.3549844838505685,1.4421085533732636,0.2006120787338005,Iris-setosa
+59,7.899998536147249,3.7758209016340167,6.472990799379068,2.0205266723522217,Iris-virginica
+60,5.2614869604009105,3.686281090717878,1.4958531712387098,0.19543316768288688,Iris-setosa
+61,5.951302215900435,2.2000002910181764,5.0185195206785185,1.50449571430334,Iris-virginica
+62,6.0188279247548016,2.710660896269533,5.235060595829198,2.153644988664776,Iris-virginica
+63,5.2345370482239115,2.412381033601245,3.351709085217667,0.9807693704916645,Iris-versicolor
+64,5.471397994365907,2.566218010668121,4.03671130717631,1.146592753174683,Iris-versicolor
+65,5.9828863149684475,2.2,4.937948064798468,1.4865963118852514,Iris-virginica
+66,5.4608321529436195,3.661515937183629,1.4932922400528368,0.5726914530867477,Iris-setosa
+67,6.832034264712582,3.3026450256747006,5.753600513405577,2.5,Iris-virginica
+68,4.4,2.875618732722861,1.411978079672745,0.20037883438989362,Iris-setosa
+69,4.979147956802009,2.4725152362841634,3.2079497060554916,1.2316432777704924,Iris-versicolor
+70,5.412607071023255,3.606182637365367,1.7253019757810173,0.19470200399397833,Iris-setosa
+71,5.9674089507503165,2.78859237747914,4.506310898554537,1.2272573838156373,Iris-versicolor
+72,6.522713464842224,2.8594181506031386,5.73203465224169,1.8971033989189676,Iris-virginica
+73,6.6977152567070695,3.0454186352483266,5.658179798268655,1.8145930838339994,Iris-virginica
+74,6.625070038903341,3.2657164485293317,5.625730303779338,2.4999764121495684,Iris-virginica
+75,5.089185913094567,3.897298572481751,1.4902229741026005,0.25845125777771705,Iris-setosa
+76,6.744169125583951,3.336240125681319,5.6355404104063815,2.5,Iris-virginica
+77,5.890843364308276,2.6609293358758506,5.137621158662722,1.9057046221500504,Iris-virginica
+78,6.165080346784515,2.200000319483609,4.500851991002945,1.4567696689899894,Iris-versicolor
+79,6.71548846840191,3.2539829503001902,5.892370904118531,2.3335938708579897,Iris-virginica
+80,7.1068726174654415,3.0,5.996148716198135,2.167986935451175,Iris-virginica
+81,4.949693245181216,3.40429698444634,1.4829675007762337,0.5342867768295845,Iris-setosa
+82,6.054044602569414,2.2,5.0163146143508195,1.5710676014714502,Iris-virginica
+83,4.906043024049794,3.124206918334089,1.4964318605252707,0.1,Iris-setosa
+84,5.50208238496895,2.640135677225139,3.685491936692273,1.2714201360039783,Iris-versicolor
+85,5.101208490713677,3.5731494856646355,1.410011299883288,0.3662177620816978,Iris-setosa
+86,6.2791665441926385,2.9190753973369694,4.393152374024556,1.2470155943966816,Iris-versicolor
+87,5.517814120453674,3.0,4.40106021192696,1.2922278975222459,Iris-versicolor
+88,4.824592889302473,3.0619644425556567,1.488479533713734,0.1,Iris-setosa
+89,6.841032106712496,3.2308758266436652,5.258072304523001,2.315399970901139,Iris-virginica
+90,4.8313749441337785,3.0719909671299233,1.4699884368768277,0.10000015178245499,Iris-setosa
+91,5.917595476848304,2.6835422135527787,4.716820700219767,1.433785093114112,Iris-versicolor
+92,5.111228249873931,3.692040466406908,1.4884492016678716,0.29973681753030323,Iris-setosa
+93,5.87788574917233,2.632171986332882,5.105437165031823,1.8705147378538778,Iris-virginica
+94,6.2675197225765595,2.5579210143580022,5.003932649564698,1.609319089686104,Iris-versicolor
+95,6.797095596554243,3.0,5.215946866521177,2.1205423736415043,Iris-virginica
+96,4.854950055355289,3.1059153134197213,1.4756030056354161,0.10000012166439626,Iris-setosa
+97,5.168247661595941,3.7824029730464055,1.4415158534852506,0.2708415070349509,Iris-setosa
+98,5.49463540434047,2.43164878413683,3.8172091045002956,1.1116714020711151,Iris-versicolor
+99,6.215764524288867,3.1167100999345916,4.464444755843045,1.583509405180141,Iris-versicolor
+100,5.077861770542578,3.2751683682161907,1.4966072775021044,0.47256319429464044,Iris-setosa
+101,6.13743503218353,3.027564408718723,4.686706803710877,1.7691629971058738,Iris-versicolor
+102,6.280942928371049,2.62072525247214,4.927184781195217,1.4428954747754612,Iris-versicolor
+103,6.616895223078135,3.329635886823653,5.5726412193550345,2.1760530086570142,Iris-virginica
+104,6.317099797419363,2.9215785086482153,4.840436010978397,1.5473609943459499,Iris-versicolor
+105,6.1779055171374235,2.2,4.528102505979431,1.4733642974535843,Iris-versicolor
+106,6.0220444557819475,2.2,5.008208674405548,1.5733456779844812,Iris-virginica
+107,5.644558220416634,2.7073734833670535,4.303406812249537,1.235987838761322,Iris-versicolor
+108,6.1382348531416735,2.706825262812791,5.204943369391834,1.7268209490364361,Iris-versicolor
+109,4.76534661863361,2.991106262473927,1.3595852859002746,0.2926673525859493,Iris-setosa
+110,6.365634422482758,2.551588053263828,5.215615502603865,1.9106832266965301,Iris-virginica
+111,5.484241946865706,3.3821853761072815,1.8992879523307151,0.25410236053290697,Iris-setosa
+112,6.684015156305019,3.2742709518892186,5.853618497776557,2.277202179662436,Iris-virginica
+113,5.52315535785059,2.499580508781592,4.037226169183293,1.1566932956183795,Iris-versicolor
+114,6.901606563573104,2.890620126141534,4.839838832549185,1.4598778291403007,Iris-versicolor
+115,6.3135923031500525,2.59312802641698,4.965723316024036,1.5961961088680563,Iris-versicolor
+116,6.163753525798127,3.0,4.3255154911045075,1.4232556708002433,Iris-versicolor
+117,5.09053721638305,3.799862945856139,1.5007842911377516,0.2305374369124754,Iris-setosa
+118,6.104519577886934,2.5823923607598704,4.880432329879056,1.8191261478923337,Iris-virginica
+119,5.117877213488353,3.832326934832401,1.6508576780117616,0.2697519587200474,Iris-setosa
diff --git a/iris/tab_ddpm/0_2/9/test.csv b/iris/tab_ddpm/0_2/9/test.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/9/test.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/9/train.csv b/iris/tab_ddpm/0_2/9/train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d68189c8333828365e331209e3fe9a8486cbdb5d
--- /dev/null
+++ b/iris/tab_ddpm/0_2/9/train.csv
@@ -0,0 +1,121 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+73,6.1,2.8,4.7,1.2,Iris-versicolor
+18,5.7,3.8,1.7,0.3,Iris-setosa
+118,7.7,2.6,6.9,2.3,Iris-virginica
+78,6.0,2.9,4.5,1.5,Iris-versicolor
+76,6.8,2.8,4.8,1.4,Iris-versicolor
+31,5.4,3.4,1.5,0.4,Iris-setosa
+64,5.6,2.9,3.6,1.3,Iris-versicolor
+141,6.9,3.1,5.1,2.3,Iris-virginica
+68,6.2,2.2,4.5,1.5,Iris-versicolor
+82,5.8,2.7,3.9,1.2,Iris-versicolor
+110,6.5,3.2,5.1,2.0,Iris-virginica
+12,4.8,3.0,1.4,0.1,Iris-setosa
+36,5.5,3.5,1.3,0.2,Iris-setosa
+9,4.9,3.1,1.5,0.1,Iris-setosa
+19,5.1,3.8,1.5,0.3,Iris-setosa
+56,6.3,3.3,4.7,1.6,Iris-versicolor
+104,6.5,3.0,5.8,2.2,Iris-virginica
+69,5.6,2.5,3.9,1.1,Iris-versicolor
+55,5.7,2.8,4.5,1.3,Iris-versicolor
+132,6.4,2.8,5.6,2.2,Iris-virginica
+29,4.7,3.2,1.6,0.2,Iris-setosa
+127,6.1,3.0,4.9,1.8,Iris-virginica
+26,5.0,3.4,1.6,0.4,Iris-setosa
+128,6.4,2.8,5.6,2.1,Iris-virginica
+131,7.9,3.8,6.4,2.0,Iris-virginica
+145,6.7,3.0,5.2,2.3,Iris-virginica
+108,6.7,2.5,5.8,1.8,Iris-virginica
+143,6.8,3.2,5.9,2.3,Iris-virginica
+45,4.8,3.0,1.4,0.3,Iris-setosa
+30,4.8,3.1,1.6,0.2,Iris-setosa
+123,6.3,2.7,4.9,1.8,Iris-virginica
+24,4.8,3.4,1.9,0.2,Iris-setosa
+25,5.0,3.0,1.6,0.2,Iris-setosa
+23,5.1,3.3,1.7,0.5,Iris-setosa
+94,5.6,2.7,4.2,1.3,Iris-versicolor
+39,5.1,3.4,1.5,0.2,Iris-setosa
+95,5.7,3.0,4.2,1.2,Iris-versicolor
+117,7.7,3.8,6.7,2.2,Iris-virginica
+47,4.6,3.2,1.4,0.2,Iris-setosa
+97,6.2,2.9,4.3,1.3,Iris-versicolor
+113,5.7,2.5,5.0,2.0,Iris-virginica
+33,5.5,4.2,1.4,0.2,Iris-setosa
+138,6.0,3.0,4.8,1.8,Iris-virginica
+101,5.8,2.7,5.1,1.9,Iris-virginica
+62,6.0,2.2,4.0,1.0,Iris-versicolor
+84,5.4,3.0,4.5,1.5,Iris-versicolor
+148,6.2,3.4,5.4,2.3,Iris-virginica
+53,5.5,2.3,4.0,1.3,Iris-versicolor
+5,5.4,3.9,1.7,0.4,Iris-setosa
+93,5.0,2.3,3.3,1.0,Iris-versicolor
+111,6.4,2.7,5.3,1.9,Iris-virginica
+49,5.0,3.3,1.4,0.2,Iris-setosa
+35,5.0,3.2,1.2,0.2,Iris-setosa
+80,5.5,2.4,3.8,1.1,Iris-versicolor
+77,6.7,3.0,5.0,1.7,Iris-versicolor
+34,4.9,3.1,1.5,0.1,Iris-setosa
+114,5.8,2.8,5.1,2.4,Iris-virginica
+7,5.0,3.4,1.5,0.2,Iris-setosa
+43,5.0,3.5,1.6,0.6,Iris-setosa
+70,5.9,3.2,4.8,1.8,Iris-versicolor
+98,5.1,2.5,3.0,1.1,Iris-versicolor
+120,6.9,3.2,5.7,2.3,Iris-virginica
+83,6.0,2.7,5.1,1.6,Iris-versicolor
+134,6.1,2.6,5.6,1.4,Iris-virginica
+135,7.7,3.0,6.1,2.3,Iris-virginica
+89,5.5,2.5,4.0,1.3,Iris-versicolor
+8,4.4,2.9,1.4,0.2,Iris-setosa
+13,4.3,3.0,1.1,0.1,Iris-setosa
+119,6.0,2.2,5.0,1.5,Iris-virginica
+125,7.2,3.2,6.0,1.8,Iris-virginica
+3,4.6,3.1,1.5,0.2,Iris-setosa
+17,5.1,3.5,1.4,0.3,Iris-setosa
+38,4.4,3.0,1.3,0.2,Iris-setosa
+72,6.3,2.5,4.9,1.5,Iris-versicolor
+136,6.3,3.4,5.6,2.4,Iris-virginica
+6,4.6,3.4,1.4,0.3,Iris-setosa
+112,6.8,3.0,5.5,2.1,Iris-virginica
+100,6.3,3.3,6.0,2.5,Iris-virginica
+2,4.7,3.2,1.3,0.2,Iris-setosa
+63,6.1,2.9,4.7,1.4,Iris-versicolor
+54,6.5,2.8,4.6,1.5,Iris-versicolor
+126,6.2,2.8,4.8,1.8,Iris-virginica
+50,7.0,3.2,4.7,1.4,Iris-versicolor
+115,6.4,3.2,5.3,2.3,Iris-virginica
+46,5.1,3.8,1.6,0.2,Iris-setosa
+139,6.9,3.1,5.4,2.1,Iris-virginica
+61,5.9,3.0,4.2,1.5,Iris-versicolor
+147,6.5,3.0,5.2,2.0,Iris-virginica
+79,5.7,2.6,3.5,1.0,Iris-versicolor
+59,5.2,2.7,3.9,1.4,Iris-versicolor
+91,6.1,3.0,4.6,1.4,Iris-versicolor
+41,4.5,2.3,1.3,0.3,Iris-setosa
+58,6.6,2.9,4.6,1.3,Iris-versicolor
+90,5.5,2.6,4.4,1.2,Iris-versicolor
+48,5.3,3.7,1.5,0.2,Iris-setosa
+88,5.6,3.0,4.1,1.3,Iris-versicolor
+107,7.3,2.9,6.3,1.8,Iris-virginica
+124,6.7,3.3,5.7,2.1,Iris-virginica
+21,5.1,3.7,1.5,0.4,Iris-setosa
+57,4.9,2.4,3.3,1.0,Iris-versicolor
+144,6.7,3.3,5.7,2.5,Iris-virginica
+129,7.2,3.0,5.8,1.6,Iris-virginica
+37,4.9,3.1,1.5,0.1,Iris-setosa
+140,6.7,3.1,5.6,2.4,Iris-virginica
+1,4.9,3.0,1.4,0.2,Iris-setosa
+52,6.9,3.1,4.9,1.5,Iris-versicolor
+130,7.4,2.8,6.1,1.9,Iris-virginica
+103,6.3,2.9,5.6,1.8,Iris-virginica
+99,5.7,2.8,4.1,1.3,Iris-versicolor
+116,6.5,3.0,5.5,1.8,Iris-virginica
+87,6.3,2.3,4.4,1.3,Iris-versicolor
+74,6.4,2.9,4.3,1.3,Iris-versicolor
+121,5.6,2.8,4.9,2.0,Iris-virginica
+149,5.9,3.0,5.1,1.8,Iris-virginica
+20,5.4,3.4,1.7,0.2,Iris-setosa
+71,6.1,2.8,4.0,1.3,Iris-versicolor
+106,4.9,2.5,4.5,1.7,Iris-virginica
+14,5.8,4.0,1.2,0.2,Iris-setosa
+92,5.8,2.6,4.0,1.2,Iris-versicolor
+102,7.1,3.0,5.9,2.1,Iris-virginica
diff --git a/iris/tab_ddpm/0_2/9/val.csv b/iris/tab_ddpm/0_2/9/val.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55f934de567b3b1eb52adfeecf4db70b7846f380
--- /dev/null
+++ b/iris/tab_ddpm/0_2/9/val.csv
@@ -0,0 +1,31 @@
+,sepal_length,sepal_width,petal_length,petal_width,species
+22,4.6,3.6,1.0,0.2,Iris-setosa
+15,5.7,4.4,1.5,0.4,Iris-setosa
+65,6.7,3.1,4.4,1.4,Iris-versicolor
+11,4.8,3.4,1.6,0.2,Iris-setosa
+42,4.4,3.2,1.3,0.2,Iris-setosa
+146,6.3,2.5,5.0,1.9,Iris-virginica
+51,6.4,3.2,4.5,1.5,Iris-versicolor
+27,5.2,3.5,1.5,0.2,Iris-setosa
+4,5.0,3.6,1.4,0.2,Iris-setosa
+32,5.2,4.1,1.5,0.1,Iris-setosa
+142,5.8,2.7,5.1,1.9,Iris-virginica
+85,6.0,3.4,4.5,1.6,Iris-versicolor
+86,6.7,3.1,4.7,1.5,Iris-versicolor
+16,5.4,3.9,1.3,0.4,Iris-setosa
+10,5.4,3.7,1.5,0.2,Iris-setosa
+81,5.5,2.4,3.7,1.0,Iris-versicolor
+133,6.3,2.8,5.1,1.5,Iris-virginica
+137,6.4,3.1,5.5,1.8,Iris-virginica
+75,6.6,3.0,4.4,1.4,Iris-versicolor
+109,7.2,3.6,6.1,2.5,Iris-virginica
+96,5.7,2.9,4.2,1.3,Iris-versicolor
+105,7.6,3.0,6.6,2.1,Iris-virginica
+66,5.6,3.0,4.5,1.5,Iris-versicolor
+0,5.1,3.5,1.4,0.2,Iris-setosa
+122,7.7,2.8,6.7,2.0,Iris-virginica
+67,5.8,2.7,4.1,1.0,Iris-versicolor
+28,5.2,3.4,1.4,0.2,Iris-setosa
+40,5.0,3.5,1.3,0.3,Iris-setosa
+44,5.1,3.8,1.9,0.4,Iris-setosa
+60,5.0,2.0,3.5,1.0,Iris-versicolor
diff --git a/iris/tab_ddpm/0_2/params.json b/iris/tab_ddpm/0_2/params.json
new file mode 100644
index 0000000000000000000000000000000000000000..026a7cc7ab77b4a802e3004f1459a1b24d019cfa
--- /dev/null
+++ b/iris/tab_ddpm/0_2/params.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bde1f8a574e191399d6a2166bfd7f77e3f967bf207a4a26d03c52505306a502c
+size 330
diff --git a/iris/tab_ddpm/0_2/tab_ddpm_eval.ipynb b/iris/tab_ddpm/0_2/tab_ddpm_eval.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..8ffc625fd963854ecf473b15453c90e58e5c01b2
--- /dev/null
+++ b/iris/tab_ddpm/0_2/tab_ddpm_eval.ipynb
@@ -0,0 +1,1755 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "7f748371",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:49:54.215223Z",
+     "iopub.status.busy": "2024-07-22T02:49:54.214839Z",
+     "iopub.status.idle": "2024-07-22T02:50:05.034338Z",
+     "shell.execute_reply": "2024-07-22T02:50:05.033211Z"
+    },
+    "id": "COkMuAOy2J5o",
+    "papermill": {
+     "duration": 10.831345,
+     "end_time": "2024-07-22T02:50:05.036861",
+     "exception": false,
+     "start_time": "2024-07-22T02:49:54.205516",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Detected operating system as Ubuntu/focal.\r\n",
+      "Checking for curl...\r\n",
+      "Detected curl...\r\n",
+      "Checking for gpg...\r\n",
+      "Detected gpg...\r\n",
+      "Detected apt version as 2.0.10\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing apt-transport-https... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Installing /etc/apt/sources.list.d/github_git-lfs.list..."
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "Importing packagecloud gpg key... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Packagecloud gpg key imported to /etc/apt/keyrings/github_git-lfs-archive-keyring.gpg\r\n",
+      "done.\r\n",
+      "Running apt-get update... "
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "done.\r\n",
+      "\r\n",
+      "The repository is setup! You can now install packages.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 0%\r",
+      "\r",
+      "Reading package lists... 0%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r",
+      "\r",
+      "Reading package lists... 3%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r",
+      "\r",
+      "Reading package lists... 36%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 47%\r",
+      "\r",
+      "Reading package lists... 48%\r",
+      "\r",
+      "Reading package lists... 48%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 60%\r",
+      "\r",
+      "Reading package lists... 60%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 64%\r",
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 65%\r",
+      "\r",
+      "Reading package lists... 65%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 76%\r",
+      "\r",
+      "Reading package lists... 76%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 87%\r",
+      "\r",
+      "Reading package lists... 87%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r",
+      "\r",
+      "Reading package lists... 91%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 96%\r",
+      "\r",
+      "Reading package lists... 98%\r",
+      "\r",
+      "Reading package lists... 98%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\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... 73%\r"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Building dependency tree       \r",
+      "\r\n",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... 0%\r",
+      "\r",
+      "Reading state information... Done\r",
+      "\r\n",
+      "git-lfs is already the newest version (3.5.1).\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0 upgraded, 0 newly installed, 0 to remove and 88 not upgraded.\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
+    "!apt-get install git-lfs --upgrade"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c4aec286",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:05.059917Z",
+     "iopub.status.busy": "2024-07-22T02:50:05.059536Z",
+     "iopub.status.idle": "2024-07-22T02:50:05.067486Z",
+     "shell.execute_reply": "2024-07-22T02:50:05.066557Z"
+    },
+    "papermill": {
+     "duration": 0.021776,
+     "end_time": "2024-07-22T02:50:05.069418",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:05.047642",
+     "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": "9b59b90d",
+   "metadata": {
+    "papermill": {
+     "duration": 0.010863,
+     "end_time": "2024-07-22T02:50:05.090077",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:05.079214",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f0e502dc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:05.111289Z",
+     "iopub.status.busy": "2024-07-22T02:50:05.110944Z",
+     "iopub.status.idle": "2024-07-22T02:50:05.118913Z",
+     "shell.execute_reply": "2024-07-22T02:50:05.117979Z"
+    },
+    "papermill": {
+     "duration": 0.020924,
+     "end_time": "2024-07-22T02:50:05.120858",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:05.099934",
+     "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": "89fe4915",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:05.142125Z",
+     "iopub.status.busy": "2024-07-22T02:50:05.141680Z",
+     "iopub.status.idle": "2024-07-22T02:50:05.147276Z",
+     "shell.execute_reply": "2024-07-22T02:50:05.146449Z"
+    },
+    "papermill": {
+     "duration": 0.018684,
+     "end_time": "2024-07-22T02:50:05.149296",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:05.130612",
+     "status": "completed"
+    },
+    "tags": [
+     "injected-parameters"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "# Parameters\n",
+    "dataset = \"iris\"\n",
+    "dataset_name = \"iris\"\n",
+    "gp = False\n",
+    "gp_multiply = False\n",
+    "df_name = 2\n",
+    "folder = \"eval\"\n",
+    "path_prefix = \"../../../../\"\n",
+    "path = \"eval/iris/tab_ddpm/0_2\"\n",
+    "model_dir = \".\"\n",
+    "model_dir_2 = \".\"\n",
+    "param_index = 0\n",
+    "use_all_data = False\n",
+    "repo_index = 5\n",
+    "save_model = False\n",
+    "epoch_scale = 0.1\n",
+    "mlu_run = None\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "b49836bc",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:05.171831Z",
+     "iopub.status.busy": "2024-07-22T02:50:05.171493Z",
+     "iopub.status.idle": "2024-07-22T02:50:05.177294Z",
+     "shell.execute_reply": "2024-07-22T02:50:05.176382Z"
+    },
+    "papermill": {
+     "duration": 0.019488,
+     "end_time": "2024-07-22T02:50:05.179305",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:05.159817",
+     "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": "f2d209bb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:05.200401Z",
+     "iopub.status.busy": "2024-07-22T02:50:05.200120Z",
+     "iopub.status.idle": "2024-07-22T02:50:06.453312Z",
+     "shell.execute_reply": "2024-07-22T02:50:06.452147Z"
+    },
+    "papermill": {
+     "duration": 1.266672,
+     "end_time": "2024-07-22T02:50:06.455790",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:05.189118",
+     "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": "67d12fb1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:06.478548Z",
+     "iopub.status.busy": "2024-07-22T02:50:06.478211Z",
+     "iopub.status.idle": "2024-07-22T02:50:07.465870Z",
+     "shell.execute_reply": "2024-07-22T02:50:07.464711Z"
+    },
+    "papermill": {
+     "duration": 1.001436,
+     "end_time": "2024-07-22T02:50:07.468060",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:06.466624",
+     "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": "36ee8b21",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:07.491455Z",
+     "iopub.status.busy": "2024-07-22T02:50:07.490632Z",
+     "iopub.status.idle": "2024-07-22T02:50:07.500298Z",
+     "shell.execute_reply": "2024-07-22T02:50:07.499464Z"
+    },
+    "papermill": {
+     "duration": 0.023413,
+     "end_time": "2024-07-22T02:50:07.502233",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:07.478820",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/kaggle/working\n",
+      "/kaggle/working/eval/iris/tab_ddpm/0_2\n"
+     ]
+    }
+   ],
+   "source": [
+    "from pathlib import Path\n",
+    "import os\n",
+    "\n",
+    "%cd /kaggle/working/\n",
+    "\n",
+    "if path is None:\n",
+    "    path = os.path.join(folder, dataset_name, single_model, df_name)\n",
+    "Path(path).mkdir(parents=True, exist_ok=True)\n",
+    "\n",
+    "%cd {path}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "c896deef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:07.526906Z",
+     "iopub.status.busy": "2024-07-22T02:50:07.526582Z",
+     "iopub.status.idle": "2024-07-22T02:50:07.898272Z",
+     "shell.execute_reply": "2024-07-22T02:50:07.897379Z"
+    },
+    "executionInfo": {
+     "elapsed": 14,
+     "status": "ok",
+     "timestamp": 1697361146939,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "UdvXYv3c3LXy",
+    "papermill": {
+     "duration": 0.38639,
+     "end_time": "2024-07-22T02:50:07.900567",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:07.514177",
+     "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": "5f9640c6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:07.924438Z",
+     "iopub.status.busy": "2024-07-22T02:50:07.923673Z",
+     "iopub.status.idle": "2024-07-22T02:50:09.543953Z",
+     "shell.execute_reply": "2024-07-22T02:50:09.543132Z"
+    },
+    "executionInfo": {
+     "elapsed": 590,
+     "status": "ok",
+     "timestamp": 1697361147518,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "Vrl2QkoV3o_8",
+    "papermill": {
+     "duration": 1.634438,
+     "end_time": "2024-07-22T02:50:09.546367",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:07.911929",
+     "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": "5b44ff86",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:09.571842Z",
+     "iopub.status.busy": "2024-07-22T02:50:09.571390Z",
+     "iopub.status.idle": "2024-07-22T02:50:09.579940Z",
+     "shell.execute_reply": "2024-07-22T02:50:09.579179Z"
+    },
+    "executionInfo": {
+     "elapsed": 12,
+     "status": "ok",
+     "timestamp": 1697361147519,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "a-SjylvlYl7i",
+    "papermill": {
+     "duration": 0.023403,
+     "end_time": "2024-07-22T02:50:09.581837",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:09.558434",
+     "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": "0a335447",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:09.604969Z",
+     "iopub.status.busy": "2024-07-22T02:50:09.604658Z",
+     "iopub.status.idle": "2024-07-22T02:50:09.609178Z",
+     "shell.execute_reply": "2024-07-22T02:50:09.608314Z"
+    },
+    "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": 0.018634,
+     "end_time": "2024-07-22T02:50:09.611271",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:09.592637",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./model.pt\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(model_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "48430562",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:09.635863Z",
+     "iopub.status.busy": "2024-07-22T02:50:09.635299Z",
+     "iopub.status.idle": "2024-07-22T02:50:09.753297Z",
+     "shell.execute_reply": "2024-07-22T02:50:09.752373Z"
+    },
+    "papermill": {
+     "duration": 0.132724,
+     "end_time": "2024-07-22T02:50:09.755685",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:09.622961",
+     "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": "917cab9c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:09.781415Z",
+     "iopub.status.busy": "2024-07-22T02:50:09.781045Z",
+     "iopub.status.idle": "2024-07-22T02:50:14.126969Z",
+     "shell.execute_reply": "2024-07-22T02:50:14.126134Z"
+    },
+    "papermill": {
+     "duration": 4.361479,
+     "end_time": "2024-07-22T02:50:14.129353",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:09.767874",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2024-07-22 02:50:11.530149: 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 02:50:11.530205: 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 02:50:11.531686: 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": "1f23aa76",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:14.153837Z",
+     "iopub.status.busy": "2024-07-22T02:50:14.153214Z",
+     "iopub.status.idle": "2024-07-22T02:50:14.158894Z",
+     "shell.execute_reply": "2024-07-22T02:50:14.158007Z"
+    },
+    "papermill": {
+     "duration": 0.020056,
+     "end_time": "2024-07-22T02:50:14.160931",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:14.140875",
+     "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": "7301654e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:14.186687Z",
+     "iopub.status.busy": "2024-07-22T02:50:14.185989Z",
+     "iopub.status.idle": "2024-07-22T02:50:16.968033Z",
+     "shell.execute_reply": "2024-07-22T02:50:16.966782Z"
+    },
+    "papermill": {
+     "duration": 2.797606,
+     "end_time": "2024-07-22T02:50:16.970517",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:14.172911",
+     "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": "1ee37f10",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:16.997058Z",
+     "iopub.status.busy": "2024-07-22T02:50:16.996685Z",
+     "iopub.status.idle": "2024-07-22T02:50:17.002973Z",
+     "shell.execute_reply": "2024-07-22T02:50:17.002092Z"
+    },
+    "papermill": {
+     "duration": 0.021667,
+     "end_time": "2024-07-22T02:50:17.004944",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:16.983277",
+     "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": "5e316ff0",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:17.029236Z",
+     "iopub.status.busy": "2024-07-22T02:50:17.028918Z",
+     "iopub.status.idle": "2024-07-22T02:50:17.526721Z",
+     "shell.execute_reply": "2024-07-22T02:50:17.525891Z"
+    },
+    "papermill": {
+     "duration": 0.512728,
+     "end_time": "2024-07-22T02:50:17.529134",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:17.016406",
+     "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": "3c02014b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:17.556579Z",
+     "iopub.status.busy": "2024-07-22T02:50:17.556187Z",
+     "iopub.status.idle": "2024-07-22T02:50:17.562839Z",
+     "shell.execute_reply": "2024-07-22T02:50:17.561966Z"
+    },
+    "papermill": {
+     "duration": 0.022918,
+     "end_time": "2024-07-22T02:50:17.564770",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:17.541852",
+     "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": "6711b3cb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:17.589079Z",
+     "iopub.status.busy": "2024-07-22T02:50:17.588827Z",
+     "iopub.status.idle": "2024-07-22T02:50:17.635641Z",
+     "shell.execute_reply": "2024-07-22T02:50:17.634971Z"
+    },
+    "papermill": {
+     "duration": 0.061217,
+     "end_time": "2024-07-22T02:50:17.637538",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:17.576321",
+     "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": "238ddee3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:17.664696Z",
+     "iopub.status.busy": "2024-07-22T02:50:17.664415Z",
+     "iopub.status.idle": "2024-07-22T02:50:17.670132Z",
+     "shell.execute_reply": "2024-07-22T02:50:17.669319Z"
+    },
+    "papermill": {
+     "duration": 0.020961,
+     "end_time": "2024-07-22T02:50:17.672096",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:17.651135",
+     "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": "9b7e0ddb",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:17.698184Z",
+     "iopub.status.busy": "2024-07-22T02:50:17.696461Z",
+     "iopub.status.idle": "2024-07-22T02:50:17.701817Z",
+     "shell.execute_reply": "2024-07-22T02:50:17.701103Z"
+    },
+    "papermill": {
+     "duration": 0.020003,
+     "end_time": "2024-07-22T02:50:17.703748",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:17.683745",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_name_2 = \"df\" if use_all_data else df_name"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "8a0f6402",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:17.729218Z",
+     "iopub.status.busy": "2024-07-22T02:50:17.728453Z",
+     "iopub.status.idle": "2024-07-22T02:50:17.734229Z",
+     "shell.execute_reply": "2024-07-22T02:50:17.733365Z"
+    },
+    "papermill": {
+     "duration": 0.020376,
+     "end_time": "2024-07-22T02:50:17.736273",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:17.715897",
+     "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": "d2f24967",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:17.761316Z",
+     "iopub.status.busy": "2024-07-22T02:50:17.760623Z",
+     "iopub.status.idle": "2024-07-22T02:50:17.766951Z",
+     "shell.execute_reply": "2024-07-22T02:50:17.766080Z"
+    },
+    "papermill": {
+     "duration": 0.020895,
+     "end_time": "2024-07-22T02:50:17.769001",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:17.748106",
+     "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": "03cf74af",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:17.796299Z",
+     "iopub.status.busy": "2024-07-22T02:50:17.795527Z",
+     "iopub.status.idle": "2024-07-22T02:50:17.805374Z",
+     "shell.execute_reply": "2024-07-22T02:50:17.804482Z"
+    },
+    "executionInfo": {
+     "elapsed": 6,
+     "status": "ok",
+     "timestamp": 1697361147931,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "NgahtU1q9uLO",
+    "papermill": {
+     "duration": 0.025706,
+     "end_time": "2024-07-22T02:50:17.807286",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:17.781580",
+     "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": "6d11a580",
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:17.832104Z",
+     "iopub.status.busy": "2024-07-22T02:50:17.831843Z",
+     "iopub.status.idle": "2024-07-22T02:50:57.251507Z",
+     "shell.execute_reply": "2024-07-22T02:50:57.250406Z"
+    },
+    "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": 39.434893,
+     "end_time": "2024-07-22T02:50:57.254008",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:17.819115",
+     "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 1000/8483 MLoss: 0.0 GLoss: 0.3561 Sum: 0.3561\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 2000/8483 MLoss: 0.0 GLoss: 0.3042 Sum: 0.3042\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 3000/8483 MLoss: 0.0 GLoss: 0.2897 Sum: 0.2897\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 4000/8483 MLoss: 0.0 GLoss: 0.2763 Sum: 0.2763\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 5000/8483 MLoss: 0.0 GLoss: 0.265 Sum: 0.265\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 6000/8483 MLoss: 0.0 GLoss: 0.2569 Sum: 0.2569\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 7000/8483 MLoss: 0.0 GLoss: 0.249 Sum: 0.249\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Step 8000/8483 MLoss: 0.0 GLoss: 0.2457 Sum: 0.2457\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": "089b3987",
+   "metadata": {
+    "papermill": {
+     "duration": 0.01356,
+     "end_time": "2024-07-22T02:50:57.281303",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:57.267743",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "55884dc3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:57.308535Z",
+     "iopub.status.busy": "2024-07-22T02:50:57.307658Z",
+     "iopub.status.idle": "2024-07-22T02:50:57.315452Z",
+     "shell.execute_reply": "2024-07-22T02:50:57.314724Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491665,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "qUHHYJNRJdDy",
+    "papermill": {
+     "duration": 0.023453,
+     "end_time": "2024-07-22T02:50:57.317426",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:57.293973",
+     "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": "2c4e5ac6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-07-22T02:50:57.344118Z",
+     "iopub.status.busy": "2024-07-22T02:50:57.343573Z",
+     "iopub.status.idle": "2024-07-22T02:51:13.991145Z",
+     "shell.execute_reply": "2024-07-22T02:51:13.990296Z"
+    },
+    "executionInfo": {
+     "elapsed": 13,
+     "status": "ok",
+     "timestamp": 1697361491666,
+     "user": {
+      "displayName": "Rizqi Nur",
+      "userId": "09644007964068789560"
+     },
+     "user_tz": -420
+    },
+    "id": "7SQgzf5-P249",
+    "papermill": {
+     "duration": 16.663754,
+     "end_time": "2024-07-22T02:51:13.993635",
+     "exception": false,
+     "start_time": "2024-07-22T02:50:57.329881",
+     "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": "e955e7d2",
+   "metadata": {
+    "papermill": {
+     "duration": 0.014279,
+     "end_time": "2024-07-22T02:51:14.022648",
+     "exception": false,
+     "start_time": "2024-07-22T02:51:14.008369",
+     "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": 82.969906,
+   "end_time": "2024-07-22T02:51:15.761040",
+   "environment_variables": {},
+   "exception": null,
+   "input_path": "eval/iris/tab_ddpm/0_2/tab_ddpm_eval.ipynb",
+   "output_path": "eval/iris/tab_ddpm/0_2/tab_ddpm_eval.ipynb",
+   "parameters": {
+    "dataset": "iris",
+    "dataset_name": "iris",
+    "df_name": 2,
+    "epoch_scale": 0.1,
+    "folder": "eval",
+    "gp": false,
+    "gp_multiply": false,
+    "mlu_run": null,
+    "model_dir": ".",
+    "model_dir_2": ".",
+    "param_index": 0,
+    "path": "eval/iris/tab_ddpm/0_2",
+    "path_prefix": "../../../../",
+    "repo_index": 5,
+    "save_model": false,
+    "use_all_data": false
+   },
+   "start_time": "2024-07-22T02:49:52.791134",
+   "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